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-116259	ENR	Janice T Hanson	1966-12-14	UHC-80875-48	8507143700	5303 Willow Ct, Tempe, AZ, 85271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141845	ENR	Wayne V Dean	1988-12-23	UHC-74792-22	9394366445	5386 Church St, Plano, TX, 75056	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134677	ENR	Scott Garcia	1938-10-27	UHC-93685-32	—	5651 Market St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109541	ENR	Lisa J Bryant	1997-02-06	UHC-10875-81	9268184628	5893 Meadow Ln, Nashville, TN, 37224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103912	ENR	Santiago U Montgomery	1957-05-16	UHC-14592-19	5512532287	6139 Sunset Blvd, Plano, TX, 75047	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114866	ENR	Maria Y Sngh	1987-02-18	UHC-25269-47	4212876631	3060 Lincoln Way, Austin, TX, 78790	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135516	ENR	Anna P Ortiz	1950-04-27	UHC-17770-72	4955288843	7138 Forest Ave, Jacksonville, FL, 32293	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121898	ENR	Valentina Y Johnson	1952-12-16	UHC-30272-86	7883367091	9880 Canyon Rd, San Diego, CA, 92191	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-105955	ENR	Torres Janet	1984-02-13	UHC-48740-56	5929955683	4107 Bayshore Dr, Phoenix, AZ, 85014	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-115160	ENR	Kimberly T Berry	1983-04-14	UHC-52540-52	6779848631	8813 Apache Blvd, Mesa, AZ, 85226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127921	ENR	Rebecca Park	1981-01-12	UHC-63041-07	5574085092	119 Market St, Fresno, CA, 93758	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111261	ENR	Anna Mason	1996-04-17	UHC-83078-50	2546820406	5640 Harbor Blvd, Tucson, AZ, 85781	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124340	ENR	Bruce R Sanchez	1958-03-21	UHC-55488-72	7244931820	2162 Hillcrest Rd, Sacramento, CA, 95843	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120095	ENR	Jeremy X Vegga	1977-08-14	UHC-89426-04	—	3125 Sunset Blvd, Denver, CO, 80214	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
ENR-112707	ENR	Bishop Kathleen	1956-12-25	UHC-56849-46	4532993828	9143 Grand Ave, San Antonio, TX, 78206	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105710	ENR	Mariana S Delgado	1989-10-06	UHC-41386-07	8826588091	516 Maple Ave, Orlando, FL, 32818	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121998	ENR	Omar Hicks	1993-06-28	UHC-71644-16	9682023886	1129 Indian School Rd, Glendale, AZ, 85347	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109386	ENR	Helen N Kelley	1996-05-12	UHC-08411-81	7704623558	9444 Valley View Dr, Columbus, OH, 43248	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109130	ENR	Dennis Stephens	1971-12-20	UHC-47797-27	2939222173	1079 Indian School Rd, Glendale, AZ, 85337	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116040	ENR	Reynolds Christian	1969-06-13	UHC-89526-48	8917377096	1150 Meadow Ln, Plano, TX, 75080	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120942	ENR	Virginia Bennett	2007-07-09	UHC-85901-18	3779212384	3368 Lincoln Way, San Antonio, TX, 78246	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142968	ENR	Linda Bishop	1943-05-16	UHC-76949-11	4547007895	1478 Maple Ave, Jacksonville, FL, 32238	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132297	ENR	Elizabeth Johnson	1956-08-09	UHC-09419-50	7193118670	6599 River Rd, Phoenix, AZ, 85020	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-127458	ENR	Samantha S Jones	1956-09-12	UHC-43746-71	4175954313	8027 Union St, Tucson, AZ, 85787	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118916	ENR	Denise N Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137350	ENR	Gary S Watkins	1952-02-13	UHC-53844-08	6104923695	1472 Union St, San Diego, CA, 92107	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141453	ENR	Juan C Obrien	2008-07-20	UHC-63527-62	4288045490	1923 Elm St, Los Angeles, CA, 90045	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130929	ENR	Eugene A Morales	1976-03-11	UHC-18419-70	—	7390 Bayshore Dr, Austin, TX, 78766	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140516	ENR	Gonzalez Katherine	1958-10-26	—	—	3627 Highland Ave, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138864	ENR	Kevin H Romero	2005-01-10	UHC-28011-67	5086187276	6858 Lake View Rd, Fresno, CA, 93706	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108707	ENR	Jean I Brown	1938-02-24	UHC-02515-86	8969464597	9596 Lake View Rd, Glendale, AZ, 85354	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130592	ENR	Virginia Guerrero	1945-06-21	UHC-61356-39	5128171485	6889 Oak St, Gilbert, AZ, 85265	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-142491	ENR	Amy L Sanchez	1972-07-02	UHC-63205-92	4658717286	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-133346	ENR	Kathleen Jordan	1993-05-20	UHC-29134-81	4562653540	5168 River Rd, Houston, TX, 77026	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125134	ENR	Nathan Patterson	2007-05-04	UHC-25197-71	2359977325	1020 Central Ave, Los Angeles, CA, 90095	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130996	ENR	Kathryn L Schmidt	1992-04-13	UHC-54467-52	8232869894	6379 Main St, Phoenix, AZ, 85000	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111762	ENR	Kevin Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-118454	ENR	Kayla P Patel	1964-09-08	UHC-00656-58	4189011716	4595 Bayshore Dr, Tampa, FL, 33672	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-101295	ENR	Amber N Greene	1942-05-19	UHC-79174-43	2484631948	7738 Market St, Denver, CO, 80286	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114256	ENR	Hiroshi R Elliott	1970-05-26	UHC-09860-18	2019379785	9492 Maple Ave, Chandler, AZ, 85239	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128374	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128375	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114519	ENR	Ana H Delgado	1953-02-25	UHC-67015-12	5876338278	1797 Oak St, Las Vegas, NV, 89167	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-123003	ENR	Christopher E Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ, 85226	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100906	ENR	Melissa H Espinoza	1953-11-24	—	6583065744	7482 Mesa Dr, Glendale, AZ, 85307	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-104646	ENR	Dennis H Larson	1965-09-05	UHC-54035-72	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129591	ENR	George Z Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.62	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+3 more
ENR-122565	ENR	Douglas M Warren	1991-06-26	UHC-26450-16	—	3878 Ridge Rd, Fresno, CA, 93763	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119392	ENR	Badley P Romero	1985-08-13	UHC-50584-68	4967671528	4722 Harbor Blvd, Minneapolis, MN, 55495	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113946	ENR	Adam Gonzales	1951-10-22	UHC-93372-22	3228815170	9870 Forest Ave, San Diego, CA, 92135	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

7,326 rows, page 59 of 147Previous Next