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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140190	ENR	Kimberly P Vega	1961-03-18	UHC-98431-63	8122507026	9577 Spring St, Nashville, TN, 37217	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-407360	CLM	Robert Patel	—	—	—	7450 Lake View Rd, Seattle, WA, 98146	0.78	Date of birth unreadable City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-430509	CLM	Roger Wallace	2006-10-20	UHC-81010-87	4674144459	9216 Lake View Rd, Las Vegas, NV, 89131	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-420132	CLM	Lawrence Butler	1997-01-19	—	—	3866 Church St, Denver, CO, 80228	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-117462	ENR	Teresa Larson	1968-03-05	UHC-41793-54	8062937259	7265 Baseline Rd, Sacramento, CA, 95804	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-117461	ENR	Teresa Larson	1968-03-05	UHC-41793-54	8062937259	7265 Baseline Rd, Sacramento, CA, 95804	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-59139	TPA	Brandon Johnston	1979-09-16	—	—	9503 Lake View Rd, Seattle, WA, 98108	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-60196	TPA	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP missing+1 more
CLM-422629	CLM	Daniel Weaver	1967-11-08	—	5504678590	5650 Indian School Rd, Columbus, OH, 43292	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-411651	CLM	Amy Woods	1998-06-08	UHC-57366-89	—	4834 Washington St, Atlanta, GA, 30338	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
TPA-58505	TPA	Sharon Perry	1953-02-19	—	—	5356 Spring St, Denver, CO, 80211	0.78	Name re-cased State code upper-cased Gender normalised Plan code upper-cased+1 more
ENR-107056	ENR	Elijha Schultz	1982-05-16	—	5886519766	6187 Pine Dr, Tampa, FL, 33670	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-103294	ENR	Logan Santos	1972-02-24	UHC-71830-89	9202677700	7133 Sage Ct, Las Vegas, NV, 89157	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-136077	ENR	Sara Howard	1955-06-10	UHC-08810-14	5664897154	47 Forest Ave, Glendale, AZ, 85367	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
CLM-424848	CLM	Jerry Thompson	1994-12-07	UHC-70094-70	3564148088	8380 Ridge Rd, Seattle, WA, 98181	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-141091	ENR	David S Vasquez	—	—	9022814589	414 Sage Ct, Scottsdale, AZ, 85231	0.78	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-52332	TPA	Sophia Schultz	1979-05-28	—	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-414230	CLM	Diego Cole	2004-10-23	UHC-37785-49	—	2462 Sage Ct, Sacramento, CA, 95810	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-139657	ENR	Priya Richardson	1951-06-08	UHC-98776-64	2782044641	3468 Meadow Ln, Atlanta, GA, 30345	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-101043	ENR	Mark Y Freeman	2006-04-11	UHC-14472-19	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-104325	ENR	Evelyn Y Delgado	1939-08-07	UHC-30789-39	5996223288	222 Main St, Tempe, AZ, 85221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112495	ENR	Helen Sandoval	2004-07-09	UHC-92868-84	3598914051	1348 Jefferson Ave, Charlotte, NC	0.78	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
CLM-417017	CLM	Christina Stone	1983-04-02	—	—	2805 Highland Ave, Fresno, CA, 93799	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51188	TPA	Linda Oliver	1983-11-25	—	—	1038 Sunset Blvd, Eden Prairie, MN, 55375	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-416769	CLM	Samuel H Montgomery	1946-10-24	UHC-58307-57	3413630104	1004 Pine Dr, Sacramento, CA, 95879	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-126529	ENR	Jason U Stephens	1987-12-16	UHC-53469-22	7546384882	3349 Main St, Mesa, AZ, 85207	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130190	ENR	Amanda Santos	1939-03-09	UHC-16913-21	2179055139	1074 Church St, Chandler, AZ, 85276	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-25373	PRV	Logan Richardson	1981-11-11	UHC-44547-13	3566552589	2481 Apache Blvd, Las Vegas, NV, 89167	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-415602	CLM	Jacqueline Z Gonzales	1997-03-13	UHC-44443-96	—	5010 Cedar Ln, Mesa, AZ, 85226	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-142150	ENR	Ana V Hall	1956-08-16	UHC-72084-69	6015819177	7725 Elm St, Gilbert, AZ, 85203	0.78	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased+1 more
TPA-52006	TPA	Amber Mejia	1953-02-17	—	4953626145	5149 Mesa Dr, Gilbert, AZ, 85265	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-62978	TPA	Margaret Knight	1952-08-24	—	6384374725	5141 Harbor Blvd, Columbus, OH, 43294	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-24007	PRV	Russell J Le	1978-09-17	—	4832926556	5812 Spring St, Austin, TX, 78725	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-412766	CLM	Ryan Jackson	1942-11-15	UHC-99047-36	4297627401	7371 Washington St, Atlanta, GA, 30381	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-422287	CLM	Martha Parker	1991-09-26	—	—	236 Market St, Glendale, AZ, 85347	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-406722	CLM	Kathleen Bailay	1983-04-15	UHC-81568-33	9575049058	6841 Park Pl, Eden Prairie, MN, 55334	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-410067	CLM	Natalie McCoy	2001-10-02	UHC-26564-74	2496150304	7730 Hillcrest Rd, Charlotte, NC, 28237	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-104156	ENR	Angela Matthews	1982-03-13	UHC-45285-88	—	5824 Cedar Ln, Sacramento, CA, 95835	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-112101	ENR	Jeremy Ortega	2003-09-09	UHC-87553-57	6756763560	9112 Mesa Dr, Atlanta, GA, 30373	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108877	ENR	Gloria Z Estrada	1945-01-03	UHC-90670-68	9159394695	9236 Spring St, Houston, TX, 77013	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127849	ENR	Catherine Anderson	1986-06-28	—	6307159126	6272 Valley View Dr # 827, Glendale, AZ, 85355	0.78	Phone reformatted Unit split from street State code upper-cased Plan code upper-cased+1 more
CLM-404013	CLM	Martha R Hall	1974-09-23	UHC-14363-03	—	1786 Grand Ave, Orlando, FL, 32848	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
ENR-125975	ENR	Donna Wong	—	UHC-05699-88	7386614629	7147 Mountain View Dr, Glendale, AZ, 85396	0.78	Name re-cased Date of birth missing Phone reformatted State code upper-cased+1 more
TPA-56927	TPA	Lawson W Cynthia	1943-07-11	—	3019598469	5399 Indian School Rd, Tucson, AZ, 85712	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-133752	ENR	Donaald C Ramirez	1983-09-22	UHC-32962-76	—	6127 Park Pl, Jacksonville, FL, 32225	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-133753	ENR	Donaald C Ramirez	1983-09-22	UHC-32962-76	—	6127 Park Pl, Jacksonville, FL, 32225	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-127988	ENR	Juy Spencer	1971-11-06	UHC-59212-16	4948157411	4397 Mesa Dr, Nashville, TN, 37239	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-50020	TPA	Jack Sims	1988-12-07	UHC-53521-04	—	580 Lincoln Way # 909, Gilbert, AZ, 85258	0.78	Date of birth reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
TPA-51310	TPA	Albert Lawson	2001-01-12	—	—	7179 River Rd, Denver, CO, 80213	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27996	PRV	Medina Billy	1947-04-11	—	7316851904	3674 Canyon Rd, Gilbert, AZ, 85239	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more

4,010 rows, page 56 of 81Previous Next