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
ENR-142202	ENR	Sharon E Alvarado	1977-06-14	UHC-10575-86	7927424094	3441 Mountain View Dr, Eden Prairie, MN, 55346	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
TPA-52783	TPA	Don W Walsh	1951-05-07	—	8584013690	7131 Spring St, Denver, CO, 80243	0.56	Name split from “Last, First”Middle initial moved out of first name Gender normalised Placeholder values cleared
PRV-27720	PRV	Lsa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.56	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
CLM-413028	CLM	Peterson Marilyn	1942-12-11	UHC-78588-21	—	2853 River Rd, Phoenix, AZ, 85070	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
TPA-53409	TPA	Rebecca X Clark	1990-06-12	—	9403639048	9740 Oak St, Jacksonville, FL, 32208	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-403649	CLM	Becky Q Williams	1972-11-15	UHC-01047-48	—	5115 Elm St, Dallas, TX	0.56	Name split from “Last, First”Phone missing area code ZIP missing Placeholder values cleared
CLM-404181	CLM	Christina Austin	1968-05-12	UHC-18686-11	—	1879 Forest Ave # 652, Orlando, FL, 32880	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
CLM-422424	CLM	Judy A Carroll	2006-05-24	UHC-24401-98	—	2492 Mountain View Dr, San Diego, CA, 92157	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-413270	CLM	Grace S Maldonado	1945-01-19	UHC-96133-18	—	902 Lincoln Way, Orlando, FL, 32827	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
ENR-102820	ENR	Gloria K Romero	1963-12-16	UHC-06754-11	—	6990 Sunset Blvd Apt 29, Dallas, TX	0.56	Unit split from street State name converted to code ZIP missing Placeholder values cleared
CLM-415577	CLM	Harold Murray	—	UHC-51489-92	—	188 Baseline Rd, Austin, TX, 78753	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-422923	CLM	Jennifer Burton	1969-06-02	UHC-57790-33	—	7210 Ocean Ave, Gilbert, AZ, 85230	0.56	Two-digit birth year Phone missing area code ZIP+4 trimmed Placeholder values cleared
CLM-403000	CLM	Bruce Y Jones	1971-05-22	UHC-03857-67	7869575176	5240 Washington St, Charlotte, NC, 28234	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-116068	ENR	Edward Z Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-53665	TPA	Mariana Fields	1960-11-22	—	—	3511 Main St, Phoenix, AZ, 85023	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
PRV-28848	PRV	Omar Jacobs	1943-10-14	UHC-10426-17	—	1000 Washington St, Dallas, TX	0.56	Name split from “Last, First”State name converted to code ZIP missing Placeholder values cleared
TPA-57624	TPA	Adam P Dunn	—	—	—	232 Lincoln Way, Atlanta, GA, 30366	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-26657	PRV	Theresa Hicks	1969-02-09	UHC-01574-14	—	1799 Highland Ave, Jacksonville, FL	0.56	SSN last four extracted ZIP missing Gender normalised Placeholder values cleared
PRV-21242	PRV	Matthew Diaz	—	UHC-83536-21	—	2988 Market St # 894, Scottsdale, AZ, 85271	0.56	Date of birth missing Unit split from street State name converted to code Placeholder values cleared
ENR-127786	ENR	Gary Guerrero	1985-12-10	UHC-18725-71	4105945149	5571 Jefferson Ave, Los Angeles, CA, 90070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
PRV-26555	PRV	Luis V Freeman	1999-10-21	UHC-92466-19	7084742253	7776 Indian School Rd, Chandler, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-113703	ENR	Jerry Woods	1995-08-03	UHC-83700-12	—	3422 Oak St, Jacksonville, FL, 32280	0.56	Name split from “Last, First”SSN last four extracted State name converted to code Placeholder values cleared
CLM-409097	CLM	Joan Chavez	2006-02-14	UHC-73132-10	5769695537	7276 Spring St, Eden Prairie, MN, 55340	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-432616	CLM	Ann Lewis	1960-10-11	UHC-05814-43	—	7741 Mesa Dr Apt 10, Tampa, FL, 33681	0.56	Name split from “Last, First”Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-140344	ENR	Judith Morgan	1942-12-17	UHC-85227-49	4493674179	112 Meadow Ln, Chandler, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-403071	CLM	Diego West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
