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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102251	ENR	Patricia N Price	1985-05-18	UHC-93968-03	—	8942 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-429181	CLM	Megan I Richardson	1959-05-13	UHC-31006-11	9409138587	2569 Indian School Rd, Orlando, FL	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-131827	ENR	Teresa W Thompson	1988-10-23	UHC-51683-44	2478514923	3780 Mountain View Dr, Tempe, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134231	ENR	Kelly E Hudson	—	—	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.62	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-134951	ENR	Alexis U Freeman	1973-06-24	UHC-97467-72	2588509352	5193 Sage Ct, Minneapolis, MN, 55433	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-23453	PRV	Nicole Vasquez	1951-02-03	UHC-78209-60	7984068344	1687 Mesa Dr, Scottsdale, AZ, 85258	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404083	CLM	Jacqueline Black	1990-08-17	UHC-52048-14	—	3673 Apache Blvd, Tucson, AZ, 85721	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52814	TPA	Marcus Munoz	1971-08-23	—	7308965219	1896 Baseline Rd # 320, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-411113	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411114	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123213	ENR	Austin Q Thompson	2004-09-22	UHC-86839-81	8723856009	9183 Desert Sky Blvd, Gilbert, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121171	ENR	Noah R Pana	1965-08-23	UHC-64478-55	3585255633	783 Palm Dr, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410790	CLM	—Junk	1956-04-26	UHC-38202-11	—	361 Palm Dr, Orlando, FL, 32897	0.62	Date of birth reformatted Phone missing area code City re-cased State code upper-cased+3 more
CLM-424627	CLM	Ann Ferguson	1972-06-28	UHC-46867-34	—	5384 Hillcrest Rd # 706, Columbus, OH, 43278	0.62	Date of birth reformatted Member ID reformatted Unit split from street State code upper-cased+3 more
CLM-412941	CLM	Pamela H Collins	1942-09-03	UHC-20336-22	3416422463	1992 Meadow Ln, Mesa, AZ, 85242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135967	ENR	Eric Li	1944-12-19	UHC-57535-49	7063619511	7760 Union St, Jacksonville, FL, 32249	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130116	ENR	Amanda Kelly	2001-05-04	UHC-16076-20	5352352423	2294 Sunset Blvd, Phoenix, AZ, 85090	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428169	CLM	Kevin Matthews	1965-08-15	UHC-84075-27	—	6609 Mesa Dr, Houston, TX, 77074	0.62	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
ENR-101278	ENR	Carol J Howard	1947-01-19	UHC-10532-70	9495369996	8380 Central Ave # 270, Sacramento, CA, 95843	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-417331	CLM	Catherine Andrews	1959-08-12	—	8976250687	7499 Bayshore Dr, Denver, CO, 80272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-408957	CLM	—Junk	1988-07-02	—	—	6828 Oak St, Sacramento, CA, 95878	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-410803	CLM	Fatima Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110054	ENR	Edward Rojas	2001-02-15	UHC-51103-02	—	1525 Apache Blvd, Chandler, AZ, 85235	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-57737	TPA	Sean Luna	1971-05-16	—	—	3548 Baseline Rd, Chandler, AZ, 85211	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-114937	ENR	Mariana B Edwards	1962-05-15	UHC-92193-98	6193700629	5454 Camelback Rd, Jacksonville, FL, 32242	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125463	ENR	Jose Young	1984-02-23	UHC-85645-22	7606514825	4304 Canyon Rd, Tucson, AZ, 85702	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431519	CLM	Samantha Cook	1946-05-07	UHC-28805-55	—	3442 Hillcrest Rd, Denver, CO	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-58551	TPA	Santiago Hamilton	2007-02-12	—	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432776	CLM	Mason M Washington	1965-08-16	UHC-11018-53	—	5155 Ridge Rd, Minneapolis, MN, 55467	0.62	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-120017	ENR	Arthur K Morgan	2000-10-03	UHC-25116-10	5109573797	773 Sunset Blvd, Los Angeles, CA, 90005	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-134751	ENR	Kimberly J Washington	1950-10-24	UHC-66941-78	—	2417 Sage Ct, Scottsdale, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102610	ENR	Janice Ferguson	1996-06-28	UHC-79079-57	—	1466 Church St, Mesa, AZ, 85246	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-141513	ENR	Lauren I Medina	1962-06-02	UHC-25204-90	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-117031	ENR	Bryan Alvarez	1955-06-09	UHC-34162-31	9589694496	5263 Canyon Rd, Eden Prairie, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418346	CLM	Joan D Bishop	1960-11-01	UHC-81997-94	3766149480	2326 Canyon Rd, Tampa, FL, 33670	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101456	ENR	Randy Gonzalez	1940-03-11	UHC-10363-68	3278621329	5541 Ocean Ave, Las Vegas, NV, 89182	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-102724	ENR	Emily Nguyen	1981-12-25	UHC-05387-74	4865831068	8613 Mesa Dr, Columbus, OH, 43241	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-139219	ENR	Janet W Carroll	1938-02-10	UHC-53190-20	5326216137	6292 Union St, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427735	CLM	Beverly Padilla	1940-02-20	UHC-77581-82	—	5745 Grand Ave, Las Vegas, NV, 89191	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-61298	TPA	Lauren Ray	1956-01-12	—	3568097738	9749 Meadow Ln, Orlando, FL, 32822	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108688	ENR	Walter E Patel	2005-07-01	UHC-76743-89	4442800558	6868 Maple Ave, Phoenix, AZ, 85063	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133979	ENR	Martha Ellis	1988-04-26	UHC-36344-06	9436694971	9311 Maple Ave Apt 8, Phoenix, AZ, 85015	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120789	ENR	Rebecca H Richards	1974-06-05	UHC-74951-83	7519540074	8780 Jefferson Ave, Denver, CO, 80280	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116425	ENR	Gabriel W Le	1986-11-28	UHC-99666-22	5864535309	5762 Washington St, Los Angeles, CA, 90093	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115456	ENR	Logan T Hughse	1975-01-25	UHC-40353-25	—	8200 Park Pl # 578, Fresno, CA, 93755	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27532	PRV	Betty Griffin	1981-06-15	—	7358929307	3605 Washington St, Houston, TX, 77096	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106907	ENR	Emily Lee	1999-02-06	UHC-24000-15	7913030562	8641 Meadow Ln, Austin, TX, 78706	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140102	ENR	Janet Hawkins	1947-06-21	UHC-01906-34	7834554394	2446 Indian School Rd Apt 5, Seattle, WA, 98147	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113980	ENR	Anthony C Holmes	1952-10-14	UHC-53979-37	8166740284	3009 Sage Ct, Denver, CO, 80255	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417540	CLM	Russell Moreno	2005-07-27	UHC-08496-11	—	8906 Broadway, Plano, TX, 75023	0.62	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+3 more

4,010 rows, page 17 of 81Previous Next