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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124074	ENR	Pamela Lopez	1942-03-06	UHC-70393-55	3852983272	1080 River Rd # 294, Sacramento, CA, 95824	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120759	ENR	George F Salazar	1959-01-03	UHC-05285-32	7794058397	1928 Palm Dr Apt 9, San Antonio, TX, 78272	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-121978	ENR	Joseph G Stephens	1976-06-10	UHC-41715-69	4562269095	4627 Lake View Rd Apt 16, Dallas, TX, 75250	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103303	ENR	Harold Medina	1948-11-04	UHC-64245-47	6364322939	4445 Ocean Ave Apt 37, Fresno, CA, 93749	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-113698	ENR	Sara Campbell	1942-12-26	UHC-92906-33	—	5159 Desert Sky Blvd Apt 24, Gilbert, AZ, 85261	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129933	ENR	Richard D Kim	1945-09-14	UHC-66923-36	3649112568	9847 Oak St Apt 20, Dallas, TX, 75234	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129438	ENR	Joshua R Brown	1941-01-13	UHC-44263-86	8452489238	5027 Mountain View Dr Apt 10, Tempe, AZ, 85246	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128359	ENR	Pmaela I Rios	1982-09-04	UHC-19553-68	9218350485	1762 Pine Dr Apt 17, Eden Prairie, MN, 55306	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116220	ENR	Amber S Adams	1973-09-14	UHC-14192-29	5052656345	4862 Ocean Ave # 731, Eden Prairie, MN, 55347	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109870	ENR	Alice L Yang	1997-02-18	UHC-22171-25	2207826753	3250 Forest Ave # 936, Sacramento, CA, 95866	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-113902	ENR	Amy Armstrong	1986-06-04	UHC-47924-78	5062396600	8116 Cedar Ln Apt 28, Atlanta, GA, 30391	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
ENR-122342	ENR	Tyler Bell	1952-04-03	UHC-15801-13	9298344689	4712 Forest Ave Apt 17, Columbus, OH, 43291	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-112520	ENR	Jean Hunt	2000-11-13	UHC-31215-87	8958563700	3757 Central Ave # 557, Seattle, WA, 98175	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-120836	ENR	Jeffrey Phillips	1973-01-18	UHC-32139-66	5126271688	8271 River Rd # 631, Charlotte, NC, 28211	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118374	ENR	Jimmy R Yang	1959-04-07	UHC-48398-94	3185619946	1173 Canyon Rd Apt 37, Scottsdale, AZ, 85243	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111084	ENR	Emily Gray	1950-11-21	UHC-52436-73	9163146156	9236 Baseline Rd # 281, Las Vegas, NV, 89199	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-122195	ENR	Jordan Mendez	1971-06-10	UHC-72598-96	—	7025 Baseline Rd # 503, San Antonio, TX	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-100079	ENR	Christian X Ruiz	1940-09-26	UHC-95544-56	7716475423	1131 Union St Apt 3, Columbus, OH, 43273	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102007	ENR	Maria P Peterson	1984-06-19	UHC-70195-31	8104349538	9048 Lake View Rd Apt 2, Tempe, AZ, 85271	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125430	ENR	Brittany D Fuller	1964-06-05	UHC-60596-72	3943958941	7598 Grand Ave # 554, Orlando, FL, 32817	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
ENR-116189	ENR	Theresa Larson	1967-11-03	UHC-75355-53	6266425939	5031 Church St # 149, Dallas, TX, 75296	0.66	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-140888	ENR	Julia Chavez	1958-02-19	UHC-90166-60	—	6840 Willow Ct Apt 8, Atlanta, GA, 30300	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138042	ENR	Justin Sms	1938-10-22	UHC-97386-84	6139832805	5124 Highland Ave Apt 36, Fresno, CA, 93787	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-113832	ENR	Janet S Wood	1942-01-24	UHC-90445-01	4788274782	230 Ocean Ave # 800, Phoenix, AZ, 85070	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-105243	ENR	Noah A Ross	2000-02-10	UHC-85850-73	5739479009	7804 Maple Ave Apt 9, Los Angeles, CA, 90050	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-111822	ENR	Mei Harris	1954-02-09	UHC-30286-59	3758029813	9423 Ridge Rd Apt 19, Mesa, AZ, 85223	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-115348	ENR	Megan Bishop	1955-01-24	UHC-44146-84	2045376570	9082 Spring St # 860, Orlando, FL, 32854	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129769	ENR	Willie Q Delgado	1965-09-16	UHC-47830-16	7688920673	2592 Sunset Blvd Apt 32, Charlotte, NC, 28257	0.66	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed+1 more
