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-400794	CLM	Brittany X Estrada	1967-02-12	—	4737247689	—	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-130705	ENR	Gabriel X Bell	1976-12-08	UHC-59530-27	4772846941	7713 Market St, Tampa, FL, 33634	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-121508	ENR	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ, 85279	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-125955	ENR	Mateo N Ray	1950-10-15	UHC-92614-81	9753137911	7044 Camelback Rd, Las Vegas, NV, 89158	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-102328	ENR	Bobby Kelly	1975-04-25	UHC-98988-55	3875832552	5505 Washington St, Columbus, OH, 43298	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-129887	ENR	Brenda G Willis	1953-12-11	UHC-15928-05	8959258544	9873 Union St Apt 17, Plano, TX, 75022	0.66	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+1 more
ENR-137421	ENR	Scott Chapman	1940-07-09	UHC-40621-41	6008403734	32 Broadway, Fresno, CA, 93782	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-432111	CLM	Patricia Z Watson	1939-08-16	—	6788158135	5752 Desert Sky Blvd, Eden Prairie, MN, 55352	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-23063	PRV	Carol Hart	1945-05-28	UHC-35612-34	—	7981 Pine Dr, Austin, TX, 78789	0.66	Date of birth reformatted SSN last four extracted State name converted to code Email lower-cased+1 more
ENR-137865	ENR	Aisha W Hudson	1969-07-28	UHC-06355-21	3515930306	7330 Sunset Blvd, Tucson, AZ, 85756	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
PRV-21451	PRV	Peter Wallace	1974-02-10	UHC-28274-41	—	—	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-120581	ENR	Linda E Green	1970-08-10	UHC-04889-62	6077826178	8032 Valley View Dr, Los Angeles, CA, 90038	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-104851	ENR	Kathryn Wang	2007-01-19	UHC-96431-19	3275716684	7432 Mountain View Dr, Chandler, AZ, 85216	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134352	ENR	Charlotte Alvarado	1939-07-28	UHC-85155-59	5583365192	6652 Main St, Jacksonville, FL, 32236	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-124722	ENR	Noha D Nichols	1970-03-19	UHC-91163-81	3595648784	2195 Highland Ave, Gilbert, AZ, 85283	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-135854	ENR	Joan Gray	1973-02-15	UHC-12802-83	9429561437	8322 Ridge Rd, Columbus, OH, 43218	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-120771	ENR	Andrew Cole	1963-06-14	UHC-24696-29	—	8388 Cedar Ln, Mesa, AZ, 85218	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
CLM-424963	CLM	Ahmde Harper	1942-12-22	—	—	8851 Valley View Dr, Dallas, TX, 75254	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-107272	ENR	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	9140 Lake View Rd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+1 more
PRV-20687	PRV	Russell U Jensen	1960-08-26	UHC-60553-97	8646283416	3170 Main St, Scottsdale, AZ, 85274	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431546	CLM	Chrstian Henry	—	—	7043997321	—	0.66	Date of birth missing Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-112148	ENR	Nick Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St # 446, Tempe, AZ, 85259	0.66	SSN last four extracted Unit split from street Email lower-cased Plan code upper-cased+1 more
CLM-406824	CLM	Amy Andrews	1986-08-10	UHC-27865-67	—	6269 Market St, Minneapolis, MN, 55430	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411201	CLM	Mei Valdez	1972-07-24	UHC-72383-79	—	6670 Highland Ave, Jacksonville, FL, 32225	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-120647	ENR	Diana O Wraren	1995-01-12	UHC-51344-07	8415528199	8267 Broadway, Charlotte, NC, 28288	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed
