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-413186	CLM	Steven Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-416295	CLM	Jerry J Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413726	CLM	Alexiis Stephens	1946-11-14	UHC-11918-64	—	7276 Harbor Blvd, Denver, CO, 80295	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417170	CLM	William Flors	1938-04-05	—	—	9195 Hillcrest Rd, Phoenix, AZ, 85005	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419478	CLM	Marilyn Hut	1985-03-25	UHC-30807-74	8722826872	8599 Lake View Rd, Nashville, TN, 37242	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-421545	CLM	Nathan Martinez	1944-04-01	UHC-89061-19	9494443956	2561 Bayshore Dr, Nashville, TN, 37207	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406133	CLM	Lori A Rodriguez	1941-12-16	—	—	2084 Maple Ave, Gilbert, AZ, 85252	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425982	CLM	Gerald D McDonald	1983-06-24	UHC-64643-77	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-428568	CLM	Kimberly Harvey	1987-06-03	—	—	6385 Harbor Blvd, Minneapolis, MN, 55423	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-415443	CLM	Samuel Castro	1975-05-08	—	—	216 Indian School Rd, Dallas, TX, 75266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400064	CLM	Andrea Murphy	1945-01-09	UHC-07528-87	3287406582	3741 Spring St, Atlanta, GA, 30350	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425718	CLM	Teresa Fisher	1959-04-26	UHC-20504-81	—	5150 Main St, Scottsdale, AZ, 85299	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423330	CLM	Carolyn Day	1942-07-25	UHC-23740-64	5915403919	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-412393	CLM	Stephanie Chaevz	1967-06-19	UHC-51901-51	—	1655 Indian School Rd, Phoenix, AZ, 85056	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412392	CLM	Stephanie Chaevz	1967-06-19	UHC-51901-51	—	1655 Indian School Rd, Phoenix, AZ, 85056	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430166	CLM	Joseph Daniels	1941-05-21	—	2814425825	2421 Meadow Ln Apt 8, Sacramento, CA, 95890	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-400812	CLM	Hiroshi Armstrong	1952-11-03	UHC-54673-76	5022261479	9809 Lincoln Way, Scottsdale, AZ, 85299	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-425040	CLM	Frances Weaver	1999-12-23	UHC-64989-59	8169184825	9050 Camelback Rd, Seattle, WA, 98143	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415038	CLM	Carlos Estrada	1968-05-07	—	—	2063 Hillcrest Rd, San Diego, CA, 92165	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422575	CLM	Samantha Reid	1944-10-26	UHC-04297-64	6222867545	8681 River Rd, San Antonio, TX, 78273	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422299	CLM	Abby Obrien	1982-10-28	UHC-11522-72	4474154923	7923 Indian School Rd, Las Vegas, NV, 89158	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427551	CLM	Ronald D Mason	1991-06-18	UHC-98035-99	—	655 Hillcrest Rd, Chandler, AZ, 85231	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414760	CLM	Russell Gardner	1988-02-23	UHC-36460-47	—	8771 Sunset Blvd, Tucson, AZ, 85718	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-427207	CLM	Arjun Griffin	1987-07-03	UHC-38394-80	3047795080	2357 Sunset Blvd, San Diego, CA, 92108	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424792	CLM	Tler T Weber	1967-02-10	UHC-32985-45	2105690851	5659 Main St, Las Vegas, NV, 89166	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407662	CLM	Shirley Dean	1993-10-19	UHC-15898-83	7766433523	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-426468	CLM	Bobby N Dean	1941-05-26	UHC-81117-27	—	717 Valley View Dr, Jacksonville, FL, 32287	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403650	CLM	Rebecca Williams	1972-11-15	—	4186966872	5115 Elm St, Dallas, TX, 75257	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427496	CLM	Logan Ortiz	1975-01-01	—	—	2251 Grand Ave, Las Vegas, NV, 89141	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430030	CLM	Mason O Hoffman	1975-10-25	UHC-12915-20	—	4286 Ridge Rd, Minneapolis, MN, 55495	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430128	CLM	Melissa Maldonado	1971-06-16	—	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-412547	CLM	Rachel D Coleman	1949-10-19	UHC-34040-77	3024390138	935 Meadow Ln, Atlanta, GA, 30376	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-425995	CLM	Diego K Daniels	1994-11-01	—	7765732386	1463 Maple Ave # 609, Seattle, WA, 98121	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-401829	CLM	Teresa Chavez	1953-05-09	—	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-417259	CLM	Patrick Ellis	—	—	7134396493	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-414466	CLM	Willam Allen	1953-06-12	UHC-46233-87	—	430 Highland Ave, Dallas, TX, 75267	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
CLM-421903	CLM	Andrew Knnight	1981-12-25	UHC-92918-43	7756303249	2680 Pine Dr, Chandler, AZ, 85255	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431035	CLM	Robert Patterson	1982-10-18	UHC-46621-18	8038700883	8502 Ridge Rd, Phoenix, AZ, 85004	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432159	CLM	Amber Greene	1990-06-27	UHC-89256-42	2667403546	239 Oak St, Scottsdale, AZ, 85290	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-417929	CLM	Mray Sandoval	1947-08-22	UHC-36464-26	—	9341 Central Ave, Chandler, AZ, 85217	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418880	CLM	Austin Morris	1975-05-24	—	4593377942	282 Ridge Rd, Seattle, WA, 98126	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405280	CLM	Judith M Harris	1938-09-18	UHC-25584-49	—	1921 Park Pl, Tucson, AZ, 85723	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421613	CLM	Cheryl Ruiz	1958-04-15	—	5995392770	772 Oak St, Denver, CO, 80284	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424433	CLM	Sam Nguyen	1983-07-13	—	—	6389 Palm Dr, Tucson, AZ, 85773	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426693	CLM	Lucya Torres	1981-05-24	UHC-10261-77	8078860849	7826 Willow Ct, Chandler, AZ, 85240	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412477	CLM	Jonathan Morgan	1982-03-23	UHC-47882-59	8498872973	3903 Mesa Dr, Fresno, CA, 93738	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-412476	CLM	Jonathan Morgan	1982-03-23	UHC-47882-59	8498872973	3903 Mesa Dr, Fresno, CA, 93738	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-400977	CLM	James Evans	1991-12-24	UHC-88818-56	6867746390	7651 Palm Dr, Nashville, TN, 37236	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411815	CLM	Ashley Reyes	1948-10-05	UHC-44896-67	—	6513 Central Ave, Scottsdale, AZ, 85236	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407031	CLM	Olivia Guzman	1982-01-01	—	2744393195	5757 Ocean Ave, Phoenix, AZ, 85080	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 180 of 376Previous Next