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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137545	ENR	Donald V Gomez	1938-04-07	UHC-17486-80	6138443660	6300 Ocean Ave, Plano, TX, 75011	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-115982	ENR	Santiago W Kalley	1984-08-10	UHC-71672-31	5854394556	7157 Grand Ave, Denver, CO, 80205	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-141233	ENR	Gabriel Y Arnold	1960-03-04	UHC-31163-02	—	1148 Canyon Rd, San Antonio, TX, 78263	0.70	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed
ENR-114187	ENR	Donald Harper	1986-05-26	UHC-09895-90	—	2871 Market St, Dallas, TX, 75290	0.70	SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-117159	ENR	Tim I Davis	1974-07-13	UHC-35325-43	6834310841	3754 Meadow Ln, Nashville, TN, 37260	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-117160	ENR	Tim I Davis	1974-07-13	UHC-35325-43	6834310841	3754 Meadow Ln, Nashville, TN, 37260	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-110246	ENR	Dorothy Larson	1974-12-22	UHC-60255-14	7487780027	554 Market St, Miami, FL, 33164	0.70	Name re-cased ZIP+4 trimmed Gender normalised
ENR-103141	ENR	Natalie Howell	1950-03-28	UHC-74422-60	6915246600	5416 Jefferson Ave, Tempe, AZ, 85207	0.70	Date of birth reformatted ZIP+4 trimmed Gender normalised
ENR-113589	ENR	Debra G Green	2007-10-20	UHC-25289-02	3599133461	4502 Spring St, Miami, FL, 33199	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-112515	ENR	Adam Garrett	1986-12-01	UHC-27878-40	—	1633 Palm Dr, Los Angeles, CA, 90078	0.70	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed
ENR-129856	ENR	Terry Walsh	1960-07-19	UHC-43582-43	8695095746	1234 Desert Sky Blvd Apt 22, Los Angeles, CA, 90071	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
ENR-108950	ENR	Abby T Mason	2003-07-27	UHC-12071-84	2627423699	851 Baseline Rd, Charlotte, NC, 28284	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-119527	ENR	George M Bell	2008-02-09	UHC-61073-83	2425028549	3580 Spring St, Seattle, WA, 98150	0.70	City re-cased ZIP+4 trimmed Gender normalised
ENR-102148	ENR	Mariana Y Hill	1943-09-18	UHC-13011-56	6812160391	9584 Forest Ave # 979, Fresno, CA, 93735	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
ENR-138174	ENR	Santiago Stone	2008-06-10	UHC-50353-26	3094994208	1723 Cedar Ln, Houston, TX, 77084	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-112944	ENR	Sophia Gonzalez	1998-01-12	UHC-90248-76	5418341547	4231 Highland Ave Apt 31, Scottsdale, AZ, 85227	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
ENR-131883	ENR	Mariana V Stewart	1984-05-09	UHC-55215-31	6614925969	4958 Indian School Rd, Houston, TX, 77056	0.70	Middle initial moved out of first name Name re-cased ZIP+4 trimmed
ENR-101094	ENR	Adaam Z Stone	1969-12-25	UHC-32837-02	9523393032	4674 Ridge Rd, Charlotte, NC, 28272	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-128670	ENR	Catherine Peterson	1954-08-10	UHC-33326-02	6258836765	4080 Canyon Rd, Phoenix, AZ, 85057	0.70	Two-digit birth year ZIP+4 trimmed Whitespace trimmed
ENR-100880	ENR	Gabriel Rose	1969-05-26	UHC-79218-68	5062196266	1777 Indian School Rd, Plano, TX, 75072	0.70	Member ID reformatted SSN last four extracted ZIP+4 trimmed
ENR-133701	ENR	Grace Banks	1944-03-11	UHC-33084-79	4704329637	9293 Baseline Rd, Plano, TX, 75027	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-130167	ENR	Joe V Young	1950-05-13	UHC-90926-97	—	8157 Highland Ave, Scottsdale, AZ, 85245	0.70	Phone missing area code ZIP+4 trimmed Whitespace trimmed
ENR-117356	ENR	Mason V West	1948-01-19	UHC-99432-93	2962571386	8685 Valley View Dr, Denver, CO, 80292	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-102449	ENR	Brian Powell	1948-11-01	UHC-32771-56	7782595049	5748 Meadow Ln, Phoenix, AZ, 85080	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-109553	ENR	Daniel Freeman	1956-01-22	UHC-53118-31	8016636961	3438 Main St, Minneapolis, MN, 55463	0.70	Date of birth reformatted ZIP+4 trimmed Gender normalised
