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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21690	PRV	Adam Wright	1944-07-04	—	2908674394	7199 Sunset Blvd, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-402418	CLM	Natalie S Guzman	1994-02-26	UHC-13685-46	2825378010	3513 Central Ave Apt 22, Plano, TX, 75008	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-429419	CLM	Billy Hrrera	1981-04-28	—	7619816762	3510 Park Pl, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61361	TPA	Arjun Marshall	1974-03-22	—	—	4070 Willow Ct # 774, Tampa, FL	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-402761	CLM	Lidna Oliver	—	UHC-29977-44	2294438693	1038 Sunset Blvd, Eden Prairie, MN, 55375	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-410098	CLM	James Cox	1982-11-25	UHC-14257-05	—	5562 Indian School Rd # 204, Denver, CO, 80254	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-411610	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	9292120024	3519 Church St, Tempe, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408546	CLM	Robert Lewis	1985-04-22	UHC-37733-01	—	2513 Valley View Dr, Charlotte, NC, 28210	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55277	TPA	Albert Butler	2008-06-20	—	8716909998	4427 Jefferson Ave, Tempe, AZ, 85238	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
CLM-426624	CLM	Diana Hunt	1949-07-28	UHC-91212-74	—	5404 Hillcrest Rd, Jacksonville, FL, 32207	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-129174	ENR	Lucia C Wood	1946-04-20	UHC-62547-59	3236700149	2088 Indian School Rd, Los Angeles, CA	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-415564	CLM	Lori Roberts	—	UHC-78605-17	—	9741 Canyon Rd, Houston, TX, 77071	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
TPA-60917	TPA	Elizabeth Jones	1996-02-25	—	—	9833 Oak St, Los Angeles, CA, 90087	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-24679	PRV	Fatima Moreno	1957-07-16	UHC-24101-25	7582291647	7442 Oak St Apt 36, Denver, CO, 80254	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26627	PRV	AmandaJunk	1938-02-27	—	9336832337	879 Sunset Blvd, Houston, TX, 77027	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62447	TPA	Brandon Collins	1981-07-08	—	3305209122	1704 Desert Sky Blvd, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117107	ENR	Judy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-23343	PRV	Keith Wells	1992-08-05	—	2406608858	8900 Pine Dr, Dallas, TX, 75220	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-56696	TPA	Bobby Porter	—	—	7665744346	9479 Camelback Rd, Sacramento, CA, 95834	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-50493	TPA	Sara Jaes	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120651	ENR	Karen Lucas	1956-07-02	UHC-43243-09	5065661046	6460 Bayshore Dr Apt 23, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-54389	TPA	Fatima Simmons	—	—	—	388 Church St # 621, Columbus, OH, 43239	0.48	Name re-cased Date of birth missing Unit split from street Street suffix standardised+4 more
PRV-29147	PRV	Lucia Lawon	1953-07-15	—	8128731682	4690 Highland Ave, Las Vegas, NV, 89178	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133959	ENR	Jennier K Graham	1962-09-18	UHC-93558-25	8744961988	8552 Highland Ave, Houston, TX, 77064	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20371	PRV	Victoria Hawkins	1977-02-12	—	7876796539	1995 Spring St # 774, Las Vegas, NV, 89155	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-412271	CLM	Jerry Jensen	1955-08-28	UHC-63050-35	2679586582	4916 Sunset Blvd, Nashville, TN, 37255	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114465	ENR	Daniel Spencer	1988-07-25	UHC-34290-39	5803814153	738 Grand Ave, Tucson, AZ	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-104273	ENR	Ashhley Park	1946-12-01	UHC-07501-14	8776170421	9167 Forest Ave, San Antonio, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136554	ENR	Bradley McDonald	2006-02-04	UHC-28129-65	6422931965	5167 Main St Apt 30, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-409998	CLM	Pamela Hicks	1990-09-04	—	2336900495	6514 Mountain View Dr, Plano, TX, 75056	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414793	CLM	Scott Ward	1943-10-21	UHC-40403-01	9702470172	468 Pine Dr # 226, Jacksonville, FL, 32251	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-130499	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-429278	CLM	John Bell	1979-07-03	—	—	4113 Market St, Tucson, AZ, 85785	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-56423	TPA	Virrginia Hart	1982-10-13	—	5067498822	4504 Church St # 736, Miami, FL, 33139	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132257	ENR	Christina H Hawkins	1975-10-25	UHC-77082-73	2014856966	2144 Cedar Ln, Austin, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403710	CLM	Ketih Vazquez	1965-05-23	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414746	CLM	Lori Jones	—	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
PRV-21762	PRV	Gerald W Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407602	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	528 Canyon Rd, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142745	ENR	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St # 946, Columbus, OH, 43251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114825	ENR	Daniel X Austin	1967-05-16	UHC-34567-10	8624741477	1430 Pine Dr # 733, Denver, CO, 80262	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-62003	TPA	Ronald Bennett	1988-11-01	—	—	3179 Camelback Rd, Fresno, CA, 93794	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-106784	ENR	Denise L Morgan	1995-12-27	UHC-49964-55	5346232496	5211 Harbor Blvd Apt 36, Houston, TX, 77085	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-138625	ENR	Luis Hicks	1963-12-07	UHC-24118-33	2258984724	7581 Lincoln Way, Tempe, AZ, 85219	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138278	ENR	Sophia Stone	1985-10-25	UHC-25297-93	9769077903	7630 Mesa Dr # 889, Columbus, OH, 43240	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420411	CLM	Espinoza Jason	1959-09-06	UHC-11220-61	—	7502 Central Ave, Miami, FL, 33109	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431076	CLM	Robert Mason	1978-01-24	—	—	4934 Mountain View Dr Apt 25, Orlando, FL, 32839	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415490	CLM	Charlotte Obrien	1944-12-04	UHC-09453-36	—	2619 Central Ave, San Diego, CA, 92110	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22666	PRV	Kenneth Carroll	—	—	2776674397	5265 Maple Ave Apt 38, Dallas, TX, 75298	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
TPA-61688	TPA	Evelyn Palmer	1997-04-03	—	6092390924	8011 Church St Apt 11, Tucson, AZ, 85758	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more

39,996 rows, page 36 of 800Previous Next