ENR-112934	ENR	Randy Lucas	1949-01-12	UHC-47089-57	3757401136	9552 Ocean Ave, Miami, FL, 33163	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted
CLM-401409	CLM	Laura M Young	1995-05-27	UHC-15182-93	—	7598 Meadow Ln, Gilbert, AZ, 85258	0.68	SSN last four extracted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-408005	CLM	Amy Franklin	1995-06-08	—	—	2923 Washington St, Mesa, AZ	0.68	Name re-cased SSN last four extracted ZIP missing Placeholder values cleared
ENR-128381	ENR	Patrcik L Mendez	1963-09-16	UHC-21816-72	—	7981 Main St, Tampa, FL, 33652	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109504	ENR	Abigail C Stone	2008-12-07	UHC-76973-20	7096289569	9054 Mesa Dr, Tampa, FL, 33681	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53616	TPA	Sandra B Andersn	2000-01-17	—	—	4692 Sunset Blvd, Seattle, WA, 98176	0.68	SSN last four extracted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-118340	ENR	Mariana Dixun	1975-06-01	UHC-58745-51	6062608105	9177 Main St Apt 27, Scottsdale, AZ, 85289	0.68	Phone reformatted SSN last four extracted Unit split from street Placeholder values cleared
CLM-406337	CLM	Ann Rose	1941-12-19	UHC-35859-97	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55853	TPA	Doris White	1995-02-02	—	—	—	0.68	Two-digit birth year SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-130203	ENR	Ryan H Nichols	2006-06-12	UHC-25221-97	7072066119	6765 Spring St, Jacksonville, FL, 32223	0.68	Phone reformatted SSN last four extracted City re-cased Gender normalised
CLM-428442	CLM	Teresa Spencer	1995-05-10	UHC-23682-43	—	5215 Grand Ave, San Diego, CA, 92120	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-121104	ENR	Mateo A Chen	1988-05-15	UHC-76735-60	3164790384	738 Broadway, Tampa, FL, 33686	0.68	Phone reformatted Member ID reformatted SSN last four extracted State name converted to code
ENR-120308	ENR	Mariana E Moreno	1964-12-01	UHC-94697-14	4687661649	5996 Ridge Rd, Orlando, FL, 32800	0.68	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed
TPA-62169	TPA	Sofia Mitkhell	1969-05-08	—	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-133459	ENR	Elijah V Lynch	1952-11-08	UHC-37755-50	—	3236 Camelback Rd, Austin, TX, 78748	0.68	Date of birth reformatted SSN last four extracted Gender normalised Placeholder values cleared
ENR-126596	ENR	Michael Sanders	1990-11-01	UHC-59749-51	—	8657 Mesa Dr, Scottsdale, AZ, 85200	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
TPA-53574	TPA	Charlotte Simmons	1961-05-14	UHC-98486-13	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-136319	ENR	Deborah R Reed	2008-09-01	UHC-53566-25	3628173087	5331 Camelback Rd, San Diego, CA, 92170	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed
TPA-63295	TPA	Jennifer Bowman	1995-06-08	—	—	9289 Canyon Rd, Mesa, AZ, 85244	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-112108	ENR	Donna G Porter	1942-05-20	UHC-49476-54	8704162777	6116 Union St, Eden Prairie, MN, 55338	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
ENR-127150	ENR	Grace F Nunez	1978-02-13	UHC-46022-88	3572996240	7396 Forest Ave, Nashville, TN, 37265	0.68	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed
PRV-22692	PRV	Eugene Jones	1966-02-20	UHC-84030-43	—	1907 Broadway, Chandler, AZ, 85295	0.68	Name split from “Last, First”SSN last four extracted Address re-cased Placeholder values cleared
ENR-139985	ENR	Stephen Sims	1961-07-13	UHC-38525-74	4468946351	757 Spring St # 451, Columbus, OH, 43239	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-135756	ENR	Harold Black	1953-02-20	UHC-08811-16	7536522416	1814 Lincoln Way, San Diego, CA, 92187	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased
CLM-405922	CLM	Steven Orteag	1941-03-27	UHC-06063-03	—	1456 Jefferson Ave, Tempe, AZ, 85239	0.68	Two-digit birth year SSN last four extracted Whitespace trimmed Placeholder values cleared

2,817 rows, page 40 of 57Previous Next