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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407651	CLM	Jacob Mills	1971-01-05	UHC-03929-94	—	824 Elm St # 865, Seattle, WA	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420322	CLM	Judith Price	2003-12-14	UHC-74259-56	—	1389 Highland Ave # 415, Mesa, AZ, 85269	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415879	CLM	Betty Hrat	1993-04-17	UHC-32493-85	—	4852 Union St, Charlotte, NC, 28229	0.52	Name re-cased Two-digit birth year Phone missing area code Gender normalised+2 more
CLM-418624	CLM	Edward B Russell	1991-02-21	UHC-31057-94	4029966099	7133 Meadow Ln # 217, Tucson, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422482	CLM	Bobby Wilson	1980-12-08	—	—	2048 Lake View Rd, San Antonio, TX, 78246	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429140	CLM	Carl Gibson	1986-02-04	—	—	1931 Camelback Rd, Jacksonville, FL, 32236	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-400574	CLM	Kyle Williams	—	UHC-29313-67	8139807261	4352 Indian School Rd, Tampa, FL, 33682	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-421366	CLM	Nicholas Jacobs	—	UHC-63369-61	—	3122 Bayshore Dr, Sacramento, CA, 95821	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-416997	CLM	Abigail H Gomez	1954-05-20	—	—	9733 Apache Blvd, Tempe, AZ	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-432708	CLM	Jeremy Sims	—	UHC-18079-22	—	3402 Washington St, Chandler, AZ, 85238	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-419082	CLM	Magaret Parker	1970-03-03	UHC-49124-60	8119125673	2902 Willow Ct, Fresno, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404497	CLM	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414672	CLM	Grace E Cole	1972-04-15	—	—	8933 Meadow Ln # 456, Glendale, AZ, 85399	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425246	CLM	Martha Watson	1976-12-23	UHC-66588-79	—	6159 Union St, Eden Prairie, MN, 55365	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427637	CLM	Roy G Burns	1996-01-06	UHC-22217-24	—	1170 Church St, Denver, CO, 80296	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411481	CLM	Sarah W Olson	2000-06-19	UHC-48451-84	—	5496 River Rd, Seattle, WA	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416531	CLM	Frances Black	1973-01-08	—	7653643713	8621 Camelback Rd, Plano, TX, 75028	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405413	CLM	Hannah Garrett	—	UHC-32176-42	—	478 Sunset Blvd, Minneapolis, MN	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-414270	CLM	Albert R Watson	1984-01-26	UHC-54144-28	2924054334	8403 Sage Ct, Las Vegas, NV	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-404784	CLM	Stephen Li	1994-06-25	UHC-49292-64	—	9593 Harbor Blvd, Atlanta, GA, 30321	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430554	CLM	Kathleen P Spencer	1986-11-25	UHC-15103-98	—	8175 Broadway, Charlotte, NC, 28201	0.52	Middle initial moved out of first name Name re-cased State name converted to code Gender normalised+2 more
CLM-415113	CLM	Charles Hill	1993-12-10	UHC-05062-59	—	7232 Grand Ave, Denver, CO, 80239	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-408280	CLM	Jennifer A Rogers	1942-06-12	UHC-08853-68	—	5864 Union St, Scottsdale, AZ, 85299	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+2 more
CLM-426593	CLM	Amanda Patterson	1977-02-24	UHC-12161-92	—	5482 Desert Sky Blvd # 778, Chandler, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418581	CLM	Samuel Santiago	1960-07-21	UHC-56570-42	—	2697 Cedar Ln, Las Vegas, NV, 89186	0.52	Name re-cased Member ID reformatted SSN last four extracted State name converted to code+2 more
CLM-414975	CLM	Keith Vasquze	2000-09-04	UHC-43961-56	—	3840 Elm St, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401563	CLM	Richard Stewart	1997-01-27	—	—	524 Mountain View Dr, Miami, FL	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408080	CLM	Marcus Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429482	CLM	Denise Obrien	1947-05-13	UHC-16406-79	5878516671	9137 Indian School Rd Apt 23, Nashville, TN, 37280	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-416764	CLM	Ralph Sullivan	1943-12-18	UHC-55195-82	—	19 Washington St # 885, Orlando, FL, 32867	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424128	CLM	Justin Boyd	2007-09-17	—	—	3999 Pine Dr, Tempe, AZ, 85268	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-418577	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
CLM-418576	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
CLM-431732	CLM	Yuki Williamson	—	UHC-67835-34	2598489270	4914 Sage Ct, Jacksonville, FL, 32270	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-406932	CLM	Amber O Delgado	1998-09-15	UHC-52060-85	—	6469 Market St, Minneapolis, MN, 55401	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430828	CLM	Sandra Jaackson	1946-04-25	UHC-53077-56	—	3183 Union St # 539, Fresno, CA, 93728	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403856	CLM	Shirley Fowler	1997-01-19	UHC-32210-23	—	6694 Sage Ct, San Diego, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426411	CLM	Frances Payne	2003-01-05	—	—	2425 Willow Ct, Scottsdale, AZ, 85252	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403620	CLM	Brandon V Lopez	1955-02-03	—	3293167866	—	0.52	Name re-cased Two-digit birth year SSN last four extracted Gender normalised+2 more
CLM-424701	CLM	Sarah Guzman	1958-02-16	UHC-06472-19	—	2816 Sage Ct, San Antonio, TX, 78282	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-403093	CLM	Sharon Olson	1999-08-10	UHC-00596-77	—	8016 Willow Ct, Houston, TX, 77060	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416966	CLM	Alice Baliey	1959-05-04	UHC-91287-15	—	1607 Union St, Phoenix, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404399	CLM	Noah Vasquez	1962-02-27	UHC-16757-75	—	8356 Camelback Rd # 449, San Antonio, TX	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428687	CLM	Cynthia V Fuller	1974-01-03	UHC-17057-28	—	2479 Park Pl, Charlotte, NC	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
CLM-400471	CLM	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd, Orlando, FL, 32821	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422483	CLM	Bobby Wilson	1980-12-08	—	—	2048 Lake View Rd, San Antonio, TX, 78246	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412669	CLM	Wei Y Willis	1982-11-23	UHC-22401-11	—	3743 Willow Ct, Orlando, FL, 32865	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409811	CLM	Justin Warren	1970-02-02	UHC-50704-53	—	6843 Mountain View Dr, Glendale, AZ, 85350	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411722	CLM	William Brooks	—	—	9387325918	2965 Oak St, San Diego, CA, 92101	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-404670	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

13,120 rows, page 18 of 263Previous Next