ENR-108844	ENR	Scott Perez	1948-05-10	UHC-63802-48	7589754154	7250 Hillcrest Rd, Fresno, CA, 93778	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-139765	ENR	Marilyn Herrera	1972-10-21	UHC-64076-26	8627287594	579 Sage Ct, Tampa, FL, 33673	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-130183	ENR	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St, San Antonio, TX, 78229	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-130438	ENR	Douglas Jimenez	1983-08-06	UHC-00025-43	5093666651	509 Jefferson Ave, Seattle, WA, 98105	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-109738	ENR	Sophia X Bennett	1992-02-24	UHC-18922-15	5229162765	2822 Union St, Dallas, TX, 75239	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-109737	ENR	Sophia X Bennett	1992-02-24	UHC-18922-15	5229162765	2822 Union St, Dallas, TX, 75239	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-126102	ENR	Ryan L Castillo	1957-12-14	UHC-42234-74	4979274061	4562 Lake View Rd, Tucson, AZ, 85700	0.70	ZIP+4 trimmed Email lower-cased Gender normalised
ENR-104004	ENR	Fatima Ryan	1959-08-24	UHC-77743-69	3654063399	9612 Ridge Rd, Austin, TX, 78767	0.70	Phone reformatted State name converted to code ZIP+4 trimmed
ENR-107324	ENR	Sofia G Sims	1955-06-06	UHC-52577-70	—	1384 Lincoln Way, Houston, TX, 77064	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-131987	ENR	Bradley E Ford	1988-03-20	UHC-73205-59	2658032193	4178 Market St, Seattle, WA, 98147	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-116940	ENR	Marcus V Gibson	2006-06-28	UHC-21771-30	4885464662	8845 Market St, Seattle, WA, 98105	0.70	Two-digit birth year Phone reformatted ZIP+4 trimmed
ENR-104445	ENR	Beth G Vazquez	1982-08-07	UHC-78298-23	8467281083	5770 Jefferson Ave, Glendale, AZ, 85306	0.70	Middle initial moved out of first name Phone reformatted ZIP+4 trimmed
ENR-138065	ENR	Marilyn Matthews	1961-05-19	UHC-75503-07	5332114737	6552 Canyon Rd, Atlanta, GA, 30352	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-119600	ENR	Richard Sanchez	1953-12-23	UHC-22704-81	8506094050	349 Spring St, Minneapolis, MN, 55448	0.70	Phone reformatted State name converted to code ZIP+4 trimmed
ENR-132076	ENR	Bradley Q Banes	1986-01-18	UHC-02728-80	6305500274	1932 Spring St, Glendale, AZ, 85338	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-115163	ENR	Jose Barnes	1979-07-16	UHC-53140-13	2354606618	7290 Cedar Ln, Austin, TX, 78722	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-141032	ENR	Raymond C Freeman	1953-01-23	UHC-96816-88	4823648363	3667 Valley View Dr, Tempe, AZ, 85211	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
ENR-107880	ENR	Tyler E Mason	1971-03-26	UHC-20831-74	5576974499	1085 Meadow Ln, Atlanta, GA, 30305	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-114537	ENR	Teresa Armstrong	1942-02-06	UHC-45294-16	—	769 Lincoln Way, Los Angeles, CA, 90017	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-119800	ENR	Christine D Mejia	1945-11-20	UHC-22167-31	8785758153	6041 Lincoln Way, Orlando, FL, 32808	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
ENR-137219	ENR	Scott Kelley	1995-07-25	UHC-50527-90	7095904912	9189 Canyon Rd, Seattle, WA, 98100	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-121689	ENR	Ethan Ramos	1942-05-17	UHC-43094-43	—	8474 Harbor Blvd, Eden Prairie, MN, 55378	0.70	Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-115420	ENR	Diane King	1972-07-21	UHC-67403-97	—	7739 Cedar Ln, Chandler, AZ, 85261	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-141516	ENR	Evelyn F Vargas	1995-06-15	UHC-61305-53	5747753420	8105 Church St, Glendale, AZ, 85347	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-105290	ENR	Diana Barnes	1980-06-20	UHC-36917-14	7784934704	9701 Lake View Rd, Nashville, TN, 37246	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed

3,951 rows, page 64 of 80Previous Next