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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402865	CLM	Emily Long	1966-10-03	UHC-52182-81	6226019706	9499 Bayshore Dr, Orlando, FL, 32815	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-423837	CLM	Elizabeth Rojas	1978-12-15	UHC-91050-37	—	7251 Apache Blvd, Nashville, TN	0.82	Name re-cased Date of birth reformatted ZIP missing
CLM-429840	CLM	Lauren Ramos	1955-07-01	—	—	5403 Maple Ave, Miami, FL, 33133	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-430564	CLM	Brandon U Bayley	2006-07-05	UHC-55395-79	3084265341	7446 Market St, Tempe, AZ, 85283	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-418321	CLM	Pamela Bryant	1960-03-17	UHC-85849-44	—	609 Lake View Rd, Los Angeles, CA, 90019	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418358	CLM	Nicholas Adams	1947-10-04	UHC-35449-26	5655975879	9388 Park Pl, Nashville, TN, 37202	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-410420	CLM	Sara Campbell	1942-12-26	—	2949606419	5159 Desert Sky Blvd, Gilbert, AZ, 85261	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-426519	CLM	Nicole I Murray	1973-03-06	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-405552	CLM	Sara Carr	2001-07-14	—	—	1350 Market St, Scottsdale, AZ, 85238	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-417774	CLM	Patricia K Phillips	1964-04-13	—	—	6649 Hillcrest Rd, Plano, TX, 75021	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-405427	CLM	Aisha Franklin	2005-11-05	UHC-04040-01	3136755753	9795 Harbor Blvd, Tampa, FL, 33627	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-422127	CLM	Mary Walker	1979-11-20	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-403167	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	—	2196 Sage Ct, Chandler, AZ, 85274	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-407962	CLM	Charles B Burton	1975-07-25	UHC-47128-17	2562785250	8927 Spring St, Chandler, AZ, 85234	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-429089	CLM	Deborah Hoffman	1940-03-02	UHC-84676-19	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-412195	CLM	Anddrew Gibson	1950-12-07	—	—	262 Sunset Blvd, Dallas, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-407463	CLM	Ana Hunter	2008-10-04	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-424017	CLM	Logan P Robertson	1952-01-10	UHC-96524-80	2852066174	9203 Desert Sky Blvd, Las Vegas, NV	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-414848	CLM	Pamela Hughes	1962-02-24	UHC-75410-20	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-429441	CLM	Jacobs V Timothy	1971-04-01	UHC-40832-18	5884176875	507 Bayshore Dr, Sacramento, CA, 95894	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-410219	CLM	David Yang	2008-01-27	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-417597	CLM	Alan Jimenez	2004-10-07	UHC-80729-25	6612795760	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-424664	CLM	Alice Mejia	1942-06-13	—	—	649 Apache Blvd, Denver, CO, 80254	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-417002	CLM	Dylan Clark	1998-10-11	UHC-69372-05	6553692711	3398 Apache Blvd, Eden Prairie, MN, 55367	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-411745	CLM	Ashley Perry	1987-02-07	UHC-75552-09	9238938230	3205 Ridge Rd Apt 17, Atlanta, GA, 30359	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
CLM-403641	CLM	Anthony Wells	1940-09-03	—	—	6559 Mesa Dr Apt 30, Gilbert, AZ, 85272	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-427672	CLM	Jonathan Flores	1972-09-19	UHC-29582-45	—	9441 Canyon Rd, Eden Prairie, MN, 55360	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-407155	CLM	Carl N George	1993-11-11	UHC-01033-11	7775911976	5349 Jefferson Ave, Los Angeles, CA, 90028	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-420389	CLM	Daniel Ortiz	1946-03-06	UHC-95981-27	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-403412	CLM	Kevin J Cunningham	2002-07-11	UHC-11004-76	—	7149 Park Pl, Los Angeles, CA, 90083	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-425693	CLM	Mei Maldonado	1945-11-02	—	6324522021	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-406516	CLM	Virginia Berrry	1960-09-23	—	—	6980 Canyon Rd, San Diego, CA	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-425750	CLM	Sara Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
CLM-409928	CLM	Evelyn Gardner	1981-08-14	UHC-86706-87	7355625257	7508 Highland Ave, Los Angeles, CA, 90020	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-401153	CLM	Bobby D Stone	1965-09-17	UHC-68829-83	—	3821 Mesa Dr, Gilbert, AZ, 85207	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-412750	CLM	Kimberly Matthwes	2005-11-01	—	7876621897	9716 Park Pl, Glendale, AZ, 85353	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-428281	CLM	Emily Montgomery	2004-03-03	UHC-51886-82	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-428999	CLM	Mason Perkins	1994-10-14	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-408770	CLM	Bradley Perce	1994-09-12	UHC-10913-48	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-425810	CLM	Gary Kelly	1969-12-25	UHC-44852-79	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-405100	CLM	Diane Knight	1942-11-18	UHC-54183-65	—	2976 Market St, Tucson, AZ, 85760	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-414909	CLM	Maria Warren	1939-08-17	UHC-52031-57	—	7583 Market St, Plano, TX, 75028	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-414972	CLM	Amanda Parker	1947-02-27	UHC-47167-27	2938298489	2487 Apache Blvd, Denver, CO, 80204	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-429112	CLM	Nathan Greene	1999-07-11	UHC-46806-74	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-429427	CLM	Wei Ellis	1949-05-20	UHC-35158-42	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-419935	CLM	Arjun Jones	1979-06-19	UHC-20049-53	7618994381	5653 Spring St, Mesa, AZ, 85223	0.82	Date of birth reformatted Phone reformatted ZIP+4 trimmed
CLM-418840	CLM	Jonathan Aguilar	1951-05-10	UHC-85529-50	—	2803 Palm Dr, Seattle, WA, 98184	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-423588	CLM	Laura Z Veag	1993-04-18	UHC-91483-51	2867308406	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-414025	CLM	Harold Allen	1982-05-24	UHC-32188-32	7466087016	4801 Mountain View Dr Apt 8, Atlanta, GA, 30350	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-400189	CLM	Mason Williams	1994-07-17	—	8798497277	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared

10,559 rows, page 150 of 212Previous Next