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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120082	ENR	Diana Q Oliver	2003-10-02	UHC-09068-41	3282569089	4633 Hillcrest Rd, Seattle, WA, 98134	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-136542	ENR	Kimberly L Wiliamson	1998-05-10	UHC-18983-05	2655746027	7202 Elm St, Miami, FL, 33127	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-136541	ENR	Kimberly L Wiliamson	1998-05-10	UHC-18983-05	2655746027	7202 Elm St, Miami, FL, 33127	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
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
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-102965	ENR	Cynthia Torres	1956-06-07	UHC-01192-28	—	3928 Grand Ave, San Antonio, TX, 78281	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-140380	ENR	Henry Soto	1968-02-26	UHC-32029-14	5242635765	8371 River Rd, Austin, TX, 78748	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-111695	ENR	Betsy Soto	1942-07-20	UHC-24398-25	—	4815 Valley View Dr, Tampa, FL, 33658	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-129909	ENR	Joyce Porter	1963-11-26	UHC-48696-87	—	7574 Jefferson Ave, Dallas, TX, 75216	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-137631	ENR	—Junk	1961-01-16	UHC-52644-64	7754283009	2216 Oak St, Sacramento, CA, 95850	0.56	Street suffix standardised Address re-cased ZIP+4 trimmed No usable name (quarantined)
ENR-121262	ENR	Jeremy Ray	1995-12-15	UHC-72912-98	8119407369	2100 Sunset Blvd, Charlotte, NC	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP missing
ENR-138723	ENR	Willis U Jason	1994-01-20	UHC-47418-08	6305161918	5423 Meadow Ln, Gilbert, AZ, 85294	0.56	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased
ENR-129597	ENR	Helen W Sanders	1964-07-24	UHC-99859-68	5823422381	5250 Oak St, San Antonio, TX, 78293	0.56	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-131717	ENR	Scott N Anderson	1987-07-26	UHC-38641-40	2314012079	4712 Hillcrest Rd, Glendale, AZ, 85348	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-113525	ENR	—Junk	1995-08-28	UHC-81219-28	—	7640 Spring St, Scottsdale, AZ, 85290	0.56	Street suffix standardised Address re-cased Gender normalised No usable name (quarantined)
ENR-106414	ENR	Arthur H Harris	1984-02-13	UHC-20418-29	8566058465	6027 Church St, Scottsdale, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
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
ENR-140079	ENR	Ethan Ramos	1996-07-20	UHC-82654-90	5419892694	6394 Main St, Eden Prairie, MN, 55327	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
ENR-129975	ENR	Harris Charlotte	1983-09-03	UHC-33150-54	8834642315	8326 Lake View Rd, Miami, FL, 33190	0.56	SSN last four extracted Street suffix standardised Address re-cased Gender normalised
ENR-141096	ENR	Mei P Bishop	1982-09-12	UHC-14148-92	3023198981	8239 Park Pl Apt 5, Plano, TX, 75021	0.56	Two-digit birth year Unit split from street Street suffix standardised Address re-cased
ENR-103347	ENR	Keith X Wells	1951-03-11	UHC-14936-06	2749000423	9270 Camelback Rd, San Antonio, TX, 78287	0.56	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased
ENR-140130	ENR	Kathryn Ray	—	UHC-54991-21	9389458983	9164 Apache Blvd, San Diego, CA, 92175	0.56	Date of birth missing Street suffix standardised Address re-cased Gender normalised
ENR-119003	ENR	Sophia Peterson	1949-12-06	UHC-37400-94	9365541357	2121 Grand Ave, Houston, TX	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP missing
ENR-114533	ENR	Brenda Z Reed	1998-12-09	UHC-48758-61	5087030370	4270 Valley View Dr Apt 33, San Antonio, TX, 78221	0.56	Two-digit birth year Unit split from street Street suffix standardised Address re-cased
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
