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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131798	ENR	Juan Richards	1950-12-23	UHC-97275-09	2185230309	8633 Highland Ave, Glendale, AZ, 85316	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed
CLM-408260	CLM	Pamela Hicks	1951-06-04	UHC-52905-09	—	5492 Highland Ave, Seattle, WA, 98198	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-52897	TPA	David Wallace	1969-09-17	—	—	1145 Valley View Dr, Phoenix, AZ, 85047	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
ENR-137825	ENR	Patrick Q Valdez	1970-06-23	UHC-10431-25	5049032515	1679 Mesa Dr, Sacramento, CA, 95897	0.68	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed
ENR-105292	ENR	Linda Reynolds	1985-02-26	UHC-23832-33	9184405972	8419 Central Ave, Eden Prairie, MN, 55322	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
PRV-25765	PRV	James Long	1972-08-16	—	2897838844	6078 Mountain View Dr, Nashville, TN, 37251	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-118104	ENR	Carlos R Fields	2005-11-05	UHC-08061-71	—	9541 Ridge Rd, Jacksonville, FL, 32278	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-401082	CLM	James Bryant	2000-12-16	UHC-67105-34	—	8331 Mesa Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401081	CLM	James Bryant	2000-12-16	UHC-67105-34	—	8331 Mesa Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-431575	CLM	Catherine Wright	1952-12-03	UHC-46069-48	3693047991	4260 Lake View Rd, Jacksonville, FL, 32256	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-428063	CLM	Carolyn Henry	1941-09-17	UHC-10251-23	—	924 River Rd, Dallas, TX, 75256	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-125197	ENR	Omar Tran	1958-03-04	UHC-82234-71	—	3320 Jefferson Ave, Gilbert, AZ, 85283	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59819	TPA	Albert H Gardner	1993-09-01	—	—	232 Jefferson Ave, Mesa, AZ, 85299	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-134495	ENR	Zachary W Kim	1976-02-18	UHC-16228-32	9457782819	4358 Ridge Rd, Denver, CO, 80248	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-414081	CLM	Richard Welch	1944-11-08	—	—	765 Jefferson Ave, Phoenix, AZ, 85063	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-415543	CLM	Eugene Roberts	1991-08-14	—	—	5606 Lincoln Way, San Antonio, TX, 78285	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-122445	ENR	Lori Nunez	2002-06-18	UHC-64875-75	2807529601	5216 Meadow Ln, Plano, TX, 75053	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed
TPA-53734	TPA	Virginia Jenkkins	1985-02-17	—	—	3009 Park Pl, Denver, CO, 80290	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-29225	PRV	Maosn Q Stone	1983-10-10	—	—	5591 Park Pl, Glendale, AZ, 85392	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-117209	ENR	Henry X Hanson	1963-10-24	UHC-69978-70	2155471729	8735 Bayshore Dr, Houston, TX, 77067	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
CLM-429624	CLM	Mateo Riley	1995-03-20	UHC-78610-28	—	231 Cedar Ln, Eden Prairie, MN, 55313	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-56426	TPA	Ashley Alvarado	1992-05-17	UHC-25866-63	—	5400 Washington St, Atlanta, GA, 30377	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-403421	CLM	Dylan Dominguez	1988-03-25	UHC-56390-60	—	3895 Palm Dr, Gilbert, AZ, 85279	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54926	TPA	Julia Morgan	1987-02-28	UHC-28771-04	9206669929	419 Willow Ct, Minneapolis, MN, 55419	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-419474	CLM	Margaret Bryant	1978-09-05	UHC-57103-48	—	9466 Church St, Gilbert, AZ, 85227	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-409589	CLM	Adam Z Turnr	1959-06-10	—	8199603611	6333 Valley View Dr, Fresno, CA, 93726	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-407118	CLM	Gloria Allen	1992-09-12	—	—	6590 Lake View Rd, Austin, TX, 78719	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-115543	ENR	Arjun Jackson	1988-01-06	UHC-19640-97	8265469652	5869 Market St, Plano, TX, 75061	0.68	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised
ENR-102276	ENR	Cynthia W Nichols	1963-03-16	UHC-36208-79	9597012319	7549 Main St, Mesa, AZ, 85292	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-404576	CLM	Scottt Richardson	1980-05-06	—	—	9172 Canyon Rd, Chandler, AZ, 85243	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-428162	CLM	Shirley Vasquez	1954-09-09	—	—	4637 Mesa Dr, Plano, TX, 75041	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-102997	ENR	Arjun S Howard	1965-06-21	UHC-44648-22	—	4229 Ridge Rd, Glendale, AZ, 85369	0.68	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed
ENR-106717	ENR	Joseph F Rojas	—	UHC-50449-34	6147685977	3168 Willow Ct, Gilbert, AZ, 85284	0.68	Date of birth unreadable City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-120685	ENR	Amy Bell	1952-11-17	UHC-13517-15	8357067795	588 Church St, Plano, TX, 75054	0.68	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed
CLM-418334	CLM	Ashley Nelson	1996-12-25	UHC-79695-84	9554781769	417 Willow Ct, Seattle, WA, 98129	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-111189	ENR	Richard I Oliver	1966-04-09	UHC-53963-27	3038586680	4100 Valley View Dr, Charlotte, NC, 28285	0.68	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed
CLM-429730	CLM	Barbara Rodriguez	1954-04-20	UHC-58424-93	—	8259 Sage Ct, Phoenix, AZ, 85014	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-131116	ENR	Pat Ferguson	1970-05-01	UHC-00688-98	5695489503	3806 Valley View Dr Apt 37, Orlando, FL, 32810	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Email lower-cased
CLM-418944	CLM	Emma Mitchell	1962-01-22	UHC-83138-42	—	857 Cedar Ln, Jacksonville, FL, 32235	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-102038	ENR	Edward Bakker	1952-07-13	UHC-41097-25	—	5237 Jefferson Ave, Denver, CO, 80253	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-419769	CLM	Catherine Davis	1961-02-12	—	—	6282 Ridge Rd, Miami, FL, 33147	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-139117	ENR	Mark Parker	1995-01-16	UHC-03784-08	8798862295	5873 Mountain View Dr, Atlanta, GA, 30396	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-131339	ENR	Ralph Hoffman	1983-12-26	UHC-55886-66	5636661849	962 Indian School Rd, Seattle, WA, 98107	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-133718	ENR	Susan Romero	1999-12-24	UHC-67774-48	4963994985	9321 Lincoln Way, Charlotte, NC, 28238	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-414085	CLM	Evelyn Nguyen	2003-06-09	—	2067358821	5532 Union St, Tucson, AZ, 85739	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-62138	TPA	Susan Diaz	1968-04-05	—	8946174429	5538 Grand Ave, Scottsdale, AZ, 85299	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-129728	ENR	Luis S Hoffman	1975-12-13	UHC-08461-37	—	1769 Main St, Nashville, TN, 37258	0.68	Member ID reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
TPA-63406	TPA	Donna Lawson	1973-12-08	—	—	112 Grand Ave, Phoenix, AZ, 85030	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-58219	TPA	Douglas Day	1946-08-13	—	—	3209 Washington St, Orlando, FL, 32814	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-121574	ENR	Alxis Griffin	1944-03-27	UHC-95424-56	5786215383	4091 Palm Dr, Sacramento, CA, 95817	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed

8,263 rows, page 126 of 166Previous Next