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-403742	CLM	Raymond Park	1976-12-12	UHC-17523-45	7324001291	8576 Forest Ave, Tampa, FL, 33626	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406031	CLM	Gerald V Santos	1975-06-28	UHC-52170-31	—	3172 Bayshore Dr, Scottsdale, AZ, 85211	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404951	CLM	Tucker Logan	1958-03-25	—	6709313269	3731 Baseline Rd, Scottsdale, AZ, 85204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418764	CLM	Tyler Vargas	1980-01-13	UHC-54913-54	4346315874	6278 Highland Ave, Atlanta, GA, 30340	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431727	CLM	Dorothy J Weber	1990-10-19	UHC-56220-45	—	318 Canyon Rd, Denver, CO, 80285	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408572	CLM	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
CLM-406132	CLM	Kyle Ward	1996-05-14	—	—	131 Canyon Rd, Columbus, OH, 43227	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404684	CLM	Meissa Sims	1938-07-23	UHC-12676-11	4869135113	7919 Apache Blvd, Fresno, CA, 93712	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403839	CLM	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428449	CLM	Camila A Oriz	1975-03-25	—	—	2942 Lake View Rd, Columbus, OH, 43224	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423148	CLM	Shirley Fiels	1946-02-13	—	—	2237 Baseline Rd, Seattle, WA, 98196	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421724	CLM	Janice Walsh	1970-01-22	—	7387418338	6840 Cedar Ln, Atlanta, GA, 30339	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401392	CLM	Thomas L Hanson	1961-12-03	UHC-43892-40	—	226 Elm St, Dallas, TX, 75212	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425296	CLM	Ralph Green	1994-02-21	UHC-95379-38	—	831 Ridge Rd, Mesa, AZ, 85260	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405353	CLM	Santiago A Gardner	1988-07-05	UHC-96725-82	6222516731	628 Oak St, San Antonio, TX, 78217	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431456	CLM	Shaw R Nathan	2003-08-10	UHC-44338-93	3854216165	9411 Willow Ct, Miami, FL, 33164	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428263	CLM	Jason Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-400281	CLM	Madison Harris	1945-01-13	—	7516568559	1520 Ocean Ave, Austin, TX, 78754	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422405	CLM	Mei I Nunez	1994-04-25	—	2102499405	1620 Jefferson Ave, Glendale, AZ, 85321	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407000	CLM	Megan P Williams	1939-04-10	—	—	8738 Washington St, Phoenix, AZ, 85049	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420091	CLM	David Peterson	1982-03-16	UHC-64170-21	3687919880	6452 Highland Ave, Eden Prairie, MN, 55363	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-424625	CLM	Diana Mertinez	1964-05-19	—	6254853713	8091 Highland Ave, Houston, TX, 77018	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418136	CLM	Arjun XJunk	1978-11-24	UHC-32380-64	7484410765	5957 Elm St, Mesa, AZ, 85231	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+2 more
CLM-408413	CLM	Anthony Turner	1979-02-18	UHC-98830-46	—	7536 Ocean Ave, Houston, TX, 77098	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424346	CLM	Camila Harvey	1982-04-12	UHC-55326-27	9896133611	1247 Mesa Dr, Eden Prairie, MN, 55399	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415714	CLM	Lori Ruiz	1964-07-08	UHC-65278-08	—	8718 Maple Ave, Las Vegas, NV, 89114	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422006	CLM	Hiroshi Spencer	1954-01-22	UHC-95327-14	—	1285 Ridge Rd, Gilbert, AZ, 85272	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423426	CLM	Brian Fox	1968-07-13	UHC-02152-30	6449239233	3703 Ocean Ave, Mesa, AZ, 85288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400771	CLM	Angela Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-414545	CLM	Joe Vargas	1938-09-05	UHC-54724-10	6732096347	1455 Willow Ct, Minneapolis, MN, 55426	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405107	CLM	Mary Miller	1961-10-25	—	4732937664	870 Market St, Orlando, FL, 32832	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403064	CLM	Juan Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-423612	CLM	Kathryn Butler	1961-10-11	UHC-94470-29	—	1625 Forest Ave, Mesa, AZ, 85243	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420506	CLM	William C Chapman	1977-03-28	—	6288740578	2870 Union St, Eden Prairie, MN, 55335	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429308	CLM	Alan Contreras	1948-01-11	UHC-91768-91	5119444560	243 Highland Ave, Dallas, TX, 75292	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420651	CLM	Christopher Russell	1958-05-19	—	—	1159 Willow Ct, Houston, TX, 77005	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405810	CLM	Nancy Delgado	1953-06-14	UHC-60245-45	—	452 Harbor Blvd, Nashville, TN, 37208	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415226	CLM	Frank Green	1939-11-11	UHC-38051-71	—	7747 Hillcrest Rd, San Antonio, TX, 78260	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421064	CLM	Sara Powell	2005-02-03	UHC-53835-44	—	4148 Ocean Ave, Houston, TX, 77044	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403999	CLM	Amber Richards	1978-07-21	UHC-43880-34	7769510980	7473 Willow Ct, Columbus, OH, 43218	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416723	CLM	Joyce N Cole	1985-05-25	UHC-80112-12	—	2045 Oak St, Fresno, CA, 93728	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428277	CLM	Beverly Ross	1960-07-26	UHC-10564-44	3396899358	8373 Hillcrest Rd, Eden Prairie, MN, 55370	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431282	CLM	Teresa Munoz	1949-05-17	UHC-73954-80	—	4514 Broadway, Orlando, FL, 32868	0.76	Name re-cased Date of birth reformatted Address re-cased Gender normalised+2 more
CLM-426357	CLM	Juan Williamson	1956-04-04	UHC-85093-20	9003655053	8463 Valley View Dr, Denver, CO, 80253	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410999	CLM	James Watkins	1957-08-25	—	8956321862	3160 Union St, Austin, TX, 78716	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416553	CLM	Keitth Ortiz	1947-05-06	—	—	9658 Washington St, Tempe, AZ, 85276	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-421036	CLM	Lori Ruiz	2004-02-12	UHC-96459-94	8166844985	5235 Forest Ave, Miami, FL, 33117	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-409224	CLM	Valentina Moore	1979-09-23	UHC-89782-29	5158973724	6292 Meadow Ln, Austin, TX, 78711	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430833	CLM	Jesse K Kim	1995-01-28	—	5297767730	8917 Maple Ave, Phoenix, AZ, 85002	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-410746	CLM	Joan Vega	1975-02-05	UHC-39122-29	7459971291	2744 Market St Apt 17, Glendale, AZ, 85331	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more

18,771 rows, page 159 of 376Previous Next