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

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61860	TPA	Janet Le	1964-08-14	UHC-70945-49	9647008385	1029 Oak St Apt 22, Tucson, AZ, 85713	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-124820	ENR	Josh F Richards	1975-01-08	UHC-12389-68	8225015523	1036 Mesa Dr Apt 26, Gilbert, AZ, 85222	0.82	Name re-cased Phone reformatted Unit split from street
CLM-411745	CLM	Ashley Perry	1987-02-07	UHC-75552-09	9238938230	3205 Ridge Rd Apt 17, Atlanta, GA, 30359	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
CLM-403641	CLM	Anthony Wells	1940-09-03	—	—	6559 Mesa Dr Apt 30, Gilbert, AZ, 85272	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
ENR-129778	ENR	Estrada Elizabeth	1984-01-04	UHC-32205-23	—	4614 Church St Apt 6, San Antonio, TX, 78249	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-409741	CLM	Charles Taylor	1946-01-22	—	—	3261 Jefferson Ave # 513, Austin, TX, 78763	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-107179	ENR	Keith U Sanchez	1959-08-17	UHC-11613-47	6013369400	4800 Ocean Ave Apt 14, Houston, TX, 77077	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-117929	ENR	Nicholas T Powell	1971-09-05	UHC-23532-82	2213006935	8378 Church St Apt 9, Miami, FL, 33153	0.82	Unit split from street City re-cased Whitespace trimmed
TPA-57502	TPA	Mason Mills	2000-04-22	—	—	2476 Main St Apt 39, Glendale, AZ, 85373	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-414349	CLM	Wei Castillo	1960-11-18	—	9062439468	2397 Willow Ct # 781, Eden Prairie, MN, 55392	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-29304	PRV	Russell Rjas	1966-11-19	—	—	1584 Broadway Apt 17, Houston, TX, 77069	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-123634	ENR	Olivia Dunn	1987-11-03	UHC-71630-02	8406821643	7178 Willow Ct Apt 30, Gilbert, AZ, 85265	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-62414	TPA	Deborah Fox	1982-06-04	—	—	3808 Highland Ave Apt 36, Houston, TX, 77059	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-400466	CLM	Wayne S Carpenter	1993-02-01	—	—	9712 Valley View Dr # 405, Los Angeles, CA, 90042	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-58718	TPA	Priya Foster	1959-09-06	—	—	5159 Highland Ave Apt 38, Fresno, CA, 93792	0.82	Unit split from street State code upper-cased Placeholder values cleared
PRV-22897	PRV	Marcus Bryant	1970-06-24	UHC-24560-06	3754172797	7423 Spring St # 682, Fresno, CA, 93766	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-132537	ENR	Philip Shaw	2004-09-19	UHC-13274-20	3592691710	6423 Sunset Blvd # 700, Tampa, FL, 33621	0.82	Phone reformatted Unit split from street Whitespace trimmed
PRV-21811	PRV	Kathryn Ramirez	1944-05-02	UHC-00624-02	8616212548	9294 Park Pl Apt 1, Gilbert, AZ, 85281	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-23770	PRV	Ana Rose	1948-12-04	—	9875724445	21 Cedar Ln # 835, Columbus, OH, 43286	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-137311	ENR	Michael Bailey	1962-12-12	UHC-42591-03	4582418069	3103 Lake View Rd # 419, San Diego, CA, 92146	0.82	Unit split from street City re-cased Email lower-cased
ENR-129374	ENR	Abby L Soto	1953-03-27	UHC-46807-97	6174447910	3268 Lake View Rd Apt 39, Mesa, AZ, 85252	0.82	Name re-cased Date of birth reformatted Unit split from street
ENR-133867	ENR	Ralph E Grant	1988-01-18	UHC-13840-17	3264070221	5030 Spring St # 708, Atlanta, GA, 30358	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-102558	ENR	Stephen Garza	1947-12-11	UHC-29928-29	9046536487	9896 Ridge Rd Apt 37, Orlando, FL, 32863	0.82	Phone reformatted Unit split from street Whitespace trimmed
TPA-63182	TPA	Lauren Sullivan	1938-07-08	—	—	1058 Spring St # 265, Miami, FL, 33158	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-409112	CLM	Zachary Ray	2007-06-03	UHC-38123-88	2036671378	383 Sunset Blvd Apt 16, Plano, TX, 75026	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-59500	TPA	Paul Jrdan	1958-10-24	—	—	3424 Apache Blvd Apt 26, Los Angeles, CA, 90020	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-426960	CLM	Jenny Day	1981-07-20	UHC-99222-63	4942094559	2217 Elm St Apt 27, Houston, TX, 77097	0.82	Phone reformatted Unit split from street Whitespace trimmed
