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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421091	CLM	Sara Gordon	1947-05-25	UHC-17238-13	7009316062	8339 Ocean Ave, Minneapolis, MN, 55412	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-419038	CLM	Becky Williams	1980-04-20	—	—	1967 Union St, Charlotte, NC, 28278	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-417344	CLM	Ana Mason	1960-05-06	UHC-37551-83	3148898155	4563 Lincoln Way, Eden Prairie, MN, 55381	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-404312	CLM	Meegan Fox	1971-06-23	UHC-06501-28	3982561019	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-421171	CLM	Gabriel Castro	1994-09-24	UHC-37400-91	—	6936 Spring St # 738, Atlanta, GA, 30322	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-422492	CLM	Christian Peterson	1969-06-14	—	4765149395	2683 Indian School Rd, Eden Prairie, MN, 55358	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-400621	CLM	Diane Hart	2008-02-04	UHC-90073-96	2598166920	7848 Ridge Rd, Miami, FL, 33159	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-416293	CLM	Sandra Crawford	2000-06-09	UHC-88894-29	4218584642	6612 Harbor Blvd, Houston, TX, 77024	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-424609	CLM	Samuel Y Bishop	1973-11-16	UHC-34213-31	—	5173 Desert Sky Blvd, Gilbert, AZ, 85207	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406951	CLM	Fatima Holmes	1970-05-01	UHC-66550-61	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-400136	CLM	Gloria T Walsh	1941-06-11	UHC-92335-10	8487982440	7387 Elm St, Chandler, AZ, 85204	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-416109	CLM	Ruth Contreras	1946-07-24	—	4494259697	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-409703	CLM	Gary Stewart	1979-12-12	UHC-82371-38	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-408371	CLM	Sara Kim	1995-01-26	UHC-61989-23	9308189561	353 Forest Ave, San Diego, CA, 92126	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-428189	CLM	Amy W Greene	1973-10-15	UHC-32627-26	5878699506	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-432573	CLM	Julie Medina	2004-05-05	UHC-60078-04	—	7323 Apache Blvd, Austin, TX, 78743	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-420663	CLM	Scott Thomas	1970-07-24	UHC-17753-40	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-402725	CLM	Carl Lynch	1955-06-17	UHC-77776-94	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411596	CLM	Austin Morales	1992-04-08	UHC-73946-07	3978119293	898 Broadway, Charlotte, NC, 28266	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-405868	CLM	Isabella Cole	1999-09-09	UHC-76066-34	—	9072 Maple Ave, San Antonio, TX, 78212	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411765	CLM	Jeffrey Vazquez	2007-06-12	—	5369495497	2458 Lincoln Way, Houston, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-422909	CLM	Bradley Rodriguez	1956-08-20	UHC-54839-19	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431211	CLM	Arjun X Crawford	1971-06-23	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414592	CLM	Kevin George	1941-01-17	—	—	1143 Jefferson Ave, Houston, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-424205	CLM	Carol Vargas	1951-03-18	UHC-66115-05	3976490104	3390 Washington St, Jacksonville, FL, 32204	0.80	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted
CLM-422976	CLM	Wrright V Kathleen	2005-08-02	UHC-77297-29	—	1377 Desert Sky Blvd, Tucson, AZ, 85732	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-423160	CLM	Mei Lawson	1953-05-28	UHC-57607-25	—	4144 Sunset Blvd, Dallas, TX, 75220	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-400342	CLM	Laura Henderson	1939-09-02	UHC-08977-16	5684303972	6222 Union St, Tampa, FL, 33684	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-422958	CLM	Sara Morgan	1993-01-19	UHC-83917-94	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413830	CLM	Karen Gibson	1976-02-21	—	5348288152	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413829	CLM	Karen Gibson	1976-02-21	—	5348288152	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417599	CLM	Theresa Mejia	1950-03-10	UHC-12335-75	—	1593 River Rd, Sacramento, CA, 95856	0.80	Name re-cased Two-digit birth year State code upper-cased Placeholder values cleared
CLM-414408	CLM	Olivia Berry	—	UHC-49255-57	—	6516 Spring St, Jacksonville, FL, 32218	0.80	Name re-cased Date of birth unreadable City re-cased Placeholder values cleared
CLM-405900	CLM	Henry Mason	1969-06-07	UHC-03211-08	—	6499 Canyon Rd, Denver, CO, 80218	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402124	CLM	Isabella Dominguez	2002-03-04	—	5953278160	5677 Sunset Blvd, Los Angeles, CA, 90082	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-410651	CLM	Richard Crawfod	1981-01-14	—	9783810532	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407925	CLM	Jeremy Reyes	1973-02-03	UHC-87372-54	9305131662	6307 Valley View Dr, Glendale, AZ, 85305	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-417395	CLM	Camila Dixon	1963-06-04	UHC-89921-33	6434881332	5403 Mesa Dr # 413, Houston, TX, 77093	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-427323	CLM	Beverly T Vega	1976-11-08	UHC-17606-92	—	9341 Forest Ave, Plano, TX, 75044	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-422069	CLM	Fatima Thomas	1960-03-25	—	4776529298	9534 Sage Ct, Scottsdale, AZ, 85229	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-415233	CLM	Betty Walsh	1988-09-04	—	—	—	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
CLM-432085	CLM	William Wels	1996-06-27	—	—	4905 Lake View Rd, Phoenix, AZ, 85085	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428387	CLM	Harold Montgomery	1944-06-22	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409713	CLM	Bob Garza	1963-11-10	UHC-33869-29	—	9800 Oak St, Atlanta, GA, 30356	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408595	CLM	Tyler McDonald	1947-11-22	—	—	2865 Broadway, San Antonio, TX, 78223	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-403632	CLM	Margareet Walsh	1939-12-26	UHC-27596-24	—	7355 Sage Ct, Denver, CO, 80233	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424521	CLM	Paul Carter	1946-03-08	UHC-29814-31	5062766643	3364 Meadow Ln, Chandler, AZ, 85209	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-417861	CLM	Mason Reeys	1944-02-19	UHC-25817-44	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-416238	CLM	Jack Hall	1999-09-13	UHC-00511-45	—	5459 Canyon Rd, San Diego, CA, 92191	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-413344	CLM	Joe R Rose	2000-03-27	UHC-80700-65	—	3430 Hillcrest Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared

13,120 rows, page 162 of 263Previous Next