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-415092	CLM	Daniel Reid	1939-01-23	—	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418762	CLM	Cheryl Silva	1960-05-07	UHC-61430-78	3079752556	—	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-410237	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410238	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-411963	CLM	Isabella Chavez	2003-06-15	—	2196597734	1867 Washington St, Nashville, TN, 37245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419222	CLM	Amy Carroll	1993-12-13	—	9298729026	3972 River Rd, Atlanta, GA, 30398	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403340	CLM	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409281	CLM	Rachel W Elliott	1995-11-25	—	9612852033	9231 River Rd, San Antonio, TX, 78241	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411885	CLM	Mariana Park	2000-05-15	UHC-57556-96	3823530792	491 Sage Ct, Dallas, TX, 75221	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427832	CLM	Kelly Vazquez	1940-03-23	UHC-86573-18	6036359231	5213 Jefferson Ave, Minneapolis, MN, 55480	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-408738	CLM	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-403403	CLM	Sofia Carpenter	1995-07-07	UHC-20485-01	7647427104	4840 Central Ave, Nashville, TN, 37231	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402444	CLM	Natlie Howell	1950-03-28	UHC-74422-60	6915246600	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-428707	CLM	Charlotte Alexander	1966-07-09	—	8152173038	3185 Park Pl, Tucson, AZ, 85745	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430522	CLM	Janet Grrett	1995-11-27	UHC-41886-21	4366904995	6771 Broadway # 109, Miami, FL, 33154	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-417332	CLM	Keith G Ford	1947-04-21	—	4382416892	6215 Central Ave, Orlando, FL, 32811	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-432047	CLM	Nathen Hernandez	1998-09-28	UHC-51466-53	6626810799	7291 Union St, Fresno, CA, 93756	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426682	CLM	Judth Larson	1952-10-27	—	6836498806	6318 Sunset Blvd, Columbus, OH, 43237	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411583	CLM	Anthony T Reyes	1995-01-10	UHC-11894-03	9703438330	6739 Hillcrest Rd, Columbus, OH, 43239	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-404859	CLM	Virginia J Munoz	1964-08-23	UHC-21025-48	6556513146	4537 Oak St, Los Angeles, CA, 90018	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402586	CLM	Jennifer Oliver	1972-06-16	UHC-34799-44	6606920658	9553 Highland Ave, Seattle, WA, 98153	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420227	CLM	Raymond Elliott	1956-04-25	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426478	CLM	Bryan Matthews	1988-07-28	—	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410301	CLM	Vicky Larson	1959-12-20	UHC-88251-66	7564434625	1514 Main St, Fresno, CA, 93743	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423233	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418236	CLM	Ruth Dunn	1939-07-12	UHC-54120-52	4703459151	8764 Sage Ct, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-421201	CLM	Peterson V Diane	1945-05-14	UHC-44831-58	4464578209	7230 Church St, Jacksonville, FL, 32223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421202	CLM	Peterson V Diane	1945-05-14	UHC-44831-58	4464578209	7230 Church St, Jacksonville, FL, 32223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415469	CLM	Nicholas T Johnson	1950-06-24	UHC-82744-56	2797313619	2844 Cedar Ln, Las Vegas, NV, 89171	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426247	CLM	Diego Marshall	1966-04-08	UHC-78802-83	6168406935	5383 River Rd, Sacramento, CA, 95881	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415199	CLM	Amanda Freeman	1976-07-07	UHC-66453-18	6933521053	7544 Ridge Rd Apt 26, Scottsdale, AZ, 85286	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-427415	CLM	Karen Fowler	1990-05-23	UHC-09454-42	4298398474	1888 Forest Ave, Tampa, FL, 33646	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420436	CLM	Brenda Adams	1953-06-22	—	5278476230	9136 Desert Sky Blvd, Orlando, FL, 32846	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-429861	CLM	Sara Murphy	1953-07-01	UHC-72812-48	5945430014	8753 Palm Dr, Plano, TX, 75082	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-431391	CLM	Wayne Howard	1957-01-13	UHC-15907-37	2012318041	3649 Ridge Rd, Fresno, CA, 93718	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415515	CLM	Keyth Walker	1996-06-22	—	4463337236	8898 Apache Blvd, Dallas, TX, 75278	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
CLM-426122	CLM	Rebecca Dunn	1945-09-20	UHC-28867-84	9863831536	3054 Harbor Blvd # 205, Sacramento, CA, 95884	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-418388	CLM	Mary Fuller	1963-10-05	UHC-43878-46	7386799935	6246 Church St, Sacramento, CA, 95834	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408691	CLM	Jacob Y Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St Apt 21, Atlanta, GA, 30358	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-410147	CLM	Evelyn F Campbell	1999-05-21	—	3747667952	8276 Spring St, Orlando, FL, 32860	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401412	CLM	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-401065	CLM	Sofai W Dominguez	1951-12-27	UHC-86327-43	7299984305	3315 Sage Ct, Houston, TX, 77064	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400787	CLM	Alice Knight	1958-06-21	UHC-58125-21	4708262531	—	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-405597	CLM	Roger Dominguez	1946-05-18	UHC-51931-65	4357984198	668 Forest Ave, Las Vegas, NV, 89193	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430930	CLM	Jason Meyer	2002-12-20	UHC-71924-51	3083924589	412 Canyon Rd, Los Angeles, CA, 90053	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414113	CLM	Walter Hunt	1953-06-14	UHC-10496-18	9716995800	1006 Sage Ct, Phoenix, AZ, 85052	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413773	CLM	Karen Nunez	2004-03-23	UHC-63596-67	6835685275	7675 Oak St, Nashville, TN, 37242	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419820	CLM	Nichols Bowman	1993-08-02	—	2658917861	8094 Main St, Sacramento, CA, 95807	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431506	CLM	Edward Ryan	1992-04-10	UHC-83967-47	7876292718	5825 Bayshore Dr, Jacksonville, FL, 32253	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413616	CLM	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	1105 Valley View Dr, San Diego, CA, 92134	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more

11,960 rows, page 97 of 240Previous Next