CLM-426251	CLM	Paul W Nguyen	1940-12-21	UHC-22208-52	—	—	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
CLM-424972	CLM	Luis Cole	1976-05-18	UHC-54865-68	—	1216 Grand Ave, Charlotte, NC	0.56	State name converted to code ZIP missing Gender normalised Placeholder values cleared
TPA-62294	TPA	Carol G Baker	1956-10-28	—	—	3917 Maple Ave, Houston, TX, 77006	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-57131	TPA	Elizabeth Li	1954-02-01	—	—	3590 Willow Ct, Eden Prairie, MN, 55392	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-130813	ENR	Jason H Flores	1986-04-25	UHC-47912-69	7102945551	8992 Central Ave Apt 12, Orlando, FL, 32828	0.56	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-26795	PRV	Arthur Soto	1963-03-10	UHC-76728-29	5419202237	487 Maple Ave # 383, Austin, TX, 78796	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
ENR-122680	ENR	George A Webb	1956-10-25	UHC-92154-97	4089673281	8325 Park Pl, Dallas, TX, 75200	0.56	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-50405	TPA	Joan Lane	1949-03-16	UHC-13637-61	—	573 Willow Ct # 618, Plano, TX, 75001	0.56	Two-digit birth year Unit split from street State name converted to code Placeholder values cleared
CLM-431152	CLM	Jordan Munoz	2007-05-27	—	—	4852 Mountain View Dr, Mesa, AZ, 85211	0.56	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-420465	CLM	Shirley Washington	—	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA	0.56	Date of birth unreadable ZIP missing Gender normalised Placeholder values cleared
TPA-53171	TPA	Lori Williams	1984-07-03	UHC-29788-73	2018001039	7301 Mountain View Dr, Tempe, AZ, 85213	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-427879	CLM	Joyce Nunez	1991-01-18	UHC-97504-31	—	6894 Desert Sky Blvd # 693, Seattle, WA	0.56	SSN last four extracted Unit split from street ZIP missing Placeholder values cleared
CLM-420412	CLM	Jason Espinoza	1959-09-06	UHC-11220-61	—	7502 Central Ave, Miami, FL, 33109	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Placeholder values cleared
CLM-422635	CLM	Juan Banks	1967-11-12	UHC-97584-08	—	9425 Mesa Dr, Fresno, CA, 93762	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
ENR-104548	ENR	Vincent Bell	1981-05-27	UHC-76478-57	9532051986	6419 Lake View Rd, Seattle, WA, 98163	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-56447	TPA	Rayomnd Nelson	1955-03-01	—	—	8292 Sunset Blvd Apt 8, Houston, TX, 77058	0.56	Name split from “Last, First”Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-109954	ENR	Joe G Cole	1985-08-07	UHC-46172-66	4989124773	7865 Maple Ave Apt 35, Gilbert, AZ, 85294	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-427661	CLM	Mason Hamilton	1988-11-25	UHC-38301-28	—	3651 Ocean Ave, Gilbert, AZ	0.56	Name split from “Last, First”ZIP missing Gender normalised Placeholder values cleared
CLM-408141	CLM	Elizabeth Edwards	2004-12-03	UHC-73277-83	—	2881 Bayshore Dr Apt 6, Phoenix, AZ, 85007	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
CLM-411134	CLM	Maria Kelly	1970-02-25	UHC-02887-02	—	—	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
CLM-428824	CLM	Dennis J Hoffman	—	UHC-46207-75	4645087927	1521 Market St, Los Angeles, CA, 90089	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
CLM-429765	CLM	Raplh Cox	—	UHC-70393-90	—	2393 Sage Ct Apt 21, Charlotte, NC, 28240	0.56	Date of birth unreadable Unit split from street State name converted to code Placeholder values cleared
ENR-101995	ENR	Glorai I Perry	1954-11-27	UHC-93729-34	6383412876	4828 Apache Blvd, Tampa, FL, 33603	0.56	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
CLM-423280	CLM	—Junk	1942-11-23	UHC-80279-32	—	3751 Forest Ave # 346, Los Angeles, CA, 90061	0.56	Unit split from street ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)

71,257 rows, page 145 of 1,426Previous Next