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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140063	ENR	Billy R Andrews	1955-04-07	UHC-79954-12	2518606280	7626 River Rd Apt 19, Columbus, OH	0.06	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-122320	ENR	Melissa M Jones	1991-01-08	UHC-57867-73	7842759318	4590 Mesa Dr # 684, Orlando, FL	0.06	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+7 more
ENR-137840	ENR	Arthur R Johnson	1954-04-15	UHC-46807-70	8954334474	58 Spring St # 837, Houston, TX	0.08	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-119405	ENR	Amber P Meyer	1970-04-13	UHC-41600-72	3285644024	3676 Spring St # 765, Glendale, AZ, 85356	0.08	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-116726	ENR	Diana Jenkins	1950-07-14	UHC-75693-90	8555050494	2055 Hillcrest Rd, Gilbert, AZ	0.08	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-100357	ENR	Mateo T Perez	1987-01-11	UHC-84161-20	2288512438	3898 Palm Dr, Dallas, TX, 75288	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-108630	ENR	Maria Dean	1956-04-23	UHC-74698-76	6763876139	7608 Washington St Apt 1, Seattle, WA	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-133281	ENR	Kimberly H Willis	1992-07-25	UHC-08833-43	2645269645	2559 Palm Dr # 286, Miami, FL	0.10	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-112893	ENR	Jordan Jordan	1940-04-04	UHC-52030-27	—	4162 Desert Sky Blvd # 622, Columbus, OH, 43234	0.10	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-111055	ENR	Randy K Garrett	1948-06-22	—	9764691188	4836 Willow Ct # 850, Phoenix, AZ, 85023	0.10	Name split from “Last, First”Middle initial moved out of first name Phone reformatted SSN last four extracted+5 more
ENR-119911	ENR	Adam K Espinoza	—	UHC-06637-93	4688521356	7933 Sunset Blvd, Phoenix, AZ, 85026	0.18	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+7 more
ENR-112194	ENR	Alan U Lane	1957-12-15	UHC-70794-22	6678340324	5399 Union St Apt 26, Eden Prairie, MN, 55380	0.20	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+6 more
ENR-100640	ENR	Stephanie V Carlson	2004-04-11	UHC-09860-36	4055129777	4973 Ocean Ave, Eden Prairie, MN	0.20	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-103386	ENR	Gregory H Richardson	1960-04-11	UHC-32697-71	2909667947	1687 Palm Dr Apt 34, Dallas, TX, 75271	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-131882	ENR	Amanda Morgan	—	UHC-66379-93	5745696902	3949 Jefferson Ave, Miami, FL, 33179	0.20	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+6 more
ENR-113612	ENR	Heather T Powell	1976-04-09	UHC-93409-15	6565984051	1816 Spring St # 128, Atlanta, GA	0.20	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-140634	ENR	Deborah B Hughes	1956-01-10	UHC-56499-04	8689929527	7923 Lake View Rd # 360, San Antonio, TX, 78224	0.20	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-108536	ENR	Joe G Wong	1984-10-19	UHC-70034-25	4669484278	7380 Bayshore Dr, Sacramento, CA, 95806	0.20	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-135108	ENR	Angela O Martinez	1999-10-19	UHC-65881-79	6313887471	8789 Indian School Rd # 632, Tempe, AZ, 85294	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-123658	ENR	Ken Fowler	1989-05-09	UHC-79833-73	6302317839	821 Bayshore Dr, Seattle, WA	0.20	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-133309	ENR	Rob O Bradley	1991-11-22	UHC-05439-11	5582033873	3306 Willow Ct Apt 21, Phoenix, AZ	0.20	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+6 more
ENR-105494	ENR	Kevin T Nelsson	1946-03-21	UHC-81221-67	2538063119	739 Washington St, Denver, CO, 80228	0.20	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+6 more
ENR-142191	ENR	George A Wright	1990-07-07	UHC-50766-06	3342029082	7932 Camelback Rd # 949, Miami, FL, 33178	0.20	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-120779	ENR	Doris Hunter	1972-11-04	UHC-71005-52	—	8898 Cedar Ln Apt 5, Atlanta, GA	0.20	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+6 more