ENR-136869	ENR	Sandra Mendoza	—	UHC-30072-32	—	2553 Apache Blvd, Sacramento, CA, 95813	0.56	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised
ENR-127786	ENR	Gary Guerrero	1985-12-10	UHC-18725-71	4105945149	5571 Jefferson Ave, Los Angeles, CA, 90070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-127969	ENR	Kathryn P Banks	2002-05-26	UHC-81761-65	7375091969	7242 Maple Ave Apt 35, Phoenix, AZ, 85016	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
ENR-135001	ENR	Matthew D Reyas	1955-11-13	UHC-49750-83	—	8544 Central Ave Apt 16, Austin, TX, 78742	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-140344	ENR	Judith Morgan	1942-12-17	UHC-85227-49	4493674179	112 Meadow Ln, Chandler, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-137741	ENR	John Banks	1954-12-04	UHC-23402-48	2033575143	6295 Jefferson Ave, Houston, TX, 77006	0.56	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised
ENR-141773	ENR	Ryan R Butler	2001-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing
ENR-122641	ENR	Frances N Moreno	1978-09-23	UHC-65118-03	—	3535 Grand Ave, Tempe, AZ, 85289	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-101570	ENR	Mateo Snyder	1984-08-13	UHC-26840-16	7647397988	7355 Pine Dr # 524, Dallas, TX, 75240	0.56	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-121152	ENR	Angela E Bailey	1948-09-23	UHC-80041-28	7426405263	8818 Lincoln Way, Atlanta, GA, 30327	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-103346	ENR	Paul E Lopez	1947-02-01	UHC-63875-61	6913634751	5959 Sage Ct # 730, Tampa, FL, 33674	0.56	Unit split from street Street suffix standardised Address re-cased Gender normalised
ENR-133631	ENR	Nancy U Peterson	1982-01-24	UHC-74186-80	6675051234	4126 Highland Ave # 214, Los Angeles, CA, 90052	0.56	SSN last four extracted Unit split from street Street suffix standardised Address re-cased
ENR-135895	ENR	Btety U Ruiz	1976-10-12	UHC-44496-29	—	4796 Oak St, Plano, TX, 75082	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-100256	ENR	Aaron O Lawrence	1961-02-02	UHC-70537-90	7265745716	7528 Apache Blvd, Chandler, AZ	0.56	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing
ENR-138290	ENR	Adam Fox	1964-01-19	UHC-51786-36	3937826133	9484 Indian School Rd, Mesa, AZ, 85216	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-130813	ENR	Jason H Flores	1986-04-25	UHC-47912-69	7102945551	8992 Central Ave Apt 12, Orlando, FL, 32828	0.56	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-135871	ENR	Laura Simpson	1948-01-26	UHC-59203-29	8532744790	7788 Sunset Blvd Apt 16, Chandler, AZ, 85271	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-137035	ENR	Aisha Jimenez	1974-11-06	UHC-92482-06	4683840148	9077 Highland Ave, Minneapolis, MN, 55423	0.56	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased
ENR-125500	ENR	Marilyn Ray	1980-11-13	UHC-54757-66	—	6694 Sage Ct, Charlotte, NC	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing
ENR-120097	ENR	Janice L Griffin	1987-03-13	UHC-99964-10	—	3300 Desert Sky Blvd, Glendale, AZ, 85393	0.56	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased
ENR-120056	ENR	Randy Q Johnston	1978-02-22	UHC-32459-34	—	5415 Pine Dr, Tempe, AZ, 85297	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
ENR-134331	ENR	Jacqueline F Stewart	1963-11-10	UHC-38204-13	2274808705	7018 Meadow Ln, Glendale, AZ, 85361	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
ENR-122408	ENR	FJunk	1958-08-17	UHC-62486-62	2114088397	8094 Market St, Chandler, AZ, 85237	0.56	Street suffix standardised Address re-cased Gender normalised No usable name (quarantined)
ENR-114387	ENR	Carl U Ortega	2004-02-20	UHC-44602-19	—	6941 Ocean Ave, Houston, TX, 77095	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised

26,564 rows, page 99 of 532Previous Next