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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57638	TPA	Betty Garcia	1999-09-19	—	6337334891	3070 Park Pl, San Diego, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-56144	TPA	Joseph Meyer	—	—	—	3996 Harbor Blvd, Atlanta, GA, 30325	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-53505	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-53504	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-58413	TPA	Sharon M Ortega	1972-05-08	—	—	9011 Willow Ct, Atlanta, GA, 30306	0.66	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-50262	TPA	Henry Y Lane	1940-09-11	—	5697354109	1172 Lincoln Way, Los Angeles, CA, 90068	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-56668	TPA	Samuel Morgan	2008-03-20	—	9597124132	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-55010	TPA	Jacob Kelly	1990-05-14	—	—	9005 Hillcrest Rd, Austin, TX, 78705	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54857	TPA	Carl Thompson	1958-01-03	—	—	683 Spring St, Orlando, FL, 32803	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54654	TPA	Billy King	1969-08-10	UHC-12485-82	2682035948	7862 Highland Ave, Chandler, AZ, 85280	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63884	TPA	Denise Pena	2001-09-06	UHC-12515-52	—	5007 Pine Dr, Miami, FL, 33107	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-60212	TPA	Mark Larson	1950-10-25	—	7448255384	4811 Pine Dr, Seattle, WA, 98125	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-63694	TPA	Michellle Phillips	1946-10-01	—	5899044752	4100 Lake View Rd, Miami, FL, 33148	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51118	TPA	Ken Hughes	1975-08-17	—	—	3248 Bayshore Dr, Miami, FL, 33115	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53823	TPA	Billy Parker	1973-06-07	—	9594843069	1222 Baseline Rd, Chandler, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+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-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-60249	TPA	Mark Hunt	1997-06-20	—	—	1061 Market St, Houston, TX, 77034	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51527	TPA	Melissa Garza	1988-03-28	—	—	7408 Washington St, Fresno, CA, 93749	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59404	TPA	Mason L Miller	1955-12-23	—	5818967848	825 Mountain View Dr, Houston, TX, 77005	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+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-58231	TPA	Randy Burke	1948-05-15	—	—	1425 River Rd, Minneapolis, MN, 55464	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62222	TPA	Margaret Jensen	1954-12-27	—	—	5804 Sunset Blvd, Minneapolis, MN, 55494	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace 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-61946	TPA	Marcus Ford	1973-01-02	—	—	4043 Washington St, Eden Prairie, MN, 55344	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+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-52629	TPA	Carroll Alice	1942-01-23	—	—	7653 Bayshore Dr, Scottsdale, AZ, 85205	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58328	TPA	Jonathan George	1950-03-11	—	2903031049	3565 Jefferson Ave, Jacksonville, FL, 32270	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-51799	TPA	Emily Rojas	1973-08-11	—	4547015886	3655 Market St, Las Vegas, NV	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-61649	TPA	Jeremy Fields	1941-08-04	—	—	806 Jefferson Ave, San Antonio, TX, 78264	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63159	TPA	Sandra G Hart	1957-12-16	—	9508397903	9810 Jefferson Ave, San Diego, CA, 92119	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-54798	TPA	Wilile V Dunn	1968-09-07	—	—	7513 Jefferson Ave, Minneapolis, MN, 55476	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
TPA-53021	TPA	Keith Dixon	2004-09-02	—	7757626439	9147 Hillcrest Rd, Fresno, CA, 93754	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58498	TPA	Joseph Moore	1990-05-26	UHC-14260-60	—	5602 Mesa Dr, Tucson, AZ, 85740	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52018	TPA	Philip O Carpenter	1952-03-23	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-51859	TPA	Nick Fuller	1983-02-08	UHC-17681-49	—	4462 Sage Ct, Las Vegas, NV, 89144	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
TPA-63290	TPA	Alexis Weber	1980-03-26	—	—	5247 Market St, Columbus, OH, 43208	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-53432	TPA	Carol Garrett	1971-02-27	—	—	5161 Valley View Dr, Fresno, CA, 93785	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58000	TPA	Arthur Oliver	1995-04-22	—	—	8600 Union St, Houston, TX, 77051	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+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-57677	TPA	Elijah Burke	1994-03-26	UHC-30110-62	—	6133 Washington St, Gilbert, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-54997	TPA	Ahmed Johnson	1980-07-19	—	—	1865 Ocean Ave, Columbus, OH, 43297	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+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-62383	TPA	Benjamin Simmons	1971-06-14	—	—	8450 Camelback Rd, Gilbert, AZ, 85224	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57205	TPA	Noah Woods	1999-05-23	—	—	6006 Maple Ave, San Antonio, TX	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-54307	TPA	Santiago Garza	1994-07-26	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-51473	TPA	Emily Stone	1960-03-28	—	—	2674 Baseline Rd, Los Angeles, CA, 90076	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-61864	TPA	Kathryn Thompson	1988-02-25	—	3849909239	9214 Forest Ave, Minneapolis, MN, 55416	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

2,435 rows, page 30 of 49Previous Next