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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-416532	CLM	Frances Black	1973-01-08	UHC-69988-34	7653643713	8621 Camelback Rd, Plano, TX, 75028	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411565	CLM	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave, Gilbert, AZ, 85255	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422547	CLM	Pamela O Tran	1947-06-05	—	7449348201	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+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-424427	CLM	Payen Grce	1973-11-25	UHC-34652-72	5048748926	4276 Desert Sky Blvd, San Antonio, TX, 78287	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-432149	CLM	Benjamin Cooper	1968-06-14	—	4894411550	—	0.78	Name re-cased Phone reformatted Gender normalised 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-423161	CLM	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-423162	CLM	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-412260	CLM	Jsoeph B Singh	1961-03-14	—	7285645672	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400232	CLM	Austin Stone	1949-11-17	—	4625530574	4169 Jefferson Ave, Chandler, AZ, 85252	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405026	CLM	Christine X Kelly	1951-10-08	—	4626658256	1310 Main St, Atlanta, GA, 30386	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406708	CLM	Mariana T Ortega	1999-07-03	—	7376615042	119 Park Pl, Eden Prairie, MN, 55307	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-432753	CLM	Marcus Fernandez	1997-10-04	UHC-69524-07	4979829474	1095 Hillcrest Rd, Tempe, AZ, 85298	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-418668	CLM	Kenneth Stephens	2000-10-23	UHC-04652-94	6348161951	2225 Willow Ct, Miami, FL, 33147	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-424809	CLM	Ann X Murphy	1939-06-17	UHC-58244-17	7748950284	5847 Park Pl # 513, Eden Prairie, MN, 55381	0.78	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-412316	CLM	John C Burke	1977-07-17	—	4536671365	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-413371	CLM	Stevens Vicky	1971-12-19	UHC-07139-26	3618387929	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-417355	CLM	Dorothy Nguyen	2001-11-04	UHC-17968-70	7729904806	1106 Valley View Dr, Las Vegas, NV, 89152	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-420546	CLM	Ashley Hart	1950-03-20	—	3355531298	6932 Baseline Rd, San Antonio, TX, 78222	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430450	CLM	Henry Riley	1989-05-22	—	9583325527	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412987	CLM	Olivia T Washington	1982-05-10	—	4043631150	4213 Lake View Rd, Glendale, AZ, 85370	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405911	CLM	Teresa Hughes	1996-08-25	UHC-82381-89	7248297926	7401 Oak St, Sacramento, CA, 95897	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address 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-423674	CLM	Albert Santos	1975-05-16	—	7459294057	7865 Hillcrest Rd, Austin, TX, 78726	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+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-418023	CLM	Jessica Gordon	1965-09-14	UHC-38164-21	9532635493	7519 Pine Dr, Sacramento, CA, 95810	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428862	CLM	Arthur Johnson	1954-04-15	—	8954334474	58 Spring St, Houston, TX, 77035	0.78	Name re-cased Phone reformatted Street suffix standardised Address 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-417400	CLM	Barbara W Graza	1956-04-08	UHC-78040-18	7346384799	8705 Ocean Ave, Atlanta, GA, 30306	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423538	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-423539	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-410351	CLM	Sophia Riley	1997-09-13	—	6092529332	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-409474	CLM	Douglas Robinson	1974-11-27	UHC-58278-39	5426819497	9031 Apache Blvd, Nashville, TN, 37242	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402370	CLM	Hnanah Rios	1942-01-25	UHC-28062-83	5449632042	4788 Main St, Plano, TX, 75046	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-404352	CLM	Pamela Contreras	1991-04-02	—	9777166114	8748 Elm St, Las Vegas, NV, 89196	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409259	CLM	Shirley Dominguez	1944-12-02	UHC-22993-45	5313148066	5904 Hillcrest Rd, Tampa, FL, 33619	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405477	CLM	Watson N Steven	1974-11-05	—	2099274389	8584 Valley View Dr, Denver, CO, 80290	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430407	CLM	Denise U Stevens	1970-11-16	UHC-98801-28	4665565436	7600 Mountain View Dr, Houston, TX, 77053	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Plan code upper-cased+1 more
CLM-400678	CLM	Catherine Morrison	1988-12-13	—	8332526471	3792 Desert Sky Blvd, Charlotte, NC, 28291	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430269	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-430268	CLM	Anna Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 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-423818	CLM	Yuki Johnson	1960-07-06	—	2568028066	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-410955	CLM	Noah Roberts	1962-03-21	—	7397836496	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-432524	CLM	Paul Morris	1987-08-17	UHC-21357-84	3974456187	7410 Pine Dr, Los Angeles, CA, 90098	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408859	CLM	Larry Q Simmons	1956-11-11	UHC-21648-82	6795845590	277 Jefferson Ave, Houston, TX, 77069	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

11,960 rows, page 123 of 240Previous Next