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-138670	ENR	Larry Y Morgan	1971-01-28	UHC-96302-08	8255940810	6143 Oak St, Tucson, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138459	ENR	Lori Garza	2005-10-18	UHC-40978-84	4384821898	661 Baseline Rd, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-101485	ENR	Maria Berry	1946-06-20	UHC-38529-44	2722344177	6589 Camelback Rd, Atlanta, GA, 30314	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138245	ENR	Sarha D Green	2005-02-06	UHC-82924-01	5572580730	6549 Apache Blvd, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104340	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108954	ENR	Mark T Johnston	1981-04-13	UHC-91112-59	6915183756	9121 Ridge Rd, Atlanta, GA, 30338	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-129207	ENR	Luis B Thompson	1969-01-01	UHC-10698-32	6079116912	5642 Indian School Rd, Chandler, AZ, 85262	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110474	ENR	Noah H Clark	1948-07-26	UHC-89607-22	2773709227	6089 Hillcrest Rd, Seattle, WA, 98121	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115360	ENR	Arthur L Rice	—	UHC-25386-54	5812371863	4090 Market St, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-137249	ENR	Ann Bowman	1970-06-15	UHC-58657-88	4508444063	6414 Ridge Rd, Phoenix, AZ, 85023	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-133359	ENR	Grace Armstrong	—	UHC-66399-35	—	6118 Sage Ct, Scottsdale, AZ, 85288	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-122522	ENR	Martha Davsi	2007-05-17	UHC-17115-19	5772209752	9349 Hillcrest Rd, Dallas, TX, 75258	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-139943	ENR	Sophia Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114089	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137373	ENR	Tyler Y Peters	2001-11-01	UHC-32643-22	—	1544 Market St Apt 35, Fresno, CA, 93738	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-135994	ENR	Lisa F Evans	1994-05-23	UHC-03457-44	6116961911	3982 Willow Ct, Los Angeles, CA, 90056	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-130966	ENR	Abigail F Vazquez	—	UHC-89341-24	3833353453	6140 Pine Dr, Austin, TX, 78747	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-133743	ENR	Stephanie Chapman	—	—	6256883610	7839 Main St, Gilbert, AZ, 85262	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-103688	ENR	Willie G Rodriguez	1970-07-01	UHC-23786-86	3814148745	8066 Camelback Rd, Plano, TX, 75091	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110219	ENR	Jason Grant	1946-01-06	UHC-51451-91	5895981545	7783 Indian School Rd # 964, Denver, CO, 80293	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108449	ENR	Wei E Nelson	1998-12-11	UHC-33550-60	9702606900	139 Main St, Minneapolis, MN, 55488	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134718	ENR	Kathleen Y Soto	2002-08-13	UHC-94654-92	4098981119	6214 Highland Ave, Columbus, OH, 43214	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124610	ENR	George E Shaw	1984-10-02	UHC-36004-77	—	6572 Bayshore Dr, Tucson, AZ, 85780	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-132449	ENR	Andrew I Hunt	2006-10-23	UHC-82931-32	5568174802	3243 Church St Apt 21, Dallas, TX, 75260	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132448	ENR	Andrew I Hunt	2006-10-23	UHC-82931-32	5568174802	3243 Church St Apt 21, Dallas, TX, 75260	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124450	ENR	Gloria T Berry	2008-08-04	UHC-91554-58	7644499555	5979 Sage Ct, Mesa, AZ, 85216	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-142457	ENR	Peter Taylor	1950-09-15	UHC-71038-41	7474108829	7689 Jefferson Ave # 374, Austin, TX, 78739	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-128745	ENR	Douglas G Soto	1984-12-21	UHC-83412-14	3118176795	5646 Canyon Rd, Fresno, CA, 93708	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102350	ENR	Matthew Y Gbison	1973-03-05	UHC-41424-77	3612678988	7642 Market St, Sacramento, CA, 95816	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123234	ENR	Jones Brian	1959-10-24	UHC-05308-73	2994734601	2328 Pine Dr, San Antonio, TX, 78267	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138893	ENR	Frank T Kelly	1989-04-25	UHC-92048-52	6578094632	7013 Cedar Ln, Glendale, AZ, 85370	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124290	ENR	Patricia P Bennett	1940-07-21	UHC-77422-61	4983143138	8570 Valley View Dr, San Diego, CA, 92131	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115786	ENR	Angela A Greene	1952-05-01	UHC-77777-60	—	3078 Sage Ct Apt 17, San Antonio, TX, 78265	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-137819	ENR	Nathan Simmons	2006-11-07	UHC-16405-99	2585976713	1715 Union St # 215, Tucson, AZ, 85759	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-135838	ENR	Jeffrey Obrien	1967-04-14	UHC-07591-74	3839097191	2023 Washington St, Miami, FL, 33174	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136665	ENR	Nancy James	1956-09-17	UHC-08079-42	3142689346	8005 River Rd, Orlando, FL, 32828	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111922	ENR	Sophia Harris	1939-08-24	UHC-07069-71	6179012513	8447 Camelback Rd, Tampa, FL, 33665	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128703	ENR	Ryan Burke	2000-08-12	UHC-76409-12	3333786791	6464 Camelback Rd, San Diego, CA, 92169	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116476	ENR	Arthur V Santiago	1957-01-17	UHC-93303-99	4239085680	8326 Main St, Tempe, AZ, 85260	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111577	ENR	Karen F Jackson	1947-05-22	UHC-05379-68	8543379329	1428 Jefferson Ave, Los Angeles, CA, 90023	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113751	ENR	Olivia Riz	1980-03-08	UHC-33228-23	2839755211	4821 Market St, Austin, TX, 78765	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123936	ENR	Dylan C Reed	2005-08-19	UHC-39800-75	3157449919	4465 Desert Sky Blvd # 550, Austin, TX, 78735	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-107721	ENR	Ralph R Williamson	1987-07-26	—	4805300172	1667 Palm Dr # 816, Scottsdale, AZ, 85254	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-103739	ENR	Elizabeth Mendez	1941-01-06	UHC-68235-58	8786261987	6053 Church St, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130538	ENR	Jon Petersun	1958-09-11	UHC-98787-15	3702107906	8169 Sunset Blvd, Houston, TX, 77071	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136602	ENR	Aaron Reid	1968-04-25	UHC-10885-76	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141777	ENR	Mason I Mason	1956-07-17	UHC-59847-77	9004442189	682 Main St, Columbus, OH, 43245	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-110759	ENR	Roy Sandoval	1991-08-11	UHC-79513-08	—	1003 Church St, Jacksonville, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112139	ENR	Dennis T Bryant	1949-10-22	UHC-30043-15	5753865767	1329 Hillcrest Rd, Dallas, TX, 75234	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-100353	ENR	Sara G Obrien	1909-10-09	UHC-90658-18	—	8262 Elm St, Minneapolis, MN, 55408	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more

4,296 rows, page 13 of 86Previous Next