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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115328	ENR	Anna I Dominguez	1988-01-08	UHC-48356-13	7637036214	1499 Indian School Rd, Seattle, WA, 98150	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126640	ENR	Diane I Ray	1967-12-16	UHC-21870-71	4374194994	5152 Forest Ave, Mesa, AZ, 85261	0.64	Name split from “Last, First”Phone reformatted SSN last four extracted Plan code upper-cased+2 more
ENR-134830	ENR	Julie Hughes	1979-02-24	UHC-21646-21	6147008135	3488 Grand Ave, Minneapolis, MN, 55427	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114627	ENR	Hughes Nicole	2001-10-12	UHC-13273-39	4305770794	5263 Willow Ct, Columbus, OH, 43271	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142903	ENR	Lauuren Harrison	1943-08-27	UHC-14437-61	8755858718	1789 Broadway, San Diego, CA, 92185	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-131627	ENR	Gerald Obrien	1977-03-10	UHC-71049-32	3527023449	4101 Sage Ct, Dallas, TX	0.64	Name split from “Last, First”Name re-cased Phone reformatted ZIP missing+2 more
ENR-131809	ENR	Wei B Vazquez	2006-01-12	UHC-51207-32	5803674684	2703 River Rd, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126108	ENR	Patrick M Fowler	1960-10-11	UHC-61685-33	—	7433 Jefferson Ave, Gilbert, AZ, 85226	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
ENR-129872	ENR	Dylan Z Perry	1956-03-25	UHC-04097-97	8559664614	1210 Canyon Rd, Mesa, AZ	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
ENR-111615	ENR	Jim Park	2008-04-11	UHC-67554-44	8294995123	5255 Church St, Seattle, WA, 98113	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-105707	ENR	Albert Fisher	1950-05-12	UHC-82134-65	2752288070	9029 River Rd, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-119180	ENR	Tony W Moreno	1984-10-27	UHC-98306-16	8075901776	8852 Mountain View Dr, Glendale, AZ, 85305	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-138460	ENR	Mary Baker	1975-09-19	UHC-44395-57	4565386532	5840 Desert Sky Blvd, San Diego, CA, 92117	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
ENR-100850	ENR	Stephen Ramirez	2005-10-17	UHC-34622-69	7649540080	4006 Maple Ave Apt 37, Mesa, AZ, 85233	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-131344	ENR	Isabella I Edwars	1948-09-23	UHC-90465-53	8766377116	2003 Washington St, Tucson, AZ, 85704	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101841	ENR	Bian Cox	1980-04-19	UHC-39816-02	6603399913	4972 Washington St, Eden Prairie, MN, 55352	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106330	ENR	Albert Espinoza	1962-06-23	UHC-35488-03	—	2343 Central Ave, Plano, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-109243	ENR	Mei H Garza	1963-11-28	UHC-51081-72	2756507022	9484 Indian School Rd, Tucson, AZ, 85707	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138944	ENR	Roger Greene	1994-06-19	UHC-35717-11	9328488808	1194 Central Ave, Seattle, WA, 98114	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138945	ENR	Roger Greene	1994-06-19	UHC-35717-11	9328488808	1194 Central Ave, Seattle, WA, 98114	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137526	ENR	Ben Hcks	1968-09-17	UHC-96945-10	9892746054	3782 Jefferson Ave, Tucson, AZ, 85701	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113048	ENR	Cerol Espinoza	1962-03-19	UHC-61680-94	8758316544	5277 Mesa Dr, Mesa, AZ, 85205	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131962	ENR	Alexander Y Meyer	1985-05-24	UHC-60817-83	9144369142	6475 Main St, Glendale, AZ, 85327	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138386	ENR	Mei U Miller	1981-04-16	UHC-86504-87	8232901643	8901 Indian School Rd, Austin, TX, 78766	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-117460	ENR	—Junk	1950-04-26	UHC-72427-35	4664492461	6655 Elm St, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-101391	ENR	Eric W Jimenez	1953-12-02	UHC-94818-41	8338855143	3062 Meadow Ln, Chandler, AZ, 85250	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-136483	ENR	Logan V Patterson	1962-09-14	UHC-77830-85	5196254018	9384 Lincoln Way, Minneapolis, MN, 55467	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-100080	ENR	Andrea V Murphy	1945-01-09	UHC-07528-87	—	4717 Grand Ave, Austin, TX, 78760	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-110263	ENR	Amy W Park	1981-06-17	UHC-81057-31	3426406071	7336 Camelback Rd Apt 11, Fresno, CA, 93761	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-132409	ENR	Justin HJunk	1988-03-01	UHC-82612-26	3783913676	2293 Union St, Denver, CO, 80284	0.64	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-112190	ENR	Andy Salazar	1982-11-12	UHC-40525-97	7804750049	1044 Oak St, Scottsdale, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-139634	ENR	Evvelyn Kim	1991-05-18	UHC-97183-17	8627110973	3615 Palm Dr, Seattle, WA, 98117	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-110172	ENR	Danielle Z Miller	1945-09-18	UHC-41004-63	9543831384	5520 Lake View Rd, Los Angeles, CA, 90079	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128554	ENR	Teresa D Simpson	1957-04-18	UHC-58968-10	—	1259 Mountain View Dr, Orlando, FL, 32820	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-129235	ENR	Martha Duncan	1975-04-24	UHC-83149-68	9658702824	7161 Hillcrest Rd, San Diego, CA, 92135	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126170	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.66	Name split from “Last, First”Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-135615	ENR	Santiago K James	1987-01-01	UHC-85908-77	2277937880	5581 Sunset Blvd, Minneapolis, MN, 55473	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139906	ENR	John Vasquez	1944-12-20	UHC-97590-15	5049181456	8951 Washington St, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104469	ENR	Stephen W Lucas	1973-09-09	UHC-63783-73	8466465555	3539 Grand Ave, Minneapolis, MN, 55494	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-127181	ENR	Brian S Parker	1976-11-10	UHC-72365-12	—	6467 Camelback Rd, Plano, TX, 75098	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-103480	ENR	Jordan T McDonald	2006-11-16	UHC-22206-80	3655266403	8883 Spring St Apt 18, Jacksonville, FL, 32224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124642	ENR	Arthur Berrry	1956-05-15	UHC-33176-25	9887034935	8371 Sage Ct Apt 9, Charlotte, NC, 28200	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126406	ENR	Kayla I Cole	—	UHC-96523-84	6929889149	1075 Sunset Blvd, San Antonio, TX, 78248	0.66	Date of birth missing Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-104347	ENR	Mateo Cooper	1992-07-07	UHC-54482-85	8504563929	3037 Baseline Rd, Mesa, AZ, 85211	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-127799	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-108365	ENR	Virginia G Graham	1943-12-05	UHC-43956-72	2746209937	4639 Palm Dr, San Diego, CA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-134130	ENR	Charles N Tucker	1961-02-23	UHC-91411-90	2409215406	6126 Indian School Rd, Mesa, AZ, 85219	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108370	ENR	Ajun Contreras	1953-10-11	UHC-84795-06	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
ENR-104189	ENR	Gabriel Welch	1959-07-06	UHC-11795-17	4316963094	9743 River Rd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-135728	ENR	Charlotte Q Sullivan	1954-08-24	UHC-97098-75	9856593353	1460 Willow Ct, Austin, TX, 78770	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

2,126 rows, page 17 of 43Previous Next