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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407309	CLM	Rachel Watson	1942-09-23	UHC-77213-11	—	1928 Camelback Rd, San Diego, CA, 92132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407308	CLM	Rachel Watson	1942-09-23	UHC-77213-11	—	1928 Camelback Rd, San Diego, CA, 92132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24758	PRV	Marcus Tucker	2000-11-21	UHC-60936-79	—	6343 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted SSN last four extracted Email lower-cased+2 more
ENR-101322	ENR	Luis B Fernandez	2003-04-11	UHC-36488-55	5664688349	604 Lake View Rd, Scottsdale, AZ, 85251	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-118478	ENR	Mateo Singh	1954-05-17	UHC-58469-79	7512856743	739 Harbor Blvd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-108804	ENR	Joseph Schultz	1955-04-28	UHC-56387-51	9543192616	8741 Hillcrest Rd, Seattle, WA, 98142	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-122438	ENR	Cynthia G Wells	1959-08-17	UHC-58875-36	6892883120	4680 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109664	ENR	Santiago J Morales	2004-08-22	UHC-21518-10	6337632314	8916 Meadow Ln, Orlando, FL, 32851	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408449	CLM	Christian J Marshall	1994-01-04	UHC-58093-69	—	5719 Sunset Blvd, Minneapolis, MN, 55478	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122639	ENR	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401315	CLM	Abigail Berry	1966-02-26	—	—	9149 Lincoln Way # 622, Tampa, FL, 33670	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-417876	CLM	Jessica H Garza	1962-01-08	—	—	5622 Harbor Blvd, Minneapolis, MN, 55420	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58276	TPA	Dieggo Franklin	1984-03-24	—	—	8107 Jefferson Ave, Miami, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432248	CLM	Alan Lynch	1959-07-02	UHC-97250-45	—	7020 Elm St, Orlando, FL, 32886	0.64	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-408818	CLM	—Junk	1967-12-27	—	7705529903	4392 Elm St, Scottsdale, AZ, 85279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418448	CLM	Scott Alvrado	1974-09-21	UHC-03782-04	9649297388	5896 Hillcrest Rd, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424486	CLM	Samuel Simmons	1945-05-25	UHC-47169-69	8474100580	519 Grand Ave, Orlando, FL, 32885	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426223	CLM	Joshua Armstrong	1990-12-04	UHC-90508-70	2708896520	1069 Central Ave, Sacramento, CA, 95845	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52207	TPA	Anna Martin	1966-05-02	UHC-56138-06	—	766 Park Pl, Chandler, AZ, 85261	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412234	CLM	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61692	TPA	Rebecca Dixon	1938-04-13	—	—	8865 Maple Ave, Eden Prairie, MN, 55387	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63471	TPA	Omar Espinoza	2006-08-05	—	—	9085 Baseline Rd, Chandler, AZ, 85253	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123505	ENR	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123506	ENR	Alexander Reid	1978-02-16	UHC-77022-69	5743413426	4432 Lake View Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110485	ENR	Melissa Foster	1964-05-10	UHC-53100-46	4148654644	4912 Canyon Rd, Atlanta, GA, 30367	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400000	CLM	Judy Herrera	1977-04-07	—	—	2759 Sage Ct, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416525	CLM	Angela G Franklin	1977-10-14	UHC-52034-94	—	2488 Mountain View Dr, Eden Prairie, MN, 55362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109241	ENR	Judy D Elliott	1971-04-05	UHC-82303-32	6653081200	3769 Sage Ct, Jacksonville, FL, 32293	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131260	ENR	Keith Contreras	1964-12-24	UHC-96862-87	9154467784	4030 Palm Dr, Eden Prairie, MN, 55353	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59594	TPA	Martha Morgan	1992-06-22	—	—	9387 Elm St, Denver, CO, 80249	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131597	ENR	Joan Kennedy	1947-07-08	UHC-71568-51	6982568383	5239 Indian School Rd, Fresno, CA, 93785	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135223	ENR	Thomas Q Oliver	1969-05-12	UHC-30268-27	3389560838	2143 Elm St, Sacramento, CA, 95806	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-50137	TPA	Philip N Le	1980-02-05	—	4016238117	6056 Union St, San Diego, CA, 92112	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131891	ENR	Gregory W Kelley	1970-06-12	UHC-38186-66	8648333370	4795 Maple Ave, Houston, TX, 77030	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111308	ENR	Tim George	1951-04-03	UHC-97376-17	6778141778	397 Sage Ct Apt 38, Denver, CO, 80240	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53117	TPA	Christian Yang	1945-08-01	—	—	8005 Willow Ct, Austin, TX, 78785	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-400111	CLM	Priya Griffin	1949-11-04	UHC-95233-69	—	229 Elm St, Atlanta, GA, 30360	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27903	PRV	Melissa N Bennett	1966-01-21	UHC-74500-76	7775805824	9773 Indian School Rd Apt 39, Los Angeles, CA, 90071	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28558	PRV	Kathleen Le	1987-06-08	UHC-95340-31	—	8323 Bayshore Dr, Tucson, AZ, 85782	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27171	PRV	Evelyn Lawon	1997-12-10	—	4807609382	2187 Willow Ct # 675, Minneapolis, MN, 55402	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-422910	CLM	Bradley Rodriguez	1956-08-20	UHC-54839-19	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409345	CLM	—Junk	1980-06-04	UHC-22345-18	—	2722 Grand Ave, Scottsdale, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
TPA-58715	TPA	Olivia Fuller	2000-11-15	UHC-49543-71	5937264366	3435 Ridge Rd, Plano, TX, 75079	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122161	ENR	Sharon Q Garcia	1967-03-09	UHC-14104-82	2519499610	2941 Bayshore Dr, Columbus, OH, 43287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101160	ENR	Jessica F Webb	1991-12-02	UHC-33021-16	2382538105	6576 Market St, Los Angeles, CA, 90041	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139454	ENR	Melissa Gonzales	1980-10-17	—	9075525780	6827 Oak St, Tucson, AZ, 85701	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418152	CLM	Harrold K Mejia	1969-10-17	UHC-63645-91	5163320294	2037 Desert Sky Blvd, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-135595	ENR	Priya D Coleman	1979-02-22	UHC-29997-83	3317127738	8189 Canyon Rd, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105446	ENR	Richarrd U Matthews	1958-07-27	UHC-04859-74	8945794523	276 Ridge Rd Apt 23, Orlando, FL, 32857	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27394	PRV	Theresa Taylor	1982-04-11	UHC-55739-27	5392222883	2310 Mesa Dr, Los Angeles, CA, 90081	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 165 of 648Previous Next