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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117869	ENR	Joshua Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.54	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+1 more
ENR-106331	ENR	Anthony Jackson	1989-12-17	UHC-88124-03	9335385869	5099 Valley View Dr, Charlotte, NC, 28225	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406827	CLM	Samuel Murphy	1938-03-23	UHC-88511-69	6496299727	5850 Main St, San Diego, CA, 92114	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57332	TPA	Noah W Hall	1946-05-18	UHC-25198-97	—	7972 Forest Ave, Seattle, WA, 98119	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137400	ENR	Emma Y Alvarez	1980-08-14	UHC-46560-03	6956728941	1553 Bayshore Dr, Houston, TX, 77098	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
CLM-429369	CLM	Dona Cook	1944-02-16	UHC-09751-96	2563339851	599 Washington St, Fresno, CA, 93712	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-128222	ENR	Julie M Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.54	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted State name converted to code+1 more
CLM-420102	CLM	Luis Cooper	—	UHC-43368-79	—	3847 Maple Ave # 829, San Diego, CA, 92139	0.54	Date of birth unreadable Unit split from street City re-cased State name converted to code+1 more
CLM-421261	CLM	Dorothy Bradley	1952-09-12	UHC-61130-89	6219104998	634 Canyon Rd, Seattle, WA, 98100	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421814	CLM	Abigail Allen	1999-01-07	UHC-78813-14	—	2171 Oak St # 361, Tampa, FL, 33683	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117681	ENR	Noah Bryant	1960-02-06	UHC-04206-02	9829284265	7257 Camelback Rd, Tempe, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405352	CLM	Santiago Gardner	1988-07-05	—	—	628 Oak St, San Antonio, TX	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-428446	CLM	Michael K Holmes	1999-05-15	—	—	6651 Broadway, Dallas, TX, 75263	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-101296	ENR	Matthew Jensen	1973-08-26	UHC-03797-09	5905928265	4550 Jefferson Ave, Seattle, WA, 98171	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118203	ENR	William W Thomas	1963-02-12	UHC-69152-82	—	6444 Ridge Rd, Scottsdale, AZ, 85280	0.54	Name re-cased Phone missing area code State name converted to code Gender normalised+1 more
CLM-420917	CLM	Sam Ward	1988-04-23	UHC-59135-15	—	2150 Church St, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-118975	ENR	Phillip L Barnes	2005-01-26	UHC-12496-07	8088462056	2781 Indian School Rd, Denver, CO, 80279	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
TPA-54449	TPA	Alxis Brooks	1966-03-25	—	—	741 Ridge Rd, San Antonio, TX, 78284	0.54	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+1 more
TPA-57861	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-430240	CLM	Austin Robinson	1955-04-05	UHC-83901-95	2439902597	1519 Ridge Rd, Tampa, FL, 33661	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-406467	CLM	Elizabeth Fox	2005-12-07	—	—	9575 Ocean Ave, Los Angeles, CA, 90057	0.54	State name converted to code ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-431970	CLM	John Wood	1978-07-17	UHC-22176-71	6953917643	2517 Park Pl, Mesa, AZ, 85213	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128766	ENR	Jenny Jensen	2001-10-28	UHC-53962-93	2922800161	512 Main St Apt 36, Houston, TX, 77030	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
ENR-116260	ENR	Bobbby A Schultz	1958-07-18	UHC-06876-95	2563073168	1371 Maple Ave, Seattle, WA, 98198	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428757	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-428758	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-400905	CLM	Adam Walsh	1956-08-01	UHC-75549-63	6756220001	6706 Lincoln Way, Denver, CO, 80221	0.56	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed
