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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130421	ENR	Raymond I Snyder	1957-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138694	ENR	Melissa Soto	2005-02-14	UHC-93543-82	3645251963	8505 Valley View Dr, Eden Prairie, MN, 55350	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112053	ENR	Sean Z Sims	1966-10-05	UHC-28541-23	8875415263	5018 Elm St, Mesa, AZ, 85281	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124073	ENR	Pamela Lopez	1942-03-06	UHC-70393-55	3852983272	1080 River Rd, Sacramento, CA, 95824	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132048	ENR	Santiago R Silva	1955-12-21	UHC-65994-67	3365939744	2852 Valley View Dr, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-120186	ENR	Albert W Gray	1946-07-15	UHC-15346-69	8152162015	3904 Valley View Dr, Dallas, TX, 75273	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114175	ENR	Thomas G Berry	2008-05-13	UHC-53888-98	6187841959	5287 Jefferson Ave, Sacramento, CA, 95821	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114176	ENR	Thomas G Berry	2008-05-13	UHC-53888-98	6187841959	5287 Jefferson Ave, Sacramento, CA, 95821	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101159	ENR	Janet Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124753	ENR	Philip Scott	1943-05-13	UHC-89601-27	5666321495	6752 River Rd, Tempe, AZ, 85240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125902	ENR	Keith T Munoz	1963-11-07	UHC-81023-71	5449650330	3507 Washington St, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139351	ENR	Logan Schmidt	1996-11-06	UHC-72980-69	2317385984	2821 Ridge Rd, Orlando, FL, 32853	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138538	ENR	Michelle Dunn	2003-01-16	UHC-48007-78	4885728736	4866 Meadow Ln, Nashville, TN, 37202	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-135289	ENR	Ralph Mason	1989-09-28	UHC-17648-75	2048223500	8473 Union St, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117311	ENR	Edward L Stone	2004-04-26	UHC-54649-51	4042954823	6461 Grand Ave, Columbus, OH, 43213	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-119931	ENR	Janice G Reed	1957-03-01	UHC-32316-34	4714628912	3152 Harbor Blvd, Seattle, WA, 98129	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101307	ENR	Kathryn J Waatson	1970-03-27	UHC-76128-80	7755763943	5070 Mountain View Dr # 696, Seattle, WA, 98130	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129217	ENR	Brenda Larson	1967-06-24	UHC-66176-92	7619704000	5505 Mountain View Dr Apt 6, Nashville, TN, 37258	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131203	ENR	Madison Bennett	1987-08-09	UHC-18742-54	3919842076	8827 Highland Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109229	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109228	ENR	Sara P Richards	1948-06-18	UHC-84051-02	7037637367	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104377	ENR	Christine J Ruiz	1966-08-16	UHC-81783-99	2557844055	3332 Willow Ct, Las Vegas, NV, 89104	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-107265	ENR	Bruce S Ramos	1948-03-06	UHC-52527-15	3794985571	6296 Main St, Glendale, AZ, 85347	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128672	ENR	Elijah Medina	1952-02-09	UHC-63153-94	9778344616	8286 Bayshore Dr, Columbus, OH, 43267	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131972	ENR	Mason O Kelley	1980-09-23	UHC-70526-07	4009674880	176 Lake View Rd, Charlotte, NC, 28224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141212	ENR	Wayne Howard	1957-01-13	UHC-15907-37	2012318041	3649 Ridge Rd, Fresno, CA, 93718	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114462	ENR	Amber T Lawson	1966-10-18	UHC-06484-17	7516803935	4988 Meadow Ln, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123421	ENR	Heather Dean	1963-05-10	UHC-96804-42	8834148938	5664 Canyon Rd, Fresno, CA, 93760	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105320	ENR	Kenneth Pane	1973-10-27	UHC-66838-75	3633446374	4077 Grand Ave, Chandler, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134107	ENR	Angela Andrews	1978-05-04	UHC-57110-63	8127878094	6304 Spring St, Denver, CO, 80236	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108315	ENR	Ann Rose	1941-12-19	UHC-35859-97	3732873228	7264 Sunset Blvd, Seattle, WA	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113357	ENR	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101958	ENR	Brian Hansen	—	UHC-10706-35	8674125308	2266 Ridge Rd, Glendale, AZ, 85316	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111891	ENR	Jacqueline H Lynch	1986-06-13	UHC-82861-34	8542469399	9254 Mesa Dr Apt 17, Tucson, AZ, 85726	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-132277	ENR	Sara K Ellis	1940-08-10	UHC-10984-95	9067557792	2507 Sunset Blvd, Minneapolis, MN, 55417	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107269	ENR	Maartha P Reyes	1977-03-14	UHC-57803-64	5468157480	7836 Spring St, Mesa, AZ, 85286	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122722	ENR	Charlotte C Gibson	1948-07-04	UHC-34652-59	8093990045	7647 Baseline Rd, Glendale, AZ, 85302	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125411	ENR	Karen Greene	1980-09-27	—	6195724852	4678 Baseline Rd, Phoenix, AZ, 85049	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102178	ENR	Andrew Thomas	1938-06-26	UHC-00298-40	6132471757	3126 Indian School Rd, Tampa, FL, 33694	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142856	ENR	Yuki Bennett	1962-10-23	UHC-69150-34	5022914950	4735 Maple Ave, Phoenix, AZ, 85049	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107876	ENR	Isabella M Sanders	1986-05-19	UHC-72276-68	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107877	ENR	Isabella M Sanders	1986-05-19	UHC-72276-68	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137764	ENR	Billy Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112734	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112733	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126054	ENR	Joyce Singh	1981-04-16	UHC-91644-05	—	5268 Bayshore Dr, Austin, TX, 78767	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103565	ENR	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116635	ENR	Patrick I Lucas	1949-10-01	UHC-97881-60	7769470355	9449 Harbor Blvd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109129	ENR	Brenda X Harrison	2004-05-28	UHC-33869-52	4884832239	7514 Willow Ct, Tempe, AZ, 85284	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-129478	ENR	Rachle Garza	1978-11-27	UHC-97077-57	5313933194	3933 Sunset Blvd, Minneapolis, MN	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 198 of 532Previous Next