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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54534	TPA	Alice Marshall	1988-11-22	UHC-34390-28	6698641806	5036 Bayshore Dr, Plano, TX, 75009	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-115171	ENR	Mariana Alvarez	1951-04-01	UHC-81390-02	8235937971	8423 Desert Sky Blvd, Eden Prairie, MN, 55335	0.82	Phone reformatted Member ID reformatted SSN last four extracted
ENR-113548	ENR	Rachel J Santos	1994-01-24	UHC-46766-18	8706992372	3018 Elm St, Glendale, AZ	0.82	Member ID reformatted ZIP missing Whitespace trimmed
ENR-103670	ENR	Roger Ramirez	1989-07-09	UHC-41892-42	4152862267	6531 Lincoln Way, Tempe, AZ, 85222	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-420011	CLM	Gloria X Torres	1991-11-21	UHC-65880-12	—	156 Sunset Blvd # 806, Charlotte, NC, 28268	0.82	Member ID reformatted Unit split from street Whitespace trimmed
CLM-417750	CLM	Gerald Sandoval	1994-01-28	UHC-41043-56	—	1877 Mesa Dr, Mesa, AZ, 85212	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-142446	ENR	Ruth Allen	1988-12-07	UHC-22950-87	—	4663 Oak St, Houston, TX, 77017	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
ENR-118499	ENR	Water L Estrada	1990-03-23	UHC-60096-29	5776742038	4182 Main St, San Antonio, TX, 78217	0.82	Member ID reformatted Street suffix standardised Address re-cased
ENR-143071	ENR	Roger Fowler	1998-09-05	UHC-17029-81	5323885024	6457 Grand Ave, Las Vegas, NV, 89106	0.82	Two-digit birth year Phone reformatted Member ID reformatted
ENR-136689	ENR	Lauren White	1978-09-27	UHC-50934-74	6882291038	9059 River Rd, Orlando, FL, 32894	0.82	Two-digit birth year Phone reformatted Member ID reformatted
PRV-28894	PRV	Frances Rice	1939-04-09	UHC-56562-77	—	817 Washington St, Las Vegas, NV, 89154	0.82	Member ID reformatted Gender normalised Placeholder values cleared
ENR-112748	ENR	Isabella F Sandoval	1960-09-25	UHC-55384-75	8887172507	3929 Mountain View Dr, Los Angeles, CA, 90073	0.82	Member ID reformatted Street suffix standardised Address re-cased
CLM-416757	CLM	Walter Blck	1952-02-19	UHC-18775-66	—	5693 Palm Dr, Glendale, AZ, 85336	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
CLM-404542	CLM	Susan K Rojas	1992-10-15	UHC-20787-07	—	8780 Central Ave, Tampa, FL, 33655	0.82	Member ID reformatted State name converted to code Placeholder values cleared
ENR-126931	ENR	Rebecca S Bisshop	1972-09-06	UHC-17619-13	9539981416	5679 Lincoln Way, Plano, TX	0.82	Name re-cased Member ID reformatted ZIP missing
ENR-105154	ENR	Amanda O Hanson	1940-10-01	UHC-41746-09	3558353874	4271 Park Pl, Denver, CO, 80288	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-108437	ENR	Ashley B Mason	1971-10-05	UHC-45542-39	6759693063	8239 Mesa Dr Apt 7, Los Angeles, CA, 90068	0.82	Member ID reformatted Unit split from street Placeholder values cleared
ENR-132700	ENR	Jerry Alvarez	1978-10-20	UHC-83756-69	8107741062	3754 Lake View Rd, Nashville, TN, 37278	0.82	Phone reformatted Member ID reformatted Gender normalised
CLM-409593	CLM	Evelyn Olson	2005-11-27	UHC-46398-33	—	8984 Jefferson Ave, Jacksonville, FL	0.82	Member ID reformatted ZIP missing Placeholder values cleared
CLM-427266	CLM	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
ENR-102149	ENR	Arjun S McCoy	1954-05-11	UHC-52864-82	7072696885	3672 Camelback Rd, Orlando, FL, 32804	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
TPA-50231	TPA	Martha A Martinez	1965-11-09	UHC-71585-61	—	4824 Maple Ave, Scottsdale, AZ, 85261	0.82	Member ID reformatted Gender normalised Placeholder values cleared
ENR-105225	ENR	Jennifer R Santiago	1960-07-25	UHC-46898-90	3658345495	9526 Meadow Ln, Houston, TX, 77088	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