ENR-112449	ENR	Jerry Anderson	2006-12-25	UHC-02296-66	7557009346	5218 Lake View Rd, San Antonio, TX, 78227	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
CLM-413141	CLM	Serah Olson	2002-10-06	UHC-21778-67	7564019099	6116 Willow Ct, Fresno, CA, 93786	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-100920	ENR	Carolyn Jones	1975-12-23	UHC-27279-41	—	6889 Elm St, Mesa, AZ, 85223	0.56	Name split from “Last, First”Phone missing area code State name converted to code Plan code upper-cased
ENR-129251	ENR	Janice Schmidt	1959-02-27	UHC-64276-11	8367053870	658 Ocean Ave, Glendale, AZ, 85345	0.56	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed
ENR-142096	ENR	Jack A Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave # 632, Gilbert, AZ, 85209	0.56	Name split from “Last, First”Unit split from street City re-cased State name converted to code
PRV-22372	PRV	Virginia Hughes	1964-08-27	UHC-52299-91	3489110886	8827 Lincoln Way, Denver, CO, 80238	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-416950	CLM	Denise X Padilla	—	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO	0.56	Date of birth unreadable State name converted to code ZIP missing Placeholder values cleared
ENR-137282	ENR	Shilrey Day	1939-05-17	UHC-72696-71	3902685656	8550 Cedar Ln, Plano, TX	0.56	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing
ENR-117587	ENR	Camila B Snyder	1951-11-11	UHC-68703-09	3255531780	8443 Valley View Dr, Austin, TX, 78762	0.56	Name re-cased Two-digit birth year State name converted to code Gender normalised
ENR-135140	ENR	Larry R Stephens	1941-12-13	UHC-87488-26	7573856113	6390 Camelback Rd, Las Vegas, NV, 89126	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-136395	ENR	Ruth S Ortiz	1991-01-22	UHC-29847-48	5865804051	8190 Grand Ave # 315, Los Angeles, CA, 90068	0.56	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code
PRV-20053	PRV	Camila Jimenez	2008-07-04	UHC-95243-62	3492342575	4881 Sunset Blvd Apt 40, Orlando, FL, 32835	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
ENR-108535	ENR	Lawrence E Mitchell	1940-07-19	UHC-30433-13	6425815350	5724 Hillcrest Rd Apt 11, Columbus, OH, 43221	0.56	Middle initial moved out of first name Unit split from street City re-cased State name converted to code
ENR-124504	ENR	Bruce S Gray	1997-05-17	UHC-70709-95	3182063982	3961 Baseline Rd # 971, Minneapolis, MN, 55410	0.56	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code
ENR-142202	ENR	Sharon E Alvarado	1977-06-14	UHC-10575-86	7927424094	3441 Mountain View Dr, Eden Prairie, MN, 55346	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
CLM-422424	CLM	Judy A Carroll	2006-05-24	UHC-24401-98	—	2492 Mountain View Dr, San Diego, CA, 92157	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-102820	ENR	Gloria K Romero	1963-12-16	UHC-06754-11	—	6990 Sunset Blvd Apt 29, Dallas, TX	0.56	Unit split from street State name converted to code ZIP missing Placeholder values cleared
CLM-403000	CLM	Bruce Y Jones	1971-05-22	UHC-03857-67	7869575176	5240 Washington St, Charlotte, NC, 28234	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-116068	ENR	Edward Z Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-106749	ENR	Sara Dominguez	1993-07-02	UHC-80907-68	—	1562 Oak St, Jacksonville, FL, 32291	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
TPA-53665	TPA	Mariana Fields	1960-11-22	—	—	3511 Main St, Phoenix, AZ, 85023	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
PRV-28848	PRV	Omar Jacobs	1943-10-14	UHC-10426-17	—	1000 Washington St, Dallas, TX	0.56	Name split from “Last, First”State name converted to code ZIP missing Placeholder values cleared
ENR-125226	ENR	Diego E Renolds	1965-08-28	UHC-43474-86	7816791916	3944 Market St, Phoenix, AZ, 85056	0.56	Phone reformatted SSN last four extracted State name converted to code Gender normalised

9,084 rows, page 68 of 182Previous Next