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-115476	ENR	Kelly J Martinez	1999-11-10	UHC-20486-47	6449036664	2305 Apache Blvd, Seattle, WA, 98160	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139697	ENR	Brenda Y Vgea	1973-12-15	UHC-61619-78	9328303791	1299 Ridge Rd, Orlando, FL, 32860	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114903	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114904	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-415746	CLM	Doonald Murrray	2001-12-17	UHC-38778-25	—	7821 Lincoln Way # 717, Sacramento, CA, 95825	0.62	Name re-cased Member ID reformatted Unit split from street City re-cased+3 more
ENR-124166	ENR	Lawrence George	1996-12-12	UHC-17614-13	—	6604 Indian School Rd, Fresno, CA, 93721	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412668	CLM	Yuki Hoffman	1940-03-10	UHC-91732-54	6493741097	2368 Harbor Blvd, Las Vegas, NV, 89100	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101563	ENR	Shirly Hayes	1958-10-25	UHC-53138-46	5513647709	114 Church St, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405099	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	—	2973 Main St # 195, Eden Prairie, MN, 55338	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-405098	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	—	2973 Main St # 195, Eden Prairie, MN, 55338	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-60111	TPA	Rndy Cruz	1939-06-22	UHC-45387-96	8934782097	790 Willow Ct # 472, Scottsdale, AZ, 85256	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-136412	ENR	Madison Obrien	1943-10-16	UHC-27298-84	—	7820 Palm Dr, Nashville, TN, 37261	0.62	Name split from “Last, First”Name re-cased Phone missing area code Member ID reformatted+3 more
TPA-50702	TPA	Cynthia Ryan	1992-07-22	UHC-40295-56	—	4288 Union St, Minneapolis, MN, 55457	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-102340	ENR	Hiroshi B Coleman	—	UHC-24824-94	—	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+3 more
CLM-403665	CLM	Michelle Perkins	1962-12-16	UHC-72207-33	—	7224 Lake View Rd, Tampa, FL, 33672	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409839	CLM	Victoria P Mitchell	1982-05-08	UHC-89946-94	—	4460 Mountain View Dr, Nashville, TN, 37207	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-133049	ENR	Wayne Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-127026	ENR	Joshua R Reed	1964-07-11	UHC-27571-59	4596368811	4407 Sage Ct, Austin, TX, 78721	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130710	ENR	Yuki T Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105447	ENR	Jean Walsh	1949-10-02	UHC-14913-65	4452854437	2051 Canyon Rd, Los Angeles, CA, 90059	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-128905	ENR	Sharon V Vega	1970-01-16	UHC-51699-03	6665859164	7508 Church St, Chandler, AZ, 85271	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-419777	CLM	Marcus Stone	1945-07-21	UHC-59211-18	—	7056 Pine Dr, Tucson, AZ	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-139059	ENR	Ethan I Castro	1984-01-21	UHC-21336-48	4444957754	1475 Main St, Nashville, TN, 37254	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121988	ENR	Pteer Mason	2000-12-09	UHC-17389-55	3383097882	2355 Washington St, Scottsdale, AZ, 85242	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25388	PRV	Maria P Allen	1981-07-03	UHC-99806-87	—	5825 Mountain View Dr, Austin, TX, 78742	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-54369	TPA	Nicoole Hayse	1939-04-16	UHC-32516-68	7178720107	695 Apache Blvd, Plano, TX, 75090	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413035	CLM	Christian Hernandez	1951-03-27	UHC-41092-13	—	1662 Pine Dr, Las Vegas, NV, 89171	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118123	ENR	Karen F Wong	2001-09-25	UHC-75927-48	5548531415	6744 Union St, Tempe, AZ, 85263	0.62	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140138	ENR	Lugan Greene	1941-01-16	UHC-34472-84	6095528497	990 Indian School Rd, Tucson, AZ, 85798	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-424671	CLM	Kennedy Valentina	1943-08-06	UHC-03137-73	—	5500 Ocean Ave, Glendale, AZ, 85369	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107697	ENR	Dot Matthews	1941-12-19	UHC-82814-73	3135574928	6235 Spring St, Mesa, AZ, 85211	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-123699	ENR	Mariana M Reyd	1962-08-21	UHC-79629-60	6172878659	8707 Main St, Glendale, AZ, 85384	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-51678	TPA	Scott Soto	1974-04-19	UHC-72076-66	—	9872 Hillcrest Rd, Plano, TX, 75085	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124413	ENR	Russell Brown	1941-07-27	UHC-59359-98	2794659772	654 Forest Ave, Orlando, FL, 32804	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423297	CLM	Madison R Brooks	1973-11-20	UHC-66865-28	9136669109	4130 Desert Sky Blvd, Atlanta, GA, 30398	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-130509	ENR	Ahmed Hayes	1998-05-03	UHC-61342-46	4545116766	896 Bayshore Dr # 901, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-106672	ENR	Helen O Sancheez	1981-03-25	UHC-87964-67	2024904589	3728 Desert Sky Blvd # 585, Dallas, TX, 75229	0.62	Phone reformatted Member ID reformatted Unit split from street Gender normalised+3 more
ENR-132831	ENR	Sara P Tucker	1943-12-24	UHC-90720-81	3419626063	5110 Forest Ave, Mesa, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-22088	PRV	Emma Tucker	1955-10-18	UHC-67045-13	—	4116 Market St, Mesa, AZ, 85245	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
TPA-64202	TPA	Gabrriel Z Estrada	1993-02-15	UHC-77015-81	—	2383 Palm Dr, Eden Prairie, MN, 55312	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412340	CLM	Russell D Carter	1940-10-16	UHC-58996-04	7005991659	1066 Main St Apt 21, Fresno, CA, 93705	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-25348	PRV	Jordan Perry	1955-11-17	UHC-77617-54	6209529652	6145 Sunset Blvd, Phoenix, AZ, 85072	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107590	ENR	Jack V Armstrong	1965-07-16	UHC-92872-24	2577559969	9598 Oak St, Atlanta, GA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104021	ENR	Alice U Carroll	1948-06-15	UHC-43843-49	5218900456	6738 Oak St, Mesa, AZ, 85272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111119	ENR	Daiel Menodza	1952-12-24	UHC-41060-11	2149895484	1278 Mesa Dr, Atlanta, GA, 30374	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125726	ENR	Abby Stewart	1950-11-04	UHC-23233-80	2465601392	3674 Harbor Blvd, Orlando, FL, 32894	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-24216	PRV	Abigail Z Griffin	1998-10-20	UHC-96170-84	4539768681	7618 Ridge Rd Apt 6, Minneapolis, MN, 55446	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111404	ENR	Jerry I Price	1995-10-18	UHC-72503-97	9795004016	7498 Forest Ave Apt 32, San Antonio, TX, 78292	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-58370	TPA	Lius Murphy	1981-02-20	UHC-01298-90	—	299 Sage Ct, Jacksonville, FL, 32278	0.62	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+3 more
ENR-134802	ENR	Kim U Bans	1973-08-14	UHC-47323-56	2288029057	1608 Pine Dr # 286, Miami, FL, 33145	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more

7,723 rows, page 39 of 155Previous Next