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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135263	ENR	Doris Y Bradley	1942-01-11	UHC-10651-17	4198625164	3138 Meadow Ln, Tampa, FL, 33669	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-409672	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	8589214752	6249 Mesa Dr Apt 31, Atlanta, GA, 30366	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-110346	ENR	Karen Boyd	1982-01-20	UHC-47934-94	9306925484	4539 Hillcrest Rd # 336, Houston, TX, 77000	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-123162	ENR	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	5947 Bayshore Dr, Tempe, AZ, 85287	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-136928	ENR	Priia F Robinson	1979-12-23	UHC-81983-21	4296375119	3100 River Rd, Denver, CO, 80261	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-415926	CLM	Ronald Lee	1941-06-28	UHC-48449-29	—	7618 Desert Sky Blvd, Seattle, WA, 98131	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141287	ENR	Austin Y Morris	1981-05-07	UHC-43840-28	8074622655	7351 Jefferson Ave, Austin, TX, 78727	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-405080	CLM	Nathan Jacobs	—	UHC-34860-04	—	2410 River Rd, Mesa, AZ, 85227	0.64	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+2 more
ENR-111861	ENR	Diego N Meyer	1940-12-11	UHC-53460-61	6215916860	492 Oak St, Phoenix, AZ, 85077	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418721	CLM	Rlaph Bell	1976-11-03	UHC-11833-22	—	8457 Apache Blvd, Tempe, AZ, 85201	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109989	ENR	William O McDonald	1987-08-17	UHC-04365-74	5639889435	2281 Pine Dr, Las Vegas, NV	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136484	ENR	Cheryl Stephens	1971-06-18	UHC-55529-33	—	176 Washington St, Mesa, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422660	CLM	Billy D Bradley	1998-05-18	UHC-31626-51	8413834471	2621 Palm Dr Apt 19, Atlanta, GA, 30374	0.64	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+2 more
PRV-22345	PRV	Jeremy Reyes	—	UHC-87372-54	9305131662	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-400614	CLM	Jacqueline Lawrence	2008-06-11	UHC-77929-71	—	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22327	PRV	Brian X Crawford	1992-10-20	UHC-01606-11	—	8357 Mountain View Dr, Nashville, TN, 37218	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136089	ENR	Judith N Guzman	1944-02-20	UHC-84824-01	4878577182	3680 Church St, Glendale, AZ, 85308	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29551	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-29550	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-121598	ENR	Janice Z Ramos	1999-11-02	UHC-65456-50	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119080	ENR	Aisha R Wright	1949-02-26	UHC-95172-81	—	3424 Spring St, Plano, TX	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+2 more
ENR-100759	ENR	Rebecca Richards	1940-07-02	UHC-07899-04	9313423413	3120 Valley View Dr, Orlando, FL, 32802	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131982	ENR	Isabella A Perkins	1995-04-22	UHC-94647-17	9873461132	4650 Union St, Dallas, TX, 75245	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134755	ENR	Larry U Young	1938-09-24	UHC-78277-48	5749291037	8867 Maple Ave # 980, Minneapolis, MN, 55454	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-403548	CLM	Kelly Shaw	1994-12-10	UHC-70062-36	—	7662 Lake View Rd, Chandler, AZ, 85265	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409303	CLM	Isabella Carr	1944-10-15	UHC-90357-27	9414001802	9474 Church St, Scottsdale, AZ, 85289	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134977	ENR	Sean Black	—	UHC-29465-84	5715033382	2110 Sage Ct, Minneapolis, MN, 55488	0.64	Name re-cased Date of birth unreadable Member ID reformatted Email lower-cased+2 more
ENR-117839	ENR	Lauren Hill	1970-11-09	UHC-71517-82	3917240818	7973 Park Pl, Denver, CO, 80283	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107911	ENR	Elizabeth K Thompson	1978-01-01	UHC-73611-96	4478086615	944 Willow Ct, Chandler, AZ, 85252	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-431201	CLM	Bradley Jnes	1962-03-17	UHC-59050-84	—	6499 Bayshore Dr, Houston, TX, 77064	0.64	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-423154	CLM	Matthew Ferguson	1995-03-20	UHC-66125-48	—	1582 Camelback Rd, Houston, TX, 77086	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131571	ENR	Dorothy C Rivera	1958-07-18	UHC-33446-42	2489463431	7881 Pine Dr, Nashville, TN, 37223	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139211	ENR	Janice Park	1971-10-21	UHC-86194-21	7485512400	7404 Meadow Ln, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-431312	CLM	Arjun Miller	1981-04-27	UHC-66412-84	8375761857	810 Spring St, Phoenix, AZ, 85040	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-402857	CLM	Omar Vazquez	1953-09-15	UHC-33790-46	—	753 Camelback Rd, Tucson, AZ, 85752	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138101	ENR	Sara I Mendoza	2008-09-04	UHC-25103-57	7414802615	8016 Camelback Rd, Gilbert, AZ, 85257	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102208	ENR	Anna Williams	1944-12-02	UHC-74905-69	6325720411	9835 Mountain View Dr, Tucson, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106258	ENR	John T Vargas	2005-10-08	UHC-19817-94	—	2856 Baseline Rd, Plano, TX, 75000	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113981	ENR	Peter Q Fox	1989-01-24	UHC-20065-48	9232771914	4747 Oak St # 648, Chandler, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-109768	ENR	Joan Duncan	1950-01-11	UHC-35968-68	9008536637	8323 Spring St, Los Angeles, CA, 90039	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130036	ENR	Nicole B Mitchell	2003-03-23	UHC-19620-71	2374136517	8191 Sunset Blvd, Columbus, OH, 43292	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-101994	ENR	Gloria I Perrry	1954-11-27	UHC-93729-34	—	4828 Apache Blvd, Tampa, FL, 33603	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
CLM-406333	CLM	Betty A Richards	1964-11-14	UHC-44493-32	3044740772	3269 Apache Blvd, Denver, CO, 80269	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118358	ENR	Doris A Li	1999-01-07	UHC-88009-26	4665883054	5308 Indian School Rd, Atlanta, GA, 30334	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
PRV-27698	PRV	Helen Lane	1975-05-05	UHC-35404-03	—	9691 Sunset Blvd # 561, Minneapolis, MN, 55470	0.64	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-135665	ENR	Gloria Yang	2008-06-20	UHC-77975-62	3764328088	7271 Broadway # 266, Glendale, AZ, 85321	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-123203	ENR	Arthur Vargas	1966-01-23	UHC-94619-95	4037955218	7710 Elm St, Gilbert, AZ, 85283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123137	ENR	Mei L James	—	UHC-58231-15	2762007389	911 Oak St Apt 1, Orlando, FL, 32883	0.64	Date of birth missing Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-402021	CLM	Diana Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107166	ENR	Diane D Santiago	1982-08-20	UHC-92813-98	6124835022	7407 Valley View Dr, Denver, CO, 80230	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

7,723 rows, page 51 of 155Previous Next