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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128839	ENR	Nancy Mejia	1955-12-04	UHC-96159-26	8864290962	1300 Maple Ave Apt 11, Phoenix, AZ, 85067	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109231	ENR	Ana Hoffman	1966-03-13	UHC-13956-74	5945110535	6463 Washington St, Denver, CO, 80206	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101456	ENR	Randy Gonzalez	1940-03-11	UHC-10363-68	3278621329	5541 Ocean Ave, Las Vegas, NV, 89182	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-123113	ENR	Alexis J Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119638	ENR	Gabriel Sullivan	1967-12-04	UHC-51151-71	8038223466	4637 Main St, Fresno, CA, 93796	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133420	ENR	Nancy G Alvarez	1961-02-06	UHC-44268-52	6962978117	2852 Indian School Rd, Minneapolis, MN, 55405	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-112835	ENR	Cynthia Y Ford	1951-09-23	UHC-92645-67	5759134166	2718 Ridge Rd, Los Angeles, CA, 90098	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115337	ENR	Jonathan O Orttega	1993-09-14	UHC-09877-57	7463874433	3868 Willow Ct, Orlando, FL, 32830	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110841	ENR	Nathan X Herrera	1939-07-21	UHC-38983-05	6794440799	621 Lincoln Way, Gilbert, AZ, 85256	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-137709	ENR	Sharon I Luna	1957-12-02	UHC-54310-48	5796902478	9300 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135742	ENR	—Junk	1946-07-23	UHC-26724-61	7047446923	2736 Lake View Rd, San Antonio, TX, 78294	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135609	ENR	Evelyn X Garza	2000-07-13	UHC-78260-67	7579996738	7059 Sage Ct, Columbus, OH, 43272	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-136697	ENR	Shirley T Carr	1938-09-16	UHC-71867-23	7292272123	281 Meadow Ln, Fresno, CA, 93770	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132911	ENR	Bradlay Wells	1980-12-02	UHC-44434-27	3636471737	1813 Elm St, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134530	ENR	Carolyn D Wright	1981-12-24	UHC-75258-31	9144653881	8010 Hillcrest Rd, Orlando, FL, 32870	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116237	ENR	Janice Young	2008-12-16	UHC-35860-60	4743172599	7204 Sage Ct, Los Angeles, CA, 90002	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126478	ENR	Barb Z Gordon	1974-10-13	UHC-06105-89	8152657950	3289 Washington St, Orlando, FL, 32852	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112685	ENR	Timothy J Welch	1940-06-08	UHC-70708-35	8052083227	9298 Lake View Rd, Tempe, AZ, 85293	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109661	ENR	Jeremy Nichols	1977-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138368	ENR	Tyler Patel	1981-02-27	UHC-49734-09	9296273424	5621 Highland Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127768	ENR	Dorothy Riley	1986-06-13	UHC-58212-49	8559264082	6622 Sunset Blvd, Houston, TX, 77075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126918	ENR	Janet Morales	1992-01-17	UHC-08987-22	2562524520	1780 Spring St, Chandler, AZ, 85240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124478	ENR	Marilyn Mason	2003-01-23	UHC-06049-09	2517492884	7190 Baseline Rd, Plano, TX, 75071	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103865	ENR	Patricia Y Schultz	1946-04-18	UHC-50932-99	6462059255	4426 Park Pl, Glendale, AZ, 85392	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139219	ENR	Janet W Carroll	1938-02-10	UHC-53190-20	5326216137	6292 Union St, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106677	ENR	Joyce Rice	1943-05-25	UHC-64786-05	6034401327	2028 Baseline Rd, Mesa, AZ, 85273	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111319	ENR	Andrew Phillips	1946-03-28	UHC-08805-18	9076828708	4171 Harbor Blvd, Columbus, OH, 43226	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121472	ENR	Samantha Grham	1950-02-18	UHC-69287-28	3842804243	6339 Mountain View Dr, Glendale, AZ, 85352	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127888	ENR	Lisa Li	1999-09-23	UHC-04073-64	2314798466	6577 Ridge Rd, San Diego, CA, 92129	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120744	ENR	Olivia Ramirez	1992-11-08	UHC-01813-53	8558333445	3133 Sunset Blvd, San Antonio, TX, 78245	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129977	ENR	Marcus P Nelson	1980-01-11	UHC-84146-05	3734684156	5807 Ocean Ave, Orlando, FL, 32857	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135437	ENR	Madison Dean	1972-12-12	UHC-34653-59	3164987718	4118 Ridge Rd, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101375	ENR	Hunter Z Charles	1989-06-08	UHC-17944-90	5238736858	5023 Elm St, Tempe, AZ, 85267	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120597	ENR	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131668	ENR	Aisha H Bishop	2006-05-23	UHC-47775-45	9702656384	2430 Maple Ave, Orlando, FL	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-104827	ENR	Lisa Morrison	1994-02-08	UHC-79829-71	5939227666	993 Indian School Rd, Austin, TX, 78735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-143040	ENR	Ryan Stephens	1975-11-12	UHC-85421-18	9047854086	4576 Pine Dr, Phoenix, AZ, 85048	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120982	ENR	Gary Hudson	1964-04-24	UHC-84393-87	2688594049	8843 Indian School Rd, Charlotte, NC, 28224	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110375	ENR	Heather T Ellis	2004-12-07	UHC-10265-02	4653314415	4565 Bayshore Dr, Chandler, AZ, 85231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123022	ENR	Diana Bell	1962-10-11	UHC-78952-19	7726012308	3912 Mountain View Dr # 185, Phoenix, AZ, 85032	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104167	ENR	Ana Hamilton	1991-01-09	UHC-46536-08	3099029073	8530 Union St, Scottsdale, AZ, 85282	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112929	ENR	Albert Williams	1960-08-14	UHC-50412-25	6602675424	5057 Forest Ave # 799, Austin, TX, 78727	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118481	ENR	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+3 more
ENR-123086	ENR	Jerry C Brown	1976-02-05	UHC-23768-79	3715568038	2285 Church St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139593	ENR	Brandon H Peterson	—	UHC-21678-78	4556965096	3748 Forest Ave, Austin, TX, 78799	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-112776	ENR	Aisha Bkaer	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd Apt 8, Charlotte, NC, 28210	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-130898	ENR	Joan P Fuller	1948-05-28	UHC-70899-35	5227587029	5685 Maple Ave, Phoenix, AZ, 85099	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-103944	ENR	Elizabeth N Martin	1973-10-05	UHC-63125-78	5233872747	1405 Canyon Rd, Jacksonville, FL, 32268	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110086	ENR	Amber Rogers	1984-04-20	UHC-64010-43	7903094072	7710 Park Pl, Glendale, AZ, 85376	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105106	ENR	Janice K Greene	1964-04-15	UHC-73118-27	7332436865	7275 Willow Ct, Gilbert, AZ, 85234	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

28,181 rows, page 102 of 564Previous Next