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 “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
PRV-23323	PRV	Logan Collins	1944-12-21	—	5114008104	9814 Pine Dr # 700, Las Vegas, NV, 89137	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414668	CLM	Doris Watson	—	UHC-23249-96	5264765344	6258 Forest Ave, Charlotte, NC, 28267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-408045	CLM	Richard Gonzalez	1948-08-23	UHC-95484-13	2816249712	3331 Church St, Eden Prairie, MN, 55396	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111601	ENR	Lindda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26548	PRV	Mariana Franlkin	1954-12-15	—	8135063873	6836 Main St, Plano, TX, 75019	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124937	ENR	Judith G Burns	1978-04-16	UHC-74937-93	2458534053	8847 Pine Dr, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-110999	ENR	Brandon Johnston	1994-03-05	UHC-18239-79	8106611108	5819 Jefferson Ave, Minneapolis, MN, 55479	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26937	PRV	Sarah Frankllin	—	UHC-19757-48	6752135009	5484 Central Ave, Sacramento, CA, 95864	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-130414	ENR	Denise T Vargas	1949-10-23	UHC-01600-93	6146730135	4158 Central Ave, Nashville, TN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105710	ENR	Mariana S Delgado	1989-10-06	UHC-41386-07	8826588091	516 Maple Ave, Orlando, FL, 32818	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109386	ENR	Helen N Kelley	1996-05-12	UHC-08411-81	7704623558	9444 Valley View Dr, Columbus, OH, 43248	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-23725	PRV	Ethan Ross	1978-05-11	—	8693779501	1589 Central Ave, Jacksonville, FL, 32248	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-137815	ENR	Sharon F Martin	1946-05-10	UHC-49913-33	9199233370	2983 Forest Ave, Seattle, WA, 98144	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-51718	TPA	Hiroshi Dean	1990-01-21	UHC-65896-87	4137983234	8478 Lincoln Way Apt 10, Austin, TX, 78784	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414015	CLM	David Martin	1966-07-04	—	2044424725	7248 Grand Ave, Sacramento, CA, 95876	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417788	CLM	Wei F Shaw	1947-06-24	UHC-62420-46	—	5446 Market St, Plano, TX, 75099	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27547	PRV	Alexander James	1995-08-17	UHC-89597-44	7732849113	2877 Indian School Rd, Tempe, AZ, 85221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135032	ENR	Mateo Lee	—	UHC-39222-72	—	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-432743	CLM	Joan Weber	1973-06-08	UHC-20455-78	7336222683	9509 Park Pl, San Diego, CA, 92153	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
TPA-60242	TPA	Laura Schmidt	2005-07-10	—	5699752119	4315 Union St, Mesa, AZ, 85230	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429137	CLM	Roger Lawrence	1963-10-28	UHC-53970-06	—	305 Pine Dr, Las Vegas, NV, 89108	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420009	CLM	Edward Elliott	1979-05-08	UHC-33180-88	—	2976 Park Pl, Tempe, AZ, 85230	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125889	ENR	Samuel N Fields	1973-02-01	UHC-70900-77	6908229153	2094 Desert Sky Blvd, Fresno, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116040	ENR	Reynolds Christian	1969-06-13	UHC-89526-48	8917377096	1150 Meadow Ln, Plano, TX, 75080	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58179	TPA	Russell Brown	1941-07-27	—	2794659772	654 Forest Ave, Orlando, FL, 32804	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134642	ENR	Weber Amanda	1939-09-08	UHC-56145-05	9142764637	4921 Desert Sky Blvd, Scottsdale, AZ, 85283	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-404374	CLM	Betty Soto	1974-12-06	UHC-59887-21	—	8097 Bayshore Dr, Miami, FL, 33158	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
TPA-57174	TPA	Madison Taylor	1957-08-22	—	2967985659	16 Ocean Ave, Jacksonville, FL, 32299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142968	ENR	Linda Bishop	1943-05-16	UHC-76949-11	4547007895	1478 Maple Ave, Jacksonville, FL, 32238	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20749	PRV	John Berry	1950-04-11	UHC-41668-73	3954812675	3364 Forest Ave, Glendale, AZ, 85322	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429312	CLM	Betty Wright	1996-05-07	UHC-97501-96	6076640120	6345 Desert Sky Blvd, Miami, FL, 33102	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406110	CLM	Adam Contreras	1973-04-05	UHC-75072-26	2844825112	5706 Indian School Rd, Plano, TX, 75091	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103495	ENR	Amy Watson	1942-07-11	UHC-71029-24	9552748042	9190 Apache Blvd, San Diego, CA, 92158	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-29031	PRV	Russell Brooks	1971-11-18	—	6005554046	2424 Central Ave, Las Vegas, NV, 89132	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-112474	ENR	Madison Z Mendez	1988-10-11	UHC-71301-92	4598043383	8233 Bayshore Dr, Dallas, TX, 75257	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429428	CLM	Gary Dominguez	1991-10-24	UHC-20825-25	7743756327	5896 Camelback Rd Apt 20, Austin, TX, 78798	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-115627	ENR	Aiisha E Kelley	1964-11-03	UHC-96102-18	3852508349	5803 Spring St, Las Vegas, NV, 89131	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25977	PRV	Scott P Hughes	1958-01-10	UHC-53716-26	8217485157	5069 Lincoln Way Apt 6, Orlando, FL, 32854	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-55898	TPA	Amber Alexander	1960-05-26	—	2306384043	8353 Oak St, Jacksonville, FL, 32230	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-51885	TPA	Madison Simmons	1964-01-08	—	6116740896	6893 Sage Ct, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59733	TPA	Billy Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54740	TPA	Ashley Gibson	2005-08-12	—	—	8818 Maple Ave, Phoenix, AZ, 85045	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432387	CLM	Margaret Ramoos	1995-07-26	—	—	4658 Mesa Dr, Columbus, OH, 43222	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-408235	CLM	Willie Fox	1959-07-18	UHC-90861-56	—	6086 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137603	ENR	Patricia S Davis	2002-01-17	UHC-96971-12	6146052699	5868 Oak St, Plano, TX, 75095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406156	CLM	Stephens Katherine	—	UHC-94512-44	7707153349	2233 Pine Dr, Scottsdale, AZ, 85283	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127458	ENR	Samantha S Jones	1956-09-12	UHC-43746-71	4175954313	8027 Union St, Tucson, AZ, 85787	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139927	ENR	David Vezquez	1991-07-20	UHC-60007-82	6243644386	5431 Mesa Dr, Atlanta, GA, 30391	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425336	CLM	Larry Li	2001-07-08	—	7716060688	3403 Willow Ct, Miami, FL, 33161	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135725	ENR	Charles M Wang	1994-02-03	UHC-35113-59	—	9780 Willow Ct, Los Angeles, CA, 90031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 193 of 1,426Previous Next