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

Enrollment, flag “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101754	ENR	Mari W Mendez	1940-06-16	UHC-87975-31	7629783398	2907 Cedar Ln, Orlando, FL, 32848	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-113800	ENR	Janet Elliott	1976-09-18	UHC-44835-28	3494185569	5041 Mountain View Dr, Gilbert, AZ, 85216	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-104956	ENR	Austin Ryan	1944-04-19	UHC-41108-35	2216074536	8565 Market St, Miami, FL, 33113	0.94	Phone reformatted Member ID reformatted Plan code upper-cased
ENR-106653	ENR	Ricard Y Bailey	2001-07-09	UHC-82910-48	6727378048	5843 Church St, Charlotte, NC, 28244	0.94	Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-109546	ENR	Debra Rojas	1990-11-06	UHC-98536-76	5406173727	1359 Desert Sky Blvd, Atlanta, GA, 30359	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-133713	ENR	Philip Graham	1968-07-26	UHC-18122-45	7849757003	9561 Grand Ave, Phoenix, AZ, 85028	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-138760	ENR	Alan Brooks	1997-07-28	UHC-20096-48	2995660086	—	0.94	Email lower-cased Plan code upper-cased Placeholder values cleared
ENR-132478	ENR	Stephen L Ortega	1951-04-07	UHC-09852-82	6993246424	7359 Apache Blvd, Houston, TX, 77078	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-100648	ENR	Frank Z Medina	1968-07-25	UHC-52511-21	—	8665 Cedar Ln, Tampa, FL, 33624	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-102493	ENR	Jose G Olson	1944-06-25	UHC-21968-19	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-122297	ENR	Bryan Simmons	1997-03-12	UHC-64743-56	7096161888	6451 Valley View Dr, Tampa, FL, 33694	0.94	Date of birth reformatted State code upper-cased Plan code upper-cased
ENR-131361	ENR	Ashley Z Phillips	1950-11-17	UHC-94781-11	8533342954	8536 Forest Ave, Eden Prairie, MN, 55380	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-107708	ENR	Heather Allen	1952-07-21	UHC-48091-12	6915317869	9064 Grand Ave, Nashville, TN, 37272	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-117915	ENR	Roy O Medina	1979-11-22	UHC-15517-76	3265062555	2725 Highland Ave, Mesa, AZ, 85266	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-128450	ENR	Eugene Cooper	1974-01-17	UHC-06436-25	—	2875 Forest Ave, Plano, TX, 75012	0.94	Name re-cased Plan code upper-cased Whitespace trimmed
ENR-115468	ENR	Julia D Jensen	1964-03-28	UHC-01842-56	8856956043	8676 Sunset Blvd, Tampa, FL, 33667	0.94	Name re-cased Plan code upper-cased Whitespace trimmed
ENR-132865	ENR	Billy K Kennedy	1939-05-21	UHC-10175-31	9128916431	820 Lake View Rd, Tampa, FL, 33605	0.94	Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-100003	ENR	Laura Alvarado	1939-03-06	UHC-46111-16	2082046344	4347 Church St, Plano, TX, 75086	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-125789	ENR	Jeremy James	2008-03-04	UHC-50115-88	2912027299	5158 Park Pl, Nashville, TN, 37242	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-105179	ENR	Bryan Moreno	1978-07-28	UHC-61068-33	3272692283	212 Washington St, San Diego, CA, 92115	0.94	City re-cased Plan code upper-cased Whitespace trimmed
ENR-125770	ENR	Wayne F Harper	1964-10-28	UHC-30787-33	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-141245	ENR	Noah K Whie	1944-06-22	UHC-99894-75	2627925315	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-100579	ENR	Camila Y Bryant	1942-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-133938	ENR	Theresa Q Ortiz	1979-04-04	UHC-80394-40	8204822968	8075 Mesa Dr, Atlanta, GA, 30340	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-140453	ENR	Gloria X Jimenez	1994-08-25	UHC-94884-17	5255249627	1513 Desert Sky Blvd, Atlanta, GA, 30341	0.94	Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-111586	ENR	Omar G Li	1996-07-21	UHC-18128-45	6575291530	1345 Oak St, San Diego, CA, 92195	0.94	Phone reformatted Email lower-cased Plan code upper-cased
