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

Claims, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413120	CLM	Yuki U Ortega	1977-05-26	UHC-69924-78	—	9570 Cedar Ln, Los Angeles, CA, 90089	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-411831	CLM	Dabra Cok	1943-11-19	UHC-39496-64	—	4011 Palm Dr, Orlando, FL, 32860	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-427146	CLM	Priya Coleman	1979-02-22	—	—	8189 Canyon Rd, Phoenix, AZ, 85027	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-432322	CLM	Madison X Ford	1960-03-10	UHC-55541-18	—	3704 Union St, San Antonio, TX, 78284	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-426771	CLM	Amber Hicks	1986-03-13	UHC-79648-21	—	6384 Mesa Dr, Gilbert, AZ, 85230	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-419632	CLM	Maia Y Wooods	2000-05-04	UHC-74123-21	—	8856 Central Ave, Fresno, CA, 93747	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-400851	CLM	Scott Alexander	1938-02-10	UHC-45983-33	—	6524 Lincoln Way, Glendale, AZ, 85392	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-414037	CLM	Joan Alvarado	1946-07-21	UHC-00087-63	8823688818	8314 Forest Ave, Miami, FL, 33182	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
CLM-404905	CLM	Eugene Hudson	1988-09-02	UHC-10757-21	3385311473	2392 Baseline Rd, Orlando, FL, 32806	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-408340	CLM	Gloria Le	1940-08-28	UHC-26291-93	—	1542 Highland Ave, Scottsdale, AZ, 85295	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-408244	CLM	Valentina A Harris	1938-10-17	—	—	2755 Sunset Blvd Apt 19, Glendale, AZ, 85320	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-408243	CLM	Valentina A Harris	1938-10-17	—	—	2755 Sunset Blvd Apt 19, Glendale, AZ, 85320	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-429927	CLM	Shirley Bowman	2008-11-14	—	—	2368 Spring St, Columbus, OH, 43267	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-405201	CLM	John Deniels	1964-03-14	UHC-60949-65	5829272496	5533 Central Ave, San Antonio, TX, 78225	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
CLM-420155	CLM	Theresa Tucker	1972-03-03	UHC-63388-86	—	884 Maple Ave, San Diego, CA, 92197	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-404839	CLM	Barbara Waaver	2006-11-02	UHC-82682-70	—	9677 Lincoln Way, Fresno, CA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-423623	CLM	Ana Arnold	2000-05-21	—	—	3439 Spring St, Fresno, CA, 93754	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425867	CLM	Roger Gordon	1945-04-10	—	—	3536 Grand Ave, Denver, CO, 80260	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408618	CLM	Carlos Hunter	1976-06-05	UHC-91559-58	—	3239 Lincoln Way, Fresno, CA, 93738	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-403912	CLM	Albert Marshall	1938-08-12	UHC-66758-20	—	1431 Ocean Ave, San Diego, CA, 92130	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-407319	CLM	Jason Fowler	1940-08-26	UHC-57273-87	9437245381	7152 Willow Ct, Dallas, TX, 75239	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
CLM-405227	CLM	Heather Willis	1980-05-01	UHC-17983-75	—	8390 Mountain View Dr, Dallas, TX, 75299	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400876	CLM	Kaaren Le	1944-04-15	—	8222641789	5589 Highland Ave, Gilbert, AZ, 85276	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
CLM-420424	CLM	Mason Sanchez	1953-01-04	UHC-38791-85	—	1884 Forest Ave, San Antonio, TX, 78278	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-431424	CLM	Marcus Cook	1964-01-01	—	—	2570 Forest Ave, San Diego, CA, 92163	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401625	CLM	Abigail Perkins	1971-04-28	—	—	7914 Oak St, Columbus, OH, 43289	0.80	Date of birth reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-429671	CLM	Donna Jenkins	1958-12-26	UHC-36805-79	—	2650 Maple Ave, Charlotte, NC, 28253	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-428881	CLM	Jeremy Maldonado	1966-10-20	UHC-94596-99	—	629 Oak St, Los Angeles, CA, 90026	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-400516	CLM	Laura Eans	2000-08-09	—	6808085973	7706 Valley View Dr, Austin, TX, 78788	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-409129	CLM	Sean Z Sims	1966-10-05	UHC-28541-23	—	5018 Elm St, Mesa, AZ, 85281	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-410906	CLM	Laura Johnson	1981-01-03	—	—	184 Meadow Ln, San Antonio, TX, 78203	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405163	CLM	Brian Fernandez	1989-07-08	UHC-94270-72	3045218261	7051 Lincoln Way, Orlando, FL, 32888	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-421968	CLM	Jonathan Gibson	1978-02-08	UHC-88509-08	6126597893	3380 Lake View Rd, Seattle, WA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-431147	CLM	Mary Torres	1943-05-26	UHC-04025-13	—	2322 Maple Ave, Phoenix, AZ, 85099	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
CLM-411634	CLM	Christine Baker	1978-06-18	UHC-00876-55	—	8288 Sunset Blvd, Fresno, CA, 93747	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-404401	CLM	Bobby Patterson	1995-06-27	UHC-92890-28	—	2072 Elm St, Nashville, TN, 37269	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
CLM-431899	CLM	Margaret Fernanndez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA, 30309	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-421878	CLM	Simpson H Maria	2008-12-22	—	3439494307	2468 Union St, Houston, TX, 77056	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410350	CLM	Wayne McDonald	—	UHC-20834-44	—	1644 Mesa Dr, Sacramento, CA, 95876	0.80	Name re-cased Date of birth unreadable City re-cased Placeholder values cleared
CLM-407951	CLM	Rachel Rose	1992-07-19	—	—	5491 Baseline Rd, Miami, FL, 33115	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424993	CLM	Samuel Russell	2002-08-26	—	—	8017 Park Pl, Jacksonville, FL, 32208	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-424160	CLM	Ranyd Maldonado	1963-10-24	—	5507664265	8563 Apache Blvd, Glendale, AZ, 85369	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-413339	CLM	Keith Smith	1997-05-06	UHC-42383-68	—	8139 Washington St, Jacksonville, FL, 32275	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-427760	CLM	Kimberly Vega	1977-08-09	—	—	914 Camelback Rd, Glendale, AZ, 85367	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-422548	CLM	Aisha H Peterson	1964-06-27	—	4768121746	722 Church St, Houston, TX, 77035	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
CLM-424828	CLM	Elizabeth O Nuunez	2008-08-01	UHC-94641-83	—	5625 Washington St, Sacramento, CA, 95832	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-418849	CLM	Jeremy Harvey	1996-07-23	—	9555018491	8130 Jefferson Ave, Houston, TX, 77040	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-423340	CLM	Robert Watkins	2001-07-07	—	6409870505	8144 Grand Ave Apt 23, Dallas, TX, 75245	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
CLM-413817	CLM	Valentina Bishop	2004-11-17	UHC-77430-04	—	8596 Mesa Dr, Chandler, AZ, 85248	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406253	CLM	—Junk	2007-12-16	UHC-88685-49	5125269792	4941 Highland Ave, Columbus, OH, 43231	0.80	Phone reformatted City re-cased Placeholder values cleared No usable name (quarantined)

5,235 rows, page 83 of 105Previous Next