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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-419030	CLM	Natalie Ramos	1958-04-23	UHC-54434-24	—	7803 Washington St, Phoenix, AZ, 85046	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-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-413631	CLM	Hannah Day	1991-08-23	UHC-89666-89	2932364050	914 Indian School Rd, Minneapolis, MN, 55469	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419231	CLM	Gabriel Esipnoza	1939-11-25	UHC-49887-40	—	6048 Lake View Rd, Glendale, AZ, 85330	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+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-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-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-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-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-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
CLM-411928	CLM	Dorothy W Williamson	1958-10-05	—	6962228594	6047 Lincoln Way, Dallas, TX, 75210	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425233	CLM	Pal Lee	1963-01-17	—	—	129 Canyon Rd, Dallas, TX, 75244	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-414752	CLM	Amber P Meyer	1970-04-13	UHC-41600-72	—	3676 Spring St, Glendale, AZ, 85356	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406427	CLM	Jean Peters	1980-07-14	UHC-92982-01	4444915682	5944 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-413960	CLM	Harold N Peterson	1991-07-04	UHC-57880-32	—	9190 Camelback Rd, Chandler, AZ, 85275	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411300	CLM	Kathryn Parker	1945-08-28	UHC-62847-12	2812101713	6159 Broadway, Orlando, FL	0.64	Date of birth reformatted Member ID reformatted Address re-cased ZIP missing+2 more
CLM-420969	CLM	Melissa Marshall	1998-06-13	UHC-73960-39	—	4529 Grand Ave, Minneapolis, MN, 55492	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408200	CLM	Theresa Trores	1990-03-18	—	3989496320	4431 Highland Ave, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431643	CLM	Brian Burke	1969-10-08	UHC-98758-75	—	1203 Church St, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423311	CLM	Juan Graham	—	—	—	8033 Jefferson Ave, Jacksonville, FL, 32207	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-424622	CLM	Jack Austin	1950-04-20	—	—	6937 Union St # 121, Orlando, FL, 32834	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403321	CLM	Carol Gilbert	1968-12-05	UHC-48276-15	—	6850 Maple Ave, Fresno, CA, 93725	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410015	CLM	Noah Estrada	2005-04-15	—	7749860165	6764 Hillcrest Rd, Scottsdale, AZ, 85266	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403558	CLM	Dunn Arjun	1987-02-05	—	—	3720 Indian School Rd, Miami, FL, 33165	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-414369	CLM	Charles N Evans	1943-08-02	—	8625377154	1969 Church St, Jacksonville, FL, 32257	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-400717	CLM	Andrea Collins	1997-07-26	UHC-59606-22	—	7314 Mountain View Dr, Houston, TX, 77074	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419696	CLM	Jonathan Peters	1994-07-26	—	—	4899 Indian School Rd, Los Angeles, CA, 90066	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-405592	CLM	Rachel Hansen	1985-08-15	—	—	2713 Sunset Blvd, Gilbert, AZ, 85244	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-414530	CLM	Nicole Myers	1997-10-22	UHC-92949-48	—	1400 Union St, Eden Prairie, MN, 55355	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430383	CLM	Karen Mitchell	1949-09-02	—	—	5453 Spring St, Los Angeles, CA, 90075	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417581	CLM	Henry Graham	1969-04-04	UHC-16030-05	8152633479	46 Grand Ave Apt 17, Plano, TX, 75023	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-428545	CLM	Megan Morgan	1997-09-07	UHC-81877-49	—	9294 Lake View Rd, Tempe, AZ, 85252	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-401364	CLM	Donald Johnston	1945-11-27	UHC-99698-01	5666986636	942 Harbor Blvd, Glendale, AZ, 85356	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430316	CLM	Ethan Weber	—	—	3427824017	3382 Lincoln Way, Miami, FL, 33161	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412361	CLM	Bobby Schultz	1958-07-18	—	—	1371 Maple Ave, Seattle, WA, 98198	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427848	CLM	Sean Mason	1981-04-12	—	8115006873	9549 Harbor Blvd, Chandler, AZ, 85230	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

18,771 rows, page 70 of 376Previous Next