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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133738	ENR	Scott Ward	2005-02-15	UHC-51264-75	9224998836	6132 Mesa Dr, Sacramento, CA, 95877	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140301	ENR	Noah Bailey	1959-02-12	UHC-08608-06	4395992610	2558 Mesa Dr, Denver, CO, 80261	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413841	CLM	Austin Nelson	1974-06-14	—	4704537163	9886 Park Pl, Nashville, TN, 37261	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-116709	ENR	Jacob Romero	1954-10-10	UHC-67064-69	6984241243	7038 Apache Blvd, Nashville, TN, 37209	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104442	ENR	Judith C Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd Apt 9, Fresno, CA, 93763	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
PRV-27938	PRV	Henry Alvarado	1960-08-24	UHC-71930-79	—	569 Highland Ave, Austin, TX, 78726	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-122660	ENR	Anna Romero	1956-07-16	UHC-31853-94	2327911188	2560 Lake View Rd, Miami, FL, 33188	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
ENR-137330	ENR	Judith V Castillo	1969-12-01	UHC-75478-15	—	7486 Main St, Nashville, TN, 37235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22205	PRV	Jordan Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-420325	CLM	Lawrence Nichols	1979-03-14	—	—	5355 Forest Ave, Atlanta, GA, 30350	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142786	ENR	Emily B Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 850, San Antonio, TX, 78278	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
CLM-423871	CLM	Lauren L Johnston	1983-11-27	—	6783463128	7541 Mountain View Dr, San Antonio, TX, 78201	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137328	ENR	Alexander Kennedy	1962-10-17	—	2818668900	5630 Forest Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-28890	PRV	Kayla Estrada	1996-09-26	—	7446222442	9641 Camelback Rd, Tucson, AZ, 85753	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-118514	ENR	Joe J Medina	1974-12-09	UHC-20462-95	2054182823	4669 Maple Ave, Charlotte, NC, 28233	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-136337	ENR	Grace Johnston	2008-02-14	UHC-06724-33	3084562016	5768 Jefferson Ave, Fresno, CA, 93759	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-422074	CLM	Priya Allen	1991-02-12	UHC-44110-15	—	4591 Maple Ave, Tampa, FL, 33688	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126587	ENR	Ruth M Pierce	2002-09-13	UHC-19964-20	—	640 Pine Dr, Nashville, TN, 37252	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133084	ENR	Victoria F Gaham	1970-12-07	UHC-64777-70	4406610192	2255 Cedar Ln, Las Vegas, NV, 89185	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
PRV-28669	PRV	Diane Robinson	1989-02-15	UHC-99457-09	5445453060	6755 Park Pl, Atlanta, GA, 30379	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-55998	TPA	Frances Jacobs	1974-02-01	—	—	4632 Baseline Rd, Minneapolis, MN, 55474	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-20416	PRV	Billy Rodriguez	1982-07-06	—	9146151101	647 Main St, Gilbert, AZ, 85261	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131145	ENR	Jack Y Hooffman	1972-08-10	UHC-84193-50	9756505789	829 Elm St, San Antonio, TX, 78244	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-419925	CLM	Hannah Park	1963-09-20	UHC-14529-43	—	8629 Mesa Dr, Tampa, FL, 33615	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-400441	CLM	Brndon Alvarado	1992-07-16	UHC-74312-02	—	1039 Valley View Dr, Scottsdale, AZ, 85273	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-432703	CLM	Jack Kelly	1977-05-26	UHC-23475-39	—	6237 Harbor Blvd, Seattle, WA, 98176	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-52921	TPA	Amy Daniels	2007-04-08	—	—	1993 Main St, San Antonio, TX, 78293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-63571	TPA	Judy Knight	1961-12-28	UHC-66791-46	—	1771 Ridge Rd Apt 24, Scottsdale, AZ, 85284	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-141935	ENR	Lucia K Mitchell	1987-07-22	UHC-78144-93	—	7787 Canyon Rd, Eden Prairie, MN, 55396	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54906	TPA	Mark P Kennedy	2004-06-24	—	—	8236 Main St, Jacksonville, FL, 32202	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-402284	CLM	Alan Gomez	1970-09-14	UHC-96329-04	—	4112 Central Ave, Plano, TX, 75038	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-100361	ENR	Ronald A Estrada	1972-07-19	UHC-61133-79	2736186183	8013 Market St, Mesa, AZ, 85296	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25842	PRV	Olivai Arnold	1940-05-23	—	—	824 Forest Ave, Plano, TX, 75049	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136085	ENR	Margaret U Butler	1944-11-25	UHC-48996-47	4912028951	741 Canyon Rd, Minneapolis, MN, 55427	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-121540	ENR	Wayne Lynch	1977-09-28	UHC-56183-22	—	955 Canyon Rd, Tampa, FL, 33624	0.66	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+1 more
CLM-431022	CLM	Roneld Yang	1996-10-20	UHC-10472-88	5305122765	3499 Oak St, Phoenix, AZ, 85063	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-427858	CLM	Bradley Hernandez	1998-05-27	—	—	2161 Washington St, Sacramento, CA, 95872	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-425353	CLM	Isabbella Lynch	1973-11-09	—	—	7754 Valley View Dr, Gilbert, AZ, 85235	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137679	ENR	Victoria Peters	1974-07-28	—	6819061533	2121 Sage Ct, Miami, FL	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
TPA-63976	TPA	Andrew Hoffman	2004-01-28	—	—	8112 Meadow Ln, Tampa, FL, 33690	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-100654	ENR	Raymond Y Thomas	1948-12-06	UHC-09329-20	6683403880	9463 Bayshore Dr, Tampa, FL, 33691	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138066	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
TPA-60478	TPA	Andrea O Guzman	1992-05-15	UHC-33667-52	4386722012	4778 Sage Ct, Tucson, AZ, 85773	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427121	CLM	Jordan Padilla	2000-03-12	UHC-26828-27	3954694704	1639 Baseline Rd, Phoenix, AZ, 85032	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427420	CLM	Jerry Weaver	2001-11-04	UHC-98671-03	—	4457 Central Ave, Atlanta, GA, 30340	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-127200	ENR	Billy N Ramirez	1964-04-15	UHC-43295-81	9705343969	773 Union St, Charlotte, NC, 28213	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-28675	PRV	Richard Carpenter	1973-01-14	—	7212280784	1751 Elm St, Fresno, CA, 93766	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
ENR-123540	ENR	Burns I Alice	—	UHC-66412-77	—	1416 Pine Dr, Scottsdale, AZ, 85252	0.66	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+1 more
ENR-141097	ENR	Janice M Arnold	1952-12-26	UHC-64750-73	7987200885	2101 River Rd, Atlanta, GA, 30391	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-55159	TPA	Gerald King	1991-07-16	—	—	9108 Palm Dr, Tempe, AZ, 85212	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more

9,084 rows, page 133 of 182Previous Next