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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415304	CLM	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr, Denver, CO, 80247	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400216	CLM	Harold Pena	1997-05-15	—	4158701242	1236 Union St, Charlotte, NC, 28239	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400215	CLM	Harold Pena	1997-05-15	—	4158701242	1236 Union St, Charlotte, NC, 28239	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408945	CLM	Pat Lawis	1979-06-05	UHC-15634-12	6184234663	4359 Forest Ave, Nashville, TN, 37277	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418782	CLM	Wei Ramos	1994-12-25	UHC-46923-40	4415881085	5493 Elm St, Gilbert, AZ, 85205	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419127	CLM	Etan Wood	1959-11-23	—	—	2316 Washington St, Austin, TX, 78753	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402062	CLM	Barbara Jacobs	1984-08-03	—	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421270	CLM	Stephen Wang	1979-08-11	UHC-64067-18	—	1084 Washington St, Austin, TX, 78767	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423893	CLM	Carol Riley	1995-12-18	UHC-60140-26	2706865980	6128 Main St, Tampa, FL, 33627	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420449	CLM	Aaron Andrews	1995-07-06	UHC-11785-20	—	4074 Central Ave, Charlotte, NC, 28269	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417574	CLM	Elizabeth Baker	1994-09-04	UHC-60905-95	2054333934	9587 Park Pl, San Antonio, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416819	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416818	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406840	CLM	Jacob W Jenkins	1968-04-24	—	—	3294 Union St # 479, Glendale, AZ, 85355	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417965	CLM	Sofia Ramirez	1976-11-13	—	4826615372	8190 Camelback Rd # 946, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
CLM-418220	CLM	Stephen Brown	1992-11-14	—	—	2974 Baseline Rd, Austin, TX, 78743	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418998	CLM	Cynthia Mitchell	1944-10-20	—	3537354149	6540 Meadow Ln, Charlotte, NC, 28219	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421700	CLM	Mariana G Wilson	1947-07-01	—	—	4779 Canyon Rd, Dallas, TX, 75272	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408122	CLM	Jason Mason	1983-09-02	UHC-84953-50	5278808118	6011 Washington St Apt 11, Sacramento, CA, 95800	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420402	CLM	Carol Ortega	1996-01-15	UHC-51717-73	5967803069	5241 Central Ave Apt 18, Tampa, FL, 33612	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413780	CLM	Gloria Ray	1982-06-02	—	8232773658	64 Central Ave, Tucson, AZ, 85712	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428898	CLM	Dan Ward	1941-04-15	UHC-94840-20	—	2104 Palm Dr, Denver, CO, 80294	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-422641	CLM	Deborah Wilils	1974-02-17	—	—	2399 Harbor Blvd, Miami, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407502	CLM	Camila A Sandovval	1972-06-25	—	6153861685	7717 Ocean Ave, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407403	CLM	Peter Riley	1989-11-21	UHC-68971-82	5936759335	5137 Willow Ct, Phoenix, AZ, 85018	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432596	CLM	Emily B Hamilton	—	—	7927784735	1869 Apache Blvd, San Antonio, TX, 78278	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-410708	CLM	Evelyn M Williams	2008-09-27	UHC-96663-83	—	8149 Bayshore Dr, Tempe, AZ, 85270	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406129	CLM	Benjamin Fowler	1956-05-27	—	—	8779 Spring St, Charlotte, NC, 28273	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-425852	CLM	Alexis Mitchell	1973-02-06	—	—	1919 Park Pl, Jacksonville, FL, 32209	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421705	CLM	Luis Dominguez	1998-11-25	UHC-35367-03	9026851946	5547 Baseline Rd # 215, Plano, TX, 75009	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428462	CLM	Betty Weber	1956-07-23	UHC-81512-01	5507961997	9852 Spring St Apt 40, Miami, FL, 33118	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-420652	CLM	Christopher Russell	1958-05-19	UHC-40318-84	7678880764	1159 Willow Ct, Houston, TX, 77005	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-406107	CLM	Adam R Collins	1975-06-08	—	3995848023	2667 Canyon Rd, Tucson, AZ, 85765	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416027	CLM	Brenda Nguyen	1950-10-10	UHC-96686-39	—	5028 Harbor Blvd, San Diego, CA, 92146	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400028	CLM	Kathryn Austin	1955-03-27	UHC-56978-49	2013766235	8582 Union St, Tampa, FL, 33603	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432087	CLM	Bruce Collins	1964-06-23	—	—	8936 Desert Sky Blvd, Gilbert, AZ, 85290	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432088	CLM	Bruce Collins	1964-06-23	—	—	8936 Desert Sky Blvd, Gilbert, AZ, 85290	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428697	CLM	Joyec Hanson	1963-01-25	UHC-16292-82	—	7610 Mountain View Dr Apt 21, Plano, TX, 75019	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-400548	CLM	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd Apt 27, Glendale, AZ, 85320	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-406639	CLM	Harold N Vega	—	UHC-62854-39	—	9470 Highland Ave, Orlando, FL, 32842	0.50	Name re-cased Date of birth unreadable City re-cased State name converted to code+3 more
CLM-419688	CLM	Ryn Wong	1941-03-06	—	4772707195	6303 River Rd # 514, Atlanta, GA, 30337	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426564	CLM	Paul Luna	1961-02-24	—	—	9527 Grand Ave, Fresno, CA, 93765	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414924	CLM	Gabriel Sullivan	1967-12-04	—	8038223466	8840 Highland Ave, Austin, TX, 78797	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-416377	CLM	Bruce T Torres	1958-06-07	UHC-04706-64	2874096040	974 Forest Ave, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426115	CLM	Mato P Sims	1959-11-11	—	9544372608	7841 Bayshore Dr, Phoenix, AZ, 85007	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-423650	CLM	Mason Vasquez	1952-12-01	—	—	7154 Maple Ave, Los Angeles, CA, 90097	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-409411	CLM	Kathleen Watson	1959-07-27	—	5847342751	3553 Mountain View Dr, San Diego, CA, 92195	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401096	CLM	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd, Sacramento, CA, 95827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-404747	CLM	Mateo Rivera	1977-04-04	UHC-03884-63	5374470369	6701 Church St, Austin, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421241	CLM	Weber K Frances	1963-02-15	UHC-72878-47	—	4716 Camelback Rd Apt 35, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more

2,633 rows, page 12 of 53Previous Next