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
PRV-25025	PRV	Gregory U Woods	1998-03-11	UHC-74086-93	—	2736 Oak St, San Diego, CA, 92136	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101642	ENR	Bobby L Willis	1977-09-23	UHC-83718-05	6207256619	5788 Camelback Rd, Eden Prairie, MN, 55312	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135294	ENR	Paul Marquez	1949-10-11	UHC-66457-34	—	2834 Indian School Rd # 749, Tampa, FL, 33661	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-109012	ENR	Ruth E Harvey	1940-10-13	UHC-80628-18	—	5958 Main St Apt 32, Gilbert, AZ, 85225	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-21151	PRV	Kenneth Payne	1973-10-27	UHC-66838-75	—	4077 Grand Ave, Chandler, AZ, 85223	0.52	Name re-cased Two-digit birth year SSN last four extracted State name converted to code+2 more
ENR-142089	ENR	Bobby T Bailey	1943-08-01	UHC-45632-49	3146030280	2275 Baseline Rd, Plano, TX, 75032	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123483	ENR	Michael Q Santiago	1982-03-19	UHC-18032-12	2472944322	6144 Indian School Rd # 650, Atlanta, GA, 30313	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-59929	TPA	Charlotte Welch	2005-01-19	—	—	3149 Cedar Ln, Plano, TX, 75039	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-114511	ENR	Doris Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr, Phoenix, AZ, 85014	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-121403	ENR	Christian Y Castillo	1973-10-17	UHC-97898-44	6993727418	5226 Mountain View Dr, San Diego, CA, 92123	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403620	CLM	Brandon V Lopez	1955-02-03	—	3293167866	—	0.52	Name re-cased Two-digit birth year SSN last four extracted Gender normalised+2 more
TPA-60669	TPA	Peter Wells	1946-05-19	—	—	2917 Mesa Dr, Miami, FL, 33128	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-102670	ENR	Sandra F Wong	1991-10-17	UHC-64829-08	—	2833 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-424167	CLM	Mark Reyes	1985-09-11	—	—	5171 Sage Ct, Gilbert, AZ, 85204	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115968	ENR	Stephen Hayes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21011	PRV	Bradley Gilbert	2005-03-24	—	—	600 Maple Ave, Las Vegas, NV, 89123	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424701	CLM	Sarah Guzman	1958-02-16	UHC-06472-19	—	2816 Sage Ct, San Antonio, TX, 78282	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-104951	ENR	Gerald F Miller	1983-04-03	—	8506331760	3450 Maple Ave Apt 39, Denver, CO, 80218	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-58542	TPA	Wei Fisher	2004-10-11	—	8876984801	3607 Meadow Ln, Houston, TX, 77074	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403093	CLM	Sharon Olson	1999-08-10	UHC-00596-77	—	8016 Willow Ct, Houston, TX, 77060	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-108659	ENR	Denise T Henderson	1969-04-06	UHC-14987-56	5205008740	5931 Jefferson Ave, Tampa, FL, 33611	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111392	ENR	Emma I Kennedy	2004-08-12	UHC-01628-56	8555773381	3560 Hillcrest Rd, Scottsdale, AZ, 85204	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120031	ENR	Willie T Gonzales	1977-08-26	UHC-39002-37	7115087819	7499 Canyon Rd, San Antonio, TX, 78299	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137767	ENR	Natalie A Alvarez	2001-11-26	UHC-85005-33	3469463185	9730 Canyon Rd, Austin, TX, 78760	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-410694	CLM	David Woods	2007-12-12	—	5716753261	9773 Washington St Apt 24, San Antonio, TX, 78283	0.52	Two-digit birth year Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-127232	ENR	Marilyn Fernandez	1945-10-12	UHC-92069-19	2827025375	2694 Meadow Ln, Dallas, TX, 75251	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-414594	CLM	—Junk	1963-06-14	UHC-45096-59	—	3449 Forest Ave, Plano, TX, 75017	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-112210	ENR	Brian Bailey	1953-03-26	UHC-51571-55	8239601059	4358 Indian School Rd, Los Angeles, CA, 90033	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142029	ENR	Camila I Jensen	1989-03-15	UHC-92035-13	—	1928 Canyon Rd, Eden Prairie, MN, 55338	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126279	ENR	Andrew Morgan	1955-09-21	UHC-71082-16	4714407551	9628 Apache Blvd, Glendale, AZ, 85360	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428687	CLM	Cynthia V Fuller	1974-01-03	UHC-17057-28	—	2479 Park Pl, Charlotte, NC	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
CLM-405720	CLM	Mary Schmidt	1977-05-21	—	—	6452 Harbor Blvd, Miami, FL, 33132	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107687	ENR	Judith G Thompson	1961-01-17	UHC-57935-70	—	6875 Valley View Dr, Los Angeles, CA, 90020	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Phone missing area code+2 more
CLM-427302	CLM	Logan Vargas	1965-06-07	UHC-17983-86	8119287403	2581 River Rd, Las Vegas, NV, 89139	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416795	CLM	Elijah Tucker	1958-10-28	UHC-81872-55	—	6906 Harbor Blvd, Plano, TX	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418237	CLM	Edward C Peterson	1965-05-18	UHC-86064-90	—	1428 Maple Ave, Orlando, FL, 32889	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51350	TPA	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.52	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
CLM-404756	CLM	Jesse Gardner	1984-12-15	UHC-82310-03	4489826754	149 Forest Ave, Los Angeles, CA, 90048	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62361	TPA	Jose Williams	1949-06-05	UHC-68499-83	—	4096 Oak St, Las Vegas, NV, 89125	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129934	ENR	Richard D Kim	1945-09-14	UHC-66923-36	3649112568	9847 Oak St, Dallas, TX, 75234	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427000	CLM	George Estrada	2008-02-27	UHC-75585-02	—	5649 Harbor Blvd, San Antonio, TX, 78265	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-422483	CLM	Bobby Wilson	1980-12-08	—	—	2048 Lake View Rd, San Antonio, TX, 78246	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-22006	PRV	Cheryl Rivera	1963-09-14	—	—	7489 Apache Blvd, Phoenix, AZ, 85039	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-409982	CLM	Stephen W McCoy	1976-03-10	—	4637524888	8878 Market St, Scottsdale, AZ, 85260	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117584	ENR	Michelle T Lee	1954-10-11	UHC-92235-70	2072131280	5375 Hillcrest Rd, San Antonio, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-100856	ENR	Russell Cox	1996-09-22	UHC-24189-14	5238771508	4322 Market St, Jacksonville, FL, 32256	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423773	CLM	Wayne V Thomas	2006-10-19	UHC-05470-01	—	5517 Harbor Blvd, Tampa, FL, 33664	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-414640	CLM	Denise Sanchez	1994-11-02	UHC-02390-99	3769388256	8771 Market St, Scottsdale, AZ, 85293	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29192	PRV	Wayne Lopez	2001-12-26	—	6396090321	8070 Highland Ave, Dallas, TX, 75296	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432262	CLM	Julie N Knight	1989-05-17	—	7629966026	9298 Lake View Rd # 668, Tucson, AZ, 85745	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more

6,661 rows, page 36 of 134Previous Next