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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126893	ENR	Barbara N Murphy	1959-07-01	UHC-87414-30	6099310760	3962 Mesa Dr Apt 6, Chandler, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126892	ENR	Barbara N Murphy	1959-07-01	UHC-87414-30	6099310760	3962 Mesa Dr Apt 6, Chandler, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135038	ENR	Teresa D Cunningham	—	UHC-56407-99	5897165184	981 Willow Ct, San Diego, CA, 92163	0.54	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-120842	ENR	Ronald Cox	1942-12-27	—	2752598119	6366 Spring St, Plano, TX, 75002	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123091	ENR	Arjun M Carr	1967-04-15	UHC-90273-77	9177705440	1500 Desert Sky Blvd, Fresno, CA, 93767	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106456	ENR	Linda N Murray	1957-10-15	UHC-87160-20	4236600658	9085 Washington St Apt 28, Mesa, AZ, 85250	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+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-102774	ENR	Ahmed Gutierrez	—	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.54	Date of birth unreadable 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-139192	ENR	Montgomery Judith	1999-11-01	UHC-20121-60	9218615735	3781 Bayshore Dr, Charlotte, NC, 28253	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138415	ENR	Noah D Marquez	1954-02-05	UHC-44909-14	7477686986	3964 Cedar Ln, Columbus, OH	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-123681	ENR	YJunk	—	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.54	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-133116	ENR	Arthur P Carter	1953-09-20	UHC-46569-38	5048582651	7582 Washington St, Chandler, AZ, 85272	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121644	ENR	Jean P Lynch	1996-12-23	UHC-03327-17	7358644371	5840 Spring St, Sacramento, CA, 95860	0.54	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-133926	ENR	Benjamin Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121121	ENR	Sean Allen	1967-11-11	UHC-74463-68	6972892673	9243 Union St # 273, Seattle, WA	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135524	ENR	James S Banks	1999-03-22	UHC-39366-98	8353343174	2151 Ocean Ave Apt 1, Nashville, TN, 37280	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+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-135503	ENR	Hannah Wallace	1969-01-26	UHC-22335-82	2517309342	693 Union St # 627, San Diego, CA	0.54	Phone reformatted Member ID reformatted Unit split from street ZIP missing+1 more
ENR-136781	ENR	Berbara D Rojas	1989-01-04	UHC-46818-78	3866848920	5644 Forest Ave Apt 19, Nashville, TN, 37287	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133328	ENR	Virginia Graham	1965-09-01	UHC-41763-34	2764573892	4205 Indian School Rd, Plano, TX, 75053	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+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-110692	ENR	Elijah Brown	1957-07-13	UHC-79098-85	7633106802	9090 Palm Dr, Miami, FL, 33161	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122957	ENR	Maria H Baker	1972-02-28	UHC-25029-78	6509038382	5242 Hillcrest Rd, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-136672	ENR	Aisha Peterson	1978-04-07	UHC-50378-82	8378053495	1389 Pine Dr, Nashville, TN, 37214	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136671	ENR	Aisha Peterson	1978-04-07	UHC-50378-82	8378053495	1389 Pine Dr, Nashville, TN, 37214	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121241	ENR	Eugene Q Turneer	1999-11-14	UHC-36409-32	4528502747	5304 Apache Blvd, Las Vegas, NV, 89113	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103167	ENR	Wei Ford	2008-01-21	UHC-99083-21	9804036820	4584 Washington St, Jacksonville, FL, 32257	0.54	Phone reformatted Street suffix standardised Address re-cased 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-135791	ENR	Brenda E Stewart	1958-03-28	UHC-39537-90	3394791544	2741 Hillcrest Rd # 366, Miami, FL, 33143	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-134949	ENR	Isabella X George	1944-12-24	UHC-40296-74	7502928433	2699 Palm Dr, Sacramento, CA, 95828	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-130522	ENR	Cynthia F Riley	2005-03-25	UHC-72872-05	8305091922	6028 Pine Dr, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-140521	ENR	Terry Arnold	1941-04-23	UHC-90021-63	7987158366	6184 Pine Dr, San Antonio, TX, 78235	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-138595	ENR	Billy Z Herrera	1981-04-28	UHC-97480-71	7619816762	3510 Park Pl, Fresno, CA, 93779	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+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-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-123004	ENR	Christopher E Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111883	ENR	Joyce Bwoman	1953-08-08	UHC-07872-47	7309602856	1658 Canyon Rd, Plano, TX, 75017	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-114321	ENR	Theresa D Turner	1970-08-04	UHC-58865-81	4567946237	6512 River Rd, San Diego, CA, 92111	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-113386	ENR	Katherine Romero	1960-05-18	UHC-26431-22	9134558005	3633 Mountain View Dr, Tampa, FL, 33683	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+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-141622	ENR	Ahmed X Sims	1972-07-07	UHC-36382-81	9004441747	7759 Harbor Blvd, Dallas, TX, 75257	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+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
ENR-122494	ENR	Russell Q Maatthews	—	UHC-68793-97	9684397875	8711 Union St, San Antonio, TX	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more

28,181 rows, page 65 of 564Previous Next