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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103902	ENR	Elizabeth G Carr	1950-05-12	UHC-31609-62	6666447286	8111 Bayshore Dr Apt 22, San Antonio, TX, 78246	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129424	ENR	Larry D Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL, 32834	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127463	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113729	ENR	Mariana Y Hoffman	1965-05-16	UHC-96797-91	6843072189	7221 Desert Sky Blvd, Sacramento, CA	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-124077	ENR	Julie B Riley	1941-02-10	UHC-35425-25	7318609988	6520 Central Ave, Gilbert, AZ	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-116053	ENR	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109628	ENR	Dorothy V Holmes	1970-11-14	UHC-54912-35	8295569564	8960 Spring St, Nashville, TN, 37225	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-109627	ENR	Dorothy V Holmes	1970-11-14	UHC-54912-35	8295569564	8960 Spring St, Nashville, TN, 37225	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-133197	ENR	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125536	ENR	Noah Ellis	1958-05-02	UHC-84589-07	6472567487	7018 Maple Ave, Denver, CO, 80271	0.54	Date of birth reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-102722	ENR	Evelyn A Fields	1942-02-14	UHC-07087-25	2473025562	7549 Indian School Rd, Phoenix, AZ	0.54	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+1 more
ENR-119859	ENR	Jordan Ellis	—	UHC-92342-99	4072987303	9877 Mesa Dr, Houston, TX, 77026	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131937	ENR	Sarah Rivera	1991-04-26	UHC-69163-86	9097566613	9867 Sage Ct, Scottsdale, AZ, 85224	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142444	ENR	Katyh C Anderson	1957-02-05	UHC-30623-89	4942875369	6950 River Rd Apt 35, Dallas, TX, 75298	0.54	Middle initial moved out of first name Phone reformatted Unit split from street State name converted to code+1 more
ENR-131565	ENR	Angela Woods	1978-01-03	UHC-12380-01	4104495267	6025 Oak St, Minneapolis, MN, 55407	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-132657	ENR	Lawrence Kelly	—	UHC-38369-92	4542950274	9622 Central Ave, Fresno, CA	0.54	Name re-cased Date of birth missing State name converted to code ZIP missing+1 more
ENR-136293	ENR	Billy A Washington	1996-02-02	UHC-77163-13	—	1371 Desert Sky Blvd, Glendale, AZ, 85336	0.54	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-128263	ENR	Bobby Castro	1943-06-02	UHC-60624-22	3069114821	288 Ocean Ave Apt 13, Los Angeles, CA	0.54	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-138055	ENR	John T Salazar	1982-02-06	UHC-74782-26	8209265605	5809 Palm Dr, Gilbert, AZ, 85232	0.54	Phone reformatted SSN last four extracted State name converted to code Email lower-cased+1 more
ENR-119904	ENR	Jacob Banks	1988-07-10	UHC-77320-90	4548488407	5849 Cedar Ln, Mesa, AZ, 85267	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111578	ENR	Bruce Fowler	1938-05-08	UHC-81149-56	—	7225 Lincoln Way, Columbus, OH, 43213	0.54	Phone missing area code State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-113992	ENR	Willie Gibson	1994-04-23	UHC-28593-69	3512575155	3603 Harbor Blvd, Tampa, FL, 33695	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-141534	ENR	Ed Y Carter	2004-12-18	UHC-08519-82	8344287864	5858 Lake View Rd # 256, Minneapolis, MN, 55486	0.54	Date of birth reformatted Unit split from street State name converted to code Gender normalised+1 more
ENR-109119	ENR	Douglas R Peterson	1980-05-13	UHC-56966-41	—	991 Mountain View Dr, Fresno, CA, 93793	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-137685	ENR	Lori P Simpson	1941-10-25	UHC-23112-10	6165750709	1352 Cedar Ln Apt 7, Austin, TX, 78765	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109811	ENR	Abigail N Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.54	Name split from “Last, First”Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-108006	ENR	Ann Anderson	—	UHC-38548-51	—	3585 Union St, Nashville, TN	0.54	Name re-cased Date of birth unreadable State name converted to code ZIP missing+1 more
ENR-114815	ENR	Debbie P Schultz	1954-10-18	UHC-70429-41	2169276479	944 Lake View Rd, Glendale, AZ, 85330	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-110633	ENR	Kelly Evans	1967-07-23	UHC-44014-05	3234903918	4597 Sunset Blvd, Houston, TX, 77093	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-126190	ENR	Mary X Williams	1960-06-08	UHC-91552-92	4679682584	975 Mesa Dr, Denver, CO, 80254	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136903	ENR	Steven Z Banks	1996-02-04	UHC-07451-51	3894330654	3470 Bayshore Dr, Eden Prairie, MN, 55348	0.54	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-140457	ENR	Melissa Patterson	1982-09-23	UHC-00168-06	5377997633	6288 Harbor Blvd, Austin, TX, 78721	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111899	ENR	Christina R Daniels	1975-11-09	UHC-78180-71	—	8725 Highland Ave, Orlando, FL, 32878	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127419	ENR	Stephen M Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138504	ENR	Jason P Herrera	—	UHC-70832-19	5372279934	4295 Oak St, Sacramento, CA, 95862	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-139232	ENR	Terry G Wells	1979-08-25	UHC-40621-57	4764683172	818 Baseline Rd, Minneapolis, MN, 55497	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106211	ENR	Zachary G Jimenez	1982-08-04	UHC-69199-85	—	4427 Valley View Dr, Plano, TX, 75010	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-133115	ENR	Judy Woods	1985-03-26	UHC-47262-56	3097278604	5281 Canyon Rd, Houston, TX, 77098	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125876	ENR	Saarh Nelson	1981-10-23	UHC-87307-40	3745424688	2553 Canyon Rd # 780, Eden Prairie, MN, 55345	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
ENR-106549	ENR	Jack Marshall	1963-06-13	UHC-15423-91	4302696871	4285 Main St, Mesa, AZ, 85263	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135488	ENR	Steven S Perez	1970-08-25	UHC-15579-31	9522388404	8280 Union St, San Antonio, TX, 78218	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112797	ENR	Andrea Franklin	1983-11-15	UHC-15465-98	8412243054	2792 Ocean Ave, Tempe, AZ, 85255	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111722	ENR	Isabella Vargas	1986-02-11	UHC-15108-51	5275895476	552 Harbor Blvd, Tampa, FL, 33617	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123076	ENR	Patrick Freeman	1981-04-01	UHC-46779-26	7796240357	8966 Highland Ave Apt 11, San Diego, CA, 92165	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-115998	ENR	Sean A Roberts	1959-07-19	UHC-73892-44	2164810149	7042 Ocean Ave, Eden Prairie, MN, 55305	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100503	ENR	Eric Sims	—	UHC-69655-07	2535772240	4759 Oak St, Tampa, FL	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP missing+1 more
ENR-101184	ENR	Eric G Hoffman	2007-09-02	UHC-44737-83	7583780776	4427 Desert Sky Blvd, Plano, TX	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117765	ENR	Eugene R Meyer	1997-03-06	UHC-35995-63	5562185761	9009 Union St, Plano, TX, 75073	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102013	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	—	8827 Main St Apt 35, Chandler, AZ, 85240	0.54	Two-digit birth year Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-120382	ENR	Bryan S Cunningham	2003-12-01	UHC-70418-31	8759961578	3596 Desert Sky Blvd, Miami, FL, 33115	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more

4,296 rows, page 30 of 86Previous Next