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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426156	CLM	Russell Schultz	1964-07-04	UHC-11427-28	—	1372 Forest Ave, Plano, TX, 75033	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-402296	CLM	Esspinoza P Amber	1948-01-22	UHC-65231-24	—	9369 Valley View Dr, Columbus, OH, 43256	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417462	CLM	Danielle Gomez	1962-01-04	UHC-89338-09	4966169025	9496 Cedar Ln, Jacksonville, FL, 32223	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-424612	CLM	Peter Patel	1945-04-20	UHC-99963-63	—	981 Union St, Chandler, AZ, 85264	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418975	CLM	Juan C Powell	1986-03-20	UHC-26955-36	7077265948	3389 Pine Dr, Fresno, CA, 93736	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414634	CLM	Rebecca Bennnett	1948-04-27	UHC-21274-89	8297418145	5990 Camelback Rd, Gilbert, AZ, 85268	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-407310	CLM	Christopher B Cooper	1968-04-23	UHC-06864-83	2415390900	3094 Willow Ct, Columbus, OH, 43264	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412015	CLM	Jerry Price	1957-10-17	UHC-62204-46	—	563 Desert Sky Blvd, Glendale, AZ, 85340	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-412990	CLM	Jeremy Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ, 85235	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411744	CLM	Ashley U Perry	1987-02-07	UHC-75552-09	—	3205 Ridge Rd, Atlanta, GA, 30359	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402585	CLM	Russell Le	1941-05-10	UHC-19416-53	7007392456	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
CLM-425942	CLM	Ralph Andrews	1953-09-20	UHC-85599-20	2122278055	8747 Desert Sky Blvd, Miami, FL, 33144	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-417839	CLM	Nathan Prker	1951-06-24	UHC-11779-61	—	2088 Desert Sky Blvd, Chandler, AZ, 85288	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423390	CLM	Hiroshi Greene	1999-03-25	UHC-44535-99	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-427587	CLM	Bruce C Vazquez	1951-05-17	UHC-72856-87	8319669136	504 Elm St, Las Vegas, NV, 89169	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421566	CLM	Julie Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-412829	CLM	Megan Porter	1975-01-10	UHC-46101-45	—	3600 Harbor Blvd, San Antonio, TX, 78210	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-407011	CLM	Petre R Espinoza	1990-02-16	UHC-78282-10	—	797 River Rd, San Diego, CA, 92101	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432130	CLM	Kelly Boyd	2006-12-18	UHC-15288-69	3264799505	2151 Mountain View Dr, Eden Prairie, MN, 55354	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425848	CLM	Carl Robertson	1976-08-21	UHC-87750-98	2983706148	1832 Broadway, Columbus, OH	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-431407	CLM	Elizabeth Phillips	1981-04-22	UHC-72639-34	5845791906	4578 Maple Ave, Atlanta, GA, 30321	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414090	CLM	Carol Gardner	1997-04-28	UHC-82456-87	—	2681 Washington St, Tampa, FL, 33667	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406497	CLM	Gloria Montgomery	1962-04-02	UHC-80406-18	9279450002	4288 Sage Ct, Charlotte, NC, 28213	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432607	CLM	Catherine Burton	1959-05-05	UHC-82444-82	9507495338	4115 Desert Sky Blvd, Houston, TX, 77048	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-418566	CLM	Lawrence Alvarado	1956-02-11	UHC-24233-95	8478193882	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-411688	CLM	Randy Maldonado	1999-08-04	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400152	CLM	Debra Lawson	2001-10-17	UHC-18196-56	2304755415	4762 Cedar Ln, Gilbert, AZ, 85277	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-431301	CLM	Franklin Julia	1972-08-22	UHC-28885-09	6649961968	7844 Spring St, Miami, FL, 33144	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405198	CLM	Victoria F McCoy	1998-05-22	UHC-62971-33	—	8234 Oak St, Seattle, WA, 98100	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428896	CLM	Brittany Griffin	1967-12-24	UHC-33334-49	—	8300 Mountain View Dr, San Antonio, TX, 78229	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432340	CLM	Walter Rice	1977-12-07	UHC-37561-39	—	5345 Maple Ave, San Diego, CA, 92113	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408795	CLM	Denise Parker	1947-11-17	UHC-17727-44	—	1449 Central Ave, Tempe, AZ, 85219	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430040	CLM	Adam Burns	1964-04-28	UHC-65439-92	6982269928	7744 Willow Ct, Atlanta, GA, 30395	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-410820	CLM	Linda I Carter	1943-07-16	UHC-54798-57	—	4169 Indian School Rd, Jacksonville, FL, 32277	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402695	CLM	Anthony Martin	1982-10-23	UHC-47088-15	—	2343 Oak St, Phoenix, AZ, 85045	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413994	CLM	Anna Clark	1952-04-05	UHC-98211-28	2444950357	7111 Lincoln Way, San Diego, CA, 92156	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400973	CLM	Carol Howard	1947-01-19	UHC-10532-70	—	6429 Park Pl, Jacksonville, FL, 32297	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-432055	CLM	Tim Nguuyen	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl, Charlotte, NC, 28213	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422481	CLM	Jessica Reed	1945-08-10	UHC-81057-51	4493751119	3048 Cedar Ln, Minneapolis, MN, 55466	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402468	CLM	Ruth Webb	1951-05-07	UHC-49889-56	3723665548	6517 Baseline Rd, San Antonio, TX, 78200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402467	CLM	Ruth Webb	1951-05-07	UHC-49889-56	3723665548	6517 Baseline Rd, San Antonio, TX, 78200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423886	CLM	Sean Garrett	1941-08-10	UHC-63417-50	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411090	CLM	Lori Hawkins	1990-02-28	UHC-55156-14	4402943107	590 Meadow Ln, Tempe, AZ, 85211	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420394	CLM	Brittany Nichols	1984-08-18	UHC-42580-56	6863678202	4311 Sage Ct, Eden Prairie, MN, 55357	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413224	CLM	Harold K Matthews	1978-02-24	UHC-67154-41	3305268321	176 Union St, Mesa, AZ, 85278	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423243	CLM	Kyle Harper	1997-08-03	UHC-68942-57	2679801331	1435 Jefferson Ave, Gilbert, AZ, 85294	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425366	CLM	Janet Davis	1974-06-07	UHC-23902-55	9444432708	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-418386	CLM	Sean Jordan	1968-11-12	UHC-98220-61	3269638291	6969 Canyon Rd, Jacksonville, FL, 32234	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410263	CLM	Shirley E Phillips	1962-01-13	UHC-09624-69	4425085432	994 Jefferson Ave, Charlotte, NC, 28260	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400366	CLM	Aisha Martinez	1982-02-27	UHC-74899-52	7212464143	6467 Broadway, Orlando, FL, 32886	0.74	Name re-cased Phone reformatted Member ID reformatted Address re-cased+3 more

2,293 rows, page 19 of 46Previous Next