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
CLM-426144	CLM	Richard Espinoza	1957-05-16	UHC-68182-02	5163396241	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-58366	TPA	Kathryn Duncan	1966-07-24	UHC-43519-95	8957558703	8671 Forest Ave, Atlanta, GA, 30336	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50568	TPA	Ahmed Schultz	2005-09-27	UHC-98286-73	—	6157 Hillcrest Rd, Las Vegas, NV, 89173	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50567	TPA	Ahmed Schultz	2005-09-27	UHC-98286-73	—	6157 Hillcrest Rd, Las Vegas, NV, 89173	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109625	ENR	Kathyrn L Carpenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
PRV-20934	PRV	Jack Fisher	1998-07-20	—	6957661770	2171 Mountain View Dr, Charlotte, NC, 28288	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419799	CLM	Diane Reid	1954-02-03	UHC-19446-14	—	2365 Sage Ct, Houston, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-108637	ENR	Heather Hawkins	1940-09-04	UHC-59216-69	7528600942	4643 Apache Blvd, Tempe, AZ, 85234	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-113033	ENR	Peter Vazquez	1992-08-09	UHC-49745-85	3448505842	776 Mesa Dr, Sacramento, CA, 95824	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
PRV-24070	PRV	Jimmy Yaang	1959-04-07	—	—	1173 Canyon Rd, Scottsdale, AZ, 85243	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412313	CLM	Priya Warren	1987-11-26	UHC-51416-35	5596504206	9787 Park Pl, Glendale, AZ, 85331	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-411910	CLM	Roy K Vargas	1995-02-27	—	—	8851 Maple Ave, Los Angeles, CA, 90066	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-29045	PRV	Charlotte Chapman	1979-11-17	—	4075991025	3896 Church St, Miami, FL, 33103	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415398	CLM	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr Apt 3, Dallas, TX, 75254	0.66	Two-digit birth year Member ID reformatted Unit split from street Whitespace trimmed+1 more
TPA-53902	TPA	Brandon Jacobs	1955-08-05	—	—	9500 Grand Ave, Orlando, FL, 32825	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404455	CLM	Larry F Martin	2001-01-13	UHC-92470-78	8743453111	4620 Valley View Dr, San Antonio, TX, 78256	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-59921	TPA	Jerry V Howard	1964-11-01	—	7605309171	7324 Meadow Ln, Los Angeles, CA, 90066	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136957	ENR	Isabella Lewis	1952-09-19	UHC-11005-47	8197379585	6395 Valley View Dr, Glendale, AZ, 85326	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-131861	ENR	Bowman Maria	1966-12-13	UHC-86900-82	5894314577	6396 Indian School Rd, Eden Prairie, MN, 55375	0.66	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-121063	ENR	Charlotte Lopez	1954-05-07	UHC-73997-97	2682990590	4337 Sage Ct, Houston, TX, 77053	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-103128	ENR	David Lee	1985-08-06	UHC-74528-53	3564246513	5533 Hillcrest Rd, Charlotte, NC, 28232	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122424	ENR	Gerald Jenkins	2007-05-14	UHC-23383-39	5225566908	9796 Desert Sky Blvd, Chandler, AZ, 85242	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403282	CLM	Judith Gilbert	1955-10-23	UHC-52805-66	7376544676	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-100390	ENR	Dylan H Ward	1955-09-11	UHC-05616-94	6008875306	5642 Forest Ave, Denver, CO, 80252	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125791	ENR	Benjamin N Walalce	1965-01-20	UHC-50637-29	4203888934	4079 Camelback Rd, Houston, TX, 77027	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
CLM-425056	CLM	Nicholas S Arnold	1980-06-27	UHC-28133-87	—	9623 Forest Ave, Chandler, AZ, 85259	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-126421	ENR	Henry W Roberts	1947-04-05	UHC-26362-50	2096128754	709 Camelback Rd, Phoenix, AZ, 85059	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-125628	ENR	Gloria Walker	1952-10-05	UHC-25531-36	5228501157	3777 Willow Ct, Denver, CO, 80232	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-104228	ENR	Justin N Jenkins	1959-09-21	UHC-42783-82	9624222395	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-117752	ENR	Jerry L Dean	1971-12-28	UHC-44157-23	—	1126 Highland Ave, San Diego, CA, 92123	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
PRV-23945	PRV	Natalie Bell	2005-03-27	UHC-15700-52	2149450989	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-58263	TPA	Martha Warren	1954-11-19	—	—	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58264	TPA	Martha Warren	1954-11-19	—	—	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407510	CLM	Judy Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-118146	ENR	Christian S Riiley	2008-03-17	UHC-45394-30	7187169370	1236 Forest Ave, Gilbert, AZ, 85249	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133018	ENR	Matthew Johnston	1963-11-09	UHC-74830-58	3702897811	416 Oak St, Jacksonville, FL, 32273	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402059	CLM	Alexander Carlson	1940-06-07	UHC-21277-93	8522695169	5227 Ridge Rd, Fresno, CA, 93742	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
PRV-20142	PRV	Samuel X Allen	1943-02-16	—	2087814263	7372 Washington St, Minneapolis, MN, 55438	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
CLM-416019	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-416020	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-106614	ENR	Richard Washington	1988-08-26	UHC-88068-66	3747511524	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-405023	CLM	Wille Colle	1985-09-21	—	5026621678	1476 Sunset Blvd, Nashville, TN, 37296	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409225	CLM	Valentina Moore	1979-09-23	UHC-89782-29	—	6292 Meadow Ln, Austin, TX, 78711	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-120637	ENR	Barbara R Brown	1968-11-14	UHC-93628-44	7309086890	1741 Market St, Jacksonville, FL, 32230	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-416054	CLM	Brenda Harpre	1940-05-15	—	—	7291 Ocean Ave, Mesa, AZ, 85254	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428845	CLM	Henry Q Harrisno	1986-07-18	UHC-33101-68	—	7019 Washington St, Chandler, AZ, 85234	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-24582	PRV	Jacqueline L Parker	1994-11-17	UHC-11243-95	9465218534	4759 Mesa Dr, Mesa, AZ, 85254	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-101088	ENR	Sarrah Garrett	1982-06-22	UHC-10408-31	2517175277	9114 Indian School Rd, San Diego, CA, 92186	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59206	TPA	Jason Murray	1983-04-12	—	—	532 Baseline Rd, Los Angeles, CA, 90080	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418563	CLM	Sean Adams	1968-12-24	—	8357626925	6127 Indian School Rd, Los Angeles, CA, 90001	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

6,661 rows, page 81 of 134Previous Next