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-400152	CLM	Debra Lawson	2001-10-17	UHC-18196-56	2304755415	4762 Cedar Ln, Gilbert, AZ, 85277	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-417576	CLM	Betys Baker	1994-09-04	UHC-60905-95	2054333934	9587 Park Pl, San Antonio, TX, 78237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429754	CLM	Ahmed W Campbell	1939-09-19	UHC-77817-38	4098846877	1367 Cedar Ln, San Antonio, TX, 78215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426091	CLM	Camila Chavez	2004-10-04	UHC-76557-54	6766893366	4518 Indian School Rd, San Antonio, TX, 78229	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427298	CLM	Kelly Guzman	1953-06-04	UHC-32090-31	4833704606	337 Church St, Fresno, CA, 93721	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424511	CLM	Bruce I Cruz	1981-12-23	—	7274964163	5953 Elm St, Los Angeles, CA, 90008	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432071	CLM	Helen Rivera	1960-06-28	UHC-98891-36	9249898584	2648 Sunset Blvd, Mesa, AZ, 85267	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402217	CLM	Kevin Gercia	1941-09-07	UHC-43353-66	7767848302	482 Meadow Ln, Seattle, WA, 98138	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403738	CLM	Gerald T Cunningham	1983-06-15	—	5392154718	7237 Camelback Rd, Nashville, TN, 37295	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411182	CLM	Beverly L Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403249	CLM	Teresa P Wang	1980-01-09	UHC-66405-35	9655429232	1451 Spring St, Los Angeles, CA, 90051	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409858	CLM	Grace Harper	1981-06-12	UHC-75926-22	7989784285	6965 Sunset Blvd, Mesa, AZ, 85251	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427455	CLM	John Lawrence	1987-04-27	UHC-56407-72	4852942740	2298 Harbor Blvd, Miami, FL, 33157	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-421154	CLM	Scott Rogers	1975-04-10	UHC-34357-45	2843508778	1722 Canyon Rd, Fresno, CA, 93769	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430040	CLM	Adam Burns	1964-04-28	UHC-65439-92	6982269928	7744 Willow Ct, Atlanta, GA, 30395	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-421974	CLM	Kyle Woods	2001-06-16	—	5906701789	8800 Palm Dr, Glendale, AZ, 85325	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400329	CLM	Rebecca Little	1941-01-15	UHC-55146-08	5214909740	7903 Desert Sky Blvd, Austin, TX, 78722	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402580	CLM	Teresa McCoy	1976-08-20	—	2045096146	5413 Market St, Los Angeles, CA, 90000	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429087	CLM	Thomas I Snyder	1999-07-18	UHC-50742-28	5149856368	2100 Baseline Rd, Las Vegas, NV, 89116	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426045	CLM	Roy Ortega	1952-09-11	UHC-49200-73	8275698113	5579 Baseline Rd, Phoenix, AZ, 85054	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402172	CLM	Ahmed Gutierrez	1938-05-12	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402173	CLM	Ahmed Gutierrez	1938-05-12	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407352	CLM	Benjamin Webb	1962-05-07	UHC-25854-29	2114613491	4704 Ridge Rd, Austin, TX, 78797	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425471	CLM	Diana Howell	1946-09-28	UHC-87462-48	7825517719	6018 Apache Blvd, Dallas, TX, 75236	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418485	CLM	Ruth Bell	1991-06-20	—	6492200725	5894 Central Ave, Scottsdale, AZ, 85240	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424123	CLM	Mark Espinoza	1949-06-23	UHC-64946-78	6428688761	6788 Ocean Ave, Mesa, AZ, 85259	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411579	CLM	Elijah Weber	1993-09-16	—	8218912138	6572 Washington St, Fresno, CA, 93780	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413994	CLM	Anna Clark	1952-04-05	UHC-98211-28	2444950357	7111 Lincoln Way, San Diego, CA, 92156	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413705	CLM	Beverly Ruiz	1972-02-15	UHC-85465-78	5218812450	159 Church St, Tempe, AZ, 85289	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411281	CLM	Bruce Morgan	2006-11-24	UHC-19389-24	3497162438	5416 Camelback Rd, Gilbert, AZ, 85252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432055	CLM	Tim Nguuyen	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl, Charlotte, NC, 28213	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-408053	CLM	Thomas Z Kelly	1988-06-15	—	8075994502	4316 Main St, Los Angeles, CA, 90063	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403516	CLM	Rebecca West	1951-05-23	—	2713634673	1859 Maple Ave, Charlotte, NC, 28290	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417444	CLM	Carolyn Guzman	1967-06-08	UHC-42076-73	4613107599	963 Bayshore Dr, Tucson, AZ, 85739	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401506	CLM	Dorothy Ray	1980-07-15	UHC-84925-59	9869724173	802 Church St, San Antonio, TX, 78250	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409584	CLM	Jennifer Riley	1988-04-14	UHC-53110-32	6197331987	4639 Baseline Rd, Jacksonville, FL, 32286	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431841	CLM	Juan Williams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422481	CLM	Jessica Reed	1945-08-10	UHC-81057-51	4493751119	3048 Cedar Ln, Minneapolis, MN, 55466	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423705	CLM	Doris Barnes	1980-03-13	—	5865683394	9519 Washington St, Denver, CO, 80204	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415169	CLM	Isabella Robertson	1985-02-04	—	9884663862	1814 Jefferson Ave, Houston, TX, 77058	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427357	CLM	Diana Long	2007-11-05	UHC-77612-55	3562153840	7104 Sage Ct, Houston, TX, 77029	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417269	CLM	Elijah Smith	1982-08-13	—	9618841968	518 Desert Sky Blvd, Seattle, WA, 98134	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410122	CLM	Abigail N Hicks	1970-08-17	UHC-60211-80	7603337570	5753 Union St, Miami, FL, 33105	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428712	CLM	Jerry Guerrero	1976-01-23	UHC-49960-30	7894603497	9063 Palm Dr, Seattle, WA, 98115	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404487	CLM	Mason Duncan	1984-04-28	—	7874786941	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401323	CLM	Helen Morris	2002-02-12	—	4393300683	2782 Park Pl, Denver, CO, 80293	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418104	CLM	Billy Vega	1941-05-20	—	3883406916	6469 Hillcrest Rd, Chandler, AZ, 85210	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410257	CLM	Lauren Freeman	1969-08-13	UHC-21137-53	6083799972	5889 Oak St, Minneapolis, MN, 55438	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401941	CLM	Carl Young	1960-02-05	UHC-27541-86	8897555220	6285 Valley View Dr, San Diego, CA, 92115	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425379	CLM	Anna Pena	1952-06-19	UHC-06834-15	8289941885	5940 Jefferson Ave, Dallas, TX, 75288	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

11,960 rows, page 87 of 240Previous Next