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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404533	CLM	Hiroshi Kelley	1950-10-21	—	—	2695 Indian School Rd Apt 9, Phoenix, AZ, 85004	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116624	ENR	Priya P Morgan	1945-08-17	UHC-69874-28	7852782422	2195 Lake View Rd, Dallas, TX, 75209	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22463	PRV	Janet Holmes	2001-05-05	—	7608132571	5096 River Rd, Las Vegas, NV	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63004	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59947	TPA	Juan Banks	1967-11-12	—	—	9425 Mesa Dr, Fresno, CA, 93762	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401659	CLM	Timothy Carpenter	1991-02-01	—	—	9850 Mesa Dr, San Antonio, TX, 78252	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128101	ENR	Roonald Guerrero	1953-09-22	UHC-63884-96	8149949320	8347 Market St, Scottsdale, AZ, 85262	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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
ENR-118985	ENR	Kenneth Y Holmes	1945-05-17	UHC-49321-66	9282680443	5668 Church St, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400471	CLM	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd, Orlando, FL, 32821	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124319	ENR	Jacqueline Mason	1993-07-08	UHC-70522-46	8082142473	5140 Cedar Ln Apt 8, Minneapolis, MN, 55456	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127035	ENR	Bruce J Wrigt	1963-11-10	UHC-57010-36	3139077538	1735 Sage Ct, Mesa, AZ, 85205	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121520	ENR	Lisa H Rice	1975-07-12	UHC-13130-09	—	1330 Ridge Rd, Phoenix, AZ, 85094	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-54908	TPA	Keith Jones	1956-01-16	—	—	4325 Church St, Gilbert, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+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
ENR-120342	ENR	James X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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
TPA-61443	TPA	Diana Casttro	1971-09-25	—	—	2883 Market St, Tampa, FL, 33628	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21823	PRV	Jeremy Walker	1958-05-11	UHC-68255-89	4037606114	7404 Lincoln Way, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+2 more
CLM-407422	CLM	Matthew X Valdez	2002-06-14	UHC-71925-83	—	4853 Maple Ave, Las Vegas, NV, 89199	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-55660	TPA	Robert Hall	1946-03-22	UHC-74797-86	—	1833 Oak St, Sacramento, CA, 95893	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140942	ENR	Helen O Warreen	—	UHC-83673-48	5239432068	2410 Sage Ct, Chandler, AZ, 85219	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28170	PRV	Mei Harris	1945-10-08	UHC-08874-15	7314083975	2008 Maple Ave, Los Angeles, CA, 90037	0.52	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-54787	TPA	Jesse Warren	2008-11-17	—	4638301687	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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
CLM-402016	CLM	Raymond Hall	1978-08-11	—	—	3690 Elm St, San Antonio, TX, 78298	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121928	ENR	Albert G Stephens	1949-04-17	UHC-81418-55	2676682075	2513 Lake View Rd, Seattle, WA, 98163	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-430399	CLM	Kenneth Nguyen	1982-03-28	UHC-63340-98	—	1311 Palm Dr # 988, Tampa, FL, 33640	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431379	CLM	Arjun Burtoon	1938-05-13	UHC-81734-92	—	4451 Grand Ave, Eden Prairie, MN, 55344	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412669	CLM	Wei Y Willis	1982-11-23	UHC-22401-11	—	3743 Willow Ct, Orlando, FL, 32865	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60240	TPA	Denise Young	1969-11-18	—	—	2167 Desert Sky Blvd, Tempe, AZ	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
CLM-404036	CLM	Christina Jackson	1962-06-02	UHC-91939-27	9893227856	7008 Sunset Blvd, Denver, CO, 80297	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-119271	ENR	Mason L Alvarez	1960-01-20	UHC-46407-37	—	9794 Cedar Ln, Mesa, AZ, 85281	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-119270	ENR	Mason L Alvarez	1960-01-20	UHC-46407-37	—	9794 Cedar Ln, Mesa, AZ, 85281	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-113901	ENR	Jennifer W Scott	1990-10-11	UHC-43086-65	—	3029 Market St, Sacramento, CA, 95839	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Email lower-cased+2 more
ENR-129370	ENR	Sarah U Kelley	1946-09-03	UHC-44030-41	7053860570	9831 Mountain View Dr Apt 13, Orlando, FL, 32802	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432056	CLM	Nicholas Hill	1939-12-25	UHC-19819-24	—	7755 Canyon Rd Apt 38, Los Angeles, CA, 90089	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101508	ENR	Karan Baker	1951-06-10	UHC-03116-01	4784193990	3263 Hillcrest Rd, Jacksonville, FL, 32238	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101509	ENR	Karan Baker	1951-06-10	UHC-03116-01	4784193990	3263 Hillcrest Rd, Jacksonville, FL, 32238	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405694	CLM	Kenneth Meedina	1992-03-26	—	—	4894 Ocean Ave, Las Vegas, NV, 89112	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107362	ENR	Eugene Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109237	ENR	Reed Kelly	1981-06-21	UHC-12779-47	3486418768	640 Washington St, Phoenix, AZ, 85050	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140067	ENR	Raymond A Meyer	1983-01-04	UHC-99901-92	3335114863	5905 Mountain View Dr, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119950	ENR	Aaron F Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114895	ENR	Michelle Hernandez	1989-02-27	UHC-91392-48	3247764936	7088 Mesa Dr, Glendale, AZ, 85307	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407488	CLM	Mason Ramirez	1964-05-03	UHC-58089-01	—	3165 Spring St, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
PRV-29485	PRV	Cheryl Gibson	1999-05-15	—	2944819018	6044 Willow Ct, Los Angeles, CA, 90080	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135982	ENR	James Johnston	1960-06-27	UHC-80069-17	—	3248 Mesa Dr, Nashville, TN	0.52	Phone missing area code Member ID reformatted City re-cased ZIP missing+2 more

16,828 rows, page 89 of 337Previous Next