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-50585	TPA	Catherine X Ellis	1939-12-19	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61306	TPA	Edward Alvarado	1960-06-18	UHC-97144-40	—	6451 Sage Ct, San Antonio, TX, 78244	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55595	TPA	Judy E Jackson	1966-08-27	—	—	1493 Lincoln Way, Nashville, TN, 37256	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52253	TPA	Martha Jones	—	—	—	4291 Market St, San Diego, CA, 92187	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-63484	TPA	Justin Fowler	1981-12-21	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54900	TPA	Virginia Hudson	1954-05-12	—	—	4992 Washington St, Dallas, TX, 75226	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50618	TPA	Maria Singh	1983-05-20	—	—	8998 Jefferson Ave, Las Vegas, NV, 89195	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56032	TPA	Sara Franklin	1955-09-04	—	—	3518 Central Ave, Las Vegas, NV, 89141	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55315	TPA	Hnnah Sims	1985-11-24	—	—	9768 Sunset Blvd, Dallas, TX, 75256	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-52118	TPA	Caarolyn Lane	1965-12-27	—	—	9646 Mesa Dr, Sacramento, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-56567	TPA	Mark Brradley	1976-07-04	—	—	7469 Mountain View Dr, Charlotte, NC, 28207	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51928	TPA	Jon Turner	1939-06-23	—	—	7967 Lake View Rd, Chandler, AZ, 85230	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55908	TPA	Jeremy Oliver	1975-08-04	—	—	6752 Palm Dr Apt 1, Chandler, AZ, 85272	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55909	TPA	Jeremy Oliver	1975-08-04	—	—	6752 Palm Dr Apt 1, Chandler, AZ, 85272	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55626	TPA	Brittany Hernandez	1972-01-22	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-54015	TPA	Frances T Simpson	2006-12-03	—	3447894435	4657 Forest Ave, Plano, TX, 75084	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54014	TPA	Frances T Simpson	2006-12-03	—	3447894435	4657 Forest Ave, Plano, TX, 75084	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57013	TPA	Brenda Nelson	1946-06-04	—	—	1315 Market St, Gilbert, AZ, 85222	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-59311	TPA	Alex Larson	2005-11-23	UHC-49440-40	—	8136 Elm St, Seattle, WA, 98135	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
TPA-61662	TPA	Dorothy Alexander	1946-07-26	—	—	4659 Ocean Ave, Atlanta, GA, 30303	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51960	TPA	Ykui Mitchell	1976-08-27	—	—	6923 Main St, Denver, CO, 80255	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51902	TPA	Nathan J Alvarez	2004-08-06	—	—	5083 Market St, Eden Prairie, MN, 55371	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53570	TPA	Jessica Patel	2005-06-16	—	2145901087	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51025	TPA	Gloria Bradley	2003-07-17	—	—	2984 Indian School Rd Apt 10, Scottsdale, AZ, 85296	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55066	TPA	Ruth Hicks	1985-02-22	—	3646543765	5034 Grand Ave, Houston, TX, 77090	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53922	TPA	Andrews John	1960-09-20	—	—	8168 Lincoln Way # 782, Dallas, TX, 75234	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-58254	TPA	Nancy Le	1972-11-14	UHC-48550-71	—	6437 Ocean Ave, Fresno, CA, 93730	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64318	TPA	Maria Montgomery	1955-02-08	—	6348465003	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-60033	TPA	Kathleen Alvarado	2006-09-04	—	9107986533	1905 Sage Ct, Columbus, OH, 43226	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-61325	TPA	Thomas Marshall	1967-10-28	—	—	9589 Desert Sky Blvd, Eden Prairie, MN, 55397	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53224	TPA	Pauul Hamilton	1979-04-27	—	—	3908 Maple Ave, Los Angeles, CA, 90064	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53225	TPA	Pauul Hamilton	1979-04-27	—	—	3908 Maple Ave, Los Angeles, CA, 90064	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51625	TPA	Kathryn Wang	2007-01-19	—	3275716684	7432 Mountain View Dr, Chandler, AZ, 85216	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63873	TPA	Gary Matthews	1945-11-13	—	—	3179 Indian School Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63964	TPA	Lauren Medina	1962-06-02	—	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62225	TPA	Ralph N Larson	1978-06-24	—	—	4382 Sage Ct, Atlanta, GA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-61047	TPA	Aaron Lopez	2003-04-10	—	—	2613 Palm Dr, Fresno, CA, 93785	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-58532	TPA	Izabella Walsh	1979-06-04	—	—	8165 Camelback Rd, Orlando, FL, 32827	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51836	TPA	Janet Ross	2007-08-11	—	—	4119 Bayshore Dr, Charlotte, NC, 28251	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60655	TPA	Valentina Harvey	1943-03-28	—	2708863345	7433 Broadway, Scottsdale, AZ, 85261	0.80	Name re-cased Phone reformatted Address re-cased Gender normalised
TPA-58752	TPA	Doris Hoffman	1938-11-04	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50570	TPA	Helen K Morris	2002-02-12	—	—	2782 Park Pl, Denver, CO, 80293	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
TPA-52664	TPA	Maria Garcia	1947-07-16	—	—	7132 Sage Ct, Tempe, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-51146	TPA	Emma J Romero	1974-01-25	—	—	1356 Jefferson Ave, Minneapolis, MN, 55486	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60501	TPA	Jennifer Vargas	1989-11-03	—	—	2753 River Rd, Plano, TX, 75058	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60834	TPA	Carlos Hoffman	1963-08-01	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-54049	TPA	Scott Jacobs	1954-07-22	—	—	9154 Cedar Ln, Seattle, WA, 98102	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57618	TPA	Martha Henderson	2008-10-26	UHC-24638-57	3896377268	6710 Washington St, Minneapolis, MN, 55437	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55750	TPA	Rivera Barbara	1996-04-26	—	—	3211 Main St, Plano, TX, 75077	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62548	TPA	Waltar Bowman	1971-04-16	—	—	9491 Apache Blvd, Houston, TX, 77035	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased

5,750 rows, page 74 of 115Previous Next