ENR-102887	ENR	Margaret X Reed	1963-05-01	UHC-06116-42	2727099084	8171 Ocean Ave, Las Vegas, NV, 89167	0.94	Name re-cased Email lower-cased Plan code upper-cased
ENR-117877	ENR	Scott N Powell	1958-11-17	UHC-12916-49	5123804882	7010 Park Pl, Plano, TX, 75043	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-122997	ENR	Isabella Kim	1959-08-14	UHC-31032-26	5057070516	8709 Sage Ct, Gilbert, AZ, 85288	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-104027	ENR	Paul Holmes	2003-04-23	UHC-05136-74	—	8385 Broadway, Columbus, OH, 43250	0.94	Name re-cased Plan code upper-cased Whitespace trimmed
ENR-115110	ENR	Vincent Carlson	1953-01-24	UHC-79092-72	5888318997	5373 Forest Ave, Jacksonville, FL, 32218	0.94	Name re-cased Phone reformatted Plan code upper-cased
ENR-116677	ENR	Joshua J Perry	1941-04-17	UHC-19812-26	—	3898 Grand Ave, Plano, TX, 75094	0.94	Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-115083	ENR	Eric Butler	1965-07-03	UHC-18784-76	2245339496	8200 Maple Ave, San Antonio, TX, 78217	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-116795	ENR	Lawrence Griffin	1993-03-19	UHC-16071-31	6382468560	7319 Pine Dr, Columbus, OH, 43291	0.94	Phone reformatted State code upper-cased Plan code upper-cased
ENR-129599	ENR	Jack C Hughes	1947-09-08	UHC-46207-33	3283352963	1769 Mesa Dr, Tempe, AZ, 85216	0.94	City re-cased Plan code upper-cased Placeholder values cleared
ENR-125510	ENR	Samantha Burns	1993-07-27	UHC-61304-66	4936707621	9661 Main St, Nashville, TN, 37248	0.94	Phone reformatted City re-cased Plan code upper-cased
ENR-111508	ENR	Sean Watson	1977-07-12	UHC-13516-97	7157317625	2932 Mesa Dr, Orlando, FL, 32846	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-105458	ENR	Sofia W Carr	2004-07-11	—	6935724805	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-124271	ENR	Nichoolas I Campbell	1999-11-02	UHC-82304-33	6578565375	1085 Jefferson Ave, Mesa, AZ, 85248	0.96	Phone reformatted Plan code upper-cased
ENR-132737	ENR	Eric Rodriguez	1986-12-26	UHC-88408-70	5272154543	4240 Meadow Ln, Nashville, TN, 37232	0.96	Phone reformatted Plan code upper-cased
ENR-104503	ENR	Beverly Kelly	1949-12-06	—	3492688642	1008 Lake View Rd, Phoenix, AZ, 85089	0.96	Name re-cased Plan code upper-cased
ENR-136172	ENR	Santiago Mooreno	1987-05-16	UHC-69964-04	8257591822	4391 Broadway, Sacramento, CA, 95863	0.96	Phone reformatted Plan code upper-cased
ENR-118897	ENR	Gloria Ward	1972-11-15	UHC-96069-44	4106032793	3963 Ridge Rd, Houston, TX, 77031	0.96	Phone reformatted Plan code upper-cased
ENR-131382	ENR	Harold P Espinoza	1943-01-27	UHC-05024-95	4716942695	129 Sunset Blvd, San Diego, CA, 92161	0.96	Plan code upper-cased Whitespace trimmed
ENR-105259	ENR	Sharon Vasquez	1943-08-14	UHC-15996-02	8429882868	2682 Broadway, Phoenix, AZ, 85078	0.96	Phone reformatted Plan code upper-cased
ENR-119179	ENR	Gabrile Y Garza	1957-01-11	UHC-15449-71	5595212859	5766 Baseline Rd, Charlotte, NC, 28292	0.96	City re-cased Plan code upper-cased
ENR-143086	ENR	Virginia W Guerrero	1939-07-02	UHC-49764-58	—	4065 Oak St, Miami, FL, 33122	0.96	Name re-cased Plan code upper-cased
ENR-131367	ENR	Randy Park	1976-06-27	UHC-28027-27	3824538562	3567 Cedar Ln, Tampa, FL, 33647	0.96	Phone reformatted Plan code upper-cased
ENR-127223	ENR	Victoria N King	2002-11-19	UHC-42845-46	8792995022	1140 Spring St, Dallas, TX, 75268	0.96	Phone reformatted Plan code upper-cased
ENR-105114	ENR	Cunningham P Omar	1942-12-28	UHC-84013-63	6632046452	6179 Maple Ave, Jacksonville, FL, 32250	0.96	Plan code upper-cased Whitespace trimmed

2,126 rows, page 42 of 43Previous Next