ENR-119484	ENR	Denise Q Harrison	1977-01-12	UHC-02609-73	—	1036 Union St # 837, Sacramento, CA, 95818	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-101895	ENR	Ethan Olson	1973-05-03	UHC-70689-35	—	7683 Meadow Ln # 423, Nashville, TN, 37218	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-101894	ENR	Ethan Olson	1973-05-03	UHC-70689-35	—	7683 Meadow Ln # 423, Nashville, TN, 37218	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110127	ENR	Amy O Elliott	1950-07-18	UHC-43246-58	—	9846 Harbor Blvd Apt 28, Eden Prairie, MN, 55309	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106439	ENR	Heather G Welch	1982-03-20	UHC-90892-78	2334356652	7816 Main St # 550, San Diego, CA	0.66	Unit split from street City re-cased ZIP missing Email lower-cased+1 more
ENR-135578	ENR	Matthew P Sanchez	1975-05-13	UHC-20584-91	8387332068	1626 Park Pl Apt 23, Tempe, AZ, 85298	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-141078	ENR	Bryan Matthews	1968-09-15	UHC-03832-74	2997795244	5098 Lincoln Way Apt 39, Scottsdale, AZ, 85262	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-107488	ENR	Santiago A Mendoza	1939-10-25	UHC-87845-70	—	4106 Central Ave Apt 14, San Diego, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Email lower-cased+1 more
ENR-108145	ENR	Alan V Sims	1991-08-01	UHC-89095-04	2044382142	2292 Market St Apt 8, Phoenix, AZ, 85019	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103401	ENR	Tyleer Williamson	1950-05-10	UHC-91437-30	4544822416	4011 Spring St # 114, Tampa, FL, 33674	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130977	ENR	Jerry U Young	1989-07-01	UHC-52799-01	2719414876	2539 Lincoln Way Apt 13, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-130978	ENR	Jerry U Young	1989-07-01	UHC-52799-01	2719414876	2539 Lincoln Way Apt 13, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-102665	ENR	Wayne M Jimenez	1962-12-03	UHC-31574-79	7892088955	4736 Palm Dr Apt 17, Jacksonville, FL, 32275	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140394	ENR	Denny Gray	1960-02-19	UHC-06968-28	5933645495	1283 Sunset Blvd # 313, Miami, FL, 33163	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-110244	ENR	Nunez G Rachel	1964-08-22	UHC-67182-52	4759313142	189 Lincoln Way Apt 5, Nashville, TN, 37298	0.66	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-130423	ENR	Katherine W Carpenter	1977-08-22	—	8552109894	6394 Oak St Apt 32, Austin, TX, 78760	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140024	ENR	Rachel Vazquez	1959-07-10	UHC-01241-06	5308976175	5823 Cedar Ln Apt 4, Glendale, AZ, 85301	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-142432	ENR	Sharon Sullivan	2003-10-16	UHC-69191-51	4398548119	6075 Elm St # 439, Nashville, TN, 37275	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-139286	ENR	Jesse J Jones	1967-07-15	UHC-26577-70	3633634581	9066 Union St Apt 31, Tampa, FL, 33627	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138880	ENR	Amber O Banks	1975-11-16	UHC-25427-90	5278166212	2815 Lincoln Way Apt 1, Fresno, CA, 93792	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-130113	ENR	John Vasquez	1977-10-25	UHC-12628-50	6315223474	5225 Lincoln Way # 350, Nashville, TN, 37237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-138600	ENR	Wei M Ellis	1949-05-20	UHC-35158-42	—	2051 Central Ave # 810, San Diego, CA, 92180	0.66	Name re-cased Phone missing area code Unit split from street Email lower-cased+1 more

3,345 rows, page 46 of 67Previous Next