ENR-121816	ENR	Gloria L Jenkins	1969-01-04	UHC-95347-85	—	7685 Church St, Houston, TX	0.22	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-124503	ENR	Cynthia Allen	—	UHC-40368-02	6302111076	9695 Sunset Blvd # 892, Eden Prairie, MN, 55397	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-131718	ENR	Scott N Anderson	1987-07-26	UHC-38641-40	—	4712 Hillcrest Rd Apt 1, Glendale, AZ	0.22	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+5 more
ENR-121353	ENR	Randy Valdez	—	UHC-41794-23	3289551444	3970 Desert Sky Blvd, Austin, TX, 78744	0.22	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-105878	ENR	Sandra Dion	1944-11-07	UHC-26166-24	8144795431	282 Willow Ct, Scottsdale, AZ, 85244	0.22	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108109	ENR	Nicole H Walker	1973-11-07	UHC-98415-20	8777034317	1256 Indian School Rd # 357, Austin, TX, 78715	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Unit split from street+5 more
ENR-129556	ENR	Margaret C Padilla	1959-08-02	UHC-17002-98	5472604197	9577 Broadway, Chandler, AZ, 85276	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+5 more
ENR-117221	ENR	Sophia H Ferguson	—	UHC-38535-74	6188715819	5698 Baseline Rd # 435, San Antonio, TX, 78225	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+5 more
ENR-124620	ENR	Michelle J Carpenter	—	UHC-19794-40	4466247822	1416 Spring St, Scottsdale, AZ, 85215	0.22	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
ENR-141200	ENR	Denny E Nelson	1961-03-27	UHC-29756-86	4592318902	4709 Ridge Rd, Tampa, FL	0.22	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-127184	ENR	Madison Z Daniels	—	UHC-22765-24	9375241910	5065 Desert Sky Blvd, Mesa, AZ	0.22	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-110882	ENR	Joan E Hughes	1989-03-07	UHC-74801-99	8585875770	5017 Bayshore Dr # 514, Glendale, AZ, 85364	0.22	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-122026	ENR	Adam Gray	1986-09-23	UHC-01432-91	9278302313	6378 Hillcrest Rd Apt 22, Plano, TX, 75077	0.22	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-115195	ENR	Heather W Harvey	1983-09-01	UHC-60272-33	6914808544	3733 Union St # 506, Seattle, WA, 98188	0.22	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-139625	ENR	Austin Singh	1955-12-07	UHC-58954-14	8804436920	8652 Indian School Rd, Phoenix, AZ	0.22	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104447	ENR	Jessica Bennett	1957-09-24	—	4998457419	41 Indian School Rd # 527, Mesa, AZ, 85227	0.22	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-127117	ENR	Logan E Dominguez	1955-08-15	UHC-56133-86	2712191081	7287 Pine Dr, Gilbert, AZ	0.22	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-106645	ENR	Alexander Cole	2004-02-08	UHC-38244-37	—	2461 Park Pl # 260, Las Vegas, NV	0.22	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+5 more
ENR-107235	ENR	Barbara M Morrison	—	UHC-50934-44	2536635827	8780 Sage Ct, Eden Prairie, MN, 55342	0.22	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
ENR-129211	ENR	Dorothy P Kennedy	2007-11-23	UHC-82927-77	—	5085 Willow Ct, Phoenix, AZ, 85042	0.22	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-107622	ENR	Jake J Reed	1945-12-18	UHC-01120-63	—	9349 Meadow Ln # 132, Columbus, OH, 43261	0.22	Middle initial moved out of first name Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-100512	ENR	Alan N Richards	—	UHC-85240-22	—	7100 Spring St, Houston, TX, 77031	0.22	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+5 more
ENR-114588	ENR	Nancy X Evans	1955-07-19	UHC-89861-37	8429234003	7985 Market St, Dallas, TX, 75283	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-118175	ENR	Mason Vasquez	1967-05-27	UHC-71588-63	6416859176	3053 Central Ave # 496, Los Angeles, CA, 90066	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-102425	ENR	Mike F Harrison	1939-02-25	UHC-19556-29	2267729842	935 Main St # 964, Los Angeles, CA	0.24	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-133717	ENR	Jonathan M Reed	2006-09-05	UHC-76563-94	—	1453 Valley View Dr, Dallas, TX, 75208	0.24	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+4 more

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