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-425336	CLM	Larry Li	2001-07-08	—	7716060688	3403 Willow Ct, Miami, FL, 33161	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-411636	CLM	Suan Coleman	1952-10-13	UHC-57625-86	3484770801	355 Mountain View Dr, Tempe, AZ, 85208	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418192	CLM	Brandon Reid	1968-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418110	CLM	Betty X Valdez	2006-06-04	UHC-98999-61	8094397470	6270 Oak St, Minneapolis, MN, 55462	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429110	CLM	Christopher Stevens	1992-09-21	—	—	6186 Elm St, Plano, TX, 75006	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409211	CLM	Jeffrey P Clark	1962-10-22	—	—	353 Elm St, Sacramento, CA, 95821	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427227	CLM	Michelle Soto	1948-06-18	—	4596715037	4713 Lincoln Way, Scottsdale, AZ	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-415692	CLM	Bryan K Scott	1969-06-16	UHC-62566-01	2898924315	7540 Jefferson Ave, Chandler, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406186	CLM	Eugene Sanchez	2000-07-06	—	8858148913	2820 Palm Dr, Fresno, CA, 93729	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-431306	CLM	Amber Milsl	1988-04-07	UHC-83923-02	4644549085	6809 River Rd, San Diego, CA, 92182	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416496	CLM	Aisha Gibson	1942-12-19	—	8773634795	3743 Church St, Atlanta, GA, 30359	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419897	CLM	Linda Hill	1999-06-21	UHC-06589-71	—	1446 Bayshore Dr, Denver, CO, 80222	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-413608	CLM	Lucia N Castillo	2001-02-21	—	—	769 Hillcrest Rd, Minneapolis, MN, 55443	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-402745	CLM	Yuki Collins	1983-01-13	UHC-91200-07	3597975966	1167 Camelback Rd, Jacksonville, FL, 32248	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403157	CLM	Edward X King	1959-11-13	UHC-04608-19	6485705403	183 Grand Ave, Sacramento, CA, 95860	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426507	CLM	Jordan Walker	1988-02-19	—	2524509237	3465 Union St, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403326	CLM	Helen C Snyder	1982-06-03	—	6307396842	455 Grand Ave, Jacksonville, FL, 32276	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-400752	CLM	Julie Larson	1947-06-08	UHC-11789-96	—	8499 Meadow Ln, Columbus, OH, 43219	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416017	CLM	Fatima Butler	1972-06-01	UHC-49073-83	—	5607 Church St, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403811	CLM	Willie Lawrence	1981-01-26	—	—	2641 Forest Ave, Gilbert, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432084	CLM	William U Wells	1996-06-27	UHC-43805-72	9375878321	4905 Lake View Rd, Phoenix, AZ, 85085	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-402557	CLM	Isabella Cox	1988-06-13	UHC-02263-65	—	2062 Lake View Rd Apt 21, Fresno, CA, 93798	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-431956	CLM	Danielle P Cruz	1946-12-22	—	8149598680	8974 River Rd, Seattle, WA, 98176	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416142	CLM	Karen X Cook	1983-02-04	—	6046958693	7461 Mountain View Dr, Fresno, CA, 93757	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425723	CLM	Kathryn Jordan	1963-06-15	UHC-11277-48	8313452280	5080 Sunset Blvd, Charlotte, NC, 28215	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404988	CLM	Christina Kennedy	1985-08-03	UHC-24928-35	2128347188	1803 Central Ave, Tucson, AZ, 85706	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423506	CLM	Judith Romero	—	UHC-06958-08	9023892081	5716 Indian School Rd, Charlotte, NC, 28221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-414896	CLM	Yuki Rusesll	1992-02-03	—	—	365 Lincoln Way, Los Angeles, CA, 90004	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422312	CLM	Hiroshi Morgan	1994-04-16	UHC-20795-47	—	1282 Sunset Blvd, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-406878	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd # 879, Chandler, AZ, 85258	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-401140	CLM	Logan Sims	1982-02-26	UHC-95454-32	2538180435	539 Meadow Ln # 390, Houston, TX, 77006	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405654	CLM	Nicole Hall	1980-02-28	UHC-51352-25	7413068541	7074 Desert Sky Blvd, Seattle, WA, 98120	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412788	CLM	Vincent Mitchell	—	—	3315801080	9713 Spring St, San Diego, CA, 92152	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-409958	CLM	Alice Armstrong	1999-11-04	—	—	5394 River Rd, Charlotte, NC, 28228	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-420144	CLM	Christian Medina	1940-01-01	UHC-21221-45	9044598003	3666 Park Pl, Eden Prairie, MN, 55347	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410333	CLM	Ryan Howard	1982-12-13	UHC-83733-33	6914418373	6856 Oak St # 707, Jacksonville, FL, 32262	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413980	CLM	Sam Padilla	1955-10-19	—	3052714392	6345 Jefferson Ave, Minneapolis, MN, 55470	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419133	CLM	Ashley Nugyen	1974-03-23	UHC-35779-06	8662598190	7992 Meadow Ln, Miami, FL, 33184	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
CLM-431204	CLM	Bradley Jones	1962-03-17	—	7475721260	6499 Bayshore Dr, Houston, TX, 77064	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411095	CLM	Brittany Stephens	1945-01-14	UHC-39290-82	9795777865	3384 Oak St, Columbus, OH, 43201	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414725	CLM	Benjamin Hansen	1939-12-09	UHC-98600-37	4323077747	723 Lincoln Way, Scottsdale, AZ, 85276	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431296	CLM	Vasquez S David	1976-04-28	UHC-87418-32	—	414 Sage Ct, Scottsdale, AZ, 85231	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428107	CLM	Bruce Harvey	2004-03-21	UHC-68683-37	—	9486 Indian School Rd, Orlando, FL, 32876	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-408651	CLM	Katherine Williamson	1999-08-27	—	2908776161	6785 Sunset Blvd, Tucson, AZ, 85760	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421193	CLM	Alice Gonzalez	1968-02-14	UHC-10661-45	9108248546	8376 Ridge Rd, Seattle, WA, 98132	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-400334	CLM	Terry Edwards	—	UHC-82887-97	9146355492	1429 Desert Sky Blvd, Miami, FL, 33169	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-421578	CLM	Michael Hanson	1983-07-01	UHC-75772-33	—	3342 Sage Ct, Fresno, CA, 93738	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-412241	CLM	Victoria O Ross	1978-06-16	—	3806805912	8429 Camelback Rd, Dallas, TX, 75251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419092	CLM	Vincent Gilbert	2005-03-11	UHC-99716-09	—	5120 Cedar Ln, San Diego, CA, 92158	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416514	CLM	Eugene Crawford	1979-05-03	UHC-32157-94	—	7165 Park Pl, Jacksonville, FL, 32279	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

18,771 rows, page 50 of 376Previous Next