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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50533	TPA	Jennifer Brown	1944-11-06	UHC-69247-33	5643706462	5728 Lake View Rd, Chandler, AZ, 85258	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-102486	ENR	Turner Joe	1946-12-06	UHC-81055-45	9855402817	5768 Valley View Dr, Denver, CO, 80238	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-405434	CLM	Benjamin Olson	2003-05-25	UHC-22547-34	—	7725 Palm Dr, Las Vegas, NV, 89195	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
ENR-102971	ENR	Noah Z Cox	1963-08-03	UHC-36111-12	2144891117	1809 Grand Ave, Los Angeles, CA, 90070	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
TPA-64207	TPA	Laura Pierce	2005-04-09	—	7043091944	—	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-106435	ENR	Nancy W Estrada	1976-03-22	UHC-01826-54	7916365612	7743 Oak St, Phoenix, AZ, 85092	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
CLM-423284	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-423285	CLM	Jose Gordon	1994-04-13	UHC-27613-60	—	2402 Willow Ct, Tempe, AZ, 85268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-58243	TPA	Maria Gonzales	1946-04-21	UHC-62081-02	4833381608	6725 Bayshore Dr, Glendale, AZ, 85330	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
CLM-411131	CLM	Lisa Black	1961-12-27	UHC-50463-40	—	5705 Lincoln Way, Austin, TX, 78753	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
ENR-140943	ENR	Virginia Z Fernandez	1973-06-03	UHC-33328-14	8542792861	3072 Ocean Ave, Jacksonville, FL, 32215	0.66	Name re-cased SSN last four extracted State code upper-cased Gender normalised+1 more
ENR-127533	ENR	Joan Jordan	1971-03-27	UHC-20551-16	7723556936	2197 Harbor Blvd, Minneapolis, MN, 55439	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-140567	ENR	Keith F Cook	1995-04-28	UHC-79528-01	5753980093	9606 Broadway, Houston, TX, 77035	0.66	Name re-cased Phone reformatted SSN last four extracted Address re-cased+1 more
CLM-404521	CLM	Kathryn Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126025	ENR	Charles E George	1984-08-28	UHC-68001-45	2109593498	8364 Camelback Rd, Nashville, TN, 37225	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-62151	TPA	Beverly G Santos	1984-03-21	—	—	7505 Ocean Ave, Fresno, CA, 93736	0.66	Middle initial moved out of first name Name re-cased SSN last four extracted Whitespace trimmed+1 more
ENR-141383	ENR	Wei A Garza	1976-11-25	UHC-69816-52	4405357825	9286 Oak St, Austin, TX, 78709	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-120194	ENR	Gabriel Cruz	1997-09-17	UHC-57724-99	5227360272	4464 Jefferson Ave, Jacksonville, FL, 32289	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-128100	ENR	Anthony N Moore	1999-01-02	UHC-26830-07	8385953722	8792 Highland Ave, Plano, TX	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-122043	ENR	Debra Vega	1966-11-26	UHC-56890-18	4823124515	9428 Broadway, Charlotte, NC, 28248	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-122042	ENR	Debra Vega	1966-11-26	UHC-56890-18	4823124515	9428 Broadway, Charlotte, NC, 28248	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-425676	CLM	Bryan Ray	1958-11-20	UHC-15231-85	8976852507	—	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
ENR-115114	ENR	Fetima Wilson	2001-08-07	UHC-87747-75	—	949 Highland Ave, Denver, CO, 80230	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
CLM-415947	CLM	Jean Wilson	1943-03-02	—	8927115598	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-408523	CLM	Julia Z Castro	1940-09-04	UHC-69783-77	—	1770 Pine Dr # 439, Sacramento, CA, 95842	0.66	Name re-cased SSN last four extracted Unit split from street Whitespace trimmed+1 more
CLM-429081	CLM	Joyce Baker	1946-03-28	UHC-28092-57	—	9688 Mesa Dr, San Antonio, TX, 78286	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413770	CLM	Maria Mills	2002-02-20	UHC-87139-79	9558996113	4692 Park Pl, Columbus, OH, 43211	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-114203	ENR	Ashley W Gibson	2005-08-12	UHC-63272-10	7703697222	8818 Maple Ave, Phoenix, AZ, 85045	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111919	ENR	Anthony Jackson	1943-11-05	UHC-65660-68	9219517579	561 Main St, Los Angeles, CA, 90035	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-121162	ENR	Terry Allen	—	UHC-83931-12	7585004577	3323 Apache Blvd, Seattle, WA, 98157	0.66	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+1 more
ENR-107048	ENR	Danielle M Parker	1958-01-03	UHC-09719-62	9126186315	1498 Lincoln Way, Atlanta, GA, 30340	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
TPA-52364	TPA	Kathleen Torres	1993-09-19	—	—	6571 Desert Sky Blvd, Scottsdale, AZ, 85200	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137289	ENR	Virginia Gomez	1957-01-24	UHC-84755-23	4545314095	3735 Pine Dr, Orlando, FL, 32841	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-408664	CLM	Mary George	1953-01-20	UHC-99908-37	—	—	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-124737	ENR	Herold B Arnold	1995-04-26	UHC-71119-19	7019189187	971 Grand Ave, Nashville, TN, 37200	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-115501	ENR	Daniel Wood	1976-08-20	UHC-16055-58	4544507873	2271 Desert Sky Blvd, Plano, TX, 75050	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-101781	ENR	Judith O Ross	1991-03-23	UHC-17764-39	2935595977	8999 Hillcrest Rd, Jacksonville, FL, 32299	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-139049	ENR	Stephen L Santos	1967-05-01	UHC-69402-86	9769974481	7119 Mountain View Dr, San Diego, CA, 92107	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-417448	CLM	Kathleen Morgan	1994-04-23	UHC-44662-69	5535307790	5250 Spring St, Fresno, CA, 93754	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-135698	ENR	Jordan Perry	1973-08-04	UHC-61889-72	8147638617	5296 Sage Ct, Los Angeles, CA, 90000	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-401475	CLM	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ, 85250	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-120478	ENR	Kathryn T Dunn	2003-01-17	UHC-91234-39	7589325966	6922 Park Pl, Denver, CO, 80261	0.66	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-105381	ENR	Christopher G Williamson	2002-02-28	UHC-02046-10	5136237039	7615 Desert Sky Blvd, Charlotte, NC, 28279	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-413119	CLM	Yuki U Ortega	1976-05-26	—	—	9570 Cedar Ln, Los Angeles, CA, 90089	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-24657	PRV	Kathryn Ortega	2002-07-27	UHC-85581-79	9828990969	1848 Main St, Atlanta, GA, 30307	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
CLM-432038	CLM	Bobby Ortiz	1946-01-03	—	—	4494 Indian School Rd, Miami, FL, 33150	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402044	CLM	Brian K Wong	1946-09-25	UHC-95997-72	9883648520	2639 Canyon Rd, Plano, TX, 75033	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-129178	ENR	Judy A Spencer	1940-02-27	UHC-36174-76	8475129918	9868 Elm St, Nashville, TN, 37200	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-109357	ENR	Michelle Burke	1952-09-06	UHC-13526-42	9072997638	4615 Ocean Ave, Las Vegas, NV, 89185	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
CLM-426911	CLM	Susaan Morrison	1959-02-28	—	—	—	0.66	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+1 more

2,817 rows, page 38 of 57Previous Next