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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135968	ENR	Jerry U Thompson	2002-05-17	UHC-11477-88	6748256938	8227 Mesa Dr, Atlanta, GA	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-116521	ENR	Jacquline U Meyer	1995-06-18	UHC-76777-57	7344980646	3708 Indian School Rd Apt 36, Orlando, FL	0.36	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-416441	CLM	Nicholas O Sullivan	2004-02-02	UHC-92592-07	—	6528 River Rd, Scottsdale, AZ	0.36	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-134538	ENR	Ralph Lopez	1959-05-02	UHC-60963-90	3155539659	8498 Baseline Rd # 408, Eden Prairie, MN, 55389	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-407226	CLM	Lauren Howard	2003-10-01	UHC-36100-80	—	5084 River Rd, Gilbert, AZ, 85251	0.36	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-138332	ENR	Ronald Henry	2006-08-23	UHC-15188-94	—	8751 Park Pl, Chandler, AZ	0.36	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-112956	ENR	Aisha King	1945-03-09	UHC-94405-31	—	3516 Lincoln Way, Denver, CO, 80257	0.36	Name split from “Last, First”Two-digit birth year Phone missing area code Member ID reformatted+4 more
ENR-111809	ENR	Aisha A Harper	1951-03-20	UHC-21802-06	—	8721 Grand Ave Apt 24, Phoenix, AZ, 85040	0.36	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-110851	ENR	Frnces Mtchell	1947-12-24	UHC-79918-41	9522635378	3943 Cedar Ln Apt 9, Dallas, TX	0.36	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-117592	ENR	Vincent Thompson	—	UHC-83627-93	3845579728	3650 Sage Ct, Charlotte, NC, 28271	0.36	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430663	CLM	Denise Thomas	2005-05-27	UHC-95294-86	6065508160	5820 Lincoln Way, Austin, TX, 78748	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-125553	ENR	Kelly Hernandez	—	UHC-03204-40	3644454295	5878 Lake View Rd, Atlanta, GA	0.36	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
ENR-107764	ENR	Mei Hanson	1972-02-17	UHC-60269-48	7945684024	2086 Ocean Ave, Los Angeles, CA, 90039	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102872	ENR	Cheryl Stephens	1971-09-11	UHC-86703-51	3308803275	7369 Ridge Rd, Dallas, TX, 75256	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-106180	ENR	Alice Diaz	1972-11-25	UHC-82251-24	5047889236	1830 Mesa Dr Apt 29, Jacksonville, FL, 32269	0.36	Two-digit birth year Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-109911	ENR	Sophia Robinson	1953-10-16	UHC-79179-78	—	9439 Oak St # 718, Denver, CO, 80285	0.36	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+4 more
ENR-110829	ENR	UJunk	2001-06-04	UHC-23105-74	2829510467	8683 Oak St, Tempe, AZ	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134183	ENR	Mateo M Burke	2007-08-20	UHC-43196-61	4533186571	7355 Sunset Blvd, Los Angeles, CA, 90086	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-126136	ENR	Elizabeth V Specner	1989-01-14	UHC-10467-32	3175239732	6879 Willow Ct, Los Angeles, CA, 90062	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-137928	ENR	Gloria Espinoza	1977-04-17	UHC-19393-67	4345353258	2480 Canyon Rd, Denver, CO, 80237	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-116609	ENR	Janet J Young	1976-05-24	UHC-69097-81	2425705194	3328 Oak St, Nashville, TN, 37280	0.36	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-426103	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.36	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133904	ENR	Julie Moore	2003-01-20	UHC-75274-21	2067241656	4949 Sage Ct, Houston, TX, 77072	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103351	ENR	Christopher Y Perry	1981-12-03	UHC-95693-07	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-136124	ENR	Aisha Webb	1997-12-01	UHC-57903-45	9848755549	389 Oak St Apt 25, Mesa, AZ	0.36	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-124798	ENR	Walter Robertson	