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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61365	TPA	Brian Davis	1966-07-20	—	—	6652 Park Pl, Jacksonville, FL, 32214	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-50699	TPA	Melissa Willis	1939-06-04	UHC-08965-17	4969581419	8088 Lincoln Way, Chandler, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53464	TPA	Gerald Martinez	1955-10-03	—	—	4734 Grand Ave, Dallas, TX, 75298	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60658	TPA	Michelle Black	1997-12-14	—	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53872	TPA	Vincent Riz	1997-09-22	—	—	2484 Central Ave, Eden Prairie, MN	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52703	TPA	Steve W Maldonado	1941-06-16	UHC-08829-69	6146437845	5247 Hillcrest Rd, Sacramento, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52751	TPA	Michelle J Cole	1969-02-24	UHC-87039-26	—	1395 Apache Blvd, Tampa, FL, 33645	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52814	TPA	Marcus Munoz	1971-08-23	—	7308965219	1896 Baseline Rd # 320, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-57737	TPA	Sean Luna	1971-05-16	—	—	3548 Baseline Rd, Chandler, AZ, 85211	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-58551	TPA	Santiago Hamilton	2007-02-12	—	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-61298	TPA	Lauren Ray	1956-01-12	—	3568097738	9749 Meadow Ln, Orlando, FL, 32822	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60100	TPA	Soto Arthur	1963-03-10	—	—	487 Maple Ave, Austin, TX, 78796	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-57203	TPA	Rebeca Armstrong	1941-01-17	UHC-21586-51	6088433273	4269 Jefferson Ave, San Diego, CA, 92152	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-50122	TPA	Santiago Valdez	2000-02-24	UHC-41588-95	—	6743 Hillcrest Rd, Charlotte, NC, 28266	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-62641	TPA	Donald Gomez	1938-04-07	—	—	6300 Ocean Ave Apt 18, Plano, TX, 75011	0.62	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60818	TPA	Alex V Silva	1984-08-10	—	3258510146	5783 Pine Dr, Phoenix, AZ, 85008	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61697	TPA	Philip Brooks	1954-04-07	—	9506282571	2349 Central Ave Apt 29, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
TPA-61698	TPA	Philip Brooks	1954-04-07	—	9506282571	2349 Central Ave Apt 29, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
TPA-52695	TPA	Julie Vasquez	1970-04-09	UHC-46484-67	—	3365 Willow Ct, Sacramento, CA, 95816	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52533	TPA	Virginia Grant	1968-08-03	—	—	3062 Forest Ave, Columbus, OH, 43296	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53817	TPA	Carlos Li	1979-07-08	—	—	8294 Grand Ave # 401, Jacksonville, FL, 32266	0.62	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-59201	TPA	Pamela Arnold	1973-11-19	—	2399355420	1082 Maple Ave, San Diego, CA, 92184	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-58149	TPA	Julia Perkins	1945-03-26	—	—	5328 Washington St Apt 8, Tempe, AZ, 85269	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56045	TPA	Bradley Fowler	1996-12-25	—	—	9853 Lake View Rd, Gilbert, AZ, 85288	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51189	TPA	Jacob Evans	1971-07-14	—	—	2290 Spring St, Jacksonville, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54710	TPA	Valentina R James	1958-11-14	UHC-20196-87	—	384 Market St # 914, Mesa, AZ, 85296	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62411	TPA	John Santiago	1976-12-27	—	—	535 Canyon Rd, Glendale, AZ, 85361	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more
TPA-64217	TPA	Raymond Maldonado	1969-10-23	—	—	4552 Market St, Columbus, OH, 43285	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-56231	TPA	Michelle Woong	1995-11-14	—	—	9654 Central Ave, Chandler, AZ, 85215	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-62254	TPA	Tom Y Moore	1980-09-27	—	—	8891 Elm St, Miami, FL, 33194	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54425	TPA	Rebecca Schultz	1952-02-20	UHC-71809-10	3428799932	765 Sunset Blvd Apt 26, Plano, TX, 75033	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54369	TPA	Nicoole Hayse	1939-04-16	UHC-32516-68	7178720107	695 Apache Blvd, Plano, TX, 75090	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-60220	TPA	Frances Guerrero	1985-09-19	—	8577465785	5198 Main St, Mesa, AZ, 85261	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64331	TPA	Pamela Alvarao	2003-01-04	—	—	144 Mountain View Dr # 461, Eden Prairie, MN, 55355	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55053	TPA	Martha Ellis	1950-12-09	—	—	2887 Highland Ave, Charlotte, NC, 28292	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54016	TPA	Frances Simpsno	2006-12-03	—	3447894435	4657 Forest Ave Apt 35, Plano, TX, 75084	0.62	Name re-cased Phone reformatted Unit split from street State code upper-cased+3 more
TPA-61416	TPA	Jose Morrison	2003-05-08	—	—	8078 Forest Ave, Atlanta, GA, 30301	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-59088	TPA	Sandra W Owens	1972-03-03	—	4885278152	7000 Harbor Blvd, Chandler, AZ, 85271	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59569	TPA	Bradley Mendoza	1988-06-16	—	—	2384 Church St, Charlotte, NC, 28245	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-57924	TPA	Andrew L Simmons	1996-11-15	—	4038688829	1958 Valley View Dr, Denver, CO, 80241	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53367	TPA	Christian Porter	1976-04-05	—	—	7314 Valley View Dr, Los Angeles, CA, 90091	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59747	TPA	Michael Webb	1984-07-09	—	6366199993	5189 Camelback Rd, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53128	TPA	—Junk	1969-11-13	—	—	1139 Willow Ct # 661, Mesa, AZ, 85254	0.62	Unit split from street City re-cased State code upper-cased Email lower-cased+3 more
TPA-51516	TPA	Sarah Welch	1949-09-22	—	—	8987 Sage Ct, Phoenix, AZ, 85072	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55817	TPA	Ana L Boyd	1955-12-23	UHC-37481-63	—	8426 Central Ave, Mesa, AZ, 85295	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-63299	TPA	Jennifer George	1999-11-04	—	—	2137 Sage Ct, Seattle, WA, 98192	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52639	TPA	Cheryl Fields	2002-02-09	—	—	1426 Washington St, Nashville, TN, 37287	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-63412	TPA	Michael Wilson	1955-10-15	—	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-51826	TPA	Matthew Day	1949-03-08	—	3868458370	4162 Cedar Ln, Tempe, AZ, 85261	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53668	TPA	Camila Lucas	1959-11-09	—	—	1620 Jefferson Ave, Dallas, TX, 75232	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more

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