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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114396	ENR	Janice O Holmes	1981-12-11	UHC-67731-09	8938854425	638 Elm St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134012	ENR	Anna G Hart	1988-05-13	UHC-08766-79	4213793374	8807 Mesa Dr, San Antonio, TX, 78253	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139824	ENR	Diego H Contreras	1948-02-23	UHC-46032-06	5944815555	2310 Forest Ave, Eden Prairie, MN, 55360	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137218	ENR	Raymond T Gzman	1991-02-02	UHC-14684-42	3606511435	2259 Union St, Seattle, WA, 98173	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130335	ENR	Jennifer U Weaver	1966-01-21	UHC-23136-26	5179445337	8978 Oak St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-111081	ENR	Anthony E Henderson	1989-01-09	UHC-92935-47	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107703	ENR	Mgan N Wilson	1938-09-13	UHC-23279-44	5693176233	9365 Jefferson Ave, Gilbert, AZ, 85278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123288	ENR	Wei G Harris	1954-03-16	UHC-52056-94	5394748760	5028 Ridge Rd, Columbus, OH, 43212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120463	ENR	Jaon W Riios	2008-12-12	UHC-15718-04	2185854793	3062 Grand Ave, Chandler, AZ, 85216	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103883	ENR	Gary B Barnes	1956-08-21	UHC-36095-57	6057612471	4992 Ridge Rd, Mesa, AZ, 85265	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103900	ENR	Samuel Ortiz	1965-08-20	UHC-34784-08	2657097942	5149 Jefferson Ave, Fresno, CA, 93785	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135693	ENR	Joe Rose	1951-06-22	UHC-91305-46	9475084966	9445 Hillcrest Rd, Plano, TX, 75063	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141092	ENR	Sarah Turner	1985-04-22	UHC-91678-08	7919348761	2910 Valley View Dr # 747, Columbus, OH, 43220	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115668	ENR	Jean P Parker	1969-10-17	UHC-94740-71	7234586722	1308 Church St, Mesa, AZ, 85274	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112169	ENR	Brian P Contreras	1961-03-10	UHC-53081-01	6579809121	3766 Ridge Rd Apt 30, Houston, TX, 77024	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-140887	ENR	Ahmed J Castro	1947-09-25	UHC-57979-50	5233484164	7417 Park Pl, Tucson, AZ, 85763	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109353	ENR	Mateo Taylor	1978-02-24	UHC-48830-68	8673324034	4707 Church St, Denver, CO, 80203	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124225	ENR	Martha T Castro	1983-04-01	UHC-41311-30	2207065826	5565 Hillcrest Rd, Nashville, TN, 37234	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119014	ENR	Ashley Mejia	1941-02-15	UHC-36724-72	5984304073	1713 Union St, Austin, TX, 78733	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129024	ENR	Jason Espinoza	1941-09-04	UHC-85301-17	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-108038	ENR	Teresa Reid	1988-07-24	UHC-23512-04	6166325139	7882 Market St # 374, Nashville, TN, 37257	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121060	ENR	Austin Stevens	1960-06-14	UHC-43550-76	5567049968	2950 Spring St, Mesa, AZ, 85268	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100221	ENR	Justin D Espinoza	1972-09-14	UHC-99989-03	4798731607	2598 Elm St, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119473	ENR	William Nelson	1969-02-23	UHC-40816-54	4174585752	3672 Main St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132485	ENR	Valentina L Roberts	1942-02-27	UHC-23942-76	3484015934	3276 Highland Ave, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110532	ENR	Brian C Schmidt	1958-10-15	—	5882885313	1569 Sunset Blvd, Tempe, AZ, 85296	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-138645	ENR	Richard Q Wheeler	1945-09-02	UHC-39801-46	8679540304	4484 Valley View Dr, Charlotte, NC, 28216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127942	ENR	Vincent Diaz	1958-10-01	UHC-09083-91	3337818612	8104 Lincoln Way # 427, Seattle, WA, 98147	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-113158	ENR	Larry B Ford	1953-07-21	UHC-19018-05	6637965103	5272 Maple Ave, Tempe, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128931	ENR	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
ENR-132200	ENR	Emma Carter	1944-09-24	UHC-03566-32	8224416865	2297 Elm St, San Diego, CA, 92117	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129720	ENR	Heather P Cook	1973-01-10	UHC-56657-20	2199415062	6040 Mountain View Dr, Tampa, FL, 33672	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131846	ENR	Joe Bishop	1988-10-18	UHC-08767-48	5279154620	6422 Harbor Blvd, Nashville, TN, 37273	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102143	ENR	Nicholas Long	2005-07-10	UHC-15445-08	2514724615	8095 Main St, Orlando, FL, 32801	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106875	ENR	Danielle Silva	1965-11-19	UHC-68389-91	3924190147	1052 Jefferson Ave, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106311	ENR	Ann Castro	1960-02-13	UHC-12437-59	3968111393	8739 Sunset Blvd # 811, Columbus, OH, 43215	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133645	ENR	Willie Richardson	1974-11-11	UHC-00108-35	6152421262	1339 Cedar Ln, Austin, TX, 78703	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108093	ENR	Carol J Allen	1949-11-14	UHC-29947-52	5098935303	6323 Elm St, Mesa, AZ, 85257	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-106406	ENR	Julia G Gardner	1971-04-02	UHC-75422-85	7507552172	4318 Park Pl, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112687	ENR	George D Hernandez	1951-04-18	UHC-03121-86	5543491226	5190 Hillcrest Rd # 802, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-142113	ENR	Wliliam J Jordan	1990-02-22	UHC-70177-71	8013680090	1244 River Rd, Glendale, AZ, 85329	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142114	ENR	Wliliam J Jordan	1990-02-22	UHC-70177-71	8013680090	1244 River Rd, Glendale, AZ, 85329	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122816	ENR	Alexis J West	1996-10-23	UHC-01606-34	3866129530	5812 Church St, Dallas, TX, 75264	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-103078	ENR	Bernda G Le	1970-07-25	UHC-89078-75	3026335575	4818 Ocean Ave, Fresno, CA, 93785	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125695	ENR	Bradley J Santos	—	UHC-59865-84	3624043138	8363 Sage Ct, Phoenix, AZ, 85079	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-107189	ENR	Betty B Rojas	1989-12-03	UHC-73203-96	6133597190	8374 Grand Ave, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135705	ENR	Kim Luacs	1954-06-01	—	2512450596	3323 Bayshore Dr # 545, Tucson, AZ, 85737	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102550	ENR	Lucia B Vargas	1975-11-13	UHC-57841-42	5897625824	4762 Lake View Rd, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109425	ENR	Frank L Cartar	1989-09-19	UHC-96878-77	6873963969	8971 Market St, Tempe, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130420	ENR	Raymond I Snyder	1975-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more

28,181 rows, page 91 of 564Previous Next