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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107690	ENR	Jimmy Ortega	1981-08-09	UHC-82229-70	3514890878	3696 Willow Ct, Fresno, CA, 93728	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58139	TPA	Jack Y Dunn	2007-02-20	—	—	414 Broadway Apt 40, Nashville, TN, 37216	0.64	Name re-cased Unit split from street Email lower-cased Gender normalised+2 more
PRV-28749	PRV	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-429848	CLM	Samuel Daniels	1977-11-16	UHC-29400-17	—	8484 Meadow Ln, Tampa, FL, 33641	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22342	PRV	Brian Ortiz	1959-11-08	—	5194910191	6054 Cedar Ln, Tampa, FL, 33660	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102829	ENR	Harold G Singh	1949-12-22	UHC-27892-54	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141681	ENR	Joe Matthews	1967-06-22	UHC-59785-40	—	7710 Broadway, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-54951	TPA	Kimberly Chavez	1943-06-23	—	5565225136	3310 Oak St, Charlotte, NC, 28291	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20499	PRV	Lori E Carlson	1945-09-28	—	8613804519	2001 Elm St, Scottsdale, AZ, 85270	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-55355	TPA	Roy U Mills	1949-09-10	UHC-24316-20	—	1396 Union St, Sacramento, CA, 95803	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403523	CLM	Diego Castillo	2007-02-09	UHC-69309-44	8524490456	3312 Maple Ave, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417607	CLM	Jonathan Reinolds	1976-03-22	UHC-90138-55	—	2310 Lincoln Way, Eden Prairie, MN, 55385	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140030	ENR	Linda D Ross	1956-08-11	UHC-41786-82	4494993190	3198 Sunset Blvd, San Antonio, TX, 78280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26854	PRV	Sam Adams	1960-07-20	UHC-62298-66	4058150327	2770 Canyon Rd, Columbus, OH, 43226	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140566	ENR	Richard E Robertson	1966-12-04	UHC-19979-80	5743502014	7513 Mesa Dr, Seattle, WA, 98165	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-110662	ENR	Larry A Warren	1995-12-17	UHC-26844-07	9567625718	7979 Indian School Rd, Nashville, TN, 37299	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408182	CLM	Alice P Wang	1938-03-05	UHC-19783-63	7666882633	9104 River Rd, Austin, TX, 78739	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424228	CLM	Michael Porer	2003-09-12	UHC-50791-32	—	5538 Elm St, Houston, TX, 77079	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28813	PRV	Carol Warren	1952-07-21	—	7727283716	7040 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
ENR-133663	ENR	Henry H Green	1948-02-09	UHC-31169-43	8249486822	5225 Apache Blvd, Dallas, TX, 75287	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52273	TPA	Amy Reed	1945-12-14	—	—	6175 Canyon Rd, Austin, TX, 78716	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112066	ENR	Emma Y Spencer	1943-06-15	UHC-81963-03	6626947590	8003 Market St, Orlando, FL, 32818	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-410361	CLM	Alxeander Murphy	1997-10-13	UHC-15436-47	4228946480	81 Church St, Minneapolis, MN, 55408	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109191	ENR	Joyce Chen	1986-05-01	—	6382529071	9200 Baseline Rd, Denver, CO, 80215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117676	ENR	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-59358	TPA	Elizabeth Santiago	1974-02-24	—	4634165665	1713 Ridge Rd, Mesa, AZ, 85274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114095	ENR	Sue L Gordon	1961-11-23	UHC-75486-27	4422576365	3226 Grand Ave, Tucson, AZ, 85749	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100415	ENR	Logan Jenkins	1983-02-11	UHC-92608-13	9513936562	2509 Spring St, Minneapolis, MN, 55408	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100062	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116108	ENR	Priya R Henry	1997-12-11	UHC-78896-26	6267944109	6340 Mountain View Dr, Gilbert, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102534	ENR	Nathan V Brooks	1942-11-26	UHC-35463-07	7876383278	5065 Meadow Ln, Charlotte, NC, 28284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24010	PRV	Dennis Elliott	1975-04-06	—	4146987519	3313 Maple Ave, Gilbert, AZ, 85265	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-416243	CLM	Joyce Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125344	ENR	Judy L Young	1988-07-17	UHC-08038-15	3769897043	2287 Elm St, Columbus, OH, 43225	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21157	PRV	Roy Morales	1969-09-21	—	5738175102	3291 Sunset Blvd, Glendale, AZ, 85350	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111324	ENR	Dennis K Alvarez	2004-04-22	UHC-68394-96	5332054449	8893 Maple Ave, Tempe, AZ	0.64	Name re-cased City re-cased State code upper-cased ZIP missing+2 more
CLM-425060	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ, 85232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428539	CLM	Isabella Murphy	1957-02-06	UHC-81397-53	2226476767	1338 Central Ave, Columbus, OH, 43298	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50310	TPA	Carolyn Jones	1975-12-23	—	—	6889 Elm St, Mesa, AZ, 85223	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
CLM-402038	CLM	Thoams Chavez	1958-01-21	UHC-08205-93	6396910334	6626 Market St, Miami, FL, 33199	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403491	CLM	Martha G Day	1986-10-03	—	6868063049	4026 Mesa Dr, Nashville, TN, 37215	0.64	Middle initial moved out of first name Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-428914	CLM	Emma M Rodriguez	1977-10-28	—	—	8610 Church St, Tempe, AZ, 85221	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134737	ENR	Teresa G Elliott	1939-11-27	UHC-87593-18	—	621 Grand Ave, Gilbert, AZ, 85259	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116401	ENR	Joyce X Guzman	1969-10-22	UHC-97902-24	8742052890	7227 Mesa Dr, Sacramento, CA, 95812	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-136015	ENR	Richard V Jordan	2005-03-20	UHC-30947-21	7356244395	7025 Market St, Columbus, OH, 43230	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-102080	ENR	Christine G Hudson	1970-03-28	UHC-23670-70	8648331230	3623 Church St, Columbus, OH, 43295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138706	ENR	Bradley B Burns	1990-07-20	UHC-05063-39	6189462349	8795 Grand Ave, Fresno, CA, 93728	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139902	ENR	Hannah I Pierce	1956-10-20	UHC-53803-34	6935139438	742 Baseline Rd, Atlanta, GA	0.64	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
ENR-132474	ENR	John C Sanders	1938-09-06	UHC-51054-48	3628479163	1497 Broadway, Tempe, AZ	0.64	Phone reformatted State code upper-cased ZIP missing Email lower-cased+2 more
CLM-411962	CLM	David R Bishup	1973-10-26	UHC-19805-32	9476202863	1186 Harbor Blvd, Seattle, WA, 98117	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+2 more

16,828 rows, page 178 of 337Previous Next