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-127460	ENR	Daniel K Hernandez	1951-02-04	UHC-42476-16	8966821351	2788 Ocean Ave, Minneapolis, MN, 55423	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61969	TPA	Roy Hunt	1951-05-15	—	7953319602	748 Forest Ave, Eden Prairie, MN, 55379	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60358	TPA	Kyle Marquez	1961-05-17	—	—	3116 Main St, Glendale, AZ, 85367	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-412856	CLM	Barbara M Fox	1964-06-23	UHC-19091-69	9595297462	4433 Ridge Rd, Tempe, AZ, 85288	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128734	ENR	Larry Patel	1955-07-27	UHC-83681-38	2774072746	8603 Meadow Ln, Tampa, FL, 33643	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-402177	CLM	Arthur Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428542	CLM	John O Marshall	2000-04-14	—	3772559193	2707 Grand Ave, Las Vegas, NV, 89170	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410441	CLM	Amy Yang	2002-08-10	—	4735748930	1529 Market St, Fresno, CA, 93761	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21505	PRV	Barbara Silva	1965-04-05	—	3364136039	7394 Valley View Dr, Austin, TX, 78781	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131501	ENR	Katherine D Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63002	TPA	Jean Cule	1968-08-07	—	4124694708	7258 Spring St, Scottsdale, AZ, 85234	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429280	CLM	Christine Hughes	1964-05-10	UHC-27448-55	3112840799	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-135952	ENR	Michelle Gray	2008-09-10	UHC-05375-73	5926282705	3840 Hillcrest Rd # 419, Los Angeles, CA, 90010	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-413969	CLM	Maria Young	1981-05-21	UHC-57966-63	7747603813	4044 Maple Ave, Charlotte, NC, 28215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402343	CLM	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
TPA-63239	TPA	Christian Morris	1948-10-22	—	—	1364 Baseline Rd, Chandler, AZ, 85264	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-120550	ENR	Kyle L Peters	2007-09-05	UHC-11956-50	—	4340 Union St, Jacksonville, FL, 32267	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129504	ENR	Jerry X Reed	1953-05-08	UHC-79353-44	2132362722	9153 Pine Dr, Miami, FL	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
CLM-429352	CLM	Jeremy Dunn	1989-07-21	—	8174769707	8291 Maple Ave, Houston, TX, 77080	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412623	CLM	Vincent George	1996-04-01	—	4012294419	1886 Market St, Miami, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-429634	CLM	Gabriel Watson	1940-07-08	UHC-73072-51	—	2560 Central Ave, Tucson, AZ, 85779	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111615	ENR	Jim Park	2008-04-11	UHC-67554-44	8294995123	5255 Church St, Seattle, WA, 98113	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-116830	ENR	Madison C Riichards	1946-11-09	UHC-62417-20	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
TPA-53886	TPA	Beth Soto	1942-07-20	UHC-24398-25	—	4815 Valley View Dr, Tampa, FL, 33658	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27116	PRV	George Estrada	1998-05-24	—	2219716731	958 Church St, Tempe, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
ENR-119202	ENR	Isabella Perkins	1965-05-25	UHC-41872-98	4744684845	566 Church St, Phoenix, AZ, 85099	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409624	CLM	Bruce Adams	1943-08-25	—	—	1940 Grand Ave, Austin, TX, 78733	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412307	CLM	Isabella Black	1988-09-02	—	8686574633	521 Spring St, San Diego, CA, 92104	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27454	PRV	Timothy Hicks	1997-03-13	UHC-44481-21	7662384445	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-138062	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.64	Middle initial moved out of first name Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-114744	ENR	Hellen Robinson	1996-03-10	UHC-80098-32	6532054941	1332 Hillcrest Rd, Atlanta, GA, 30378	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110043	ENR	Ema Graham	1978-09-13	UHC-94336-44	2464621374	6542 Central Ave, Glendale, AZ, 85306	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128896	ENR	Brandon S Martin	2004-12-15	UHC-74333-50	8935675058	3900 Bayshore Dr, Charlotte, NC, 28246	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403546	CLM	Teresa Wilson	1977-09-18	UHC-45385-63	3675462817	456 Canyon Rd, Tucson, AZ, 85775	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24404	PRV	Laura Stone	1995-02-17	—	8614098541	9078 Canyon Rd, Tampa, FL, 33658	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-405947	CLM	Sharon C Aguilar	1990-09-19	UHC-98678-80	—	4558 Pine Dr, Atlanta, GA, 30358	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-137996	ENR	Alan A Nunez	1952-01-27	UHC-39174-66	8023823575	1713 Sage Ct, Columbus, OH, 43220	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23250	PRV	Mark Powell	1998-09-12	UHC-33325-83	2834216239	9187 Ocean Ave, Plano, TX, 75022	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104092	ENR	Luis Johnston	1953-02-17	UHC-78938-09	8338888123	5175 Washington St, Los Angeles, CA, 90092	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-101038	ENR	Sara K Phillips	2002-08-13	UHC-60451-51	—	5025 Desert Sky Blvd, Orlando, FL, 32803	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101039	ENR	Sara K Phillips	2002-08-13	UHC-60451-51	—	5025 Desert Sky Blvd, Orlando, FL, 32803	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-136905	ENR	Jerry A Williamson	1992-08-09	UHC-31382-25	3624722123	4925 Jefferson Ave, Chandler, AZ, 85233	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112023	ENR	Ashley Marquez	1974-06-24	UHC-60528-22	5198953939	3704 Cedar Ln, Eden Prairie, MN, 55376	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125424	ENR	Diane N Yang	2001-09-09	UHC-11444-52	2616069814	77 Main St, San Antonio, TX, 78208	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431968	CLM	Randy Foster	2000-01-18	—	3544723810	8906 Palm Dr, Denver, CO, 80215	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408880	CLM	Juna Powell	1975-01-22	UHC-99289-88	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53172	TPA	Bruce Hart	1963-04-13	UHC-75859-83	8042921422	8947 Market St, Chandler, AZ, 85288	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-51937	TPA	Wei Gardner	1971-04-01	UHC-94736-96	—	7039 Apache Blvd, Columbus, OH, 43244	0.64	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+2 more
CLM-427165	CLM	Nicholas H Le	1977-05-15	UHC-49251-67	8577396860	4494 Spring St, Orlando, FL	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-107675	ENR	Ruth Y Stephens	1956-11-26	UHC-49733-39	4162881086	3218 Grand Ave, Denver, CO, 80292	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

6,661 rows, page 68 of 134Previous Next