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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107925	ENR	Rachel O Carroll	1956-11-10	UHC-07257-67	9554036284	6558 Union St, Miami, FL, 33163	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-105932	ENR	Welter U Coleman	—	UHC-46983-59	—	4297 Canyon Rd, Houston, TX, 77060	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
ENR-125462	ENR	Melissa U Chavez	1991-11-18	UHC-46372-65	6857522960	5163 Maple Ave, Columbus, OH, 43259	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-101715	ENR	Angela Myers	2003-01-09	UHC-10239-50	4397734503	3652 Oak St, Jacksonville, FL, 32238	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124487	ENR	Nicholas A Chapman	1942-02-14	UHC-21609-61	—	9582 Sage Ct, Phoenix, AZ, 85080	0.64	Name re-cased State name converted to code Email lower-cased Gender normalised+2 more
ENR-137527	ENR	Wayne D Dunn	1981-09-20	UHC-76545-20	4546713779	2552 Willow Ct, Sacramento, CA, 95878	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-140816	ENR	Mei Vega	2008-01-22	UHC-96916-94	4669632303	641 Highland Ave, Gilbert, AZ, 85208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129244	ENR	Omar Arnold	1976-04-22	UHC-09544-10	2604801165	1974 Baseline Rd, Jacksonville, FL, 32254	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114627	ENR	Hughes Nicole	2001-10-12	UHC-13273-39	4305770794	5263 Willow Ct, Columbus, OH, 43271	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113865	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-133363	ENR	Russell Hudson	1962-10-13	UHC-66326-40	2028984755	8985 Hillcrest Rd, Columbus, OH, 43252	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134799	ENR	Ray V Carpenter	1968-04-14	UHC-37527-46	9809553635	64 Palm Dr, Tucson, AZ, 85720	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115960	ENR	Danielle Diaz	2008-08-10	UHC-59317-53	3636615300	9170 Desert Sky Blvd, Los Angeles, CA, 90099	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110734	ENR	Paul R Kelley	1970-01-07	UHC-52485-37	8606716045	3925 Hillcrest Rd, Jacksonville, FL, 32216	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131133	ENR	Daniel Owens	1996-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN, 55411	0.64	Date of birth reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
ENR-138413	ENR	Charlotte Ausstin	1940-10-01	UHC-73196-91	—	1874 Palm Dr, Scottsdale, AZ, 85240	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120623	ENR	Joshua H Harris	1945-03-05	UHC-42406-33	8342391516	7597 Hillcrest Rd, Dallas, TX, 75270	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107062	ENR	Kelly Little	1943-10-18	UHC-04223-47	5247851643	816 Highland Ave, Tampa, FL, 33612	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-113807	ENR	Lucia H Watson	1976-09-28	UHC-44470-52	5326763495	2545 Oak St, Tempe, AZ, 85265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126108	ENR	Patrick M Fowler	1960-10-11	UHC-61685-33	—	7433 Jefferson Ave, Gilbert, AZ, 85226	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
ENR-134216	ENR	Janet Dominguez	1996-03-24	UHC-70191-82	8886229148	1555 Sunset Blvd, Nashville, TN, 37244	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-142702	ENR	Amber Z Salazar	1995-06-04	UHC-48415-05	2105357373	5289 Jefferson Ave, Atlanta, GA, 30368	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122441	ENR	Thomas Foster	1999-05-26	UHC-99921-94	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-133417	ENR	Paul Ramirez	1961-07-11	UHC-57526-13	6929384437	3676 Bayshore Dr, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-136317	ENR	Christine Griffin	1954-05-03	UHC-39915-74	7977964859	2378 Main St, Los Angeles, CA, 90022	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106074	ENR	Jen P Carr	1949-11-05	UHC-46410-65	5399735898	2820 Hillcrest Rd, San Antonio, TX, 78277	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142621	ENR	Michael Y Stewart	1989-02-11	UHC-09021-38	2963423490	6202 Washington St, San Diego, CA, 92163	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120162	ENR	Arjun H Griffin	1980-09-20	UHC-29385-65	9017558398	6000 Highland Ave, San Antonio, TX, 78256	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138982	ENR	Elijah E Chapman	1959-02-20	UHC-66397-53	2179590319	392 Indian School Rd, Atlanta, GA, 30301	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120718	ENR	Doirs Nichols	1944-11-19	UHC-72925-71	8308692916	5904 Willow Ct Apt 21, Houston, TX, 77024	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-139084	ENR	Willie K Holmes	2001-10-19	UHC-46139-28	7787496469	8106 Lincoln Way, Houston, TX, 77083	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-114671	ENR	Becky W George	1977-02-07	UHC-12353-35	8895679413	7053 Maple Ave, Eden Prairie, MN, 55377	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112545	ENR	Camila Nelson	1997-01-14	UHC-20801-64	6132771924	5213 Valley View Dr, San Antonio, TX, 78231	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-139104	ENR	Donald Chapman	2003-08-09	UHC-60622-70	4353948718	58 Palm Dr, Las Vegas, NV, 89145	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101841	ENR	Bian Cox	1980-04-19	UHC-39816-02	6603399913	4972 Washington St, Eden Prairie, MN, 55352	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101888	ENR	Amanda Marshall	1952-06-22	UHC-03865-31	9524022435	1064 Ocean Ave, Gilbert, AZ, 85283	0.64	Name re-cased SSN last four extracted City re-cased State name converted to code+2 more
ENR-125236	ENR	Benjamin Hanson	1947-04-05	UHC-23432-99	4814972639	1725 Apache Blvd, Denver, CO, 80282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133898	ENR	Christopher C Thomas	2003-09-08	UHC-20607-60	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
ENR-101013	ENR	Priya Collins	—	UHC-14575-37	2173713753	2440 Sage Ct, Houston, TX, 77014	0.64	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
ENR-109293	ENR	Anna Marshall	2004-09-25	UHC-40846-63	7366532932	3775 Sunset Blvd, Minneapolis, MN, 55452	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-116027	ENR	Nancy Burton	1983-05-02	UHC-12094-80	7357737778	3984 Lake View Rd, Scottsdale, AZ, 85221	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141424	ENR	Chrisitan Henry	1946-10-11	UHC-60838-89	7043997321	1252 Jefferson Ave, Scottsdale, AZ, 85203	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123164	ENR	Mariana Moreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115753	ENR	Julia Vega	1957-03-13	UHC-76127-09	5826771252	8225 Highland Ave, Scottsdale, AZ, 85229	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104523	ENR	Bryan Y Green	1995-07-18	UHC-72511-86	8855353384	6662 Camelback Rd, Seattle, WA, 98167	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107033	ENR	Carolyn T Green	1963-05-12	UHC-12560-66	6936380394	2761 Main St, Sacramento, CA, 95874	0.64	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-108631	ENR	Lisa V Park	1981-01-07	UHC-71833-42	6023521726	6352 Desert Sky Blvd # 791, Sacramento, CA, 95813	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-124948	ENR	Eugene P Fuller	1947-08-22	UHC-17261-98	4076674723	738 Market St, Minneapolis, MN, 55473	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101645	ENR	Keith Johnston	1939-07-14	UHC-91584-67	2454555973	3427 Sunset Blvd, Tempe, AZ, 85275	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113277	ENR	Helen J Jackson	1978-08-12	UHC-94122-95	5105388168	5934 Lake View Rd, Glendale, AZ, 85356	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

4,296 rows, page 53 of 86Previous Next