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-413766	CLM	Bradley Fowler	1996-12-25	UHC-39855-06	8015735865	9853 Lake View Rd, Gilbert, AZ, 85288	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427117	CLM	Gabriel Gonzalez	1939-10-10	UHC-48725-02	7556039946	2465 Central Ave # 885, Orlando, FL, 32877	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431676	CLM	Sophia Jacobs	1941-04-15	UHC-74205-24	2473106664	8862 Bayshore Dr # 497, Mesa, AZ, 85209	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411179	CLM	Jean Morrison	1942-01-18	—	8929707534	1239 Spring St, Tampa, FL, 33615	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-425116	CLM	Sean Larson	1990-01-19	—	3963992486	3183 Camelback Rd, Sacramento, CA, 95844	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416074	CLM	Elijah R Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ, 85024	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-420087	CLM	Betty Vega	1946-04-04	UHC-40806-34	2937539021	1690 Bayshore Dr, Columbus, OH, 43248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430469	CLM	Timoty Spencer	1995-07-19	UHC-67042-57	7169660914	8036 Lake View Rd, Eden Prairie, MN, 55314	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405783	CLM	Doris Robertson	1951-03-03	—	6268173802	1581 Canyon Rd # 667, Houston, TX, 77097	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-418340	CLM	Doulgas Gomez	1989-08-20	UHC-25187-47	6899796529	1670 Ocean Ave, San Antonio, TX, 78242	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414056	CLM	Amanda Chapman	1950-09-03	UHC-94916-77	7667875967	6464 Maple Ave # 624, Miami, FL, 33137	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-425472	CLM	Diana I Howell	1946-09-28	UHC-87462-48	7825517719	6018 Apache Blvd, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407664	CLM	Chris Bowman	1955-10-13	—	8887068209	1409 Jefferson Ave, Denver, CO, 80238	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-406162	CLM	Jordna Harvey	1943-08-22	UHC-83802-55	6152207830	8555 Jefferson Ave, Las Vegas, NV, 89183	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405523	CLM	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428056	CLM	Steven Matthews	1997-12-04	UHC-10194-82	9208786189	3860 Highland Ave, Phoenix, AZ, 85091	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400142	CLM	Judy C Alvarez	1941-02-13	—	4213352596	2526 Washington St, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411185	CLM	Alan G Hoffman	1983-06-23	UHC-11329-12	6496540688	3527 Bayshore Dr, Fresno, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-419580	CLM	Vincent Tran	1989-08-14	UHC-61998-96	4839817273	3950 Harbor Blvd, San Diego, CA, 92172	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429619	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
CLM-429618	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
CLM-400255	CLM	Marcus Garcai	1986-01-10	—	3819313410	3958 Mesa Dr, Tempe, AZ, 85246	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-402544	CLM	Patricia Bryant	1959-03-10	UHC-41750-16	4314758174	1618 Central Ave, Houston, TX, 77076	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416246	CLM	Nicholas Alexander	1989-04-25	—	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-407966	CLM	Ryan Howall	1982-04-25	UHC-91148-66	6725480855	4377 Forest Ave, Miami, FL, 33176	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414228	CLM	Jesse Reyes	2006-02-10	—	2722119943	3997 Canyon Rd, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-401415	CLM	Doonald Butler	1960-09-20	UHC-55767-80	2833782540	321 Jefferson Ave, Tampa, FL, 33648	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427695	CLM	Billy Henderson	1995-12-27	UHC-53069-38	6126603099	1253 Lake View Rd, Eden Prairie, MN, 55342	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-415621	CLM	Ana Walker	1993-07-26	—	2395851520	8185 Camelback Rd, Fresno, CA, 93783	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416971	CLM	Jose Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414386	CLM	Kayla Flores	1968-07-09	—	3267404190	9041 Central Ave # 308, Eden Prairie, MN, 55309	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412254	CLM	Michelle A Morales	1967-07-07	UHC-22339-48	6869383019	1321 Washington St, Chandler, AZ, 85278	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413845	CLM	Mei Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-415168	CLM	Ana Gutirrez	1962-01-24	UHC-95156-71	8076725741	4154 Valley View Dr, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431253	CLM	Kimberly O Hill	1945-12-18	—	7707482301	6792 Ocean Ave, Mesa, AZ, 85234	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430649	CLM	Sharon Davis	1995-09-05	—	3675703349	8337 Canyon Rd, Plano, TX, 75066	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-430808	CLM	Ryan Martinez	1951-06-25	UHC-35070-76	3435518292	7459 Main St, Gilbert, AZ, 85264	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-406768	CLM	Charlotte Sanchez	1979-02-14	UHC-10300-72	4773274381	6991 Desert Sky Blvd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-412086	CLM	Diego McDonald	1953-03-16	UHC-23070-17	9652639388	2991 Ocean Ave, Columbus, OH, 43274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408400	CLM	Anthony Henderson	1989-01-09	—	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404668	CLM	Margaret Smith	1976-01-15	UHC-25071-63	3342591824	1446 Ridge Rd, Chandler, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
CLM-418658	CLM	Samuel Graham	1999-05-06	UHC-97254-51	6787984350	2511 Valley View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406498	CLM	Cynthia N Price	1941-10-01	—	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432058	CLM	Randy M Gonzalez	1951-05-02	—	7466478219	7743 Meadow Ln Apt 22, Denver, CO, 80213	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-425835	CLM	Donna Silva	—	UHC-90917-79	6128482262	9374 Sage Ct, Las Vegas, NV	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-416228	CLM	Fatima T Mendez	1945-07-18	UHC-89648-48	9868505073	4395 Union St, Orlando, FL, 32809	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-415459	CLM	Noah Bryant	1949-03-15	UHC-89912-12	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418187	CLM	Jennifer E Powell	1953-10-20	UHC-96996-81	5716886905	5942 Forest Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424317	CLM	Emily Ortega	1946-07-20	—	9425785381	5771 Grand Ave, Las Vegas, NV, 89179	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402473	CLM	Judith Lopez	1978-05-25	—	9455743892	449 Washington St, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more

11,960 rows, page 67 of 240Previous Next