1981-06-24	UHC-87465-35	4146738052	7128 Lake View Rd, Austin, TX, 78780	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-125930	ENR	Shirley H Fuller	1949-12-03	UHC-13808-10	7165413300	2023 Highland Ave, Fresno, CA, 93748	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-131802	ENR	Aaorn Burke	1952-11-24	UHC-86182-95	2014394040	2109 Central Ave, Jacksonville, FL, 32203	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-407576	CLM	Jack Robertson	1971-02-17	UHC-88651-91	—	883 Ocean Ave # 406, Tucson, AZ, 85755	0.36	Name split from “Last, First”Phone missing area code Member ID reformatted Unit split from street+4 more
ENR-139974	ENR	Sam O Martin	1972-01-26	UHC-34323-72	7975207379	9645 Apache Blvd # 211, Fresno, CA	0.36	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-112615	ENR	HaroldJunk	1940-11-11	UHC-33464-88	—	1481 Hillcrest Rd, Gilbert, AZ, 85238	0.36	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-109247	ENR	Fatima M Dean	1946-12-05	UHC-14248-16	—	3979 Union St, Denver, CO, 80266	0.36	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-24917	PRV	Ahmed Fisher	1986-05-01	UHC-68058-04	5053056699	44 Elm St, Seattle, WA, 98149	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-101305	ENR	Teresa Carr	1996-07-04	UHC-74109-33	7252133613	1962 Palm Dr, Dallas, TX, 75236	0.36	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-112114	ENR	Camila F Peterson	1993-05-18	UHC-03136-61	9706356329	8687 Forest Ave # 503, Atlanta, GA, 30354	0.36	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
CLM-410842	CLM	Ann Rios	—	UHC-55469-74	9004213373	6732 Valley View Dr # 284, Eden Prairie, MN, 55331	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Unit split from street+3 more
ENR-115518	ENR	Roger W Pena	1996-06-25	UHC-93843-32	2015980107	207 Cedar Ln, Fresno, CA	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-115519	ENR	Roger W Pena	1996-06-25	UHC-93843-32	2015980107	207 Cedar Ln, Fresno, CA	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-121158	ENR	Alan Marquez	2002-02-16	UHC-88620-29	3713365295	2304 Central Ave Apt 25, Fresno, CA, 93742	0.38	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102828	ENR	Santiago W Aguilar	1946-01-13	UHC-56097-85	—	7366 Sunset Blvd, Charlotte, NC, 28219	0.38	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Member ID reformatted+3 more
ENR-102807	ENR	Julie Hansen	—	UHC-11629-44	4145977826	667 Oak St, Eden Prairie, MN, 55336	0.38	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402079	CLM	Carlos Lawrence	—	UHC-66269-80	5612407521	6107 Mountain View Dr, Phoenix, AZ, 85015	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-402080	CLM	Carlos Lawrence	—	UHC-66269-80	5612407521	6107 Mountain View Dr, Phoenix, AZ, 85015	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
PRV-29215	PRV	Roger Reid	1961-06-04	UHC-97347-56	3157127510	6939 Broadway, Minneapolis, MN, 55480	0.38	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-101413	ENR	Brenda Weber	1997-05-22	UHC-07263-31	8328517824	5937 Desert Sky Blvd, Miami, FL	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-26787	PRV	Wayne Watkins	1997-09-27	UHC-85364-47	3693959993	2153 Ocean Ave # 670, Seattle, WA, 98130	0.38	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-143087	ENR	Virginia Guerrero	1939-07-02	UHC-49764-58	—	7836 Ocean Ave, Miami, FL	0.38	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-416908	CLM	Mariana Montgomery	1976-07-26	UHC-28635-58	—	2287 Main St # 803, Las Vegas, NV, 89188	0.38	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408131	CLM	Isabella Stephens	—	UHC-87565-33	—	7416 Lincoln Way, Gilbert, AZ, 85296	0.38	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-110536	ENR	Evelyn Griffin	—	UHC-10238-52	9017996349	5030 Market St Apt 32, Columbus, OH, 43269	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+3 more

7,723 rows, page 3 of 155Previous Next