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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431825	CLM	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-407551	CLM	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave # 290, San Diego, CA, 92151	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-403696	CLM	Christina Burke	1976-06-13	—	—	5791 Cedar Ln, Glendale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-421272	CLM	Brittany Mendez	1946-05-27	UHC-75234-10	—	5701 Baseline Rd, Columbus, OH, 43234	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414310	CLM	Elijah S Stone	1944-04-03	—	—	250 Washington St # 399, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410890	CLM	Katherine Bell	1997-07-13	—	9027914060	8466 Bayshore Dr, Tempe, AZ, 85265	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431145	CLM	Charles M Hoffman	1986-03-16	UHC-28425-96	8849558470	1089 Bayshore Dr, Jacksonville, FL, 32269	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406812	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+3 more
CLM-428168	CLM	Kevin D Matthews	1966-08-15	UHC-84075-27	—	6609 Mesa Dr, Houston, TX, 77074	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422159	CLM	Santiago Johnston	1951-11-11	—	—	2725 Washington St, Chandler, AZ, 85284	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-405996	CLM	Donna Moore	1983-06-07	UHC-26588-38	2209655848	5727 Lake View Rd, Plano, TX, 75090	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416710	CLM	Logan Green	1972-01-18	—	5134467856	32 Willow Ct # 353, Chandler, AZ, 85266	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407292	CLM	Joyce Thompson	1952-02-17	—	—	2819 Pine Dr, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431016	CLM	Randy Bishop	1982-05-13	UHC-81792-57	—	7863 Oak St, Tempe, AZ	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-409201	CLM	Evelyn Kelley	1980-04-19	UHC-08989-78	—	7191 Park Pl, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406292	CLM	Nathan Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430950	CLM	Timothy Robinson	1984-01-20	—	6092418586	2406 Maple Ave, Miami, FL	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-428334	CLM	Joyce Wng	1947-06-23	UHC-83210-22	9502079885	3082 Meadow Ln, San Diego, CA, 92164	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-431230	CLM	Jerremy Garrett	1946-10-22	UHC-79001-22	6188790007	1633 Indian School Rd # 273, Gilbert, AZ, 85240	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-412055	CLM	Priya Miller	1996-01-07	UHC-98912-36	3388282300	9293 Valley View Dr, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430443	CLM	Andreew S Vega	1963-12-13	UHC-45507-37	—	2350 Harbor Blvd, Eden Prairie, MN, 55392	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407391	CLM	Dylan Stone	1968-07-11	—	—	4962 Market St # 463, Charlotte, NC	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-428338	CLM	Elizabeth Dean	—	UHC-02330-44	—	2775 Harbor Blvd, Glendale, AZ, 85372	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-404648	CLM	Mary Wilson	2008-01-16	—	—	5888 Canyon Rd # 670, Los Angeles, CA, 90079	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-429909	CLM	Barb Carroll	1966-01-23	—	5239637570	7998 Harbor Blvd, San Diego, CA, 92116	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405935	CLM	Peter Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way Apt 4, Fresno, CA	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-422107	CLM	Olivia Davis	1995-11-18	—	—	5346 Elm St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414509	CLM	Samuel Guerrero	2004-08-11	—	3562221119	4432 Willow Ct, Plano, TX, 75040	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418453	CLM	Julia Jackson	1987-05-03	UHC-00538-03	—	9856 Maple Ave, San Antonio, TX, 78252	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424868	CLM	Hiroshi Brooks	1990-08-15	UHC-65032-33	4385737130	2677 Washington St, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426792	CLM	Scott Vazquez	1997-04-28	UHC-50406-76	3305732909	7201 Sunset Blvd, Charlotte, NC, 28225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426791	CLM	Scott Vazquez	1997-04-28	UHC-50406-76	3305732909	7201 Sunset Blvd, Charlotte, NC, 28225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407023	CLM	Ruth Weaver	1986-01-08	UHC-27012-03	—	7988 Mesa Dr Apt 4, San Antonio, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429063	CLM	Michael Mills	1996-08-15	—	—	1624 Mountain View Dr Apt 5, Nashville, TN, 37273	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418056	CLM	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405155	CLM	Gregory Hunt	1978-09-14	UHC-84710-60	—	4621 Sage Ct, Scottsdale, AZ	0.50	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+3 more
CLM-401606	CLM	Martha Simmons	2002-02-09	—	—	1191 Park Pl # 792, Atlanta, GA, 30306	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-407003	CLM	Grace Lawrence	1990-02-28	UHC-55097-42	—	5929 Central Ave, Glendale, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408511	CLM	Bobby I Dominguez	2005-12-21	UHC-26590-88	—	1263 Canyon Rd Apt 7, Dallas, TX, 75265	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416985	CLM	Kenneth Henry	2001-05-17	UHC-27427-73	—	4427 Forest Ave, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-421393	CLM	Mason Miller	1955-12-23	UHC-52836-22	—	825 Mountain View Dr, Houston, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402885	CLM	Noah Chapman	2002-04-15	—	—	397 Palm Dr, Phoenix, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-417906	CLM	Amanda I Fsher	1970-08-21	UHC-11517-28	—	5090 Willow Ct # 378, Phoenix, AZ, 85007	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-431912	CLM	Meyer I Omar	1997-04-26	UHC-76229-33	—	6245 Market St # 805, Dallas, TX, 75202	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-424502	CLM	Heather Santiago	1984-05-12	UHC-96448-79	9216274151	6619 Spring St, Minneapolis, MN, 55444	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421301	CLM	Donald Mooe	1991-05-04	UHC-35863-38	3944287776	9889 Indian School Rd, Austin, TX, 78761	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-407097	CLM	Gerald Y Wagner	1982-02-05	UHC-37501-46	—	9744 River Rd, Charlotte, NC, 28269	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406616	CLM	Denise T Henderson	1969-04-06	—	—	5931 Jefferson Ave Apt 30, Tampa, FL, 33611	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427555	CLM	Kymberly Wood	1984-10-03	—	—	6099 Cedar Ln, Tucson, AZ, 85708	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408467	CLM	Judy Payne	1950-01-20	—	—	1141 Indian School Rd, Minneapolis, MN, 55402	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

10,559 rows, page 13 of 212Previous Next