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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431026	CLM	Ronald Castro	1958-12-04	UHC-33034-68	—	2663 Meadow Ln, Seattle, WA, 98156	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121321	ENR	Carol N Dunn	—	UHC-98857-51	9644550797	5140 Apache Blvd, Fresno, CA, 93731	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-431958	CLM	Henry Ward	1939-03-06	UHC-63253-17	—	2753 Sunset Blvd, San Diego, CA, 92160	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401778	CLM	Angela Reid	1943-08-06	—	5496372649	2793 Indian School Rd # 435, San Antonio, TX, 78239	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-111022	ENR	Camila Lucas	1959-11-09	UHC-50549-37	—	4364 Maple Ave, Chandler, AZ, 85205	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-400301	CLM	Lauren S Davis	1997-11-20	—	5343028354	4206 Baseline Rd, Scottsdale, AZ, 85264	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-127351	ENR	Danielle Murray	—	UHC-55126-74	4683016909	7790 Meadow Ln, Eden Prairie, MN, 55330	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-112421	ENR	Emily Stewart	2005-11-05	UHC-09336-70	7276010399	4286 Forest Ave # 201, Atlanta, GA, 30366	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128915	ENR	Anthony James	—	UHC-64793-65	9794147274	2390 Church St, Glendale, AZ, 85385	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-141885	ENR	Arthur S Kennedy	1983-12-05	UHC-39550-85	6153030100	1114 River Rd # 901, Scottsdale, AZ, 85215	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-56224	TPA	Mary Owens	1943-01-19	—	6479082878	726 Sunset Blvd, Atlanta, GA, 30394	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27637	PRV	Christopher C Thomas	2003-09-08	—	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126999	ENR	Jake M Foster	1988-11-23	UHC-38844-77	9465108237	3819 Lake View Rd, Tucson, AZ, 85725	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118113	ENR	Deennis E Elliott	1975-04-06	UHC-09901-47	4146987519	3313 Maple Ave Apt 40, Gilbert, AZ, 85265	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21733	PRV	James M Hamilton	1994-09-27	—	4663256249	2485 Mountain View Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414036	CLM	Christine O Bryant	1964-01-02	—	3139113030	8446 Union St, Jacksonville, FL, 32234	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-27304	PRV	Joshua Morales	1994-08-01	—	7135402824	9767 Sunset Blvd # 107, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-107881	ENR	Alexander Aguilar	1999-03-21	—	3798604515	2890 Jefferson Ave, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-63005	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28595	PRV	Ann Sims	1992-02-16	UHC-84909-39	4029507313	2701 Pine Dr # 847, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104009	ENR	George F Fields	1964-08-07	UHC-41024-19	8092568073	6238 Desert Sky Blvd, Seattle, WA, 98175	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120237	ENR	Patricia Spencer	1947-04-21	UHC-85753-71	9207712357	450 Apache Blvd, Plano, TX, 75064	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52946	TPA	Ryan Russell	1973-05-02	UHC-72695-19	5829805593	351 Ocean Ave, Tempe, AZ, 85260	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-27457	PRV	Julia Ryan	1988-04-08	—	7123874597	2161 Hillcrest Rd, Sacramento, CA, 95881	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128407	ENR	Albert K Gonzalez	1968-09-15	UHC-36932-95	4519368884	9216 Indian School Rd Apt 38, Mesa, AZ, 85200	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-128406	ENR	Albert K Gonzalez	1968-09-15	UHC-36932-95	4519368884	9216 Indian School Rd Apt 38, Mesa, AZ, 85200	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-131961	ENR	Olivia O Wheeler	1965-10-28	UHC-30003-90	3785066639	3824 Union St, Dallas, TX, 75246	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422608	CLM	Jacqueline Flores	1974-06-19	—	6676841267	8905 Washington St, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423086	CLM	Gabriel Park	1948-03-19	UHC-80454-21	7835290079	1820 Broadway, Houston, TX, 77060	0.62	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
ENR-105415	ENR	Julie Contreras	1939-10-28	UHC-05984-76	2788724238	7644 Hillcrest Rd, Phoenix, AZ, 85039	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418697	CLM	George E Shaw	1984-10-02	—	7996539568	6572 Bayshore Dr, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54486	TPA	Steven Rogers	1984-08-23	—	5934662378	5940 Mesa Dr, Minneapolis, MN, 55434	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128055	ENR	Betty Wnag	1999-02-05	UHC-35789-18	5588161366	5018 Elm St, Jacksonville, FL, 32277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61010	TPA	Noah Mendoza	1975-08-12	—	3199880516	4158 Valley View Dr, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128526	ENR	Christine E Ortega	1942-02-14	UHC-20181-23	8234727392	2376 Jefferson Ave # 672, Tampa, FL, 33697	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-418055	CLM	Karen Anderson	1974-08-20	—	3175019423	3300 Mountain View Dr, Los Angeles, CA, 90049	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-401483	CLM	Bryan C McDonald	1943-01-28	UHC-55577-57	4758629058	5985 Grand Ave, Atlanta, GA, 30348	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58612	TPA	Zachary Evans	1988-09-27	—	4344142493	724 Forest Ave, Scottsdale, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141288	ENR	Amanda Ramirez	1977-06-27	UHC-56022-98	4645621660	9257 River Rd, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129798	ENR	Omar F Freeman	1968-07-21	UHC-21072-58	7112739404	6603 Highland Ave, Seattle, WA, 98178	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124660	ENR	Amy Torres	1995-01-01	UHC-25276-49	6413517923	5717 Desert Sky Blvd, San Antonio, TX, 78240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28985	PRV	Ketherine G Black	1997-07-25	UHC-68969-40	2322677319	45 Palm Dr, Tucson, AZ, 85765	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23937	PRV	Jacqueline Padilla	1985-07-25	UHC-58059-62	6917465292	8450 Cedar Ln Apt 34, Fresno, CA, 93782	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106489	ENR	Bryan Elliott	1966-07-01	UHC-17957-06	6223581893	8813 Grand Ave, San Antonio, TX, 78260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62558	TPA	Nicholas Santos	1973-05-25	UHC-65934-13	6419171258	6211 Main St Apt 18, Mesa, AZ, 85237	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139545	ENR	Diane Carter	1974-06-22	UHC-52209-86	3799179824	663 Main St, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111692	ENR	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111693	ENR	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432229	CLM	Lisa Graham	1951-12-26	UHC-27955-94	2176652716	4093 Ridge Rd, Tampa, FL, 33671	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134482	ENR	Ruuth U Garcia	1950-03-07	UHC-31706-77	2347775141	7453 Forest Ave # 135, Mesa, AZ, 85280	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

39,996 rows, page 103 of 800Previous Next