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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110502	ENR	Sara Sanders	1970-11-07	UHC-46950-51	8132133545	2403 Spring St, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134164	ENR	Scott Gardner	—	UHC-41805-67	2747519604	7087 Ridge Rd, Glendale, AZ, 85312	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+4 more
CLM-414510	CLM	Samual Guerrero	2004-08-11	UHC-70261-24	3562221119	4432 Willow Ct, Plano, TX, 75040	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25042	PRV	Beverly Evans	1988-10-08	—	8909048210	9591 Valley View Dr, Las Vegas, NV, 89124	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59909	TPA	Gloria Dean	—	—	—	7637 Bayshore Dr, Glendale, AZ, 85395	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
CLM-425206	CLM	Paul Porter	1941-07-27	UHC-28456-84	2483459516	4240 Church St, Plano, TX, 75025	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-108019	ENR	Linda Y Goemz	2002-12-22	UHC-79026-95	8369190647	2234 Mesa Dr Apt 7, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-410493	CLM	Maria Silva	1963-04-08	—	3607762240	4127 Church St, Denver, CO, 80249	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418954	CLM	Peter Washington	1952-06-03	UHC-58356-44	—	9079 Meadow Ln, Glendale, AZ, 85387	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139155	ENR	Dan P Richards	1988-08-23	UHC-49911-56	5132450933	6157 Grand Ave, Austin, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431815	CLM	Chharles Clark	1989-03-17	UHC-21985-17	8814692770	8197 Mesa Dr # 112, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-401235	CLM	Amanda G Sullivan	1941-09-23	—	9464907836	3262 Lake View Rd, Jacksonville, FL, 32241	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111963	ENR	Tomy E Welhc	2007-02-15	UHC-45658-13	9565018537	3687 Cedar Ln, Orlando, FL, 32874	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123994	ENR	Yuki Barnes	1957-04-03	UHC-87254-53	7795357853	63 Willow Ct Apt 27, Tucson, AZ, 85750	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-58706	TPA	George Delgado	1984-05-02	—	—	2597 Bayshore Dr Apt 40, Seattle, WA, 98197	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-27585	PRV	Elizabeth Walker	1958-11-19	UHC-96628-55	—	8507 Harbor Blvd, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20347	PRV	Mark Fox	1974-07-18	UHC-99909-59	2946619352	2492 Ridge Rd, Minneapolis, MN, 55422	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-129364	ENR	Rebeccca Park	1944-01-03	UHC-57183-04	6785769340	3555 Oak St Apt 14, Tempe, AZ, 85245	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-123358	ENR	Doris Cole	1979-03-15	UHC-59466-15	—	4228 Canyon Rd, Charlotte, NC, 28209	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132935	ENR	Denise Yang	1961-03-26	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132615	ENR	Carol D Ward	1967-07-14	UHC-25200-11	3118217243	8635 Palm Dr, Las Vegas, NV, 89159	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-60030	TPA	Jacqueline Willsi	1998-05-09	—	6387119546	1671 Market St, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-22085	PRV	Ralph T Daniels	2001-07-07	UHC-44422-88	6199844511	3822 Sage Ct Apt 7, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108638	ENR	Rachel Rivera	1971-02-24	UHC-18995-25	—	5236 Oak St, Charlotte, NC	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-60078	TPA	Barbara Collins	—	—	9139945612	647 Market St, Minneapolis, MN, 55468	0.48	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-429541	CLM	Omar O Boyd	1939-02-16	UHC-90001-13	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-403225	CLM	Michael Campbell	2005-09-05	UHC-94863-84	—	1057 Maple Ave Apt 29, Austin, TX, 78731	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-112430	ENR	Bobby Hernandez	1974-07-03	UHC-97966-71	3022428803	6500 Harbor Blvd, Orlando, FL, 32849	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127109	ENR	Alice Mendoza	1973-07-01	UHC-85886-84	3163785373	4821 Cedar Ln, Atlanta, GA, 30336	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109813	ENR	Mason Ramirez	1964-05-03	UHC-58089-01	—	3165 Spring St, Fresno, CA, 93769	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-400875	CLM	Timothy Kelly	1988-07-01	—	4893100129	2193 Mountain View Dr, Seattle, WA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404187	CLM	Sharon Santos	1990-01-28	UHC-46936-59	—	6404 Bayshore Dr # 971, Denver, CO	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-423204	CLM	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420146	CLM	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St # 502, Jacksonville, FL, 32295	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-425703	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd # 923, Tampa, FL, 33616	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-111556	ENR	Nathan Rose	1964-05-05	UHC-57831-42	—	439 Baseline Rd, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27957	PRV	Jesse Russell	1983-04-14	UHC-39788-24	5045675582	8446 Camelback Rd, Phoenix, AZ, 85088	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120857	ENR	Jordan Carroll	1999-11-13	UHC-70296-29	9327809077	3188 Desert Sky Blvd, Atlanta, GA, 30357	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127700	ENR	Joyce S Perez	1958-08-13	UHC-34295-45	6864413846	8692 Hillcrest Rd, Miami, FL, 33106	0.48	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129439	ENR	Elijah Cerr	1980-02-25	UHC-17312-61	5356770932	8995 Sunset Blvd, Miami, FL, 33157	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-56597	TPA	Willie Butler	1959-10-24	—	—	1562 Central Ave Apt 17, Mesa, AZ, 85215	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-407340	CLM	Joshua Hanson	1960-08-22	—	7238151215	967 Oak St, Eden Prairie, MN, 55334	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23508	PRV	Jack Soctt	1949-08-22	UHC-60017-55	6333078231	6031 Elm St # 686, Las Vegas, NV, 89167	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121912	ENR	Kathryn Y Perkins	1951-10-26	UHC-15775-34	3214850266	8788 Highland Ave, Charlotte, NC	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139904	ENR	Emily F Ortiz	1959-03-07	UHC-21261-58	7145428920	9081 Willow Ct # 686, Charlotte, NC, 28203	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-409588	CLM	Donald Vaquez	1960-05-26	—	—	1869 Mesa Dr, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
TPA-52026	TPA	Sean Torres	1939-04-18	—	—	1225 Park Pl, Las Vegas, NV, 89121	0.48	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-102535	ENR	Lisa L Thompson	1939-05-26	UHC-64914-64	9324547658	6126 Ridge Rd # 441, Houston, TX, 77096	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-401125	CLM	Jordan Welch	2001-11-13	UHC-43144-83	—	2704 Maple Ave # 582, Denver, CO, 80226	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-103126	ENR	Lori King	1957-04-06	UHC-92761-58	3412408898	3025 Lake View Rd, Jacksonville, FL	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

32,400 rows, page 24 of 648Previous Next