TPA-61733	TPA	Judith Grant	1968-06-16	—	—	7974 Ridge Rd Apt 21, Sacramento, CA, 95824	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-59782	TPA	William Moore	1990-04-22	—	2807718650	2025 Bayshore Dr # 961, Austin, TX, 78727	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-121025	ENR	Mariyn Walker	1999-12-09	UHC-36287-89	5236517965	721 River Rd Apt 10, Minneapolis, MN, 55443	0.82	Date of birth reformatted Phone reformatted Unit split from street
PRV-23738	PRV	Bryan Murray	1995-11-15	UHC-67709-72	4107677508	6402 Mesa Dr # 507, Chandler, AZ, 85239	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-414025	CLM	Harold Allen	1982-05-24	UHC-32188-32	7466087016	4801 Mountain View Dr Apt 8, Atlanta, GA, 30350	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-409680	CLM	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave Apt 25, Sacramento, CA, 95811	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-113190	ENR	Pamela P Hciks	1990-09-04	UHC-20829-55	2336900495	406 Cedar Ln # 228, Jacksonville, FL, 32264	0.82	Date of birth reformatted Member ID reformatted Unit split from street
CLM-418167	CLM	Ana Jackson	1977-02-23	—	—	347 Lincoln Way Apt 13, Dallas, TX, 75221	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-59149	TPA	Gary M Stewart	2004-07-21	—	—	4203 Apache Blvd Apt 18, Plano, TX, 75076	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61021	TPA	Asha Medina	1999-02-06	—	—	7802 Ocean Ave # 473, San Antonio, TX, 78270	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-121106	ENR	Charles Holmes	1950-10-23	UHC-88132-20	9605757755	8211 Sage Ct Apt 13, Los Angeles, CA, 90027	0.82	Date of birth reformatted Phone reformatted Unit split from street
ENR-120763	ENR	Marcus Gardner	1991-03-10	UHC-24243-44	9809267086	9015 Meadow Ln # 538, Sacramento, CA, 95890	0.82	Name re-cased Unit split from street Email lower-cased
ENR-140588	ENR	Brian J Jones	1972-02-08	UHC-30421-77	6862878776	7746 Canyon Rd # 731, Orlando, FL, 32867	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-105735	ENR	Brian Q Webb	1960-11-03	UHC-01432-09	6383966057	3269 Market St Apt 38, Gilbert, AZ, 85279	0.82	Unit split from street City re-cased Whitespace trimmed
ENR-125816	ENR	Barbara V Augilar	1963-02-10	UHC-76626-59	2013212265	2657 Park Pl Apt 38, Plano, TX, 75028	0.82	Name re-cased Date of birth reformatted Unit split from street
PRV-22256	PRV	Kimberly Bryant	2001-09-27	—	6588041763	9728 Lincoln Way # 837, Orlando, FL, 32888	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
ENR-100114	ENR	Nancy B Morrison	1972-05-15	UHC-87778-78	5985164419	6308 Palm Dr # 174, Seattle, WA, 98144	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-424413	CLM	Jerry A Edwards	1990-05-14	—	—	922 Union St Apt 11, Atlanta, GA, 30387	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432541	CLM	Sophia Reid	1987-11-27	UHC-92033-81	—	4481 Bayshore Dr # 582, Las Vegas, NV, 89121	0.84	Unit split from street Placeholder values cleared
PRV-24180	PRV	Megan I Andrews	1974-07-14	—	4377103717	9086 Palm Dr Apt 11, Columbus, OH, 43274	0.84	Unit split from street Placeholder values cleared
TPA-51396	TPA	Yuki Richardson	1982-02-08	—	6144330688	2434 Forest Ave # 229, Eden Prairie, MN, 55340	0.84	Unit split from street Placeholder values cleared
ENR-114922	ENR	Peggy Y Roberts	1962-05-20	UHC-10370-08	—	6363 Highland Ave Apt 30, Los Angeles, CA, 90039	0.84	Unit split from street Placeholder values cleared
ENR-131055	ENR	Couper Andrew	2001-09-24	UHC-10821-69	6129578425	8838 Jefferson Ave Apt 22, Nashville, TN, 37263	0.84	Date of birth reformatted Unit split from street

6,994 rows, page 138 of 140Previous Next