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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412945	CLM	Kyle Phillips	1999-01-04	—	2357494646	2516 Harbor Blvd, Austin, TX, 78735	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-431956	CLM	Danielle P Cruz	1946-12-22	—	8149598680	8974 River Rd, Seattle, WA, 98176	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416142	CLM	Karen X Cook	1983-02-04	—	6046958693	7461 Mountain View Dr, Fresno, CA, 93757	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425723	CLM	Kathryn Jordan	1963-06-15	UHC-11277-48	8313452280	5080 Sunset Blvd, Charlotte, NC, 28215	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404988	CLM	Christina Kennedy	1985-08-03	UHC-24928-35	2128347188	1803 Central Ave, Tucson, AZ, 85706	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423506	CLM	Judith Romero	—	UHC-06958-08	9023892081	5716 Indian School Rd, Charlotte, NC, 28221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-426295	CLM	Arthur Cooper	1999-02-02	UHC-27455-41	9697536460	2750 Ridge Rd, Fresno, CA, 93711	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406878	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd # 879, Chandler, AZ, 85258	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-401140	CLM	Logan Sims	1982-02-26	UHC-95454-32	2538180435	539 Meadow Ln # 390, Houston, TX, 77006	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405654	CLM	Nicole Hall	1980-02-28	UHC-51352-25	7413068541	7074 Desert Sky Blvd, Seattle, WA, 98120	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410333	CLM	Ryan Howard	1982-12-13	UHC-83733-33	6914418373	6856 Oak St # 707, Jacksonville, FL, 32262	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413980	CLM	Sam Padilla	1955-10-19	—	3052714392	6345 Jefferson Ave, Minneapolis, MN, 55470	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419133	CLM	Ashley Nugyen	1974-03-23	UHC-35779-06	8662598190	7992 Meadow Ln, Miami, FL, 33184	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
CLM-431204	CLM	Bradley Jones	1962-03-17	—	7475721260	6499 Bayshore Dr, Houston, TX, 77064	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411095	CLM	Brittany Stephens	1945-01-14	UHC-39290-82	9795777865	3384 Oak St, Columbus, OH, 43201	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414725	CLM	Benjamin Hansen	1939-12-09	UHC-98600-37	4323077747	723 Lincoln Way, Scottsdale, AZ, 85276	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408651	CLM	Katherine Williamson	1999-08-27	—	2908776161	6785 Sunset Blvd, Tucson, AZ, 85760	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421193	CLM	Alice Gonzalez	1968-02-14	UHC-10661-45	9108248546	8376 Ridge Rd, Seattle, WA, 98132	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-400334	CLM	Terry Edwards	—	UHC-82887-97	9146355492	1429 Desert Sky Blvd, Miami, FL, 33169	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-430271	CLM	Aarn Murphy	1990-05-14	UHC-37198-49	8926196294	8259 Pine Dr, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412241	CLM	Victoria O Ross	1978-06-16	—	3806805912	8429 Camelback Rd, Dallas, TX, 75251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408584	CLM	Mei N Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408786	CLM	Jean Burton	2005-12-17	UHC-63224-77	9776738027	8348 Bayshore Dr, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-430232	CLM	Carol N Olzon	1943-01-24	—	4044328857	541 Willow Ct Apt 38, Charlotte, NC, 28213	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410189	CLM	Gloria M Fisher	1976-08-13	UHC-34739-06	3936137808	3183 Mesa Dr, Tampa, FL, 33644	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400150	CLM	Katherine James	1979-08-09	UHC-89876-40	8555580302	8854 Highland Ave, Tempe, AZ, 85251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400430	CLM	Bradley Carroll	2004-12-02	—	6947620897	1790 Highland Ave Apt 26, Columbus, OH, 43233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400429	CLM	Bradley Carroll	2004-12-02	—	6947620897	1790 Highland Ave Apt 26, Columbus, OH, 43233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421278	CLM	Elizabeth Santiago	1974-02-24	UHC-79914-44	4634165665	1713 Ridge Rd, Mesa, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-416111	CLM	Roger Reyes	1951-02-02	—	7935032803	1755 Valley View Dr, Mesa, AZ, 85287	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416655	CLM	Dlan Carroll	1991-03-20	UHC-34004-64	5405558190	4376 Central Ave, Phoenix, AZ, 85032	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408409	CLM	Luis Peterson	1981-09-10	UHC-91715-29	6365374820	807 Canyon Rd Apt 18, Los Angeles, CA, 90047	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-411682	CLM	Barbara Robinson	1958-02-05	—	2662218485	1109 Hillcrest Rd, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419904	CLM	Christine Hawkins	1963-02-21	—	4713214089	1463 Palm Dr, Miami, FL, 33138	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410617	CLM	Ronald Sanders	1978-08-24	—	4994778591	7520 Church St, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401346	CLM	Vincent Roberts	1986-05-22	—	4146298403	4910 Mountain View Dr # 166, Sacramento, CA, 95852	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424114	CLM	Janice Ortega	1989-12-12	UHC-16709-37	2542846424	7739 Canyon Rd, Orlando, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428945	CLM	Pamela Baker	1947-03-10	—	7973204641	8610 Baseline Rd, Dallas, TX, 75212	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-403268	CLM	Kenneth Coopar	1999-04-06	UHC-97521-32	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423754	CLM	Santiago Welch	2005-05-16	UHC-58279-63	3244839393	1935 Maple Ave # 245, Nashville, TN, 37219	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406197	CLM	Ann Gonzalez	1965-09-11	UHC-64011-63	4417577701	2303 Pine Dr, Nashville, TN, 37213	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430999	CLM	Judy Oliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-420618	CLM	Nathan Tran	2003-06-21	—	8003341053	4071 River Rd, Los Angeles, CA, 90061	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-409407	CLM	Mason Munoz	2007-02-11	—	3112621875	2110 Apache Blvd, Charlotte, NC, 28277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417423	CLM	Jimmy Crawford	1974-01-28	UHC-30066-13	9225568912	3463 Washington St, Tampa, FL, 33670	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432720	CLM	Marcus Carter	1973-12-02	UHC-88098-45	2922719033	2539 Desert Sky Blvd, Columbus, OH, 43272	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418201	CLM	Deborah W Estrada	1991-03-10	—	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408557	CLM	Jerry Lawosn	1992-06-03	—	5596205988	6696 Spring St, Los Angeles, CA, 90010	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423438	CLM	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423439	CLM	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

11,960 rows, page 33 of 240Previous Next