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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431220	CLM	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St, Nashville, TN, 37284	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-431221	CLM	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St, Nashville, TN, 37284	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-405761	CLM	Martha O Austin	1992-04-23	UHC-77689-57	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-418229	CLM	Jean K Singh	1951-03-25	UHC-61363-09	4426005971	6624 Hillcrest Rd, Phoenix, AZ, 85054	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-426698	CLM	Dennis Harris	1980-02-23	—	6754060943	9387 Valley View Dr, Sacramento, CA, 95868	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-416683	CLM	Kathryn Y Prekins	1951-10-26	UHC-15775-34	—	8788 Highland Ave, Charlotte, NC, 28202	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-408119	CLM	Jessica Patel	2005-06-16	UHC-90327-93	—	923 Meadow Ln, Tempe, AZ, 85221	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430317	CLM	Ethan Peers	1971-06-14	UHC-28291-35	—	4909 Meadow Ln, Seattle, WA, 98152	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-422626	CLM	Isabella Hanson	1969-02-15	UHC-86221-59	—	6627 Apache Blvd, Eden Prairie, MN, 55326	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-410409	CLM	Susan Young	1995-06-02	UHC-38795-15	—	8550 Valley View Dr, Columbus, OH, 43295	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-422228	CLM	Gerald N Hicks	1938-04-05	—	—	8131 Main St, Charlotte, NC, 28238	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-408724	CLM	Wei Walsh	1983-12-11	UHC-26657-53	—	4054 Willow Ct Apt 21, Chandler, AZ, 85210	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-406075	CLM	Michlele Maatthews	1985-12-03	UHC-85785-52	7125860459	4707 Central Ave, Eden Prairie, MN, 55391	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-405446	CLM	Cheryl M Hill	1949-12-23	—	7959883143	3321 Mountain View Dr, Chandler, AZ, 85213	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-421294	CLM	Peter Romero	1972-03-01	UHC-20964-03	3486362898	6002 Elm St, Charlotte, NC, 28242	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415625	CLM	Philip Carroll	1942-06-22	—	—	4716 Highland Ave, San Diego, CA, 92130	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-424355	CLM	Henry Ruiz	1992-02-13	UHC-11129-89	—	86 Bayshore Dr, San Antonio, TX, 78296	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-409934	CLM	Thomas Jensen	1993-10-28	UHC-32487-12	—	2508 Maple Ave, Mesa, AZ, 85243	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421121	CLM	Stephen Vega	1962-12-18	UHC-77318-20	4164206004	8354 Maple Ave, Denver, CO, 80252	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428487	CLM	Randy Meyer	1955-09-16	UHC-67823-81	3629519984	7951 Valley View Dr, Nashville, TN, 37248	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-421542	CLM	Ruth Rodriguez	1995-11-16	—	—	4535 Willow Ct, Nashville, TN, 37297	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-420273	CLM	Riley Paul	1973-02-14	UHC-16469-58	—	5013 River Rd, Plano, TX, 75008	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417214	CLM	Jack Campbell	1968-03-16	UHC-15180-41	3043260715	1440 Grand Ave, Las Vegas, NV, 89133	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-426770	CLM	Lawrence W Rodriguez	1954-05-19	UHC-79646-43	—	2472 Spring St, Atlanta, GA, 30367	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-412101	CLM	Ralph Y Pryce	—	—	4179020767	1502 Lake View Rd, Minneapolis, MN, 55424	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
CLM-401917	CLM	Pamela W Ruiz	1951-01-16	UHC-56632-98	—	2604 Baseline Rd, Gilbert, AZ, 85256	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415033	CLM	Adam Shaw	1981-10-13	UHC-03960-88	—	4420 Union St, Columbus, OH, 43274	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413439	CLM	Bruce Garza	1971-02-23	UHC-63823-65	—	2756 Ocean Ave, Miami, FL, 33113	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-425975	CLM	Edward Willis	1999-11-25	—	—	6430 Willow Ct, San Antonio, TX, 78246	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-414039	CLM	Eugene Contrreas	1977-06-14	UHC-87596-19	9827070077	4526 Pine Dr, Seattle, WA, 98151	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-430176	CLM	Ehtan Gardner	1961-03-01	UHC-07381-68	—	8361 Indian School Rd, Nashville, TN, 37248	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-430250	CLM	Nicholas Wright	1948-05-06	UHC-74572-59	—	9424 Park Pl, Columbus, OH, 43204	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-413665	CLM	Joshua T Cooper	1962-10-20	UHC-54359-82	—	8269 Pine Dr, Nashville, TN, 37234	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-403751	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-426408	CLM	David L Hoffman	—	UHC-13903-09	—	6380 Central Ave, San Antonio, TX, 78260	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-400859	CLM	Luis Scott	1945-06-14	—	—	9227 Jefferson Ave, Scottsdale, AZ, 85212	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413485	CLM	Arthur Torres	2005-05-12	UHC-83889-10	3305416365	3615 Valley View Dr, Denver, CO, 80265	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413486	CLM	Arthur Torres	2005-05-12	UHC-83889-10	3305416365	3615 Valley View Dr, Denver, CO, 80265	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421702	CLM	Paul Bryant	1975-10-19	UHC-25714-67	3587077031	7916 Meadow Ln, Denver, CO, 80236	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-400450	CLM	Margaret Chavez	1951-03-19	UHC-92419-11	—	5663 Spring St, Minneapolis, MN, 55457	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-415122	CLM	Timothy Brooks	1978-03-15	—	6567818224	9727 Maple Ave, Tempe, AZ, 85257	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-419837	CLM	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401538	CLM	Emma Espinoza	1984-03-17	UHC-28014-04	—	5393 Union St, Mesa, AZ, 85224	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-432441	CLM	Kayla James	1961-06-15	UHC-27390-20	—	3880 Park Pl, Minneapolis, MN, 55421	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-420363	CLM	Ashley Ramos	1994-03-27	UHC-23204-76	—	1140 Forest Ave, Jacksonville, FL, 32283	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-421424	CLM	Carlos Morgan	1948-08-11	UHC-41185-42	4316225215	1728 Grand Ave, Plano, TX, 75087	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-406261	CLM	Tyler A Gutierrez	—	—	7619019746	2641 Lincoln Way, San Antonio, TX, 78299	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
CLM-422354	CLM	Marcus Yang	1959-05-24	UHC-58969-79	9326152816	4981 Lake View Rd # 543, Columbus, OH, 43250	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-422197	CLM	Barbara Rogers	1993-12-17	UHC-88646-29	9324983128	3065 Valley View Dr, Mesa, AZ, 85292	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
CLM-416738	CLM	Mike Simmons	1994-02-27	UHC-55383-31	—	3978 Broadway, Houston, TX, 77078	0.78	Date of birth reformatted Address re-cased City re-cased Gender normalised+1 more

5,235 rows, page 68 of 105Previous Next