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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131020	ENR	Madison O Garza	2005-11-04	UHC-78183-73	—	9875 Mountain View Dr, Houston, TX, 77059	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-123944	ENR	William Jones	2004-06-01	—	7995863731	4520 Canyon Rd, Atlanta, GA, 30349	0.50	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-106659	ENR	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	4427 Washington St, Nashville, TN, 37276	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107595	ENR	Eugene Q Weber	1996-02-13	UHC-24096-95	3455033568	5066 Maple Ave, Minneapolis, MN, 55455	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120326	ENR	Julie D Thomas	1980-10-02	UHC-72071-18	7663789857	1788 Oak St Apt 3, Scottsdale, AZ, 85220	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138489	ENR	Sean M Delgado	2007-05-22	UHC-78051-06	—	8367 Cedar Ln, Orlando, FL, 32827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-410367	CLM	Edward O Peterson	1969-01-12	UHC-42460-12	9752701716	4454 Harbor Blvd, Houston, TX, 77072	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125135	ENR	Samuel Salazar	1980-09-13	UHC-29299-52	4666535533	8284 Harbor Blvd, Sacramento, CA, 95851	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126342	ENR	Julie Parker	1957-11-17	UHC-17844-10	8668998377	5167 Main St, Nashville, TN	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420262	CLM	Marha Nichols	1989-04-27	UHC-63051-72	4647608888	1787 Jefferson Ave, Mesa, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-132861	ENR	Mray P Olson	1959-05-05	UHC-41659-11	4605878102	853 Forest Ave # 785, Orlando, FL, 32830	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-52302	TPA	Megan Watkins	1997-10-10	—	2086708343	2995 Mountain View Dr, San Diego, CA, 92132	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50723	TPA	Martha Harrison	1980-03-26	—	—	7138 Lincoln Way, Denver, CO, 80288	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120577	ENR	Hannah Wlliams	1987-08-16	UHC-36369-69	4214869341	7355 Camelback Rd, Tucson, AZ, 85768	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400636	CLM	Matthew Vgea	1998-08-17	UHC-91944-19	4834304551	789 River Rd, Dallas, TX, 75235	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121764	ENR	Stephanie Lane	1941-06-10	UHC-25162-84	4474942332	7072 Baseline Rd, Atlanta, GA, 30315	0.50	Two-digit birth year Member ID reformatted SSN last four extracted State code upper-cased+3 more
ENR-105156	ENR	Willie Schmit	1946-01-03	UHC-97718-83	7539794678	7642 Forest Ave, Seattle, WA, 98118	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-134155	ENR	Adam R Vasquez	1973-04-07	UHC-36719-47	9417296737	5966 Cedar Ln, Charlotte, NC, 28288	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421888	CLM	Sara K Kelley	2008-09-20	UHC-40791-63	9869006089	1277 Willow Ct, Tucson, AZ, 85786	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-126930	ENR	Kelly Burns	1941-07-07	UHC-13674-77	2583046592	5638 Park Pl Apt 13, Chandler, AZ, 85286	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-58541	TPA	Amy Snyder	1984-12-03	—	7639828245	9570 Sunset Blvd # 484, Miami, FL, 33143	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25904	PRV	Christopher Bishop	1981-09-28	—	7563258032	9509 Forest Ave, Houston, TX, 77078	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-108415	ENR	Tyler Dean	2004-08-17	UHC-36417-96	5668712479	4144 Canyon Rd, Seattle, WA, 98177	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-407096	CLM	Joe Young	2002-03-24	UHC-30717-32	—	4851 Mountain View Dr, Mesa, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404609	CLM	Judy V Long	2001-05-20	UHC-14892-64	—	4143 Apache Blvd, Gilbert, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-22226	PRV	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-128725	ENR	Kimberly M James	2002-07-23	UHC-59619-33	2689789008	1599 Hillcrest Rd, Seattle, WA, 98161	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-418318	CLM	Emily Boyd	1998-06-24	UHC-29831-34	—	547 Willow Ct, Tucson, AZ, 85799	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125162	ENR	Judy V Hoffman	1949-11-07	UHC-63831-15	8239770775	9408 Valley View Dr, Phoenix, AZ, 85016	0.50	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-112879	ENR	Ashley Lopez	1944-08-15	UHC-75234-83	6934061650	1743 Sage Ct Apt 5, Denver, CO, 80272	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-20878	PRV	Drew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423619	CLM	Diane Ramos	1951-10-02	UHC-44594-97	6556412449	131 Willow Ct, Glendale, AZ, 85350	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120530	ENR	Barbara C Fisher	1938-06-16	UHC-18628-86	5728819269	4226 Church St, Orlando, FL, 32822	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122540	ENR	Ashlye Fields	1986-05-25	UHC-74750-45	7522424898	6344 Forest Ave, Jacksonville, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421723	CLM	Debra Holmes	2003-01-12	UHC-55286-16	—	6762 River Rd, Eden Prairie, MN, 55326	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-133892	ENR	Kathryn Waren	1959-03-12	UHC-71018-94	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136968	ENR	Maason H George	1999-06-17	UHC-70059-39	6318369763	8193 Meadow Ln, Gilbert, AZ, 85236	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424281	CLM	Adam Taylor	1958-11-06	UHC-10122-04	—	5074 Ocean Ave, Scottsdale, AZ, 85252	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-26466	PRV	Rachel Flores	2001-04-19	UHC-51774-44	4768515262	4893 Central Ave, Houston, TX, 77060	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-427632	CLM	Alan Evans	1941-03-07	UHC-27793-94	—	7622 Washington St # 140, Sacramento, CA, 95827	0.50	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+3 more
TPA-51834	TPA	Joseph Gray	1954-08-06	—	—	907 Cedar Ln # 569, Phoenix, AZ, 85044	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-109184	ENR	Eugene Porter	1966-07-22	UHC-60023-22	8226291602	4072 Maple Ave, Nashville, TN, 37291	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-123439	ENR	Jim J Santiago	1946-12-26	UHC-83965-28	8983719168	1506 Mountain View Dr, Glendale, AZ, 85361	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
PRV-23713	PRV	Debra Duncan	1989-01-03	UHC-10860-41	5903888217	2197 Washington St, Tempe, AZ, 85277	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57282	TPA	Theresa Fox	1938-07-20	—	7204608474	974 Park Pl, Dallas, TX, 75284	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22149	PRV	Lucia E Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
PRV-22150	PRV	Lucia E Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
CLM-422554	CLM	Frances Long	1959-08-23	—	—	3267 Park Pl, Tucson, AZ, 85763	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-104065	ENR	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-417759	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St, San Diego, CA, 92192	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

6,661 rows, page 19 of 134Previous Next