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 “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-126745	ENR	Grace Torrse	1968-07-01	UHC-51384-95	2812223534	109 Baseline Rd, Glendale, AZ, 85303	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-137858	ENR	Logan Scott	1988-08-15	UHC-34279-81	5052434196	9396 Cedar Ln, Nashville, TN, 37243	0.80	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed
ENR-127160	ENR	Megan Matinez	1946-12-18	UHC-41347-10	5317672438	—	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
ENR-101188	ENR	Wells I Olivia	1950-06-10	UHC-83341-11	7897034604	9276 Hillcrest Rd, Sacramento, CA, 95868	0.80	City re-cased State code upper-cased Gender normalised Placeholder values cleared
ENR-138338	ENR	Camila Hunter	1984-09-23	UHC-53835-71	—	8591 Lincoln Way, San Diego, CA, 92110	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126607	ENR	Alexis F Pierce	1993-07-12	UHC-68771-50	—	4047 Spring St, Miami, FL, 33173	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-104179	ENR	Heather Crawford	1983-05-19	UHC-58145-97	9736054805	949 Camelback Rd, Tampa, FL, 33682	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-129615	ENR	Karen Q Palmer	1969-03-04	UHC-89690-68	5954641418	5729 Valley View Dr, Glendale, AZ, 85300	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-131778	ENR	Lucia Castro	1956-03-02	UHC-20377-50	5676591519	7981 Broadway, Scottsdale, AZ, 85251	0.80	Name re-cased Phone reformatted City re-cased Gender normalised
ENR-105968	ENR	Patricia Medina	1987-01-06	UHC-27788-16	6096785341	7486 Cedar Ln, Minneapolis, MN, 55432	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-141566	ENR	Shirley Patel	1948-05-19	UHC-24237-98	—	4800 River Rd, Tucson, AZ, 85702	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-110933	ENR	Betty Williamson	2006-04-21	UHC-78528-57	8373276878	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142039	ENR	Laura Hart	1996-02-09	UHC-13512-18	6899147239	4629 Broadway, Tucson, AZ, 85785	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-132923	ENR	Nathan W Dominguez	1983-07-10	UHC-21901-45	3179571630	5084 Cedar Ln, Jacksonville, FL, 32221	0.80	Name re-cased Phone reformatted City re-cased Gender normalised
ENR-141312	ENR	Julia G West	1994-12-11	UHC-07915-24	2769796131	2903 Broadway, Atlanta, GA, 30304	0.80	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-116110	ENR	Megan Rios	2008-01-21	UHC-54651-03	—	9253 Hillcrest Rd, Charlotte, NC, 28237	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
ENR-127011	ENR	Luis Patterson	1974-11-01	UHC-74727-19	5314841352	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-123100	ENR	Joseph X Ortega	1997-09-26	UHC-18784-87	—	4871 Maple Ave, Sacramento, CA, 95879	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
ENR-102169	ENR	Beverly L McDonald	1983-10-12	UHC-63479-17	6199884275	1805 Canyon Rd, Fresno, CA, 93785	0.80	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised
ENR-105459	ENR	Brenda G Perkins	1948-01-03	UHC-78467-81	7743944558	1719 Spring St, Austin, TX, 78704	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-113382	ENR	Bob Hansen	1939-12-07	UHC-31407-58	6248344740	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-125743	ENR	Jeremy A Chen	1968-08-04	UHC-98905-98	9016425683	6714 Grand Ave, Glendale, AZ, 85327	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-115148	ENR	Carlos T Sanchez	1985-10-03	UHC-05556-82	7116486910	6114 River Rd, Orlando, FL, 32837	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
ENR-138853	ENR	Kevin Patel	1986-11-19	UHC-81454-64	—	6854 Park Pl, Seattle, WA, 98140	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
