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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131846	ENR	Joe Bishop	1988-10-18	UHC-08767-48	5279154620	6422 Harbor Blvd, Nashville, TN, 37273	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102143	ENR	Nicholas Long	2005-07-10	UHC-15445-08	2514724615	8095 Main St, Orlando, FL, 32801	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108093	ENR	Carol J Allen	1949-11-14	UHC-29947-52	5098935303	6323 Elm St, Mesa, AZ, 85257	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
TPA-53864	TPA	JohnJunk	1998-09-14	—	—	8543 Pine Dr, Tampa, FL, 33642	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-23418	PRV	Juan Coleman	2008-05-26	—	9683616772	8188 Desert Sky Blvd, Sacramento, CA, 95880	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112687	ENR	George D Hernandez	1951-04-18	UHC-03121-86	5543491226	5190 Hillcrest Rd # 802, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-417458	CLM	Isabella Gutierrez	1951-12-15	UHC-20838-77	—	4325 Elm St, Fresno, CA, 93790	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426481	CLM	Teresa Elliott	1939-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122816	ENR	Alexis J West	1996-10-23	UHC-01606-34	3866129530	5812 Church St, Dallas, TX, 75264	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426949	CLM	Karen Powell	1988-04-09	—	9648633370	9084 Highland Ave, Columbus, OH, 43275	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103078	ENR	Bernda G Le	1970-07-25	UHC-89078-75	3026335575	4818 Ocean Ave, Fresno, CA, 93785	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20038	PRV	Betty Weaver	—	—	5137176082	662 Palm Dr, Glendale, AZ, 85395	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-107189	ENR	Betty B Rojas	1989-12-03	UHC-73203-96	6133597190	8374 Grand Ave, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425827	CLM	Christina Schmidt	1996-06-17	UHC-77684-45	9199326338	113 Highland Ave, Mesa, AZ	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135705	ENR	Kim Luacs	1954-06-01	—	2512450596	3323 Bayshore Dr # 545, Tucson, AZ, 85737	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109425	ENR	Frank L Cartar	1989-09-19	UHC-96878-77	6873963969	8971 Market St, Tempe, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63238	TPA	Martha Hunter	1960-05-25	—	2027052652	5179 Ridge Rd, Nashville, TN, 37216	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-141325	ENR	Lori E Mason	—	UHC-67088-66	—	6710 Main St, Seattle, WA, 98128	0.62	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-122917	ENR	Bradley Y Ramirez	2001-02-14	UHC-95752-20	9478906192	1256 Canyon Rd Apt 7, Mesa, AZ, 85261	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-130420	ENR	Raymond I Snyder	1975-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
TPA-58730	TPA	Ronald Fowler	2001-04-05	—	8608026760	1894 Elm St, Glendale, AZ, 85370	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58731	TPA	Ronald Fowler	2001-04-05	—	8608026760	1894 Elm St, Glendale, AZ, 85370	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121505	ENR	Deborah K Jamse	1944-12-13	UHC-46277-47	5233074985	335 Indian School Rd, Tempe, AZ, 85285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23992	PRV	Henry Q Dan	1970-09-10	UHC-91438-57	6778814211	2175 Jefferson Ave, Glendale, AZ, 85347	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-424829	CLM	Jose Patterson	1982-09-22	—	8496550950	9395 Sunset Blvd # 277, Houston, TX, 77066	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415090	CLM	Daniel K Reid	1939-01-23	UHC-18514-12	—	8395 Camelback Rd, Columbus, OH, 43209	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25259	PRV	Joyce M Webb	1940-07-21	UHC-86059-45	4087064188	4877 Grand Ave, Seattle, WA, 98187	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27509	PRV	Virginia F Graham	1965-09-01	UHC-41763-34	2764573892	4219 Mesa Dr, Austin, TX	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-136503	ENR	Carol E Stevens	1947-08-14	UHC-99194-43	7813958341	5527 Highland Ave, Eden Prairie, MN, 55321	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418161	CLM	Joseph Wong	1958-03-21	—	—	3089 Lake View Rd Apt 23, Scottsdale, AZ, 85258	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-400376	CLM	Glorria Woods	1998-09-16	UHC-12398-94	—	6142 Jefferson Ave, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412007	CLM	Julia Cook	1977-05-13	—	—	9050 Highland Ave, Scottsdale, AZ, 85217	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416145	CLM	Jonathan Burke	1984-10-02	UHC-30312-35	—	4277 Washington St # 967, Denver, CO, 80209	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100595	ENR	Shirley B Ray	1966-11-12	UHC-66697-86	—	1778 Cedar Ln # 406, Glendale, AZ, 85383	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-100594	ENR	Shirley B Ray	1966-11-12	UHC-66697-86	—	1778 Cedar Ln # 406, Glendale, AZ, 85383	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
PRV-25403	PRV	Vincent Silva	1964-12-23	—	2332513398	1724 Valley View Dr, Miami, FL, 33182	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129799	ENR	Fatima U Alvrado	1954-04-01	UHC-94101-36	2188804520	2711 Desert Sky Blvd, Chandler, AZ, 85277	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
CLM-411262	CLM	Adam Bailey	1993-04-26	—	5936105188	8267 Sage Ct, Fresno, CA, 93726	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-127723	ENR	Robert Z Perez	1995-06-13	UHC-74612-05	9224637523	309 Church St, Phoenix, AZ, 85067	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-60740	TPA	Omar Perez	1976-02-05	—	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-125379	ENR	Crhistina Foster	1940-05-04	UHC-20894-63	6903074633	1579 Church St, Plano, TX, 75052	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23718	PRV	Michael V Harrison	1963-07-09	UHC-04868-24	9577426060	7551 Lake View Rd, Los Angeles, CA, 90095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104049	ENR	Sofia O Jordan	2004-12-20	UHC-64020-40	4322437969	8382 Church St, Plano, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130553	ENR	Hannah Z Yang	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415155	CLM	Amber Burke	1994-03-09	UHC-16041-55	8909274970	8073 Sunset Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403409	CLM	Virginia D Nelson	1942-06-13	UHC-91099-88	3379033483	5994 Ridge Rd, Tempe, AZ, 85283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402932	CLM	Sarah Reed	1980-11-17	—	4288826213	6096 Hillcrest Rd Apt 32, Tempe, AZ, 85242	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-426921	CLM	Theresa Washington	1957-04-11	UHC-57051-33	9374368834	3875 Washington St, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50886	TPA	Bryan Harrison	—	—	8032136535	6618 Oak St, Austin, TX, 78713	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-427249	CLM	Joshua Rose	1961-09-22	—	7095299155	7769 Ridge Rd, Minneapolis, MN, 55456	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

71,257 rows, page 187 of 1,426Previous Next