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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101756	ENR	Arjun Gardner	1987-08-28	UHC-24635-15	4878303467	7270 Bayshore Dr, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-423470	CLM	Diiego Fields	1958-05-17	—	—	7626 Union St # 230, Los Angeles, CA, 90092	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-109958	ENR	Judith O Boyd	—	UHC-46308-61	—	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.46	Name re-cased Date of birth unreadable Phone missing area code Member ID reformatted+5 more
ENR-132490	ENR	Hiroshi Brooks	1990-08-15	UHC-65032-33	4385737130	2677 Washington St, Mesa, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-24317	PRV	Jack A Chavez	1996-05-15	—	5316187191	3756 Sunset Blvd, Gilbert, AZ, 85275	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110137	ENR	Emma S Moore	1940-06-16	UHC-42322-25	4854941826	7623 Spring St, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-429314	CLM	Valentina Stevens	1943-01-26	—	2169998608	5643 Meadow Ln, Eden Prairie, MN, 55358	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419468	CLM	—Junk	1962-03-27	—	8454355925	5075 Spring St Apt 12, Austin, TX, 78787	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-59883	TPA	Danielle Martinez	2004-07-22	—	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-112276	ENR	Bradley W Jones	1980-07-11	UHC-91461-93	8189072740	2163 Baseline Rd, Las Vegas, NV, 89162	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-426081	CLM	Mason Smith	1961-02-15	UHC-13514-35	2662525669	3073 Jefferson Ave, Tempe, AZ, 85289	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-424924	CLM	Doris T Ford	1958-02-28	UHC-97244-05	—	1242 Lake View Rd # 450, Scottsdale, AZ, 85224	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-122462	ENR	Evelyn P Colmean	1987-02-14	UHC-14941-93	2359681318	1338 Ridge Rd, Gilbert, AZ, 85253	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-125435	ENR	Mary B Cook	1976-10-13	UHC-16807-52	2643791110	7214 Palm Dr Apt 36, Nashville, TN, 37249	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-25087	PRV	—Junk	2005-01-27	—	8838963783	8651 Highland Ave, Nashville, TN, 37279	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-415239	CLM	Aisha Owens	2002-06-26	UHC-84488-96	2317075318	7806 Main St, Orlando, FL, 32868	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-427674	CLM	Grace Wong	2000-12-03	UHC-13056-47	—	3571 Spring St, Sacramento, CA	0.46	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
CLM-410288	CLM	Andrew McDonald	—	UHC-38489-91	4374342555	7493 Sunset Blvd, Chandler, AZ, 85282	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-117844	ENR	Gerald H Silva	1976-09-23	UHC-54444-80	2935575873	3638 Valley View Dr, San Antonio, TX, 78284	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-407554	CLM	Jack I Ray	1943-10-02	UHC-32122-35	8863400298	4554 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141739	ENR	Lucia I Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24558	PRV	Aisha Q Hendeerson	1986-02-18	UHC-27793-06	—	563 Spring St, San Antonio, TX, 78287	0.46	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-122826	ENR	Kelly T Day	1983-01-19	UHC-30774-01	9776229722	8106 Forest Ave, Gilbert, AZ, 85277	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-424978	CLM	Denise Anderson	1987-05-16	—	2936129893	3970 Market St # 834, Las Vegas, NV, 89189	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-28677	PRV	Austin O Gordon	1964-09-27	UHC-50210-62	3875910563	9313 Highland Ave # 505, Jacksonville, FL, 32240	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-123200	ENR	Rachel F Maldonado	—	UHC-71621-23	5604859058	9202 Main St, Austin, TX, 78720	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-402098	CLM	Brittany Taylor	1982-05-25	UHC-75127-09	6858117945	6710 Valley View Dr, Mesa, AZ, 85299	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-420193	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	3062 Camelback Rd, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139679	ENR	Mariana K Mitchell	1972-03-12	UHC-47406-20	7717381941	762 Sage Ct, Tempe, AZ	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-116972	ENR	Greg Washington	1972-09-15	UHC-30230-14	4474142347	9052 Forest Ave, San Diego, CA, 92177	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117257	ENR	Dlan Hunter	1970-12-16	UHC-44105-80	9209200762	4137 Sunset Blvd, Fresno, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111713	ENR	Michelle Bowman	1947-11-06	UHC-20763-80	3252942988	8737 Ridge Rd, Austin, TX, 78747	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-132289	ENR	Tyler Broosk	1994-09-10	UHC-33688-95	6848392067	8696 Grand Ave, Charlotte, NC, 28262	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124097	ENR	Emily Boyd	1998-06-24	UHC-29831-34	—	547 Willow Ct, Tucson, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-142920	ENR	Pamela Gibson	1970-11-19	UHC-30740-55	3713686572	4351 Hillcrest Rd, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-420194	CLM	Benjamin W Wood	1948-01-20	—	5985588953	9764 Pine Dr, Charlotte, NC, 28293	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-126744	ENR	Melissa Ramos	2002-06-10	UHC-99031-01	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-101232	ENR	John Z Taylor	1971-08-28	UHC-19378-10	4673857651	8613 Washington St, Atlanta, GA, 30374	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-415050	CLM	Vincent Gutierrez	1979-05-28	—	6807536539	4765 Hillcrest Rd, Sacramento, CA, 95899	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-60197	TPA	Sean Webb	2001-10-08	—	8102179880	3689 Willow Ct, Tucson, AZ, 85768	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-117239	ENR	Sarah S Hansen	1960-08-17	UHC-44827-08	—	4346 Cedar Ln, Las Vegas, NV, 89184	0.46	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+5 more
ENR-141812	ENR	Arthur I Simpson	1989-03-06	UHC-42939-64	9104017402	7971 Indian School Rd, Dallas, TX, 75222	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-25939	PRV	Kayla Richards	1976-01-10	UHC-42568-66	2535320764	2779 Pine Dr, Dallas, TX, 75256	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-22070	PRV	Larry Myers	2001-02-11	—	9599045305	6114 Church St, Atlanta, GA, 30327	0.46	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+5 more
ENR-129620	ENR	Patrick Castro	2008-08-26	UHC-51479-94	6542298143	1268 Washington St # 711, Fresno, CA, 93735	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-103053	ENR	Aisha O Hanson	1946-05-24	UHC-09335-84	7092804776	573 Bayshore Dr, Las Vegas, NV, 89119	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-61296	TPA	Timothy Lawrence	1973-06-15	UHC-34368-51	3344286808	5015 Park Pl, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111388	ENR	Lori F Dominguez	2000-09-04	UHC-82440-56	9458088602	730 Sage Ct, Miami, FL	0.46	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
TPA-59180	TPA	Elizabeth Schultz	1967-12-24	—	9066673297	9384 Pine Dr, Fresno, CA, 93758	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-119007	ENR	Donna Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd Apt 37, Gilbert, AZ, 85224	0.46	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more

17,850 rows, page 13 of 357Previous Next