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 “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-101398	ENR	Samantha Flores	—	UHC-62256-11	2182269409	519 Lake View Rd, Eden Prairie, MN	0.34	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-117544	ENR	Anthony G Lee	—	UHC-33113-68	7874653933	276 Hillcrest Rd Apt 13, Charlotte, NC, 28262	0.34	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-122034	ENR	Laura Shaw	1984-02-18	UHC-82706-16	8946662339	1378 Forest Ave, Houston, TX	0.34	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-131877	ENR	Vincent I Reed	1983-06-27	UHC-02355-17	8235848001	6135 Hillcrest Rd, Charlotte, NC, 28255	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-131878	ENR	Vincent I Reed	1983-06-27	UHC-02355-17	8235848001	6135 Hillcrest Rd, Charlotte, NC, 28255	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-118421	ENR	GeraldJunk	1975-03-15	UHC-76960-16	2896459059	5589 Indian School Rd, Plano, TX, 75022	0.34	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-119738	ENR	Roy B Reid	1975-11-05	UHC-74723-28	2044353822	7434 Cedar Ln, Glendale, AZ, 85398	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-103705	ENR	Michael R Fernandez	2005-12-20	UHC-68247-93	2227347727	7948 Elm St Apt 5, Orlando, FL, 32805	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-137736	ENR	Sandra P Bradley	1970-05-25	UHC-59697-99	7829315135	216 Lake View Rd, Denver, CO, 80285	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-124672	ENR	Gloria Banks	1950-07-06	UHC-84655-02	—	5506 Park Pl, Jacksonville, FL	0.34	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-131478	ENR	Priya Ortiz	1954-04-27	UHC-63640-79	—	855 Indian School Rd # 353, Jacksonville, FL, 32287	0.34	Name re-cased Member ID reformatted SSN last four extracted Unit split from street+5 more
ENR-138915	ENR	Nancy Watkins	2000-11-16	UHC-11052-08	2298610700	2027 Mesa Dr, Mesa, AZ, 85204	0.34	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-124717	ENR	Christine Hall	1987-04-19	UHC-46067-89	—	3008 Market St, Seattle, WA, 98125	0.36	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-134848	ENR	Arjun Wright	1982-09-07	UHC-27547-79	8177112189	8140 Washington St # 371, Charlotte, NC	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-123260	ENR	Benjamin V Collins	—	UHC-08588-29	8878730572	100 Central Ave, Charlotte, NC	0.36	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138200	ENR	Kelly J Soto	—	UHC-56412-43	—	619 Church St, Scottsdale, AZ, 85263	0.36	Date of birth reformatted Date of birth unreadable Member ID reformatted SSN last four extracted+4 more
ENR-110479	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110478	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127696	ENR	Vyncent Hart	1984-08-22	UHC-78571-03	—	8656 Grand Ave, Fresno, CA, 93745	0.36	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-124058	ENR	Hiroshi R Chen	—	UHC-44955-99	—	7171 Jefferson Ave, San Diego, CA, 92180	0.36	Date of birth missing Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129776	ENR	Williaam D Hudson	1995-08-11	UHC-43451-15	6414798894	5967 Church St # 326, Tempe, AZ	0.36	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-116585	ENR	Patrick Welch	1952-01-17	UHC-32323-36	3712519067	8468 Indian School Rd # 230, Tampa, FL	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-118620	ENR	Yuki Carroll	1984-02-14	UHC-32478-05	—	1033 Sunset Blvd, Los Angeles, CA, 90090	0.36	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-135968	ENR	Jerry U Thompson	2002-05-17	UHC-11477-88	6748256938	8227 Mesa Dr, Atlanta, GA	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-116521	ENR	Jacquline U Meyer	1995-06-18	UHC-76777-57	7344980646	3708 Indian School Rd Apt 36, Orlando, FL	0.36	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-134538	ENR	Ralph Lopez	1959-05-02	UHC-60963-90	3155539659	8498 Baseline Rd # 408, Eden Prairie, MN, 55389	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-138332	ENR	Ronald Henry	2006-08-23	UHC-15188-94	—	8751 Park Pl, Chandler, AZ	0.36	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-112956	ENR	Aisha King	1945-03-09	UHC-94405-31	—	3516 Lincoln Way, Denver, CO, 80257	0.36	Name split from “Last, First”Two-digit birth year Phone missing area code Member ID reformatted+4 more
