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
TPA-50817	TPA	Lucia Z Campbell	1947-06-23	—	—	3984 Broadway, Glendale, AZ, 85382	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-404712	CLM	Mery Austin	1955-10-10	—	—	9469 Cedar Ln, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-111150	ENR	Zachary Z Anderson	1946-11-23	UHC-40167-32	5077621452	650 Mountain View Dr Apt 30, Los Angeles, CA, 90069	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124012	ENR	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ, 85292	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-116574	ENR	Mary X Vega	1986-12-03	UHC-73241-94	2773538469	7441 Jefferson Ave, Los Angeles, CA, 90059	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+1 more
ENR-121657	ENR	Bruce J Gray	1977-11-28	UHC-09823-62	2462198927	2080 River Rd, Nashville, TN	0.54	Name split from “Last, First”ZIP missing Email lower-cased Gender normalised+1 more
TPA-64440	TPA	Omar Hoffman	1946-01-16	—	—	5459 Ridge Rd, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-402720	CLM	Stephen Harvey	2002-05-23	—	—	3008 Mountain View Dr # 740, Fresno, CA, 93794	0.54	Unit split from street State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-103063	ENR	Carl O Morles	1979-12-15	UHC-86655-79	6095466523	5098 Market St # 847, Orlando, FL, 32800	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129764	ENR	Arnold Gerald	1960-12-28	UHC-27129-15	5026210058	2439 Oak St, Minneapolis, MN, 55447	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401889	CLM	Valentina Obrien	1965-06-13	UHC-50153-59	—	5035 Oak St, Los Angeles, CA, 90086	0.54	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+1 more
CLM-419339	CLM	Fatima Espinoza	1987-11-15	—	—	27 Central Ave, Miami, FL, 33180	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-139309	ENR	Ryan Willis	1951-07-07	UHC-67623-04	2202578544	5630 Maple Ave, Jacksonville, FL, 32249	0.54	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-50814	TPA	Gary Walker	1999-02-04	—	7853045209	6703 Cedar Ln Apt 19, San Diego, CA, 92189	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+1 more
CLM-409682	CLM	James Ashley	1998-05-07	UHC-24324-49	—	4947 Baseline Rd, Tucson, AZ, 85794	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400677	CLM	Ctherine Morrison	1988-12-13	—	8332526471	3792 Desert Sky Blvd, Charlotte, NC, 28291	0.54	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-55546	TPA	Christopher Chavez	1944-04-25	—	—	5415 Forest Ave, Los Angeles, CA, 90043	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113996	ENR	Joan J Simpson	—	UHC-14290-09	4723357261	1841 Palm Dr, Glendale, AZ, 85345	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411280	CLM	Bruce Morgan	—	UHC-19389-24	3497162438	5416 Camelback Rd, Gilbert, AZ, 85252	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135668	ENR	Kein X Wilson	1960-09-02	UHC-38865-86	—	2872 Willow Ct, Phoenix, AZ, 85095	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26323	PRV	Bobby Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX, 78757	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402711	CLM	Kayla Gardner	1963-11-25	—	9552960036	7259 Sunset Blvd, Phoenix, AZ, 85005	0.54	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+1 more
ENR-106059	ENR	Eugane W Tucker	—	UHC-26271-13	7955307172	9002 Maple Ave, Glendale, AZ, 85380	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413505	CLM	Julie B Parker	1969-01-20	—	6027967580	5927 Camelback Rd, Minneapolis, MN, 55402	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-117054	ENR	Olivia Washington	1982-05-10	UHC-79196-55	—	4213 Lake View Rd, Glendale, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-428979	CLM	Daniel K Garcia	1979-10-23	UHC-19096-65	8058044584	7751 Union St, Seattle, WA, 98152	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107785	ENR	Michael Reed	1963-04-28	UHC-36196-45	3323362758	4804 Sage Ct, Denver, CO	0.54	Phone reformatted State name converted to code ZIP missing Gender normalised+1 more
CLM-412977	CLM	Ruth Vazquez	2006-09-08	UHC-11615-56	2439617794	1207 Lincoln Way, Charlotte, NC, 28244	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-142091	ENR	David Green	1962-05-06	UHC-37765-37	—	3728 Jefferson Ave, Tucson, AZ, 85733	0.54	Name re-cased Two-digit birth year State name converted to code Gender normalised+1 more
TPA-57290	TPA	Debra Wagner	1967-06-21	—	—	4557 Canyon Rd, San Antonio, TX, 78240	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
PRV-20324	PRV	Kelly Larson	1965-12-05	—	8229095647	3092 Washington St # 572, Chandler, AZ, 85221	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116584	ENR	Austin Dean	1970-06-23	UHC-56519-58	8362932408	4643 Church St, San Diego, CA, 92176	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103002	ENR	Frances Vargas	1957-12-07	UHC-44264-23	4286644373	6476 Maple Ave, Minneapolis, MN, 55480	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-141927	ENR	Diane Gonzalez	1939-04-13	UHC-47195-70	6669987737	1437 River Rd Apt 1, Miami, FL, 33156	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64256	TPA	Austin Morgan	2003-05-17	—	—	6020 Sunset Blvd, Dallas, TX, 75225	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111616	ENR	James Park	2008-04-11	UHC-67554-44	8294995123	5255 Church St Apt 20, Seattle, WA, 98113	0.54	Unit split from street State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-108771	ENR	Sarrah G Jams	1984-12-20	UHC-76376-81	3792469344	3221 Spring St, Atlanta, GA, 30381	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-132796	ENR	Jacob Riley	1943-04-26	UHC-23169-11	—	1862 Hillcrest Rd, Seattle, WA, 98179	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103102	ENR	James K Welch	1940-10-26	UHC-63981-37	2538935806	2755 Canyon Rd, Austin, TX, 78771	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103103	ENR	James K Welch	1940-10-26	UHC-63981-37	2538935806	2755 Canyon Rd, Austin, TX, 78771	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109106	ENR	Christine C Rojas	1958-09-05	UHC-29975-38	8212269940	9123 Spring St, Nashville, TN	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-112500	ENR	Marcus Howell	1970-01-07	UHC-10024-33	—	521 Mountain View Dr, Denver, CO, 80240	0.54	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
ENR-120818	ENR	Megan Ortiz	1971-11-08	UHC-52814-98	—	3042 Palm Dr, Columbus, OH, 43202	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-102014	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	8155948815	8827 Main St, Chandler, AZ, 85240	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132940	ENR	Ptaricia E Dominguez	1990-10-19	UHC-15071-60	4487713346	8768 Canyon Rd, Los Angeles, CA, 90034	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-102050	ENR	Vincent D Goerge	1946-11-07	UHC-32875-15	5577878361	2954 Lincoln Way # 206, Phoenix, AZ, 85029	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+1 more
ENR-102002	ENR	Richard N James	1952-10-02	UHC-64647-08	8889976346	6005 Camelback Rd, Plano, TX, 75043	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-135587	ENR	Judith A Jenkins	1971-08-10	UHC-83319-71	8803860100	253 Highland Ave Apt 9, Phoenix, AZ, 85035	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115396	ENR	Randy Z Maldonado	1999-08-04	UHC-32441-24	9193952834	5269 Church St # 762, Tucson, AZ, 85782	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141993	ENR	Billy P Contreras	1958-07-26	UHC-74899-95	3096847475	556 Mountain View Dr Apt 19, Miami, FL, 33124	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more

16,828 rows, page 101 of 337Previous Next