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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109994	ENR	Linda Q Kelley	1977-04-15	UHC-65744-09	9342593909	6434 Washington St, Las Vegas, NV, 89155	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123203	ENR	Arthur Vargas	1966-01-23	UHC-94619-95	4037955218	7710 Elm St, Gilbert, AZ, 85283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124480	ENR	Cynthia Grya	1986-06-08	UHC-12777-98	4514132650	7290 Washington St, Jacksonville, FL, 32214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106828	ENR	Ryan T Warren	1981-09-17	UHC-88327-63	8912743852	8565 Desert Sky Blvd, Las Vegas, NV, 89165	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105714	ENR	Don M Coleman	1984-12-24	UHC-72406-80	5904275218	1107 Maple Ave # 244, Austin, TX, 78727	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141211	ENR	Philip D Greene	1981-10-01	UHC-72670-36	4058635603	2179 Sunset Blvd, San Antonio, TX, 78236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105456	ENR	Christina E Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139394	ENR	Ruth N Chen	1955-09-20	UHC-79105-63	5522583699	3335 Camelback Rd, Sacramento, CA, 95874	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140769	ENR	Anthony Gibson	—	UHC-83521-36	5704643442	2139 Forest Ave, Minneapolis, MN, 55428	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-103502	ENR	Fox S Christopher	1950-04-28	UHC-01934-28	3226692546	3691 Hillcrest Rd Apt 21, Atlanta, GA, 30320	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-113358	ENR	Victoria X White	1948-06-23	UHC-30480-57	2236150248	7135 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121442	ENR	Philip Q Bown	2003-03-10	UHC-75306-06	6717400471	429 Mesa Dr, Jacksonville, FL, 32286	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-139981	ENR	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX, 78712	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103171	ENR	Karen R Simspon	—	—	8737022189	7760 Apache Blvd, San Antonio, TX, 78249	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-129561	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	8065654780	1799 Highland Ave, Jacksonville, FL, 32208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136739	ENR	Sophia U Wilson	1977-08-04	UHC-94774-27	6138291128	242 Main St, Chandler, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141846	ENR	Dean Wayne	1988-12-23	UHC-74792-22	9394366445	5386 Church St, Plano, TX, 75056	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122350	ENR	Kevin G Day	1994-04-10	UHC-09372-85	—	8737 Meadow Ln, Plano, TX, 75023	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-142274	ENR	Steve J Gibson	—	UHC-07734-29	7075574177	8379 Ocean Ave, San Diego, CA, 92194	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-130716	ENR	Danielle N Burns	1965-08-03	UHC-52250-99	8227193032	5746 Oak St, Nashville, TN, 37224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130717	ENR	Danielle N Burns	1965-08-03	UHC-52250-99	8227193032	5746 Oak St, Nashville, TN, 37224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142117	ENR	Margaret Gomez	1987-01-16	UHC-02887-18	4054648648	4366 Valley View Dr, Los Angeles, CA, 90018	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125286	ENR	Gerald Banks	1998-10-17	UHC-54196-42	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131462	ENR	Paul E Coleman	1959-07-19	UHC-88763-02	9318890926	8700 Union St, Las Vegas, NV, 89179	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108361	ENR	Carlos T Austin	1990-08-02	UHC-10686-47	7497621933	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130199	ENR	Donald C Taylor	1954-01-16	UHC-50814-99	2602463373	8960 Highland Ave, Fresno, CA, 93752	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120639	ENR	Megan X Reyes	2004-09-04	UHC-23869-03	8309063807	1973 Ocean Ave, Seattle, WA, 98178	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-123755	ENR	Denise D Padilla	—	UHC-91088-69	9065685160	3946 Union St, San Antonio, TX, 78296	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-122702	ENR	Charles S Butler	1971-12-12	UHC-81045-69	8295146067	4407 Harbor Blvd, Tucson, AZ, 85718	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121955	ENR	Kelly V Espinoza	1999-11-27	UHC-28597-91	3398709158	2936 Canyon Rd, Sacramento, CA, 95858	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101759	ENR	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115578	ENR	Michelle Romero	1939-12-08	UHC-14494-77	6237241485	6069 Camelback Rd, Los Angeles, CA, 90071	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138716	ENR	Russell Torres	1984-12-02	UHC-27828-45	4887441353	4623 Lake View Rd, Nashville, TN, 37205	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-102006	ENR	Maria P Peterson	1984-06-19	UHC-70195-31	8104349538	9048 Lake View Rd, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107750	ENR	Ryan U Fox	1980-04-19	UHC-40849-31	5942004167	6203 Highland Ave, Houston, TX, 77095	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115175	ENR	Hannah U Maldonado	1975-05-25	UHC-29515-36	4603525406	5758 Park Pl, Las Vegas, NV, 89126	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136952	ENR	Jerry Mendez	1963-06-22	UHC-35334-30	—	5505 Canyon Rd, Las Vegas, NV, 89199	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-143039	ENR	Janice J Myers	1946-05-18	UHC-59107-05	8392319057	2446 Willow Ct, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136985	ENR	Jesse W Padilla	1944-01-13	UHC-93997-85	—	2649 Canyon Rd, Orlando, FL, 32890	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-111333	ENR	Walter H Fullre	1957-07-01	UHC-25159-18	2467984713	1122 Camelback Rd, Atlanta, GA, 30360	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138257	ENR	Teresa Sims	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125554	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129906	ENR	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA, 93722	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123237	ENR	Nancy T Williams	1983-09-13	UHC-38414-77	3487983527	4029 Harbor Blvd, Dallas, TX, 75225	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-138762	ENR	Melissa Delgado	2007-07-28	UHC-61902-21	4735065461	2360 Hillcrest Rd, Charlotte, NC, 28257	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118214	ENR	Brian King	1970-06-18	UHC-03721-97	—	2825 Lincoln Way, Tampa, FL, 33613	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-117374	ENR	Roy N Hansen	—	UHC-25734-43	2473901544	3041 Canyon Rd, Tampa, FL, 33618	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-137845	ENR	Walter O Carlson	1955-10-26	UHC-39159-19	4295406549	2773 Mountain View Dr, Phoenix, AZ, 85067	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109487	ENR	Mary B Singh	2000-12-27	UHC-97637-47	—	9083 Hillcrest Rd, Jacksonville, FL, 32235	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107826	ENR	Janice Phillips	1982-07-19	UHC-17792-86	8216708173	5098 Pine Dr, Dallas, TX, 75203	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 102 of 347Previous Next