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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121871	ENR	Judith Simpson	1986-04-27	UHC-21051-13	9284809622	2933 Pine Dr, Tempe, AZ, 85207	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137714	ENR	Kathleen T Murphy	1956-03-20	UHC-01748-18	2189683885	3037 Sunset Blvd, Austin, TX, 78742	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-129150	ENR	Patrick Phillips	2007-04-08	UHC-92658-26	—	1604 Church St # 179, Chandler, AZ, 85262	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104034	ENR	Victoria Walsh	1969-03-17	UHC-36064-71	8442432647	617 Main St, Minneapolis, MN, 55447	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138651	ENR	Brian Y Matthews	1971-04-24	UHC-93707-17	8872508548	8645 Sunset Blvd, Dallas, TX, 75224	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113549	ENR	Judy Castillo	1984-08-08	UHC-07136-97	8293027152	8966 Mountain View Dr, Sacramento, CA, 95851	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-110590	ENR	Judy Henderson	—	UHC-00388-01	—	4383 Oak St, Plano, TX, 75095	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-122970	ENR	Brenda D Robinson	1998-11-13	UHC-74822-49	9472560429	4873 Mesa Dr, Houston, TX, 77092	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121471	ENR	Charlotte Le	1980-08-17	UHC-88223-35	7436252642	3814 Mesa Dr, Charlotte, NC, 28217	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-137773	ENR	Mari Harper	1995-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118913	ENR	Luis O Gonzales	1982-04-25	UHC-99048-06	3785454724	3613 Palm Dr, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-128539	ENR	Elijah Collins	1979-06-20	UHC-12190-69	2622537759	1597 Central Ave, Jacksonville, FL, 32297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101746	ENR	Brittany U Cook	1982-05-21	—	2096167941	1407 Elm St, Nashville, TN, 37292	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-125342	ENR	Abigail Z Dunn	2003-03-04	UHC-61964-15	4093958781	2360 Central Ave, Gilbert, AZ, 85249	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109702	ENR	Peter J Riley	1989-11-21	UHC-68971-82	—	5137 Willow Ct, Phoenix, AZ, 85018	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-103807	ENR	Ruth Washington	2000-01-01	UHC-31281-40	2494934431	5227 Church St, Chandler, AZ, 85270	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125440	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125441	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134453	ENR	Pamela N Reid	1986-07-06	UHC-83233-52	8305038199	8710 Sunset Blvd, Houston, TX, 77018	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102556	ENR	Stephanie W Berry	1945-05-06	UHC-73453-17	6064404132	7425 Main St, Tucson, AZ, 85748	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114597	ENR	Kayla Johnson	1994-04-25	UHC-35465-95	3018484514	5611 Maple Ave, Dallas, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123734	ENR	Madison A Salazar	1984-11-24	UHC-03727-81	7146505589	1081 Pine Dr Apt 37, Tempe, AZ, 85220	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132585	ENR	Fisher W Richard	1985-02-10	UHC-65367-33	9437709425	6523 Pine Dr, San Antonio, TX, 78263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123130	ENR	Jessica Daniels	1995-04-13	UHC-65761-03	8668036594	5520 Broadway, Columbus, OH, 43254	0.64	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
ENR-131001	ENR	Alexis V Brown	2000-11-14	UHC-94763-21	4445339038	17 Harbor Blvd, Miami, FL, 33101	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134006	ENR	Victoria T Ortiz	1974-01-26	UHC-94538-28	4844674215	6449 River Rd, Miami, FL, 33171	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123851	ENR	Patrick Ortega	1990-09-09	UHC-60327-76	8315654725	3527 Canyon Rd, Atlanta, GA, 30306	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138141	ENR	Yuki O Maldonado	1980-05-26	UHC-77154-60	6806785902	2304 Highland Ave, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-130284	ENR	Sanda Allen	1953-09-15	UHC-81023-98	—	7497 Canyon Rd, Tempe, AZ, 85235	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-121271	ENR	George L McDonald	1964-02-21	UHC-58005-15	3299464262	1075 Cedar Ln, Los Angeles, CA, 90054	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141558	ENR	Maria Cruz	1975-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136861	ENR	Lauren Dunn	1950-02-24	UHC-63768-04	2038910625	5143 Meadow Ln, Las Vegas, NV, 89119	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116157	ENR	Justin Padilla	1991-01-05	UHC-89279-40	8173599085	822 Highland Ave, Jacksonville, FL, 32282	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107064	ENR	Anthony Ryan	1984-06-28	UHC-95677-68	4217189564	4877 Mesa Dr, Atlanta, GA, 30369	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124975	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110230	ENR	Scott L Cooper	2008-02-08	UHC-57705-65	6823677988	9015 Church St, Glendale, AZ, 85352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122102	ENR	Diego A Myers	2004-06-25	UHC-55106-95	—	1697 Hillcrest Rd, Tampa, FL, 33678	0.64	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111752	ENR	Austin Johnston	2004-06-10	UHC-13663-84	3269066372	4118 Church St, Las Vegas, NV, 89196	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142757	ENR	Stephanie Chavez	1970-03-23	UHC-83352-41	3688409123	5318 Pine Dr, Sacramento, CA, 95895	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131279	ENR	Albert Garrett	1982-08-01	UHC-12932-13	9533020547	9517 Desert Sky Blvd, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140564	ENR	George Sullivan	2002-08-26	UHC-30278-64	6616920200	5922 Cedar Ln, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115921	ENR	Diego McDonald	1953-03-16	UHC-23070-17	9652639388	2991 Ocean Ave # 110, Columbus, OH, 43274	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115132	ENR	Mary Martin	1983-10-15	UHC-02890-69	2564091693	9709 Union St # 493, Orlando, FL, 32850	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124711	ENR	Pamela Morrison	1996-05-10	UHC-90122-97	8297454688	9111 Mountain View Dr, Scottsdale, AZ, 85247	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-138227	ENR	DianeJunk	1969-02-17	UHC-96344-93	9222430790	8022 Apache Blvd, San Antonio, TX, 78276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107315	ENR	Albert Mason	1953-03-14	UHC-72233-68	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103058	ENR	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111724	ENR	Juan Q Powell	1975-01-22	UHC-99289-88	—	1179 Bayshore Dr # 129, Los Angeles, CA, 90058	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131641	ENR	Laura Z Le	2000-07-01	UHC-06151-92	7165467535	7993 Forest Ave, Charlotte, NC, 28293	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-100845	ENR	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

26,564 rows, page 196 of 532Previous Next