ENR-111809	ENR	Aisha A Harper	1951-03-20	UHC-21802-06	—	8721 Grand Ave Apt 24, Phoenix, AZ, 85040	0.36	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-110851	ENR	Frnces Mtchell	1947-12-24	UHC-79918-41	9522635378	3943 Cedar Ln Apt 9, Dallas, TX	0.36	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-117592	ENR	Vincent Thompson	—	UHC-83627-93	3845579728	3650 Sage Ct, Charlotte, NC, 28271	0.36	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125553	ENR	Kelly Hernandez	—	UHC-03204-40	3644454295	5878 Lake View Rd, Atlanta, GA	0.36	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
ENR-107764	ENR	Mei Hanson	1972-02-17	UHC-60269-48	7945684024	2086 Ocean Ave, Los Angeles, CA, 90039	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102872	ENR	Cheryl Stephens	1971-09-11	UHC-86703-51	3308803275	7369 Ridge Rd, Dallas, TX, 75256	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-106180	ENR	Alice Diaz	1972-11-25	UHC-82251-24	5047889236	1830 Mesa Dr Apt 29, Jacksonville, FL, 32269	0.36	Two-digit birth year Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-109911	ENR	Sophia Robinson	1953-10-16	UHC-79179-78	—	9439 Oak St # 718, Denver, CO, 80285	0.36	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+4 more
ENR-110829	ENR	UJunk	2001-06-04	UHC-23105-74	2829510467	8683 Oak St, Tempe, AZ	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134183	ENR	Mateo M Burke	2007-08-20	UHC-43196-61	4533186571	7355 Sunset Blvd, Los Angeles, CA, 90086	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-126136	ENR	Elizabeth V Specner	1989-01-14	UHC-10467-32	3175239732	6879 Willow Ct, Los Angeles, CA, 90062	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-137928	ENR	Gloria Espinoza	1977-04-17	UHC-19393-67	4345353258	2480 Canyon Rd, Denver, CO, 80237	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-116609	ENR	Janet J Young	1976-05-24	UHC-69097-81	2425705194	3328 Oak St, Nashville, TN, 37280	0.36	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-133904	ENR	Julie Moore	2003-01-20	UHC-75274-21	2067241656	4949 Sage Ct, Houston, TX, 77072	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103351	ENR	Christopher Y Perry	1981-12-03	UHC-95693-07	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-136124	ENR	Aisha Webb	1997-12-01	UHC-57903-45	9848755549	389 Oak St Apt 25, Mesa, AZ	0.36	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-124798	ENR	Walter Robertson	1981-06-24	UHC-87465-35	4146738052	7128 Lake View Rd, Austin, TX, 78780	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-125930	ENR	Shirley H Fuller	1949-12-03	UHC-13808-10	7165413300	2023 Highland Ave, Fresno, CA, 93748	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-131802	ENR	Aaorn Burke	1952-11-24	UHC-86182-95	2014394040	2109 Central Ave, Jacksonville, FL, 32203	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139974	ENR	Sam O Martin	1972-01-26	UHC-34323-72	7975207379	9645 Apache Blvd # 211, Fresno, CA	0.36	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-112615	ENR	HaroldJunk	1940-11-11	UHC-33464-88	—	1481 Hillcrest Rd, Gilbert, AZ, 85238	0.36	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-109247	ENR	Fatima M Dean	1946-12-05	UHC-14248-16	—	3979 Union St, Denver, CO, 80266	0.36	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more

4,654 rows, page 2 of 94Previous Next