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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430178	CLM	Ethan EJunk	1961-03-01	UHC-07381-68	7583811982	8361 Indian School Rd, Nashville, TN, 37248	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134370	ENR	Burce G Moore	1964-11-19	UHC-28109-74	3156653892	1620 Willow Ct, Mesa, AZ, 85236	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-400369	CLM	Grace Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH	0.46	Name re-cased Date of birth reformatted 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-405921	CLM	Steven Ortaga	1941-03-27	—	2828626106	1456 Jefferson Ave, Tempe, AZ, 85239	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-416331	CLM	Ellis Gerald	1985-06-11	—	4103588512	589 Mountain View Dr # 525, Tempe, AZ, 85252	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-417154	CLM	RachelJunk	1959-08-26	UHC-31823-84	—	7580 Maple Ave, Eden Prairie, MN, 55354	0.46	Name re-cased Street suffix standardised Address re-cased State code upper-cased+5 more
ENR-102312	ENR	Mariana Shaw	1991-10-19	UHC-03384-46	5577106620	1773 Park Pl Apt 29, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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
ENR-140594	ENR	Singh Katherine	1989-10-16	UHC-36821-73	7246348022	9696 Mountain View Dr, Denver, CO, 80209	0.46	Name re-cased Date of birth reformatted Phone reformatted 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
CLM-420533	CLM	Mertha Q Salazar	1982-06-10	UHC-04503-85	6134008412	8402 Pine Dr, Plano, TX, 75041	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-417786	CLM	Walter Chavez	1994-05-07	—	3416809590	7980 Maple Ave, Austin, TX, 78761	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20652	PRV	Harold G Singh	1949-12-22	—	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-401362	CLM	Cheryl Chen	1997-10-27	UHC-19223-34	3213310797	3073 Park Pl, Plano, TX, 75093	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26178	PRV	Beverly Z Soto	—	UHC-36735-65	2823367123	5451 Camelback Rd, Fresno, CA	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+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-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
ENR-117366	ENR	Martin Philip	1959-12-27	UHC-41017-34	2937186556	8416 Jefferson Ave, Jacksonville, FL, 32266	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-422936	CLM	Susan X Webb	1952-10-06	—	—	2347 Lincoln Way # 613, Eden Prairie, MN, 55390	0.46	Name re-cased Date of birth reformatted Unit split from street 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-129857	ENR	Emily E Obrien	2007-07-06	UHC-25966-27	3733177257	3702 Elm St, Los Angeles, CA, 90067	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+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
PRV-29125	PRV	Arjun X Crawford	—	UHC-35273-61	4133761866	8223 Highland Ave, Eden Prairie, MN, 55372	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-432158	CLM	Amber A Greene	1989-06-27	—	2667403546	239 Oak St, Scottsdale, AZ, 85290	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-108541	ENR	Jordan L Cole	1979-11-01	UHC-83214-78	5794394335	4226 Spring St, Minneapolis, MN, 55459	0.46	Name re-cased Date of birth reformatted 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
CLM-429611	CLM	Gary Graham	1991-05-19	UHC-98479-75	—	6136 Willow Ct, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-142291	ENR	Carl Q McCoy	—	UHC-91013-94	6098298021	6685 Sunset Blvd, Austin, TX, 78784	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+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
ENR-102644	ENR	Benjamin T Johnston	1948-02-17	UHC-90631-95	4976145415	5939 Cedar Ln, Orlando, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-400401	CLM	Payne Diego	1962-04-18	UHC-65200-03	7578067166	9440 Mountain View Dr # 763, Scottsdale, AZ, 85213	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-127101	ENR	Nicholas Clark	1963-11-09	UHC-59054-98	5335782541	7847 Highland Ave, San Diego, CA	0.46	Name re-cased Date of birth reformatted 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
ENR-133600	ENR	Daniel A Ortiz	2005-03-05	UHC-04338-14	8989372565	6892 Mesa Dr, Gilbert, AZ, 85208	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

39,996 rows, page 16 of 800Previous Next