CLM-428893	CLM	Jack C Espinoza	2001-01-19	UHC-29115-37	—	8268 Meadow Ln, Las Vegas, NV, 89109	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-428894	CLM	Jack C Espinoza	2001-01-19	UHC-29115-37	—	8268 Meadow Ln, Las Vegas, NV, 89109	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-414613	CLM	Mark Johnston	1965-11-10	UHC-67775-91	—	37 Park Pl, Columbus, OH, 43206	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-115649	ENR	Ryan Fuller	1965-12-23	UHC-60653-85	7176395510	5944 Lake View Rd, Sacramento, CA, 95886	0.82	Two-digit birth year Phone reformatted Member ID reformatted
ENR-124747	ENR	Arthur W Morgan	1960-10-08	UHC-67883-75	—	166 Broadway, Houston, TX, 77045	0.82	Phone missing area code Member ID reformatted Whitespace trimmed
ENR-133317	ENR	Mary Valdez	1944-04-02	UHC-99876-88	2917274599	4738 Maple Ave, Chandler, AZ, 85268	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-114853	ENR	Cheryl V Payne	—	UHC-07886-22	6958506699	7084 Apache Blvd, Scottsdale, AZ, 85289	0.82	Date of birth unreadable Phone reformatted Member ID reformatted
ENR-109823	ENR	Martha M Weaver	1978-08-11	UHC-63216-91	6254741929	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.82	Member ID reformatted Street suffix standardised Address re-cased
CLM-402303	CLM	Jordan Gardner	1961-01-26	UHC-08053-83	—	2247 Sage Ct, Las Vegas, NV, 89127	0.82	Member ID reformatted Street suffix standardised Address re-cased
ENR-119829	ENR	Raymond F Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ	0.82	Member ID reformatted ZIP missing Placeholder values cleared
ENR-117970	ENR	Bryn Ferguson	1977-11-06	UHC-51134-40	—	323 Lincoln Way, Tampa, FL, 33643	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-411510	CLM	Linda Smith	1989-09-17	UHC-68199-20	—	—	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-400836	CLM	Helen Munoz	1983-02-20	UHC-59265-33	8249746784	1197 Lake View Rd, Las Vegas, NV, 89195	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
CLM-418276	CLM	Karen Aguilar	1960-01-06	UHC-80528-02	—	552 Hillcrest Rd, Atlanta, GA, 30384	0.82	Phone missing area code Member ID reformatted Placeholder values cleared
CLM-419613	CLM	Cynthia Banks	1996-04-05	UHC-21793-89	—	8267 Ridge Rd, Minneapolis, MN, 55489	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418221	CLM	Stephen Brown	1992-11-14	UHC-37752-51	—	2974 Baseline Rd, Austin, TX, 78743	0.82	Member ID reformatted Gender normalised Placeholder values cleared
CLM-423024	CLM	Kyle Smith	1983-12-24	UHC-64566-52	—	—	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
ENR-130959	ENR	Dot Ryan	1973-03-15	UHC-88580-12	9585471444	2639 Meadow Ln, Miami, FL, 33185	0.82	Member ID reformatted Street suffix standardised Address re-cased
TPA-56416	TPA	Isabella Sanchez	1952-07-26	UHC-07904-91	9575266463	3413 Valley View Dr, San Antonio, TX, 78284	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
CLM-414597	CLM	Sean Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX	0.82	Phone reformatted Member ID reformatted ZIP missing
ENR-134085	ENR	Ralph V Gray	1963-08-13	UHC-69832-35	6462844070	3970 Spring St, Minneapolis, MN, 55475	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-119861	ENR	Jason O George	1962-08-07	UHC-51539-02	4413028287	3636 Jefferson Ave, Atlanta, GA	0.82	Phone reformatted Member ID reformatted ZIP missing
ENR-139496	ENR	Roger Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
ENR-108363	ENR	Omar Collins	2001-09-13	UHC-17620-38	2292227324	9690 Hillcrest Rd, Atlanta, GA, 30341	0.82	Name split from “Last, First”Member ID reformatted Email lower-cased
CLM-405973	CLM	Carl Bryant	1945-09-18	UHC-04665-45	—	60 Ridge Rd # 649, Minneapolis, MN, 55427	0.82	Member ID reformatted Unit split from street Placeholder values cleared
ENR-138661	ENR	Karen Kim	1956-08-16	UHC-49648-52	4725099693	1830 Broadway, Las Vegas, NV	0.82	Phone reformatted Member ID reformatted ZIP missing
CLM-402250	CLM	Charlotte W Alvarez	—	UHC-27907-28	2463806005	5621 Pine Dr, Sacramento, CA, 95827	0.82	Date of birth unreadable Phone reformatted Member ID reformatted

7,723 rows, page 122 of 155Previous Next