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-416181	CLM	Mari Castro	1973-08-17	UHC-68892-31	—	571 Maple Ave, Denver, CO, 80249	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408805	CLM	Gerald Mendez	1938-07-14	UHC-57711-14	—	6822 Baseline Rd, Columbus, OH, 43244	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+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-412045	CLM	Lorri E Perkins	1969-01-03	UHC-69897-97	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-410312	CLM	Benjamin Jones	1991-05-27	UHC-38434-13	—	4261 Sunset Blvd, Columbus, OH, 43263	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428747	CLM	Peter H Perry	1943-06-26	—	—	5594 Elm St, Orlando, FL, 32836	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409528	CLM	Matthew Hanson	1944-12-11	—	2927607482	1870 Spring St, Glendale, AZ, 85325	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-424217	CLM	Brandon Guzman	1948-12-09	UHC-75095-65	—	3766 Sunset Blvd, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-431742	CLM	Jason Brown	1949-07-18	UHC-16548-66	—	1334 Palm Dr, Nashville, TN, 37205	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429478	CLM	Theresa Rogers	1966-02-03	UHC-93439-83	7816874581	5959 Forest Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-402138	CLM	Bruce B Johnston	1957-08-10	—	—	3273 Harbor Blvd, Dallas, TX, 75275	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415285	CLM	Janice Edwarsd	1951-03-03	UHC-49570-05	2073584379	207 Park Pl, Dallas, TX, 75239	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425947	CLM	Justin Bennett	1996-11-06	UHC-31433-79	—	7156 Broadway, Tampa, FL, 33667	0.66	Two-digit birth year Member ID reformatted ZIP+4 trimmed Whitespace trimmed+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-428709	CLM	Hiroshi Herrera	1979-01-23	—	4822735360	4577 Union St, Plano, TX, 75018	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-402095	CLM	Natalie Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418245	CLM	Amy McCoy	1971-10-19	—	6462114900	7151 Broadway, Chandler, AZ	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-413956	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	—	—	0.66	Phone missing area code Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-431566	CLM	Lawrence J Davis	1987-06-12	—	—	9021 Highland Ave, Plano, TX, 75027	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-406217	CLM	Frank Armsrong	1977-11-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+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-417859	CLM	Kevin V Walker	1985-12-27	UHC-67304-99	—	8453 Washington St, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419165	CLM	Anthony Wells	1955-06-12	UHC-46535-81	8936221346	8883 Central Ave, Glendale, AZ	0.66	Street suffix standardised Address re-cased 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-404536	CLM	John West	1938-01-22	UHC-39164-01	7749919668	8348 Market St, Austin, TX, 78748	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416936	CLM	Amber Vasquez	1950-05-03	—	—	3362 Pine Dr, San Antonio, TX, 78252	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+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-418637	CLM	Natalie Hoffman	1973-05-14	UHC-91848-90	—	4436 Highland Ave, Mesa, AZ, 85217	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404412	CLM	Jeffrey Jordan	1968-06-26	—	—	5488 Canyon Rd, Atlanta, GA, 30389	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421707	CLM	Lauren D Montgomery	1963-12-10	UHC-09615-90	7428355449	2528 Desert Sky Blvd, Minneapolis, MN, 55495	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-413020	CLM	Juan Guerrero	1963-05-04	—	—	7648 Broadway, Atlanta, GA, 30300	0.66	Phone missing area code Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-403034	CLM	Noah M Morales	—	—	—	8322 Maple Ave, San Antonio, TX, 78212	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415858	CLM	Brittany I Knight	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+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-412954	CLM	Rachel I Diaz	1999-12-10	—	—	9301 Highland Ave, Nashville, TN, 37232	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407409	CLM	Amber Z Moreno	1975-03-12	UHC-42609-25	—	7167 Elm St, Chandler, AZ, 85240	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417009	CLM	Charles Porter	2004-04-09	UHC-37973-20	—	9313 Forest Ave, Sacramento, CA, 95829	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-420042	CLM	Daniel Parker	1977-04-03	—	—	5608 Canyon Rd, Tucson, AZ, 85759	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422237	CLM	Joseph Daniels	1995-07-13	—	—	9477 Bayshore Dr # 821, Phoenix, AZ, 85037	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-401003	CLM	Charles Kelly	1969-05-21	—	—	7308 Park Pl, Charlotte, NC	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-409660	CLM	Santiago Rios	1946-05-18	UHC-40928-42	4377457758	8884 Pine Dr, Tucson, AZ, 85797	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-402943	CLM	Ralph F Little	1971-04-28	—	—	8807 Jefferson Ave, Plano, TX, 75035	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-400750	CLM	Victoria Greene	1976-07-22	UHC-12466-94	—	7520 Church St, Seattle, WA, 98185	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420237	CLM	Katherine Z Patel	1968-05-21	UHC-80935-14	—	4167 Main St, Houston, TX, 77092	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-420633	CLM	Camila Hart	1953-08-18	UHC-37443-96	—	4743 Camelback Rd, Fresno, CA, 93734	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403055	CLM	Alexander V Bell	—	—	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-422110	CLM	Emily Bennett	1981-02-04	—	—	5579 Lake View Rd, Fresno, CA	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-412352	CLM	Ann Morales	1982-03-06	UHC-02904-05	—	3142 Park Pl, Austin, TX, 78773	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420245	CLM	Ethan Boyd	1990-12-17	—	—	7978 Sage Ct, Atlanta, GA, 30372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412911	CLM	Virginia Foster	—	—	—	8712 Central Ave, Gilbert, AZ, 85221	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 105 of 376Previous Next