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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121058	ENR	Arthur R Jones	1952-10-25	UHC-47132-05	6917133101	6332 Camelback Rd, Tucson, AZ, 85705	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110142	ENR	Raymond Banks	2004-07-09	UHC-53680-51	8823434683	2102 Central Ave # 626, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142910	ENR	Douglas Berry	1969-10-11	UHC-83888-39	8863284662	1607 Lake View Rd, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
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-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-100504	ENR	Grace Soot	1946-03-03	UHC-54130-50	4238927617	4634 Forest Ave, Orlando, FL, 32819	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+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-140022	ENR	Ray Peters	1972-08-03	UHC-72190-33	—	2221 Lake View Rd, Austin, TX, 78732	0.62	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+3 more
ENR-112102	ENR	Santiago Ris	2000-12-27	UHC-32377-67	2939297477	337 Elm St Apt 2, Glendale, AZ, 85324	0.62	Name re-cased Date of birth reformatted Unit split from street 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-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-126869	ENR	Arjun F Lawrence	1984-05-05	UHC-29118-42	—	6371 Sage Ct, San Antonio, TX, 78294	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-121099	ENR	Cheril I Rose	1998-08-22	UHC-60983-94	—	1514 Church St, Houston, TX, 77017	0.62	Name re-cased Date of birth 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-100404	ENR	Walter E Coleman	2005-01-12	UHC-49325-18	—	4570 Ocean Ave, Austin, TX, 78786	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+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-142359	ENR	Rachel Wallace	1996-08-06	UHC-99092-84	—	1465 Camelback Rd, Minneapolis, MN, 55450	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-127707	ENR	Madison I Fisher	1940-11-14	UHC-88122-62	—	2191 River Rd, Tampa, FL, 33675	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-121475	ENR	Hiroshi Z Sanchez	1999-06-15	UHC-87722-88	—	5705 Union St, Sacramento, CA, 95809	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+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-107228	ENR	Sophia Green	1975-07-06	UHC-94628-79	8815992347	2872 Forest Ave, Las Vegas, NV	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-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-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-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-136033	ENR	Mari Y Wright	1998-06-04	UHC-40044-28	9837622881	1445 Baseline Rd, Austin, TX, 78790	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+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-130142	ENR	Mason L Esspinoza	1994-02-10	UHC-05793-04	—	8800 Sage Ct, Eden Prairie, MN, 55358	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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-122917	ENR	Bradley Y Ramirez	2001-02-14	UHC-95752-20	9478906192	1256 Canyon Rd Apt 7, Mesa, AZ, 85261	0.62	Name re-cased Member ID reformatted Unit split from street 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
ENR-136503	ENR	Carol E Stevens	1947-08-14	UHC-99194-43	7813958341	5527 Highland Ave, Eden Prairie, MN, 55321	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104705	ENR	Jeffrey B Butler	1961-04-09	UHC-23786-41	5206609486	689 Church St, Fresno, CA, 93765	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134054	ENR	David Powell	1977-12-09	UHC-52885-07	2035583675	2066 Palm Dr, Miami, FL, 33177	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128075	ENR	Marilyn E Herrera	1950-01-20	UHC-81602-27	3685467433	7170 Meadow Ln, Plano, TX, 75060	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100595	ENR	Shirley B Ray	1966-11-12	UHC-66697-86	—	1778 Cedar Ln # 406, Glendale, AZ, 85383	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-100594	ENR	Shirley B Ray	1966-11-12	UHC-66697-86	—	1778 Cedar Ln # 406, Glendale, AZ, 85383	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-130467	ENR	Justin Tucker	1968-12-26	UHC-61253-61	6603413357	7759 Forest Ave, Denver, CO, 80231	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

17,310 rows, page 53 of 347Previous Next