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-136361	ENR	Albert C Delgado	1939-08-14	UHC-47612-02	6594465449	7963 Meadow Ln Apt 28, Plano, TX, 75095	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-120142	ENR	Janice U Edwards	1951-03-03	UHC-49570-05	2073584379	207 Park Pl Apt 30, Dallas, TX, 75239	0.54	Date of birth reformatted Unit split from street 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-141637	ENR	Camila Cook	1993-11-17	UHC-38400-90	5407392334	8990 Willow Ct, San Diego, CA, 92184	0.54	Two-digit birth year SSN last four extracted City re-cased Gender normalised+1 more
ENR-104173	ENR	Alice Black	1953-05-07	UHC-76795-83	—	2038 Camelback Rd, Atlanta, GA, 30391	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+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-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-116958	ENR	Amanda Cuok	1967-05-04	UHC-27610-61	5578452757	802 Sage Ct, Miami, FL, 33123	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135491	ENR	Bryan Bryant	1940-08-23	UHC-64075-40	9323895451	625 Willow Ct, Chandler, AZ, 85253	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-143078	ENR	Andrew Holmes	1963-06-16	UHC-90169-76	4154791674	4855 Mountain View Dr, Gilbert, AZ, 85291	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+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-117437	ENR	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+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-100048	ENR	Eric James	2006-07-22	UHC-28042-53	2344837556	6336 Hillcrest Rd, San Diego, CA, 92145	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+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-119999	ENR	Martha L Kim	1972-01-20	UHC-00401-49	—	8400 Broadway, San Diego, CA, 92178	0.54	Phone missing area code SSN last four extracted Address re-cased State code upper-cased+1 more
ENR-136639	ENR	Gregory Nelson	1958-10-28	UHC-18210-17	2075677525	5556 Desert Sky Blvd, Glendale, AZ, 85382	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+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-114108	ENR	Hannah R Rivera	1967-09-15	UHC-32282-46	—	3233 Central Ave, Atlanta, GA, 30309	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-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-100327	ENR	Roy Wood	—	UHC-48767-52	6067236102	2733 Sunset Blvd, Gilbert, AZ, 85212	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136911	ENR	Philip I Fox	1942-06-16	UHC-24518-69	4274567129	5198 Baseline Rd, Los Angeles, CA, 90077	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120644	ENR	Brandon P Mason	1940-02-11	UHC-72913-09	2296444365	617 Elm St, Tucson, AZ, 85701	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
ENR-128020	ENR	Noah Cook	1966-08-22	UHC-73381-77	7552284724	7531 Oak St, Austin, TX, 78733	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126085	ENR	Arjun X Guerrero	1991-07-07	UHC-90114-99	—	9583 Jefferson Ave, Columbus, OH, 43265	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
ENR-119708	ENR	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.54	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
ENR-125232	ENR	Kim P Karen	1993-01-13	UHC-31368-19	2614132565	8068 Mountain View Dr, Dallas, TX, 75206	0.54	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-121699	ENR	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	8443 Willow Ct, Phoenix, AZ	0.54	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-115756	ENR	Wang Jose	1988-02-03	UHC-58676-07	5579344867	3956 Indian School Rd, Atlanta, GA, 30308	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-140279	ENR	Maria Z Fernandez	—	UHC-39681-76	3094187173	318 Hillcrest Rd, Glendale, AZ, 85338	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125367	ENR	Nicholas Silva	—	UHC-83506-50	2194572963	3586 Forest Ave, Chandler, AZ, 85217	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131056	ENR	Janet G Medina	1969-11-27	UHC-08466-39	8256302595	9565 Lake View Rd, Scottsdale, AZ, 85226	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111194	ENR	Martha Dean	1983-08-15	UHC-45430-60	—	2239 Washington St, Charlotte, NC, 28249	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-112883	ENR	Mei A Johnson	1978-02-23	UHC-36165-09	—	4634 River Rd # 113, Plano, TX, 75089	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130703	ENR	Ralph R Bailey	1968-01-10	UHC-65270-97	5033035306	9827 Elm St # 426, Houston, TX, 77097	0.54	Unit split from street City re-cased State name converted to code Gender normalised+1 more
ENR-100501	ENR	Donna S Sullivan	1995-08-15	UHC-77457-37	7805569180	3502 Lincoln Way, Denver, CO, 80223	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125548	ENR	Alan R Austin	—	UHC-92138-88	8023273102	7497 Elm St, Austin, TX, 78758	0.54	Date of birth unreadable Phone reformatted SSN last four extracted City re-cased+1 more
ENR-118593	ENR	Carlos U Daniels	—	UHC-16011-75	—	7763 Main St, Gilbert, AZ, 85218	0.54	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-134729	ENR	Janice Elliott	1978-11-21	UHC-88834-73	7989439023	7504 Sage Ct Apt 39, San Antonio, TX, 78291	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
ENR-115470	ENR	Karen Y Watson	1972-03-12	UHC-16535-92	5482006130	6151 Jefferson Ave, Gilbert, AZ, 85224	0.54	Middle initial moved out of first name Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-113508	ENR	Omar X Johnson	1960-09-03	UHC-70459-83	5518211355	6829 Sunset Blvd Apt 35, Tempe, AZ, 85243	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103546	ENR	Gerald L Santiago	1972-10-13	UHC-21748-46	3454765761	743 Oak St, Houston, TX, 77077	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

7,326 rows, page 47 of 147Previous Next