ENR-132016	ENR	Bryan Q George	1944-12-11	UHC-97564-58	9567448280	9528 Mountain View Dr, Denver, CO, 80255	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-127995	ENR	Matthew Alllen	1984-08-15	UHC-30226-33	7433310763	6278 Oak St, Las Vegas, NV, 89175	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-116693	ENR	Brittany Q Howard	1971-12-11	UHC-13531-12	2703170367	5011 Lincoln Way, Tampa, FL, 33625	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126154	ENR	Ronald Lucas	2006-07-08	UHC-98265-74	3307647206	2996 Camelback Rd, Plano, TX, 75019	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
ENR-123384	ENR	John T Henry	1977-11-01	UHC-87579-13	7953402439	9154 Highland Ave, Phoenix, AZ, 85005	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-109969	ENR	Barbara E Park	1978-11-15	UHC-47862-24	2404228147	4776 Central Ave, Las Vegas, NV, 89178	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-119656	ENR	Stephen C Nichols	1946-05-04	UHC-56677-05	9552539607	3615 Sunset Blvd, Los Angeles, CA, 90038	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-120239	ENR	Jason C Tuurner	1941-04-06	—	2929459744	6041 Park Pl, Scottsdale, AZ, 85283	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-104684	ENR	Jenny Stone	1967-09-28	UHC-35688-48	3302416855	2372 Meadow Ln, Minneapolis, MN, 55489	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
ENR-119887	ENR	Doris Ramirez	1991-07-19	UHC-73871-54	4274431939	9148 Lincoln Way, Minneapolis, MN, 55402	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-127397	ENR	Emma Soot	1957-10-07	UHC-80867-23	7385433932	3951 Park Pl, Charlotte, NC, 28233	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
ENR-106493	ENR	Noah Oliver	1942-01-05	UHC-49295-92	2859681553	8554 Mountain View Dr, Minneapolis, MN, 55424	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
ENR-142016	ENR	Christopher B Brown	1945-11-26	UHC-23351-30	—	4211 Camelback Rd, Jacksonville, FL, 32298	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
ENR-135557	ENR	Jeremy B Howell	1981-03-25	UHC-26033-66	4245135375	6008 Sage Ct, Minneapolis, MN, 55474	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
ENR-107344	ENR	Joseph G Powell	2004-04-01	UHC-08796-88	7237740184	8580 Broadway, Tucson, AZ, 85748	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-141619	ENR	Jessica Garcia	1944-08-03	UHC-01164-64	—	5320 Park Pl, Scottsdale, AZ, 85280	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-142386	ENR	Jack F Carter	1972-07-06	UHC-22453-15	7627255084	1561 Sunset Blvd, Charlotte, NC, 28218	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-111468	ENR	Paul E Holmes	1953-01-28	UHC-05951-73	4465412660	5401 Forest Ave, Scottsdale, AZ, 85254	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
ENR-105943	ENR	Gary P Buurke	1963-05-22	UHC-88412-98	5097344875	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-133179	ENR	Alex Obrien	1938-03-04	UHC-83934-67	5055992426	8884 Sage Ct, Dallas, TX, 75246	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
ENR-126883	ENR	Helen U Dominguez	2000-05-20	UHC-96057-46	2974512622	320 Pine Dr, Eden Prairie, MN, 55369	0.80	Member ID reformatted Email lower-cased Gender normalised Placeholder values cleared
ENR-108622	ENR	Ralph S Rogers	1984-09-18	UHC-50423-69	—	6073 Palm Dr, Tempe, AZ, 85247	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
ENR-111943	ENR	Lucia Carpenter	1974-06-24	UHC-42968-51	4432728776	8621 Hillcrest Rd, Tucson, AZ, 85736	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
ENR-107780	ENR	Brittany B Hall	1964-03-06	UHC-67985-87	7822663285	6962 Desert Sky Blvd, Houston, TX, 77081	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
ENR-129637	ENR	Justin E McDonald	1969-02-02	UHC-83650-20	3552017981	389 Mountain View Dr, Gilbert, AZ, 85225	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
ENR-132638	ENR	Joseph Contreras	1980-06-14	UHC-21100-34	—	5165 Lincoln Way, Tampa, FL, 33637	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared

7,326 rows, page 131 of 147Previous Next