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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407030	CLM	Jerry Fields	2007-01-11	UHC-44330-22	—	—	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-115708	ENR	Gregory P Peters	1993-05-27	UHC-13326-68	5132351550	—	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-132444	ENR	Kelly Andrews	1945-12-17	UHC-58244-95	2747480148	6786 Washington St, Scottsdale, AZ, 85272	0.80	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed
ENR-106342	ENR	Debra V Mills	1999-09-06	UHC-81228-32	5686171947	5021 Oak St, Sacramento, CA, 95823	0.80	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed
ENR-103476	ENR	Judy Turner	1957-08-03	UHC-54618-59	7797358923	5845 Central Ave, Denver, CO, 80296	0.80	Name re-cased Phone reformatted SSN last four extracted City re-cased
CLM-408916	CLM	Peter A Hart	1968-07-14	—	—	7329 River Rd, Chandler, AZ, 85233	0.80	Date of birth reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-407287	CLM	Scott Simmons	1976-01-09	—	8768932158	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-119596	ENR	Mason Lucas	1969-06-01	UHC-82569-27	4385568143	2967 Mesa Dr, Chandler, AZ, 85200	0.80	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed
ENR-122624	ENR	Donald Harper	1975-11-02	UHC-72323-54	6775338231	499 Lincoln Way, Fresno, CA, 93765	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-406386	CLM	Ralph Gutierrez	1950-11-24	—	3114397602	1974 Meadow Ln, Las Vegas, NV, 89113	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-415846	CLM	Kayla Simmons	1946-05-05	—	—	5269 Ridge Rd, Gilbert, AZ, 85223	0.80	SSN last four extracted Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-133162	ENR	Spohia J Weber	2000-05-13	UHC-64377-26	—	8425 Ocean Ave, Tampa, FL, 33692	0.80	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed
PRV-25887	PRV	Santiago P Obrien	1991-08-09	—	4775862551	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-424205	CLM	Carol Vargas	1951-03-18	UHC-66115-05	3976490104	3390 Washington St, Jacksonville, FL, 32204	0.80	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted
ENR-106055	ENR	Janet Welch	1985-02-11	—	6665319538	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-413662	CLM	Henry Edwards	1953-03-11	UHC-37067-97	9057197980	4563 Maple Ave, Tucson, AZ, 85728	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-427649	CLM	Zachary Fuller	1969-07-13	UHC-64893-75	—	3951 Market St, Eden Prairie, MN, 55323	0.80	Date of birth reformatted SSN last four extracted Email lower-cased Placeholder values cleared
ENR-138419	ENR	Amber Fowler	1978-02-17	UHC-80157-64	5565115934	1684 Broadway, Tampa, FL, 33673	0.80	SSN last four extracted Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-129005	ENR	Kevin J Reynolds	1943-06-27	UHC-73040-31	3668147765	2591 Baseline Rd, Chandler, AZ, 85294	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-125843	ENR	Wayne B Perkins	1988-06-20	UHC-05641-06	4346173481	—	0.80	Name re-cased SSN last four extracted Email lower-cased Placeholder values cleared
CLM-421081	CLM	Robert Guerrero	1949-03-04	—	—	1020 Washington St, Orlando, FL, 32834	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
ENR-100372	ENR	Mark Murray	2004-08-02	UHC-37188-55	8949000722	1185 Broadway, Chandler, AZ, 85288	0.80	Name re-cased Phone reformatted SSN last four extracted City re-cased
ENR-114419	ENR	Adam Wilson	1956-05-18	UHC-39581-26	6155663239	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-426132	CLM	Hiroshi Garza	2005-11-05	UHC-77416-36	8065786361	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed
ENR-135445	ENR	Henry S Alvarado	1960-08-24	UHC-71930-79	9898795800	569 Highland Ave, Austin, TX, 78726	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
ENR-138020	ENR	Elijah Bradley	1992-01-20	UHC-73220-92	—	4132 Maple Ave, Atlanta, GA, 30370	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
CLM-406453	CLM	Brenda Santiago	1967-10-26	—	—	2859 Pine Dr, San Diego, CA, 92159	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-116662	ENR	Samuel J Rogers	1947-01-25	UHC-45434-25	5555703216	9453 Sage Ct, Tampa, FL, 33692	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
CLM-402208	CLM	Andrew Cooper	1975-01-17	UHC-60313-72	5254063091	7383 Bayshore Dr, Columbus, OH, 43269	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
ENR-106064	ENR	Sharon Cunningham	1945-09-24	UHC-72535-93	2734967284	5534 Camelback Rd, Tucson, AZ, 85723	0.80	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased
ENR-139082	ENR	Ashley U Robertson	1938-04-10	UHC-49686-73	7609487841	3831 Jefferson Ave, Miami, FL, 33119	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed
ENR-118596	ENR	Alice Walsh	1996-07-06	UHC-38676-90	—	7143 Elm St, Atlanta, GA, 30389	0.80	Name re-cased Member ID reformatted SSN last four extracted Placeholder values cleared
ENR-141149	ENR	Adam G Schultz	1975-10-28	UHC-81014-14	2764553652	—	0.80	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed
CLM-422678	CLM	Hnanah White	1953-06-08	UHC-97230-82	8913079627	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
ENR-111859	ENR	Joe Y Wells	2005-12-07	UHC-71925-02	5809803239	4949 Spring St, Eden Prairie, MN, 55300	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-427248	CLM	Bruke Vega	1971-04-17	—	4652547967	—	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-111546	ENR	Timothy Long	1946-08-28	UHC-23521-87	—	9529 Broadway, Miami, FL, 33160	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-427057	CLM	Jason Jacobs	1948-11-06	—	9388299196	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-53018	TPA	Steev Meer	1999-09-17	—	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
ENR-114280	ENR	Amanda Ortiz	2003-09-19	UHC-69544-44	—	7344 Baseline Rd, Seattle, WA, 98125	0.80	Date of birth reformatted SSN last four extracted State code upper-cased Placeholder values cleared
ENR-130960	ENR	Albert Santos	1975-05-16	UHC-93883-15	7459294057	2445 Church St, Jacksonville, FL, 32229	0.80	Member ID reformatted SSN last four extracted State code upper-cased Whitespace trimmed
CLM-426430	CLM	Carol King	1980-12-06	UHC-51452-61	6226563870	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
ENR-130781	ENR	Jerry Q Moore	1963-04-12	UHC-01331-32	8214662649	5838 Lincoln Way, Columbus, OH, 43249	0.80	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased
ENR-105573	ENR	Randy Weaver	1958-01-23	UHC-09967-04	4906481293	—	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-111867	ENR	Charles L Dean	1989-07-25	UHC-96619-42	4833798808	2719 Spring St, Miami, FL, 33192	0.80	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted
TPA-52444	TPA	Maria Nguyen	2003-04-02	—	—	4081 Willow Ct, Phoenix, AZ, 85030	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-102156	ENR	Gabriel Patterson	2008-11-22	UHC-11770-13	7347127985	8907 Main St, Charlotte, NC, 28202	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased
ENR-134461	ENR	Gerald M Pierce	1971-05-06	UHC-42939-55	8239381658	7921 Canyon Rd, Nashville, TN, 37254	0.80	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed
ENR-130382	ENR	Jeremy C Hanson	1950-07-21	UHC-08296-83	9878231090	7782 Meadow Ln, Columbus, OH, 43278	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed
CLM-410245	CLM	Bradley Hall	1978-05-24	UHC-81797-93	—	1877 Lincoln Way, Phoenix, AZ, 85054	0.80	Member ID reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared

2,817 rows, page 50 of 57Previous Next