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-430770	CLM	Andrea Kim	1939-01-18	UHC-58093-27	—	152 Market St, Houston, TX, 77022	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-401714	CLM	Andrea Holes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-406195	CLM	Fatima Perkins	1992-04-14	—	6414426679	107 Central Ave Apt 40, Jacksonville, FL, 32210	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423998	CLM	Frank L Richards	1983-06-28	UHC-92254-86	3834850609	7748 Meadow Ln, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-425243	CLM	Ferguson Michelle	1945-01-23	UHC-84132-54	—	1578 Harbor Blvd, San Antonio, TX, 78270	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432620	CLM	Walter Rios	1956-10-13	UHC-18644-99	9203596047	3523 Broadway Apt 36, Chandler, AZ, 85261	0.50	Name re-cased Unit split from street City re-cased State name converted to code+3 more
CLM-432586	CLM	Jose Walker	1967-09-02	UHC-06820-75	—	687 Baseline Rd # 629, Dallas, TX, 75246	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-410100	CLM	Theresa Roberts	1951-02-05	UHC-10775-37	3672731143	432 Ocean Ave, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414936	CLM	Tyler Gray	2005-10-24	—	—	3159 Harbor Blvd # 564, Glendale, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402086	CLM	Thomas V Johnston	1982-01-26	—	9517046677	2797 Market St, Scottsdale, AZ, 85273	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424232	CLM	Stephanie Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416528	CLM	Martha Flores	—	UHC-46994-53	—	5204 Palm Dr Apt 32, Plano, TX, 75033	0.50	Date of birth missing Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-410205	CLM	Julia Woong	1994-10-19	UHC-71698-20	5553090844	8868 Main St, Seattle, WA, 98108	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431664	CLM	James Porter	—	UHC-83196-09	7933835208	7495 Ocean Ave, Tempe, AZ, 85253	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429202	CLM	Betty Ray	1991-11-10	—	8486225622	6922 Cedar Ln # 149, San Diego, CA, 92138	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423567	CLM	Ajun V Howell	—	UHC-84566-92	8139412648	—	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Gender normalised+3 more
CLM-416043	CLM	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404597	CLM	Gary Hansen	1975-05-10	—	—	4171 Bayshore Dr, Minneapolis, MN, 55423	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402230	CLM	Daniel Obrien	1993-07-25	—	—	3776 Main St # 342, Denver, CO, 80242	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-421703	CLM	Paul Bryant	1975-01-19	—	—	7916 Meadow Ln, Denver, CO	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-413259	CLM	Dennis P Brooks	1956-10-04	UHC-34952-16	2699782765	4878 Camelback Rd Apt 28, Austin, TX, 78767	0.50	Name split from “Last, First”Phone reformatted Unit split from street State code upper-cased+3 more
CLM-407407	CLM	Susan Padilla	1981-03-01	UHC-73638-75	—	2782 Central Ave, Seattle, WA, 98182	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430802	CLM	Marilyn Castillo	1980-01-24	—	—	7402 Highland Ave Apt 29, Chandler, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402729	CLM	Ana I Coleman	1941-03-12	—	—	4247 Grand Ave, Los Angeles, CA, 90003	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404642	CLM	Billy Tucker	1987-12-20	UHC-60679-14	5508771851	6369 Indian School Rd, Tampa, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419288	CLM	Madison Knight	1984-02-05	UHC-85507-79	—	8677 Baseline Rd Apt 18, Atlanta, GA, 30319	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418497	CLM	Isabella P McDonald	1967-08-02	UHC-60298-72	4816262445	7667 Pine Dr Apt 20, Columbus, OH, 43247	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414141	CLM	Ray Banks	1966-04-28	UHC-72994-01	—	3219 Grand Ave, Eden Prairie, MN, 55344	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409956	CLM	Kayla Flores	1951-06-13	UHC-94241-41	—	1387 Main St, Mesa, AZ	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-417090	CLM	Wilson Maison	1993-07-06	UHC-64072-59	—	1284 Mesa Dr, Jacksonville, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-405923	CLM	Rios Harold	—	—	—	6491 Highland Ave Apt 38, Jacksonville, FL, 32262	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-428170	CLM	Kevin Matthews	1965-08-15	—	6616038237	6609 Mesa Dr, Houston, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-411917	CLM	Olivia Anderson	1990-05-17	UHC-15283-69	9216922501	4847 Bayshore Dr # 745, Tucson, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413401	CLM	Lauren H Shaw	1997-08-15	UHC-70188-66	—	2823 Spring St, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-415118	CLM	Charlie Burke	1955-11-08	UHC-58990-73	—	5211 Sunset Blvd # 664, Atlanta, GA, 30354	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416909	CLM	Angela Perez	1955-05-05	UHC-27456-12	—	2789 Valley View Dr, Atlanta, GA, 30331	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-418700	CLM	George Shaw	1984-10-02	UHC-36004-77	7996539568	6572 Bayshore Dr # 840, Tucson, AZ, 85780	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-406581	CLM	Nancy Wright	1957-08-22	UHC-99348-62	—	4434 Canyon Rd, Tempe, AZ, 85241	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426928	CLM	Sean Howell	1979-03-20	—	—	1203 Sage Ct # 897, Sacramento, CA, 95889	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425760	CLM	Abbigail Morrison	1950-04-01	UHC-09145-97	—	928 Bayshore Dr, Minneapolis, MN, 55448	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-417453	CLM	Rachel Webb	2001-04-13	UHC-11876-86	3127625131	5298 Maple Ave Apt 9, Atlanta, GA, 30378	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413820	CLM	Nicholas Wells	1972-01-06	—	—	8075 Indian School Rd, Glendale, AZ, 85384	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
CLM-429099	CLM	Benjamin Thompson	1990-07-25	UHC-19802-15	8269830599	6913 Park Pl, Las Vegas, NV, 89103	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408817	CLM	Vicky S Franklin	—	UHC-84410-24	6586858299	5345 Valley View Dr, Denver, CO, 80259	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403735	CLM	Munoz Jeremy	2005-08-02	UHC-17752-21	—	4774 Spring St, Seattle, WA, 98182	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-429768	CLM	Eric A Burke	1976-06-20	—	—	5360 Valley View Dr # 611, San Diego, CA, 92194	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-411007	CLM	Jeffrey Stewart	1995-03-24	UHC-18721-55	2069538887	6049 Grand Ave, Columbus, OH, 43289	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419431	CLM	Christine Stevens	1983-06-13	—	4159441739	9540 Broadway, San Antonio, TX, 78215	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+3 more
CLM-415766	CLM	Mason Castro	1957-09-28	UHC-01653-72	7644039675	4926 Main St, Austin, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-410161	CLM	Alexander Carpenter	1948-07-15	UHC-30993-74	—	1607 Oak St, Orlando, FL, 32811	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 22 of 376Previous Next