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

Third-party administrator, 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-55645	TPA	William Black	1967-03-21	—	—	5405 Sunset Blvd Apt 12, Jacksonville, FL, 32243	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55089	TPA	Carolyn Fowler	1993-06-10	—	—	4224 Union St, Seattle, WA, 98190	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-51157	TPA	Madison Jones	—	UHC-46381-97	2644496707	4925 Palm Dr, Tucson, AZ, 85784	0.66	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+1 more
TPA-63230	TPA	Debra Robertson	1942-12-26	—	—	9263 Palm Dr, Mesa, AZ, 85243	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59275	TPA	Arthur Gray	1996-05-02	—	—	4343 Spring St # 181, Nashville, TN, 37213	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51257	TPA	Elijah Porter	1950-09-15	—	—	1434 Canyon Rd, Columbus, OH, 43202	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56912	TPA	Isabella K Morris	2006-07-20	—	—	—	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
TPA-60697	TPA	Jacck Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60698	TPA	Jacck Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63384	TPA	Kayla X Holmes	1952-10-16	—	—	7289 Canyon Rd, San Diego, CA, 92136	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63941	TPA	Linda Y Coopar	1950-12-07	—	—	9108 Washington St, Eden Prairie, MN, 55307	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63646	TPA	Jeffrey Padilla	1983-08-18	—	—	9574 Ridge Rd, Eden Prairie, MN, 55330	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-58910	TPA	Joe Oslon	1986-02-15	—	—	8847 Market St, Scottsdale, AZ, 85245	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
TPA-55808	TPA	Bruce Hcks	1978-02-20	—	—	632 Sunset Blvd, Charlotte, NC	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-62380	TPA	Andrea Q Garcia	1952-09-28	—	—	7817 Washington St, Houston, TX, 77059	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63345	TPA	Nicholas R Wright	1948-05-06	—	—	9424 Park Pl, Columbus, OH, 43204	0.66	Name re-cased SSN last four extracted State name converted to code Whitespace trimmed+1 more
TPA-55877	TPA	Albert Hayes	1993-09-23	—	—	1017 Willow Ct, Tempe, AZ, 85201	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57995	TPA	Victoria I Peterson	2004-03-17	—	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-52780	TPA	Frances Mason	1979-03-07	—	—	7506 Highland Ave, Scottsdale, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
TPA-54758	TPA	Carolyn Wong	1977-01-09	—	—	2259 Highland Ave, Sacramento, CA, 95840	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57808	TPA	Eugene Graham	2004-10-26	UHC-44398-20	—	1088 Maple Ave, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50815	TPA	Gabriel Hanson	1981-07-24	—	8286453056	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-53737	TPA	Joe Matthews	1945-05-09	—	—	1238 Willow Ct, Las Vegas, NV, 89183	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56611	TPA	Denise Wells	1998-09-06	—	—	8604 Lincoln Way Apt 27, Columbus, OH	0.66	Name re-cased Unit split from street City re-cased ZIP missing+1 more
TPA-58425	TPA	Katherine Perry	1973-08-28	—	—	9316 Sage Ct, Tampa, FL, 33668	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-51659	TPA	Luis Hguhes	1987-03-13	—	—	8374 Sunset Blvd, Seattle, WA, 98119	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55003	TPA	Shirley Harrison	—	—	—	1543 Sunset Blvd, Fresno, CA, 93743	0.66	Name re-cased Date of birth missing City re-cased State name converted to code+1 more
TPA-53974	TPA	Gloria UJunk	1978-12-18	—	—	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.66	Middle initial moved out of first name Name re-cased City re-cased Placeholder values cleared+1 more
TPA-58535	TPA	Pat Valdez	2004-08-20	—	5963246416	4711 Pine Dr, Columbus, OH, 43210	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63227	TPA	Jesse Jones	1967-07-15	—	—	9066 Union St, Tampa, FL, 33627	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61169	TPA	Roy Spencer	1981-07-16	—	—	7299 Main St, Fresno, CA, 93758	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59774	TPA	Justin K West	2004-07-24	—	9118890965	3096 Canyon Rd, Tucson, AZ, 85745	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50803	TPA	Hiroshi I Reynolds	1965-06-21	UHC-14204-71	—	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
TPA-55395	TPA	Karen Young	2008-03-15	—	2904451047	7441 Bayshore Dr Apt 14, Glendale, AZ, 85324	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-62470	TPA	Scott Phillips	1981-08-18	—	8883190206	4082 River Rd Apt 13, Sacramento, CA	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
TPA-63795	TPA	Zachary I Armstrong	1978-01-27	—	—	9095 Pine Dr # 396, Nashville, TN, 37228	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56787	TPA	Jack Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60708	TPA	Omar Obrien	1953-12-16	—	—	8422 Washington St, San Diego, CA, 92135	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50149	TPA	Aisha Henry	2005-07-22	—	—	2707 Market St Apt 36, San Antonio, TX, 78268	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63686	TPA	Christian Coleman	2001-06-07	—	6378226687	1394 Palm Dr, San Diego, CA, 92175	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-51036	TPA	Richard Patterson	1998-06-23	—	—	2676 Market St Apt 31, Nashville, TN, 37243	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57408	TPA	Janet Cruz	—	—	—	6842 Oak St, Chandler, AZ, 85244	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-62503	TPA	Maria Little	1940-06-21	—	4209178852	1334 Harbor Blvd, Phoenix, AZ, 85030	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60478	TPA	Andrea O Guzman	1992-05-15	UHC-33667-52	4386722012	4778 Sage Ct, Tucson, AZ, 85773	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50479	TPA	Janet Sanchez	2007-08-22	—	—	3187 Hillcrest Rd, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55159	TPA	Gerald King	1991-07-16	—	—	9108 Palm Dr, Tempe, AZ, 85212	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52638	TPA	Maria Danies	1982-10-09	—	—	5183 Sunset Blvd, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50306	TPA	Marai Bell	2008-04-04	—	—	7470 Spring St, Dallas, TX, 75232	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-62597	TPA	Hannah Nelson	1987-03-10	—	—	7495 Mesa Dr, Tampa, FL	0.66	Name re-cased ZIP missing Gender normalised Plan code upper-cased+1 more
TPA-52637	TPA	Mari Daniels	1982-10-09	—	—	5183 Sunset Blvd, Fresno, CA, 93783	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

5,750 rows, page 35 of 115Previous Next