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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54498	TPA	Donald Bennett	1977-02-28	UHC-07240-34	—	2493 Elm St, Fresno, CA, 93702	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61121	TPA	Jeryr Hamilton	1954-08-31	—	2096707176	—	0.80	Name split from “Last, First”Phone reformatted 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-50604	TPA	Alexander Lee	1971-04-24	—	6083542471	1021 Desert Sky Blvd, Austin, TX, 78706	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50354	TPA	Stehpen V Spencer	1972-06-27	—	—	334 Spring St, Austin, TX, 78785	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55862	TPA	Jerry Le	1965-05-13	—	9118037455	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55935	TPA	Edward Diaz	1968-07-16	—	3487057870	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61847	TPA	Joe Bishop	1967-10-04	—	—	3979 Elm St, Gilbert, AZ, 85264	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63690	TPA	Karen Thomas	2005-11-05	—	—	6718 Mesa Dr, Houston, TX, 77082	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-59972	TPA	Paul Hoffman	1939-12-10	—	—	8814 Apache Blvd, Nashville, TN, 37208	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52375	TPA	Randy Hill	1982-10-03	—	3512855122	234 Canyon Rd, Fresno, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57075	TPA	Jonathan Burke	1984-10-02	—	—	4277 Washington St, Denver, CO, 80209	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed 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-55771	TPA	Sara Espinoza	1997-01-27	—	—	5773 Central Ave, Los Angeles, CA, 90072	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56985	TPA	Priya Morales	1938-05-26	—	—	7223 Sunset Blvd, Chandler, AZ, 85233	0.80	Street suffix standardised Address re-cased Email lower-cased 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-52119	TPA	Olivia Shaw	2002-09-01	—	—	8294 Sage Ct, Phoenix, AZ, 85073	0.80	Street suffix standardised Address re-cased Whitespace trimmed 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-59161	TPA	Christian Elliott	1972-07-07	—	—	3066 Apache Blvd, Tucson, AZ, 85724	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50433	TPA	Amy I Torres	1959-05-04	—	—	5688 Cedar Ln, Austin, TX, 78783	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55915	TPA	Steve Dixon	1996-11-03	—	—	8339 Meadow Ln, Dallas, TX, 75222	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55914	TPA	Steve Dixon	1996-11-03	—	—	8339 Meadow Ln, Dallas, TX, 75222	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62468	TPA	Jesse Y Baker	1985-01-05	—	3199329132	6412 Lincoln Way, Houston, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-58536	TPA	Patrick Valdez	2004-08-20	—	5963246416	4711 Pine Dr, Columbus, OH, 43210	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed 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-56685	TPA	Kathryn Price	1987-02-12	—	8736981814	5333 Lincoln Way, Plano, TX, 75049	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55090	TPA	John Rivera	2006-11-10	—	9295847598	1199 Sage Ct, San Diego, CA, 92126	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62106	TPA	Gloria Ward	1968-09-02	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63752	TPA	Sandra Patel	1950-08-26	—	5909219151	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58520	TPA	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50029	TPA	Denise E Elliott	1948-09-26	—	—	7529 Camelback Rd, Austin, TX, 78795	0.80	Street suffix standardised Address re-cased Whitespace trimmed 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-63929	TPA	Mason Sttone	1983-10-10	—	—	5591 Park Pl, Glendale, AZ, 85392	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59429	TPA	Austin Burton	1983-12-17	—	—	2738 Hillcrest Rd, Las Vegas, NV, 89137	0.80	Street suffix standardised Address re-cased Whitespace trimmed 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-62766	TPA	Daniel Ward	1941-04-15	—	—	2104 Palm Dr, Denver, CO	0.80	Date of birth reformatted City re-cased ZIP missing 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-60214	TPA	Logan L Greene	1965-08-04	—	2165107683	7931 Canyon Rd Apt 36, Minneapolis, MN, 55476	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50944	TPA	Ryan Cooper	1995-07-25	—	6345758109	—	0.80	Phone reformatted Gender normalised 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-50263	TPA	Allan Contreras	1939-06-09	—	—	7196 Bayshore Dr, Tampa, FL, 33627	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61297	TPA	Mason Morales	1966-12-11	—	2416145526	4948 River Rd, Gilbert, AZ, 85249	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56578	TPA	Benjamin Contreras	1980-06-23	—	9464555695	7408 Sage Ct, Gilbert, AZ, 85210	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

14,135 rows, page 166 of 283Previous Next