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-407286	CLM	Samuel Rojas	1980-08-07	UHC-84537-44	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429066	CLM	Justin Ruiz	1971-06-17	UHC-43319-05	8298808287	4303 Grand Ave, Las Vegas, NV, 89134	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-426545	CLM	Doris Q McDonald	1956-04-19	UHC-03403-62	5986255578	1930 Willow Ct, Seattle, WA, 98109	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427169	CLM	Bryan Burke	1998-09-15	—	—	8698 Bayshore Dr, Dallas, TX, 75228	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425134	CLM	Sara Tucker	1943-12-24	—	—	5110 Forest Ave, Mesa, AZ, 85210	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406128	CLM	Michelle Nelson	1947-08-08	—	—	2704 Lincoln Way Apt 15, Nashville, TN, 37286	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-401448	CLM	Melissa Cruz	1996-09-15	UHC-43441-53	—	8804 Mesa Dr, Gilbert, AZ, 85249	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404715	CLM	Sean O Turner	1965-02-11	UHC-59643-97	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423742	CLM	Kimberly Cunningham	1948-04-18	UHC-52660-83	6924575961	7075 Baseline Rd, Seattle, WA, 98153	0.80	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised
CLM-406160	CLM	Jennifer S Cook	1997-09-14	UHC-04591-39	—	4635 Camelback Rd Apt 39, Orlando, FL, 32860	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-417981	CLM	Diego Gibson	1990-01-08	UHC-11359-80	—	8121 Valley View Dr, Mesa, AZ, 85233	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
CLM-402803	CLM	Kimberly Rios	1997-05-23	—	—	5559 Harbor Blvd, Mesa, AZ	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-414118	CLM	Dennis Spencer	1979-01-01	—	8949703973	4568 Church St, Minneapolis, MN	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
CLM-407273	CLM	Ryan Wagner	1959-12-11	UHC-27140-32	—	7438 Highland Ave, San Diego, CA, 92172	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408551	CLM	Mariana D Anderson	2000-10-14	—	—	340 Ocean Ave, Columbus, OH, 43274	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
CLM-410909	CLM	Carol Hughes	1979-02-28	—	—	2280 Bayshore Dr, Seattle, WA, 98128	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419130	CLM	Albert C Freeman	1967-05-03	—	—	8885 Desert Sky Blvd, Tucson, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415082	CLM	Jordan Ellis	2004-09-04	UHC-92342-99	—	9877 Mesa Dr, Houston, TX, 77026	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422485	CLM	Sam Brown	2001-05-09	UHC-22101-79	9465149159	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415214	CLM	Douglas Hunt	1965-02-04	UHC-18462-40	6002316071	—	0.80	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted
CLM-405985	CLM	Victoria N Wilson	1992-12-13	UHC-22620-08	—	6030 Desert Sky Blvd, Jacksonville, FL, 32276	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409850	CLM	Soctt Morris	1976-05-10	—	5626868750	7172 Central Ave, Columbus, OH, 43223	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400110	CLM	Priya Griffin	1949-11-04	UHC-95233-69	—	229 Elm St, Atlanta, GA, 30360	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428126	CLM	Isabella Bell	1965-01-17	UHC-68295-82	—	8002 Cedar Ln, Eden Prairie, MN, 55383	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429044	CLM	Raymond Mason	1997-01-09	UHC-02558-95	4969159365	2597 Mountain View Dr, Austin, TX	0.80	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed
CLM-427797	CLM	Mark Loepz	1954-09-19	UHC-01657-31	—	810 Mesa Dr, Sacramento, CA, 95812	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417132	CLM	Anna Colman	1971-06-19	—	4756099081	5577 Elm St, Gilbert, AZ, 85238	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410074	CLM	Henry Harper	1952-10-15	—	—	3110 Desert Sky Blvd, Charlotte, NC, 28206	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411706	CLM	Ryan Riley	1987-02-22	UHC-78345-09	5577288089	592 Sage Ct, Nashville, TN, 37212	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-427576	CLM	Marcus N Hoffman	1967-09-02	UHC-57280-21	—	1328 Desert Sky Blvd, Tampa, FL, 33653	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426400	CLM	Rick Garza	1942-08-15	UHC-54641-27	—	4181 Main St, Dallas, TX, 75274	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424000	CLM	Donna Guzman	1947-11-14	UHC-71147-44	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417072	CLM	Dnnis Carpenter	1962-05-15	—	—	108 Spring St, San Diego, CA, 92105	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401958	CLM	Charlotte Alexander	2001-07-07	—	—	8972 Ridge Rd, Eden Prairie, MN, 55320	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407931	CLM	Jacob H Gordon	1953-04-18	UHC-21175-07	9755595367	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-428500	CLM	Nicoe Nunez	1991-08-12	—	—	1464 Cedar Ln, Austin, TX, 78747	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429719	CLM	Daniel Martinez	1964-05-21	—	9676271166	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428194	CLM	Adam Obrien	1982-04-02	UHC-58333-51	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-408923	CLM	Christopher Hawkins	1961-01-06	UHC-49024-83	4933741481	3215 Meadow Ln, Orlando, FL, 32889	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-426277	CLM	Priya Moreno	1980-07-12	UHC-43156-40	9076017066	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-431178	CLM	Carolyn I George	1960-04-01	—	—	3008 Meadow Ln, Dallas, TX, 75228	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-419552	CLM	William Perry	2005-09-14	UHC-95896-51	—	5842 Union St, San Diego, CA, 92161	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408747	CLM	Gerald Rose	1982-08-05	UHC-51290-92	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419501	CLM	Logan G Johnston	1982-04-10	UHC-39291-39	—	4558 Willow Ct, Denver, CO, 80253	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414531	CLM	Maria Flores	1998-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ, 85237	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418867	CLM	Matthew Nunez	1969-05-13	—	—	7656 Washington St, Houston, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-407898	CLM	Alexis Burton	1975-10-05	UHC-80754-22	3559100960	6768 Oak St, Dallas, TX, 75278	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425731	CLM	Michlle Lynch	1984-08-17	UHC-87332-24	—	7870 Forest Ave, Houston, TX, 77048	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410924	CLM	Ronald Lawson	1991-08-03	UHC-93268-33	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419736	CLM	Judy Schmidt	2002-02-05	UHC-10609-39	—	4339 Park Pl, Tempe, AZ, 85233	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

10,559 rows, page 143 of 212Previous Next