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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127685	ENR	Heaher T Knight	1968-11-05	UHC-24200-09	9456057839	1067 Sunset Blvd, Phoenix, AZ, 85007	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-127684	ENR	Heaher T Knight	1968-11-05	UHC-24200-09	9456057839	1067 Sunset Blvd, Phoenix, AZ, 85007	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-124894	ENR	Willie O Cruz	1971-07-16	UHC-94163-61	3236039794	—	0.62	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-136001	ENR	Marilyn T Banks	1979-08-12	UHC-52334-80	7796295501	8798 Church St, Dallas, TX, 75210	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107433	ENR	Niole F Hall	1980-02-28	UHC-51352-25	7413068541	7074 Desert Sky Blvd, Seattle, WA, 98120	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-135609	ENR	Evelyn X Garza	2000-07-13	UHC-78260-67	7579996738	7059 Sage Ct, Columbus, OH, 43272	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-112365	ENR	Stephen M Fowler	2001-09-27	UHC-96013-13	6007978481	9290 Forest Ave, Chandler, AZ, 85277	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116425	ENR	Gabriel W Le	1986-11-28	UHC-99666-22	5864535309	5762 Washington St, Los Angeles, CA, 90093	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137172	ENR	Fatima G Pena	2003-02-23	UHC-87570-72	6183729935	6951 Washington St, Charlotte, NC, 28285	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-123112	ENR	Alexis J Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-122398	ENR	Joyce G Price	1964-01-27	UHC-38772-61	3709602343	3725 Jefferson Ave, Columbus, OH, 43281	0.62	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+3 more
ENR-112792	ENR	Dvaid C King	1939-03-05	UHC-67658-10	6575108015	3308 Elm St, Columbus, OH, 43260	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-123395	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	4726 Valley View Dr, Orlando, FL, 32877	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-111551	ENR	Willie F Wood	1977-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-141704	ENR	Paul B Spencer	1995-07-01	UHC-67711-94	4652853630	2559 Desert Sky Blvd, Tempe, AZ, 85244	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-128181	ENR	Dylan T Hansen	1994-07-05	UHC-01817-18	—	4500 River Rd, Plano, TX, 75054	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-109001	ENR	Emily S Carlson	1981-03-26	UHC-28564-35	6585376021	5795 River Rd, Houston, TX, 77013	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114601	ENR	Nicole B Hansen	1981-10-08	UHC-45002-08	4084089284	8866 Baseline Rd, Minneapolis, MN, 55463	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-139425	ENR	Laura G Thomposn	1974-11-15	UHC-51193-39	2049200384	2287 Church St, Orlando, FL, 32816	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124423	ENR	Eric U Bailey	1989-07-10	UHC-12608-31	6162170791	9184 Highland Ave, Tampa, FL, 33676	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-119856	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA, 93772	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-118123	ENR	Karen F Wong	2001-09-25	UHC-75927-48	5548531415	6744 Union St, Tempe, AZ, 85263	0.62	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114233	ENR	Carolyn H Wong	1977-01-09	UHC-08618-64	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-104075	ENR	Arthur P Schulltz	1979-11-14	UHC-88993-69	5219637228	7879 Forest Ave, Seattle, WA, 98192	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-103390	ENR	Anthony J Hoffman	1978-01-02	UHC-25832-74	5863016837	7546 Main St, Mesa, AZ, 85263	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138698	ENR	Nancy G Contreras	2003-07-06	UHC-06256-10	5337130635	8051 Highland Ave, Tempe, AZ, 85214	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-116035	ENR	Jacqueline B Harris	1953-12-04	UHC-77985-66	—	7116 Spring St, Gilbert, AZ, 85284	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126572	ENR	Aisha K Johnston	1974-07-24	UHC-09878-17	3627002411	9013 Highland Ave, Columbus, OH, 43281	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-101727	ENR	Vincent O Roberts	1986-05-22	UHC-46711-68	4146298403	4910 Mountain View Dr, Sacramento, CA, 95852	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129496	ENR	Joey Y Hamilotn	1978-12-24	—	4727693584	6887 Hillcrest Rd, Plano, TX, 75052	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140628	ENR	Terry Q Sanders	2003-04-28	UHC-93284-25	5429340417	3515 Ridge Rd, Miami, FL, 33152	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141296	ENR	Kevin N Fuller	1974-01-20	UHC-89175-90	8205152479	8360 Washington St, Sacramento, CA, 95831	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-115109	ENR	Nathan Y Palmer	1974-01-04	UHC-78327-09	4205727983	7701 Ocean Ave, Tampa, FL, 33669	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127168	ENR	Scott K Thoas	1970-07-24	UHC-17753-40	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133033	ENR	Noah G Morales	1979-04-27	UHC-87924-44	9875050061	8687 Cedar Ln, Austin, TX, 78759	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136655	ENR	Kyyle E Wilson	1957-10-22	UHC-49295-41	3757597423	834 Oak St, Nashville, TN, 37215	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-141482	ENR	Mary V Hudson	1995-01-14	UHC-28041-40	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-114773	ENR	Betty V Wood	1950-04-12	UHC-68387-04	5589806735	7551 Lincoln Way, Seattle, WA, 98176	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-129533	ENR	Ruger S Watkins	1981-05-18	UHC-26150-24	8097398927	5312 Jefferson Ave, Los Angeles, CA, 90045	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-102064	ENR	Jeffrey Q Myers	1950-09-19	UHC-03305-03	3579765682	3390 Harbor Blvd, Tucson, AZ, 85775	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-143006	ENR	Madison A Taylor	1976-11-16	UHC-93143-71	6983794310	2393 Canyon Rd, Gilbert, AZ, 85235	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119583	ENR	Russell Y Meyer	2007-01-24	UHC-23548-21	5518287675	9559 Ridge Rd, Miami, FL, 33137	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-125413	ENR	Katherine M Lucas	1966-07-23	UHC-29115-96	4368401595	6724 Market St, Austin, TX	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-123797	ENR	Joshua W Hunter	1956-11-02	UHC-57452-96	5334646636	9157 Camelback Rd, Sacramento, CA, 95833	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-135683	ENR	Dorothy Q Howell	1990-10-05	UHC-62871-74	3196910269	8359 Maple Ave, San Diego, CA, 92167	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-113957	ENR	Santiago G Snyder	1990-10-11	UHC-07482-57	6966411171	7460 Forest Ave, Jacksonville, FL, 32230	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124175	ENR	Brandon G Graham	1998-03-03	UHC-81812-78	2115434560	3790 River Rd, Dallas, TX, 75208	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-102961	ENR	Diana T Bennett	2002-08-21	UHC-57282-50	7345371973	7975 Church St, Minneapolis, MN, 55435	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-130194	ENR	Mei C Burke	1978-09-20	UHC-54989-41	6202386100	5002 Meadow Ln, Dallas, TX, 75219	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-125782	ENR	George N Jenkins	1939-09-03	UHC-33895-29	4874346376	9245 Canyon Rd, Miami, FL, 33112	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more

756 rows, page 8 of 16Previous Next