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-411471	CLM	Alice Simpson	2004-09-19	UHC-94887-78	2587246838	2454 Spring St, Sacramento, CA, 95825	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed 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-432523	CLM	Brandon O Graham	1938-02-12	—	2692926029	8834 Mesa Dr, San Antonio, TX, 78253	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424326	CLM	Marcus E Myers	1989-08-13	—	4815776632	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414875	CLM	Heather H Buton	2006-05-11	UHC-19857-94	2033496757	9594 Maple Ave, Orlando, FL, 32856	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-405845	CLM	Jessica Rogers	1941-09-24	UHC-93976-99	4656874356	3358 Central Ave, San Diego, CA, 92198	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412368	CLM	Henry Gomez	1957-07-16	UHC-44840-46	5165932301	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-411232	CLM	Camila Turner	1990-05-10	—	6009667929	9865 Mesa Dr, Charlotte, NC, 28218	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-402537	CLM	Elizabeth Gardner	1981-04-12	—	4689284206	7874 Union St # 685, Orlando, FL, 32863	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-416230	CLM	Larry Richardson	—	—	9896256904	—	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417335	CLM	Matthew Rice	1984-06-20	—	8788014632	1355 Church St, San Diego, CA, 92161	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420956	CLM	Brian Harrison	1977-10-22	—	5958242725	713 Oak St, Chandler, AZ, 85222	0.80	Phone reformatted Street suffix standardised Address re-cased 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-421142	CLM	Maria P Fialds	2001-09-12	UHC-86203-67	8792688239	8076 Highland Ave # 213, Seattle, WA, 98195	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-407052	CLM	Joseph Evans	1993-02-13	UHC-49441-33	2687165448	731 Canyon Rd, Orlando, FL, 32842	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-406066	CLM	Joe F Hendeson	1940-07-25	—	9867454693	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408643	CLM	Arjun Garza	1948-01-28	UHC-77274-12	3129587510	209 Canyon Rd, Sacramento, CA, 95848	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-422247	CLM	Janice R Wong	1966-03-21	—	5997397705	3914 Sunset Blvd, Fresno, CA, 93741	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422448	CLM	Jeerry Morrison	2001-04-26	—	5767986753	4585 Ridge Rd, Sacramento, CA, 95859	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-432548	CLM	Russell K Jacobs	1986-02-10	UHC-03633-88	7469542726	3278 Spring St, Denver, CO, 80225	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-427394	CLM	Philip Wells	2004-02-18	—	6092012456	5226 Baseline Rd, San Antonio, TX, 78229	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424530	CLM	Cynthia Washington	1945-04-24	UHC-73781-55	3583523389	6260 Harbor Blvd, Tucson, AZ, 85722	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430702	CLM	Angela Nelson	1947-08-01	UHC-42015-33	3872735798	2170 Apache Blvd, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-424617	CLM	Logan Sandoval	1986-12-12	UHC-05320-44	2544490216	6685 Oak St, Sacramento, CA, 95808	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400578	CLM	Bobby S Luna	1977-04-22	UHC-10718-28	4222340620	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410777	CLM	William Estrada	1986-03-23	—	8633448733	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-413222	CLM	Janice E Weber	1972-01-16	UHC-82132-71	2904625917	4750 Grand Ave Apt 3, Tucson, AZ, 85715	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-406544	CLM	Mke Jurdan	2000-11-24	UHC-94325-83	2125125878	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403971	CLM	Kenneth Z Tucker	1947-04-12	—	2384297613	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408994	CLM	—Junk	1966-09-23	—	3222932178	—	0.80	Date of birth reformatted Phone reformatted Placeholder values cleared No usable name (quarantined)
CLM-418297	CLM	Linda A Obrien	1962-06-07	—	3922499740	7746 Palm Dr, Dallas, TX, 75211	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-407526	CLM	Deborah X Harvey	—	UHC-95099-55	9614248710	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-411190	CLM	Brandon Bennnett	1950-02-23	—	6732208340	3332 Bayshore Dr, Sacramento, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-416802	CLM	Michelle P Reed	1962-08-23	—	6506369202	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409631	CLM	Katherine Patel	1998-03-09	UHC-48256-85	6495699529	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421134	CLM	Amber Larsson	1943-12-22	—	3707204126	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417908	CLM	Nicholas Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ, 85085	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-416153	CLM	Nicole Butler	2003-01-13	UHC-66546-83	5716122806	1374 Spring St, Tucson, AZ, 85776	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
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-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-411153	CLM	Megan Burrke	1940-06-11	UHC-10284-69	5245844456	5123 Camelback Rd, Phoenix, AZ, 85099	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-410531	CLM	Ruth R Myers	1991-05-07	UHC-99379-70	8999592196	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408804	CLM	Mery Moreno	1992-12-28	—	9167791678	2055 Cedar Ln, Phoenix, AZ, 85050	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-429035	CLM	Emily Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414616	CLM	Alexander Vasquez	1951-09-23	UHC-55510-39	7973625493	9766 Central Ave, Gilbert, AZ, 85284	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430297	CLM	Alexander D Snyder	1955-03-26	UHC-61149-15	8058653225	6314 Central Ave, Plano, TX, 75057	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415107	CLM	Emma R White	1975-07-18	—	5732322798	8102 Sage Ct, Nashville, TN, 37263	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-414708	CLM	Randy Simpson	1953-11-15	UHC-07224-49	8302986455	4237 Camelback Rd, San Antonio, TX, 78258	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428807	CLM	Douglas Stewart	1987-03-07	—	7734107976	4478 Cedar Ln, Dallas, TX, 75222	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411010	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared

11,960 rows, page 157 of 240Previous Next