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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102186	ENR	Christina Garza	2006-12-07	UHC-41809-13	7303618559	6305 Harbor Blvd, Glendale, AZ, 85362	0.54	Two-digit birth year Street suffix standardised Address re-cased 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
ENR-107353	ENR	Vargas A Mark	1982-06-13	UHC-25967-45	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
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-124583	ENR	Jeffrey Moore	1985-05-28	UHC-66663-74	—	7212 Oak St, Miami, FL, 33171	0.56	Phone missing area code ZIP+4 trimmed Gender normalised Placeholder values cleared
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-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-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
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-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-113703	ENR	Jerry Woods	1995-08-03	UHC-83700-12	—	3422 Oak St, Jacksonville, FL, 32280	0.56	Name split from “Last, First”SSN last four extracted State name converted to code Placeholder values cleared
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-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-122680	ENR	George A Webb	1956-10-25	UHC-92154-97	4089673281	8325 Park Pl, Dallas, TX, 75200	0.56	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-104548	ENR	Vincent Bell	1981-05-27	UHC-76478-57	9532051986	6419 Lake View Rd, Seattle, WA, 98163	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-109954	ENR	Joe G Cole	1985-08-07	UHC-46172-66	4989124773	7865 Maple Ave Apt 35, Gilbert, AZ, 85294	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-101995	ENR	Glorai I Perry	1954-11-27	UHC-93729-34	6383412876	4828 Apache Blvd, Tampa, FL, 33603	0.56	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-139714	ENR	Albert I Lynch	—	UHC-43210-65	—	3732 Sage Ct, Denver, CO, 80275	0.56	Date of birth unreadable State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-116390	ENR	Denise Daniels	1958-09-09	UHC-62235-28	—	6821 Meadow Ln, Dallas, TX, 75235	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
ENR-116154	ENR	James E Watkins	—	UHC-32087-19	5792920257	4317 Union St, Tucson, AZ	0.56	Date of birth missing State name converted to code ZIP missing Placeholder values cleared
ENR-112600	ENR	Andrew L Bennett	1959-07-03	UHC-25240-08	3412037316	7139 Grand Ave, Denver, CO	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-109937	ENR	Alice I Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd, Tampa, FL, 33640	0.56	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-109938	ENR	Alice I Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd, Tampa, FL, 33640	0.56	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-140374	ENR	Grace Myers	1966-04-16	UHC-71788-53	4392750670	2819 Canyon Rd, Eden Prairie, MN, 55353	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-100944	ENR	Ethan Vargas	1950-02-18	UHC-32789-06	—	6425 Highland Ave Apt 3, Phoenix, AZ, 85005	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
ENR-121662	ENR	Judith Obrien	1942-09-19	UHC-60232-99	5109820373	3631 Highland Ave, Tempe, AZ, 85233	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-138297	ENR	Sara Q Gutierrez	1954-04-09	UHC-54998-45	9379277443	8912 Baseline Rd, Orlando, FL	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-136374	ENR	Terry Ellis	—	UHC-09830-87	—	2093 Indian School Rd, Chandler, AZ, 85228	0.56	Date of birth missing Phone missing area code ZIP+4 trimmed Placeholder values cleared
ENR-112531	ENR	Valentina Rios	1989-10-21	UHC-36880-73	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-106371	ENR	Willie H Greene	1988-07-26	UHC-19975-59	5682204172	8894 Union St, Charlotte, NC	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133294	ENR	Jeffrey E Myers	1943-12-10	UHC-57569-28	7898148784	2112 Forest Ave, Tampa, FL, 33669	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-108576	ENR	Abigail Jacckson	1970-06-20	UHC-80175-96	6857451899	2843 Bayshore Dr, Chandler, AZ, 85292	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-127840	ENR	Christian B Buttler	1982-04-27	UHC-45946-22	2716317792	9899 River Rd, Glendale, AZ, 85372	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-112160	ENR	Abigail I Graham	1955-08-18	UHC-59485-94	8056929204	8863 Ocean Ave, Dallas, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115440	ENR	Anna O Edwards	2007-08-12	UHC-96929-21	5888661153	4080 Palm Dr, Tucson, AZ, 85782	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-107952	ENR	Zachary G Morales	1978-06-05	UHC-64775-14	6055927662	2616 Lincoln Way, Seattle, WA, 98123	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-103837	ENR	Rebecca S Warren	1997-04-06	UHC-69309-05	—	7385 Market St, San Diego, CA, 92189	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-120291	ENR	Anglea Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-140682	ENR	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141996	ENR	Dan H Davis	1954-12-06	UHC-79577-81	4957667645	7703 Central Ave, San Diego, CA, 92173	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130063	ENR	Aisha N Miller	1988-01-27	UHC-69383-42	8519861649	4292 Valley View Dr, Jacksonville, FL, 32204	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-123312	ENR	Carlos G Thomas	1955-02-15	UHC-95358-09	5856435143	4110 Camelback Rd Apt 17, Mesa, AZ, 85267	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-133419	ENR	Steven G Spencer	1948-07-11	UHC-81845-88	4979342500	2764 Apache Blvd Apt 31, Tampa, FL, 33685	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-104480	ENR	Martha V Sandoval	1971-07-21	UHC-24262-06	7379957354	2698 Cedar Ln, Gilbert, AZ	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-120378	ENR	Frank J Hamilton	1980-02-22	UHC-91957-14	9309203985	1346 Church St, Seattle, WA, 98184	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141559	ENR	Joe S Chen	1950-06-26	UHC-82668-02	5497188998	6167 Lincoln Way, Mesa, AZ, 85210	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134018	ENR	Ethan Stone	1989-12-27	UHC-37228-60	4862281810	5814 Grand Ave, Fresno, CA, 93776	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141881	ENR	Marilyn R Bradley	1966-09-13	UHC-97072-12	7474024779	901 Forest Ave, Seattle, WA, 98166	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-134067	ENR	Cheryl T Reed	1984-06-12	UHC-67483-06	6153693348	984 Meadow Ln # 979, Nashville, TN, 37207	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more

16,916 rows, page 40 of 339Previous Next