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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417042	CLM	Joe Turrner	1987-12-01	UHC-14898-27	3745157975	55 Union St, Charlotte, NC, 28296	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-411981	CLM	Douglas Gonzales	1954-12-17	UHC-31335-66	3778778088	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416026	CLM	Doris M Anderson	1940-06-16	—	4764683227	5796 Broadway, Sacramento, CA, 95828	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428840	CLM	Samantha Bell	1970-12-02	UHC-53711-81	6409890536	5505 Church St, Tampa, FL, 33695	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-401222	CLM	Julie Romero	1940-12-17	—	7752013906	5302 Apache Blvd, Denver, CO, 80229	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404265	CLM	Daniel Evans	1998-08-16	—	7357545590	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-403853	CLM	Margaret M Torres	1995-06-22	UHC-34210-05	8554497827	1549 Ridge Rd, Jacksonville, FL, 32292	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-408640	CLM	Emma Kennedy	2004-08-12	UHC-01628-56	8555773381	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed
CLM-417313	CLM	Jason A Wheeler	1954-08-10	UHC-04921-58	7058205106	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427579	CLM	Katherine Palmer	1982-02-11	UHC-33792-42	3537404409	4419 Camelback Rd, Plano, TX, 75047	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424054	CLM	Kimberly Gibzon	2004-07-23	UHC-59029-58	8095436886	3019 Mesa Dr, Houston, TX, 77092	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-432819	CLM	Virginia Guerrero	1939-07-02	—	6527488366	7836 Ocean Ave, Miami, FL, 33146	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417487	CLM	Rebecca Hernandez	1981-02-28	—	2144387855	4084 Mountain View Dr, Miami, FL, 33178	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407609	CLM	Richard Q Washington	2006-06-16	—	5408400677	8427 Camelback Rd, Glendale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-412614	CLM	Diane Reed	1995-09-05	UHC-16399-94	5742544094	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412613	CLM	Diane Reed	1995-09-05	UHC-16399-94	5742544094	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428373	CLM	Ronald Cole	—	—	3823767927	1549 Union St, Miami, FL, 33108	0.80	Date of birth unreadable Phone reformatted City re-cased Placeholder values cleared
CLM-423599	CLM	Amy I Myers	1950-09-21	UHC-78281-86	3636967559	5533 Valley View Dr, Charlotte, NC, 28223	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411233	CLM	Betty Wood	1950-04-12	UHC-68387-04	5589806735	7551 Lincoln Way, Seattle, WA, 98176	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403494	CLM	Maria F Burns	1978-03-19	UHC-33124-31	2974253271	345 Grand Ave, Columbus, OH	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-427087	CLM	Arjun Morales	1977-02-03	UHC-62826-73	9047393557	3741 Lincoln Way, Glendale, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-419122	CLM	Jacob Espinoza	1942-06-20	—	5704838208	2984 Desert Sky Blvd, Tempe, AZ, 85233	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424218	CLM	Luis Larson	1979-08-22	UHC-85158-48	2644571080	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403248	CLM	Kenneth Martinez	1966-11-26	—	4136454750	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-405239	CLM	Guerrero W Anthony	1993-12-01	—	6177725230	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418307	CLM	Ethan Kennedy	1960-09-08	UHC-60111-50	6747520478	3654 Washington St, Tampa, FL, 33609	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-431922	CLM	Bryan Grant	1971-03-07	UHC-71352-96	5397706608	7460 Mountain View Dr, Chandler, AZ, 85254	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423742	CLM	Kimberly Cunningham	1948-04-18	UHC-52660-83	6924575961	7075 Baseline Rd, Seattle, WA, 98153	0.80	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised
CLM-409601	CLM	Victoria Cruz	1988-11-01	—	9722714315	2669 Forest Ave, Glendale, AZ, 85314	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-432619	CLM	Carolyn Wright	1976-05-19	UHC-94808-34	8584728544	242 Park Pl # 972, Orlando, FL, 32850	0.80	Name re-cased Phone reformatted Unit split from street City re-cased
CLM-406246	CLM	Elijah Ryan	1991-11-22	UHC-60945-02	9269942884	1873 Meadow Ln, Austin, TX, 78791	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409922	CLM	Lisa Porter	1961-07-05	UHC-43480-38	5394275875	5821 Bayshore Dr, Seattle, WA, 98178	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-427018	CLM	Richard F James	1974-11-02	UHC-68219-53	6854676221	—	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-422509	CLM	Robert Marquez	1950-08-05	UHC-09983-43	4509933499	590 Palm Dr, Scottsdale, AZ, 85200	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414118	CLM	Dennis Spencer	1979-01-01	—	8949703973	4568 Church St, Minneapolis, MN	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
CLM-412386	CLM	Kyle Park	1987-07-17	UHC-98992-53	6656685396	1344 Central Ave, Tempe, AZ, 85221	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-413474	CLM	Christopher Perry	1989-12-01	UHC-52638-72	6872967185	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-406898	CLM	Barbara Hanson	1953-04-02	UHC-41769-76	3685367118	4855 Willow Ct, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-408934	CLM	Keith Washington	1945-03-09	—	3609468522	273 Harbor Blvd, Nashville, TN, 37275	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416092	CLM	Daniel Oliver	1977-10-05	—	3819300006	3603 Union St, Tampa, FL, 33668	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429802	CLM	Paul C Williams	1960-07-19	UHC-92291-18	8958002300	5880 Forest Ave, Fresno, CA, 93773	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-414970	CLM	Barbara Palmer	1974-10-15	—	3049451940	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-413697	CLM	Kelly Z Perez	1991-08-15	UHC-12316-29	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423579	CLM	Paul Lawson	—	UHC-77158-43	8338077978	3409 Elm St, Tempe, AZ, 85233	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-404779	CLM	Elijah N Bishop	1965-08-08	UHC-69416-72	4468109924	3542 Apache Blvd, Atlanta, GA, 30346	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431843	CLM	Juan Willliams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431739	CLM	Arthur Valdez	—	—	4296674000	8255 Ocean Ave, Columbus, OH, 43201	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-419326	CLM	Dois F Moore	2006-12-13	UHC-59561-94	2163382691	9808 Camelback Rd, Phoenix, AZ, 85018	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416124	CLM	Charles Hunt	1970-07-25	UHC-19975-87	2439283590	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422671	CLM	Michael Y White	1989-12-20	UHC-79846-50	2358930474	9079 Cedar Ln, San Diego, CA, 92122	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed

11,960 rows, page 164 of 240Previous Next