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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109887	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	—	7917 Central Ave, Tampa, FL, 33653	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141257	ENR	Wei S Cooper	1953-10-25	UHC-84241-56	—	5751 River Rd, Chandler, AZ, 85261	0.54	Date of birth reformatted Phone missing area code State name converted to code ZIP+4 trimmed+1 more
CLM-405048	CLM	Tim Lopez	1946-01-15	UHC-58975-81	—	9308 Meadow Ln # 186, Nashville, TN, 37271	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-109373	ENR	Logan Marshall	1963-03-07	—	—	4254 Elm St, Tampa, FL, 33625	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25284	PRV	Jack Carlson	1985-10-14	—	—	4608 Main St, Nashville, TN, 37208	0.54	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-23313	PRV	Kayla S Crter	1970-04-24	—	4004654563	3471 Apache Blvd, Miami, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-126092	ENR	Lawrence U Smith	—	UHC-22685-39	8889655008	259 Central Ave, Orlando, FL, 32877	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414903	CLM	Doris Carroll	1985-10-24	UHC-14268-87	—	5143 Indian School Rd, Dallas, TX, 75295	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416503	CLM	Jesse R Barnes	1969-03-23	UHC-14334-26	—	2923 Church St, Miami, FL, 33146	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127020	ENR	Carolyn Porter	1995-04-15	UHC-44477-87	—	5268 Church St, Seattle, WA, 98188	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122440	ENR	Charlotte M Parker	1975-03-14	—	4225668589	6182 Desert Sky Blvd, Scottsdale, AZ, 85210	0.54	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-418575	CLM	Keith Hicks	1951-08-22	UHC-44307-53	—	6882 Oak St, Eden Prairie, MN	0.54	Name re-cased State name converted to code ZIP missing Gender normalised+1 more
CLM-421768	CLM	Patricia Li	1970-12-22	UHC-70875-63	2878080925	7272 Palm Dr, Las Vegas, NV, 89184	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402449	CLM	Betsy V Freeman	1945-09-03	—	—	3288 Valley View Dr, Denver, CO, 80200	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20626	PRV	Bobby Wilson	1971-02-25	—	4152432213	633 Meadow Ln, Miami, FL, 33117	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-120020	ENR	Austin M Rogers	2006-12-27	UHC-78760-24	—	7879 Valley View Dr, Mesa, AZ, 85245	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-106214	ENR	Ashley F Black	1941-07-20	UHC-62159-82	2045510577	4377 Camelback Rd, Eden Prairie, MN, 55386	0.54	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-408860	CLM	Joan T Hoffman	1968-09-13	UHC-43415-86	—	8411 Ridge Rd, Mesa, AZ, 85275	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113990	ENR	Denise L Jensen	1954-11-24	UHC-41763-29	5946961920	4637 Spring St, Eden Prairie, MN, 55361	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-107618	ENR	Aisha Austin	1967-10-16	UHC-45784-26	2075844497	8211 Willow Ct, Charlotte, NC, 28295	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-423741	CLM	William Dean	1997-11-24	UHC-03327-76	—	3731 Bayshore Dr, Miami, FL, 33194	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117935	ENR	Samantha Diaz	1998-08-23	UHC-92123-72	—	5983 Cedar Ln, Nashville, TN, 37206	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117176	ENR	Joyce K Fsiher	1974-05-01	UHC-71280-23	6424829456	6729 Washington St, Chandler, AZ, 85205	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120284	ENR	Christian Wbeb	1951-06-16	UHC-95905-42	3522157928	2035 Sunset Blvd, Houston, TX, 77044	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-57097	TPA	Amanda I Hayes	1991-04-02	—	4415156189	5103 River Rd, Denver, CO, 80204	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-418058	CLM	Brittany Nnez	2006-06-06	UHC-13686-89	—	2966 Cedar Ln, Seattle, WA, 98195	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54890	TPA	Camila Jones	2007-03-06	—	—	4149 Bayshore Dr, Tampa, FL, 33633	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56352	TPA	Douglas Mendez	1947-12-11	UHC-96845-13	—	5921 Washington St, Miami, FL, 33188	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111772	ENR	Megan P Wheeler	1971-03-12	UHC-61260-06	—	8380 Sunset Blvd, Houston, TX, 77060	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-58558	TPA	Diane Schmidt	1938-12-10	—	—	2641 Broadway, Miami, FL, 33166	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-111007	ENR	Alexander Perez	1993-06-05	UHC-58073-33	7566544101	1775 Lincoln Way, Phoenix, AZ	0.54	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
CLM-423325	CLM	Austin D Wong	1979-03-20	UHC-43391-44	2236791095	9008 Willow Ct, Las Vegas, NV	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-58823	TPA	Steen Turner	1940-04-27	—	—	7023 River Rd, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-137405	ENR	Hannah B Mitchell	1942-01-23	UHC-69310-97	7428387536	7772 Willow Ct, Phoenix, AZ, 85081	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407324	CLM	Michael Ray	1942-10-25	UHC-73727-67	—	6408 Desert Sky Blvd, Dallas, TX	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-56464	TPA	Susan Carr	2005-06-19	—	—	8577 Spring St # 747, Charlotte, NC, 28263	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21061	PRV	Mariana Bradley	1960-08-08	UHC-30373-48	7159317768	3194 Sunset Blvd, Seattle, WA, 98156	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414957	CLM	Tyler S Torres	2002-11-05	UHC-22537-44	—	9062 Oak St Apt 26, Tampa, FL	0.54	Unit split from street City re-cased State name converted to code ZIP missing+1 more
CLM-400603	CLM	Katherine B Spencer	1941-12-05	UHC-92145-04	—	7159 Jefferson Ave, Eden Prairie, MN	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-112416	ENR	Catherine C Boyd	1960-06-01	UHC-83433-44	—	8601 Sage Ct, Nashville, TN, 37223	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111199	ENR	Stephanie Valdez	1982-02-19	UHC-06509-68	4034708571	6959 River Rd, Gilbert, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100768	ENR	Janicce Kelley	1960-05-25	UHC-15572-90	4836541592	5743 Pine Dr, Los Angeles, CA	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138548	ENR	Ana Vargas	1979-02-26	UHC-00677-15	—	6532 Harbor Blvd # 829, Austin, TX, 78719	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53590	TPA	Austin Tucker	2003-03-02	—	8785571233	6741 Cedar Ln, Tampa, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-416403	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
CLM-416402	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
ENR-103885	ENR	Ethan A Alexandar	1973-07-04	UHC-55550-61	—	4421 Baseline Rd, Glendale, AZ, 85387	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55323	TPA	Grace Sandoval	—	—	—	9578 Camelback Rd, Columbus, OH, 43245	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64319	TPA	Douglas Lukas	1944-09-12	—	7837058963	2791 Forest Ave, Las Vegas, NV, 89177	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-59511	TPA	Victoria Barnes	2003-11-26	—	—	1900 Ocean Ave, Charlotte, NC, 28251	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more

9,084 rows, page 64 of 182Previous Next