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
ENR-125519	ENR	Olivia Franklin	2003-08-18	UHC-89046-15	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.68	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed
TPA-63785	TPA	Alexis Elliott	1965-02-04	—	—	9576 Cedar Ln, Atlanta, GA, 30344	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55667	TPA	Kimberly Mitchell	1945-05-18	—	5469420396	2928 Ridge Rd, Phoenix, AZ, 85096	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
CLM-416422	CLM	Roger Bishop	1960-11-05	—	—	2419 Park Pl, Atlanta, GA, 30379	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414123	CLM	Henry Reynolds	2002-08-03	UHC-89188-18	9764888719	698 Mountain View Dr, Dallas, TX, 75273	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-426848	CLM	Hannah Martin	—	UHC-93034-52	—	483 Central Ave, Plano, TX, 75019	0.68	Date of birth unreadable City re-cased Gender normalised Placeholder values cleared
TPA-61895	TPA	Elijah Campbell	1959-10-22	—	—	—	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126654	ENR	Maria H Carter	1941-07-21	UHC-99707-79	9365847459	4284 Pine Dr, Gilbert, AZ, 85297	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
PRV-23246	PRV	Isabella Jimenez	1993-02-04	UHC-62078-40	3736267813	6914 Mesa Dr, Minneapolis, MN, 55470	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-131591	ENR	Ana Welch	1952-01-25	UHC-70651-16	9854808954	5376 Lake View Rd, Scottsdale, AZ, 85214	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-119024	ENR	Ashley O Valdez	1999-02-10	UHC-62343-53	2358623232	483 Hillcrest Rd, Glendale, AZ, 85388	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-109849	ENR	Larry N Walker	1946-08-17	UHC-03885-49	8292067126	4859 Cedar Ln # 261, Austin, TX, 78790	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-129928	ENR	Kimberly C Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ, 85219	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
TPA-52546	TPA	Martha Austin	1992-04-23	—	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-413381	CLM	Nancy Kelley	1945-04-16	UHC-35134-70	8887128191	9887 Mountain View Dr, Orlando, FL, 32893	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-125237	ENR	Ruth F Burns	—	UHC-98377-59	6762463980	8130 Broadway, Austin, TX, 78745	0.68	Name re-cased Date of birth unreadable Phone reformatted Gender normalised
CLM-403203	CLM	Anthony Knight	1973-06-22	—	4469839018	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-131148	ENR	Christine Z Padilla	2006-02-11	UHC-33734-43	2545215146	2873 Baseline Rd, Tucson, AZ, 85796	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-112939	ENR	Rachel F Vargas	1969-09-01	UHC-22279-11	7156705137	2429 Central Ave, Austin, TX, 78749	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-415987	CLM	Patrick Fisher	1985-08-03	—	—	7715 Baseline Rd, Mesa, AZ, 85289	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-21612	PRV	Gabriel P Salazar	1943-02-04	—	2378144343	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405137	CLM	Bobby Rios	1940-05-27	UHC-55415-79	—	4383 Apache Blvd, Houston, TX, 77083	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
ENR-111982	ENR	Doris Stewart	1968-03-04	UHC-07596-64	—	5776 Sage Ct, Minneapolis, MN, 55480	0.68	Name re-cased Phone missing area code Gender normalised Whitespace trimmed
CLM-430150	CLM	Samantha Howard	1955-11-11	UHC-54388-27	—	7572 Cedar Ln, Gilbert, AZ, 85280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-113016	ENR	Laura F Bell	1989-12-19	UHC-46023-20	2344129726	5635 Broadway, Sacramento, CA, 95858	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-127434	ENR	Brenda Shaw	1982-01-05	UHC-60697-48	4132922580	2032 Washington St, Glendale, AZ, 85331	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
CLM-416041	CLM	Kathryn A Hayes	1971-09-11	—	—	9284 Cedar Ln, Jacksonville, FL, 32261	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
TPA-56963	TPA	Judy Williams	1997-09-06	—	4322595626	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56962	TPA	Judy Williams	1997-09-06	—	4322595626	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430679	CLM	Camila A Castillo	2000-07-24	UHC-26142-58	—	7096 Central Ave Apt 10, Tampa, FL, 33614	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-410880	CLM	Abigail Gray	1998-07-12	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-122692	ENR	Lawrence Z Alexander	1942-01-01	UHC-22677-64	2714507162	3342 Camelback Rd, Fresno, CA, 93764	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-119886	ENR	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St, Austin, TX, 78774	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-428176	CLM	Greg Rosse	—	UHC-54198-54	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428175	CLM	Greg Rosse	—	UHC-54198-54	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
ENR-106082	ENR	Sofia Perez	1997-12-13	UHC-69577-12	—	2911 Baseline Rd # 565, Dallas, TX, 75277	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
CLM-419710	CLM	Abigail Arnnold	1943-01-12	—	7187396828	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-107464	ENR	Jerry Wood	1996-05-12	UHC-02505-37	8493396237	5552 Park Pl, Jacksonville, FL, 32268	0.68	Street suffix standardised Address re-cased City re-cased Gender normalised
CLM-430719	CLM	Eugene Reyes	1966-05-18	UHC-92197-11	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-123435	ENR	Stephanie B Hunt	—	UHC-45656-20	—	4313 Canyon Rd, Plano, TX, 75023	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428575	CLM	Nicholas L Tran	2001-02-15	—	—	4942 Hillcrest Rd, Austin, TX, 78770	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-27324	PRV	Christopher Gray	2000-08-20	UHC-48386-23	—	6500 Elm St, Minneapolis, MN, 55411	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
CLM-402763	CLM	Jacob Evans	—	UHC-30782-04	—	2290 Spring St, Jacksonville, FL, 32244	0.68	Date of birth missing Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428441	CLM	Teresa Spencer	1995-05-10	UHC-23682-43	—	5215 Grand Ave, San Diego, CA, 92120	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410124	CLM	Abigail Hicks	1970-08-17	UHC-60211-80	—	5753 Union St, Miami, FL, 33105	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-107117	ENR	Patrick Jones	1979-01-25	UHC-82955-40	7088774452	3668 Ridge Rd, Mesa, AZ, 85239	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-431801	CLM	Ann Alvarado	1984-07-11	—	—	4414 Harbor Blvd, San Diego, CA, 92123	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-141488	ENR	Janet Johnson	1983-04-16	UHC-99441-80	5133835282	8285 Ocean Ave, San Diego, CA, 92125	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-123214	ENR	Wei Y Ramirez	1996-11-03	UHC-87300-12	7095017379	3699 Mesa Dr, Seattle, WA, 98124	0.68	Street suffix standardised Address re-cased State code upper-cased Gender normalised
ENR-136160	ENR	Alan I Murphy	1943-01-24	UHC-18244-36	3319896490	5809 Valley View Dr, Plano, TX	0.68	Name re-cased ZIP missing Gender normalised Whitespace trimmed

16,828 rows, page 243 of 337Previous Next