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

Claims, 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
CLM-405076	CLM	Patty V Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd, Mesa, AZ, 85264	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425227	CLM	Benjamin O Martin	—	UHC-36994-11	6557441188	6483 Union St, Tempe, AZ, 85253	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412947	CLM	Kyle Phillips	1999-01-04	UHC-66079-97	—	2516 Harbor Blvd, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417243	CLM	Joyce Santiago	2000-08-25	—	—	832 Highland Ave, Los Angeles, CA, 90008	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-420938	CLM	Juudith Soto	1995-03-06	—	7712855888	580 Jefferson Ave, San Antonio, TX, 78224	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427624	CLM	Amber Lee	2004-04-08	UHC-32742-91	5362651559	5091 Church St, Sacramento, CA, 95883	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431309	CLM	Keith Herrera	1976-08-18	—	5636249105	740 Broadway, Los Angeles, CA, 90052	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-415517	CLM	Jason Rios	2008-12-12	UHC-15718-04	—	3062 Grand Ave, Chandler, AZ, 85216	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-406894	CLM	Brandon Stephens	1981-06-27	—	3368199621	2701 Mesa Dr, Tempe, AZ, 85240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416096	CLM	Sandra Mason	1954-04-28	—	3903756414	862 Maple Ave, Mesa, AZ, 85255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430083	CLM	Hannah Howell	1938-12-24	UHC-33142-04	—	550 Palm Dr, Plano, TX, 75033	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405693	CLM	Bradley Vazquez	1943-01-07	—	—	9117 Meadow Ln, Atlanta, GA, 30368	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407320	CLM	Jason H Fowler	1940-08-26	UHC-57273-87	9437245381	7152 Willow Ct, Dallas, TX, 75239	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429232	CLM	Soia J Alvarez	1970-01-10	—	4097160451	3305 Mesa Dr, Orlando, FL, 32802	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-400783	CLM	Fatima Cook	1975-03-18	—	—	3264 Lake View Rd, Sacramento, CA, 95812	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431376	CLM	Logan Porter	1973-10-07	—	3147183504	1265 Valley View Dr, Mesa, AZ, 85208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404717	CLM	Sam Johnston	1978-02-08	—	3232751298	1434 Palm Dr, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-420828	CLM	Pauul S Butler	1962-03-16	—	—	528 Mesa Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404458	CLM	Kelly Baker	2006-08-28	—	2786859756	4218 Sunset Blvd, San Diego, CA, 92180	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414279	CLM	Zachary Watkins	1962-03-15	UHC-26709-92	7126853630	9266 Ridge Rd, Atlanta, GA, 30322	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409762	CLM	Alexander Bryant	1972-10-17	UHC-16087-50	3076636225	8443 Indian School Rd, Seattle, WA, 98124	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412362	CLM	Marcus Hall	1969-12-13	UHC-13563-26	—	3635 Valley View Dr, Gilbert, AZ, 85243	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432507	CLM	Kevin Johnston	1956-06-01	UHC-81285-76	3885379182	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-428943	CLM	Larry O Burton	1965-02-07	UHC-16584-63	—	782 Pine Dr, Chandler, AZ, 85271	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420708	CLM	Dennis Torres	1989-07-28	—	—	8678 Highland Ave Apt 6, Fresno, CA, 93732	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415763	CLM	Katherie Le	2004-05-21	UHC-75014-19	6554576850	9865 Market St, Tempe, AZ, 85224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415136	CLM	Doris J Wright	1960-06-27	UHC-04572-43	—	5738 Lake View Rd, Orlando, FL, 32841	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429442	CLM	Kevin Mills	1948-08-03	—	6254216797	7049 Ocean Ave # 714, San Diego, CA, 92129	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-423409	CLM	Nicole Arnold	1979-05-10	UHC-18919-15	5623336184	3165 Mesa Dr, Chandler, AZ, 85231	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-428991	CLM	Heather Gomez	2001-11-26	UHC-98871-36	—	7113 Cedar Ln, Minneapolis, MN, 55435	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402591	CLM	Martha Cox	1979-02-18	UHC-85585-18	9349076477	1474 Oak St, Columbus, OH, 43232	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428127	CLM	Roy Alexander	1975-11-15	—	4563126321	2232 Harbor Blvd, Plano, TX, 75060	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424474	CLM	Judith C Ramirez	1983-10-07	UHC-46061-12	6095396518	1586 Bayshore Dr, San Antonio, TX, 78206	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-426118	CLM	Brenda Wright	1976-02-10	UHC-18417-49	—	2852 Central Ave, Orlando, FL, 32835	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-401121	CLM	Aisha Campbell	1985-09-27	—	9242636524	7867 Grand Ave, Minneapolis, MN, 55455	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426424	CLM	Beverly Reed	—	UHC-18578-72	—	5652 Desert Sky Blvd, Tampa, FL, 33624	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
CLM-413879	CLM	Eugene B Evans	—	—	5113029399	9216 Main St, Eden Prairie, MN, 55338	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400620	CLM	Gary J Gutierrez	1992-12-06	—	—	3140 Canyon Rd, Sacramento, CA, 95894	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425724	CLM	Kimberly Valdze	1978-01-20	UHC-36608-20	2122663269	5702 Mesa Dr, Sacramento, CA, 95865	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412237	CLM	Yuki D Boyd	1993-05-18	—	—	1400 Maple Ave, Chandler, AZ, 85297	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404015	CLM	Terry Cartar	2003-06-11	UHC-90297-29	—	721 Apache Blvd, Austin, TX, 78764	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422055	CLM	Greg Bishop	1962-08-05	—	9844591436	8093 Canyon Rd, Atlanta, GA, 30366	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402834	CLM	Isabella D Robertson	1986-03-18	UHC-58329-99	—	3669 Bayshore Dr, San Antonio, TX, 78252	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429150	CLM	Camila N Rios	1963-11-18	UHC-12493-59	—	3286 Indian School Rd Apt 18, Tempe, AZ, 85295	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
CLM-421822	CLM	Jeffrey Martin	1952-12-20	—	—	4549 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423228	CLM	Joyce Evans	1958-08-12	—	3013811340	3579 Park Pl, San Diego, CA, 92108	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424402	CLM	Amy Parker	1963-04-23	UHC-88714-34	—	9756 Lincoln Way # 140, Los Angeles, CA	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-421980	CLM	Grace Stephens	1956-03-05	—	7496648840	1151 Palm Dr # 342, San Antonio, TX, 78266	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406123	CLM	Logan Thompson	1942-05-19	UHC-52807-74	—	6607 Park Pl Apt 8, Las Vegas, NV, 89177	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-412664	CLM	Sharon Jordan	1940-10-09	UHC-95905-11	—	9743 Ridge Rd, Jacksonville, FL, 32207	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more

30,862 rows, page 98 of 618Previous Next