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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123371	ENR	Kyle N Little	1981-04-02	UHC-41641-85	7353297918	8371 Central Ave, Austin, TX, 78739	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112678	ENR	Virginia T Rice	1942-12-26	UHC-60262-09	—	6678 Lincoln Way, Fresno, CA, 93726	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137689	ENR	Adam Z Mitchell	1955-06-06	UHC-63450-13	7086979525	5036 Mesa Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113005	ENR	Catherine Harper	2000-10-15	UHC-66620-68	7772128887	5487 Ridge Rd, Charlotte, NC, 28223	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119571	ENR	Ryan M Daniels	1949-03-16	UHC-67026-83	—	2759 Bayshore Dr, Glendale, AZ, 85331	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-123187	ENR	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL, 32215	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138517	ENR	Jeremy W Dunn	1988-07-21	UHC-55421-50	—	8291 Maple Ave, Houston, TX, 77080	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-110402	ENR	Jeremy Nunez	1971-02-26	UHC-54560-44	7642382750	8260 Lincoln Way, Nashville, TN, 37271	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123436	ENR	Sandra A Fields	1971-01-01	UHC-89039-66	9254557532	7649 Valley View Dr, Jacksonville, FL, 32256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142215	ENR	Terry Mendez	1991-02-24	UHC-96145-71	3077499141	3968 Grand Ave, Plano, TX, 75009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100319	ENR	Jose Soto	1957-12-27	UHC-35742-05	7322690278	3434 Main St, Columbus, OH, 43290	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114428	ENR	Marcus C Reed	1954-10-05	UHC-81582-37	6823639021	9817 Oak St Apt 6, Chandler, AZ, 85297	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118652	ENR	Helen Griffin	1980-06-25	UHC-02984-29	4259373808	543 Mesa Dr, Houston, TX, 77091	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-108191	ENR	Henry M Snyder	1946-09-18	UHC-07445-14	—	4659 Church St, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132790	ENR	Steven Jensen	1982-07-10	UHC-94738-62	3469653664	3986 Desert Sky Blvd, Dallas, TX, 75282	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128385	ENR	Gabriel L Vasquez	1948-02-04	UHC-66335-80	9487201788	6909 Apache Blvd, Minneapolis, MN, 55417	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117732	ENR	Jesse Green	1970-07-16	UHC-20267-72	3424497807	1123 Main St, Denver, CO, 80290	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120709	ENR	Randy Marshall	2007-12-17	UHC-21917-14	5213290907	1355 Harbor Blvd, Los Angeles, CA, 90048	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111826	ENR	Larry J Fernandez	1972-09-02	UHC-38692-68	8608560597	8745 Pine Dr, Minneapolis, MN, 55452	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134031	ENR	Amber P Larson	1957-11-21	UHC-32544-37	—	8175 Jefferson Ave, Tempe, AZ, 85258	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116435	ENR	Emily Peterson	1996-08-21	UHC-82743-71	2067735035	8912 Camelback Rd, Miami, FL	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
ENR-107844	ENR	Albert Maaldonado	1950-08-11	UHC-67117-85	2213895260	3570 Main St, Scottsdale, AZ, 85290	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142568	ENR	Barbara Nichols	1953-03-05	UHC-25443-03	9077300078	8658 Mountain View Dr, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141201	ENR	Logan Porter	1973-10-07	UHC-52604-17	—	1265 Valley View Dr, Mesa, AZ, 85208	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115005	ENR	Scott N Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-114859	ENR	Jerry Fox	1977-06-23	UHC-41328-08	6738808182	9700 Camelback Rd, Mesa, AZ, 85245	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103796	ENR	Tyler E Lewis	1939-12-16	UHC-32237-45	3989958377	9100 Cedar Ln, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-120545	ENR	Andrea G Richardson	2000-02-16	UHC-69913-91	9873895076	5292 Sunset Blvd # 898, Tempe, AZ, 85225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141076	ENR	Diana I Nichols	—	UHC-58971-62	9436539945	7227 Jefferson Ave, Dallas, TX, 75258	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135008	ENR	Maria Castillo	1980-12-25	UHC-87221-64	5948873546	5756 Baseline Rd, Las Vegas, NV, 89133	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125777	ENR	Russell Andrea	1944-08-16	UHC-54510-32	7712889749	8847 Apache Blvd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135771	ENR	Ronald Tran	2007-09-13	UHC-51631-71	9755080090	9300 Broadway Apt 22, Las Vegas, NV, 89195	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-125863	ENR	Betsy U Mroeno	1965-12-24	UHC-58804-83	7747650251	1996 Park Pl, Seattle, WA, 98130	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-109489	ENR	Phillips Jcak	2001-06-14	UHC-13542-40	6183912652	1267 Bayshore Dr, Tampa, FL, 33629	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114368	ENR	Joey A Estrada	—	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-138715	ENR	Russell Torres	1984-12-02	UHC-27828-45	4887441353	4623 Lake View Rd, Nashville, TN, 37205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120054	ENR	Alexis I Marquez	1989-08-13	UHC-99462-36	3504203997	8043 Meadow Ln, Sacramento, CA, 95874	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103933	ENR	Helen Watson	—	UHC-33900-83	5723727918	1344 Lake View Rd, Scottsdale, AZ, 85218	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-103932	ENR	Helen Watson	—	UHC-33900-83	5723727918	1344 Lake View Rd, Scottsdale, AZ, 85218	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-110671	ENR	Angela Wright	1957-10-18	UHC-17417-94	6426097904	706 Maple Ave, Denver, CO, 80229	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114458	ENR	Bruce M Ramos	1996-10-20	UHC-19662-94	—	3462 Apache Blvd, Chandler, AZ, 85258	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-108803	ENR	Gloria Stone	1965-04-03	UHC-46016-18	—	6617 Camelback Rd, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121626	ENR	Kimberly Matthews	1995-04-26	UHC-07806-94	—	8851 Lake View Rd, Austin, TX, 78745	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-116349	ENR	Ethan Torres	1965-03-17	UHC-32591-84	5163789367	7779 Maple Ave, Columbus, OH, 43224	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123249	ENR	Alan Ward	1943-11-12	UHC-62329-22	8592678591	3751 Sunset Blvd, Houston, TX, 77046	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107608	ENR	Pamela U Jordan	1982-06-16	UHC-28186-78	8656907925	2690 Highland Ave, Phoenix, AZ, 85048	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108434	ENR	Mateo Scott	1991-09-20	UHC-19384-80	4054338735	4314 Elm St, Glendale, AZ, 85313	0.64	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-138299	ENR	Christina Hughes	1967-06-06	UHC-93749-07	—	9781 Park Pl # 904, Minneapolis, MN, 55472	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120296	ENR	Mason E Wagner	1961-12-20	UHC-25712-26	7124809239	868 Lincoln Way, Nashville, TN, 37238	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129404	ENR	Wei Coleman	1968-02-02	UHC-03076-19	6507914166	5962 Valley View Dr, Glendale, AZ, 85397	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more

16,916 rows, page 97 of 339Previous Next