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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139892	ENR	Douglas B Phillips	1976-03-27	UHC-74719-65	2856625725	4302 Sage Ct, Glendale, AZ, 85309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111969	ENR	Danielle Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116513	ENR	Wayne Z Rojas	1965-02-06	UHC-29225-61	3337667105	5328 Pine Dr, Fresno, CA, 93773	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130562	ENR	Carol Nunez	1974-11-08	UHC-30090-98	6975916085	3632 Hillcrest Rd, Plano, TX, 75076	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112684	ENR	Mei G Contreras	2001-10-16	UHC-28691-14	7694944660	2768 Valley View Dr, Columbus, OH	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116728	ENR	Jeffrey L Carlson	1997-09-21	UHC-10902-45	7542742574	6708 Market St, Fresno, CA, 93724	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128530	ENR	Anthony B Mendoza	1990-10-27	UHC-61241-32	—	205 Church St, Tucson, AZ, 85768	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124451	ENR	Keith U Hicks	1951-08-22	UHC-44307-53	6464051005	3052 Canyon Rd, Minneapolis, MN, 55469	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114226	ENR	Dylan I Larson	1965-12-16	UHC-23758-98	3596608439	2961 Palm Dr # 826, Atlanta, GA, 30376	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111454	ENR	Aisha A Allen	1979-02-22	UHC-59734-47	7486011768	6345 Meadow Ln, Scottsdale, AZ, 85262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117834	ENR	Amanda Spencer	1981-09-04	UHC-64608-65	7504508448	3959 Main St, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123842	ENR	Walter B Guzman	1980-07-20	UHC-84623-41	9268843798	9478 Washington St, Tucson, AZ, 85787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118459	ENR	Joseph V Porter	1960-06-27	UHC-81468-86	2375510773	6037 Sage Ct, Gilbert, AZ, 85238	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102409	ENR	Samuel Myers	1979-04-02	UHC-50709-05	5849545491	2560 Baseline Rd, Fresno, CA, 93772	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-143062	ENR	Albert F Perry	2007-01-07	UHC-04979-01	4066071744	80 Jefferson Ave, Chandler, AZ, 85236	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114831	ENR	Stephanie Hayes	—	UHC-35079-82	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-136556	ENR	Ana Y Barnes	1983-04-19	UHC-47145-41	—	4649 Pine Dr Apt 10, Columbus, OH, 43286	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130498	ENR	Omar Ortiz	1956-02-23	UHC-62827-27	3804356776	2029 Ridge Rd, Nashville, TN, 37239	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-131739	ENR	Alexander Harvey	1947-08-04	UHC-12495-58	5024371257	7207 Church St, Plano, TX, 75056	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136142	ENR	Randy W Thomas	—	UHC-12233-10	3413584918	8387 Church St, Fresno, CA, 93740	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119060	ENR	Bruce B Weaver	1955-03-27	UHC-97693-66	7647669997	7058 Sage Ct, Tucson, AZ, 85731	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115844	ENR	Omar Graham	1938-09-07	UHC-91430-12	5449252110	8814 Washington St, Austin, TX, 78747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121302	ENR	Thomas X Lawrence	1964-08-10	UHC-37217-39	4455906485	5476 Mountain View Dr, Charlotte, NC, 28276	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140424	ENR	Willie K Matthews	1992-03-09	UHC-07255-40	7069708466	5707 Palm Dr, Miami, FL, 33192	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101478	ENR	Sandra Sullivan	2007-03-04	UHC-25633-24	—	7761 Forest Ave, Las Vegas, NV, 89132	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122475	ENR	Nicole Moreno	1951-11-25	UHC-44531-14	—	9504 Apache Blvd, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-132248	ENR	Danielle N Graham	—	UHC-01900-59	—	4165 Washington St, Tucson, AZ, 85790	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142478	ENR	Jerry G Wang	1946-09-10	UHC-14036-84	6204099402	9799 Park Pl, Mesa, AZ, 85250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103094	ENR	Mariana P Nelson	1954-02-04	UHC-45506-94	8145800676	5038 Mountain View Dr, Nashville, TN, 37224	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117244	ENR	Steven Kelly	1988-03-01	UHC-47460-74	3138021811	1297 Spring St, Scottsdale, AZ, 85209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127726	ENR	Eugene Dominguez	1951-09-01	UHC-49629-65	7327766432	2009 Spring St, Minneapolis, MN, 55434	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120926	ENR	Megan L Le	1971-02-10	UHC-32794-78	7942773498	6796 Ridge Rd, Tampa, FL, 33685	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107929	ENR	Wayne I Campbell	2000-09-17	UHC-51857-28	8026376472	9725 Desert Sky Blvd Apt 37, Columbus, OH, 43230	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-105644	ENR	Eugenne J Delgado	1970-03-25	UHC-54477-15	5409742302	4758 Main St Apt 2, Tampa, FL, 33684	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-122606	ENR	Philip C Ross	1944-12-11	UHC-42457-82	3545478928	3455 Park Pl, Tucson, AZ, 85773	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136464	ENR	Christine Y Edwards	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128195	ENR	Gregory M Willis	1952-09-13	UHC-20155-17	—	6901 Pine Dr, Atlanta, GA, 30391	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-120053	ENR	Jordan P Bishop	2008-09-23	UHC-53496-93	7322546561	5429 Meadow Ln, Phoenix, AZ, 85083	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100776	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St, Fresno, CA, 93709	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130311	ENR	Nathan Stewart	1977-07-16	UHC-94689-46	9265211957	8006 Cedar Ln, Phoenix, AZ, 85074	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128598	ENR	Olivia Powell	1960-07-13	UHC-19972-86	4816125549	3983 Bayshore Dr, Columbus, OH, 43273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105598	ENR	Benjamin Berry	—	UHC-61429-87	6222550739	7126 Grand Ave, Tucson, AZ, 85756	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136859	ENR	Janice I Mills	1955-02-11	UHC-75946-86	8733735979	2337 Elm St, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121967	ENR	Joyce N Cole	1985-05-25	UHC-80112-12	4583720955	9483 Park Pl, Columbus, OH, 43284	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-124758	ENR	Richard R Boyd	1945-02-02	UHC-89046-92	9896695363	2919 Jefferson Ave, Scottsdale, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137562	ENR	Washinngton B Martha	2001-09-04	UHC-25585-33	7369486454	8987 Grand Ave, Denver, CO, 80200	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107993	ENR	Saan Duncan	2002-02-07	UHC-28881-12	—	6367 Desert Sky Blvd, Dallas, TX, 75206	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107468	ENR	Peter C Gardner	1974-08-05	UHC-38763-95	6549614849	9174 Lake View Rd # 756, Orlando, FL, 32807	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109931	ENR	Laura Baker	1972-07-17	UHC-35298-05	—	6997 Sunset Blvd, Orlando, FL, 32879	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-110681	ENR	Nicole Q Kim	2005-10-04	UHC-81297-86	7358381612	6904 Mountain View Dr, Las Vegas, NV, 89150	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

26,564 rows, page 181 of 532Previous Next