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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421580	CLM	Bruce Garza	1983-07-07	UHC-57480-49	—	5857 Spring St, Houston, TX, 77056	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425498	CLM	Amber Henry	1992-07-12	UHC-75407-58	—	5490 Indian School Rd, Chandler, AZ, 85206	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406676	CLM	William Vasquez	1939-01-24	UHC-36379-12	—	3942 Union St, Minneapolis, MN, 55411	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413213	CLM	Frances Fields	1952-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429395	CLM	Alexis Price	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr # 703, Atlanta, GA, 30358	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419796	CLM	Evelyn Hart	2002-11-11	UHC-67231-57	5626768152	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408648	CLM	Debra Chavez	1977-11-01	UHC-26552-93	—	1967 Highland Ave, Sacramento, CA, 95831	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419306	CLM	Willie Harrison	1984-07-13	UHC-17637-88	5139515823	7270 Harbor Blvd, Dallas, TX, 75203	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427184	CLM	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426515	CLM	Kevin Freeman	1953-09-01	UHC-75530-98	5465802416	7508 Oak St, Mesa, AZ, 85247	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418074	CLM	Kelly Powell	1984-05-14	UHC-57639-35	—	1647 Oak St, Gilbert, AZ, 85212	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-428313	CLM	Andrew M McCoy	1985-06-03	—	—	343 Pine Dr Apt 22, Tempe, AZ, 85210	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-426191	CLM	Rebecca Hoffman	1965-07-25	—	6915617525	218 Apache Blvd # 191, Las Vegas, NV, 89176	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418890	CLM	Emily Young	—	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ, 85237	0.64	Date of birth missing Phone reformatted City re-cased Gender normalised+2 more
CLM-405075	CLM	Joyce Rice	1943-05-25	UHC-64786-05	—	2028 Baseline Rd, Mesa, AZ, 85273	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-405320	CLM	Amy Washington	1964-07-27	UHC-41659-76	—	8281 Mountain View Dr, Fresno, CA, 93710	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427200	CLM	Sharon H Black	1957-01-15	—	3065355621	7161 Main St, Tempe, AZ, 85260	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417276	CLM	Wei Hamilton	—	UHC-96684-93	—	449 Grand Ave, Jacksonville, FL, 32209	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-405625	CLM	Timothy Howell	1953-09-28	—	5526915775	5103 Oak St, Plano, TX, 75062	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407636	CLM	Ana Mason	2002-01-10	UHC-43455-67	—	8872 Highland Ave, Charlotte, NC, 28224	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408604	CLM	Robert Palmer	1968-04-05	—	—	7598 Meadow Ln, Seattle, WA, 98162	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408187	CLM	Abigail Woods	1967-06-22	—	—	8938 Camelback Rd, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423399	CLM	Virginia Guerrero	1945-06-21	UHC-61356-39	5128171485	6889 Oak St, Gilbert, AZ, 85265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428075	CLM	Christian King	1952-07-18	UHC-48234-46	—	5526 Sunset Blvd, Tempe, AZ, 85215	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429525	CLM	Carol A Shaw	2002-10-06	UHC-74988-59	5447173992	1968 Willow Ct, Orlando, FL, 32826	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-412256	CLM	Jacob Chen	1968-10-20	—	9056245910	8375 Camelback Rd, Eden Prairie, MN, 55354	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401422	CLM	Sandra Z Davis	1953-01-05	—	—	7452 Elm St, Plano, TX, 75000	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-430769	CLM	Gerald Simpson	1942-12-15	UHC-08297-98	—	3721 Jefferson Ave, Nashville, TN, 37267	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428420	CLM	Jeremy Rios	1938-12-24	UHC-43577-47	4738485439	1519 Market St, Phoenix, AZ, 85030	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429848	CLM	Samuel Daniels	1977-11-16	UHC-29400-17	—	8484 Meadow Ln, Tampa, FL, 33641	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401712	CLM	Nanncy Hall	1945-10-06	UHC-34097-24	—	4636 Harbor Blvd, Atlanta, GA, 30388	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428701	CLM	Susan Hamilton	1983-12-09	UHC-49973-47	—	4288 Church St, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427265	CLM	Doris Ryan	1981-08-24	—	3596909950	2666 Sage Ct, Minneapolis, MN, 55480	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411033	CLM	Alice Jamas	—	UHC-50230-34	—	1005 Forest Ave # 764, Phoenix, AZ, 85036	0.64	Name re-cased Date of birth unreadable Member ID reformatted Unit split from street+2 more
CLM-428304	CLM	Janice Soto	1955-05-28	—	2772719495	3265 Mountain View Dr, Las Vegas, NV, 89127	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417607	CLM	Jonathan Reinolds	1976-03-22	UHC-90138-55	—	2310 Lincoln Way, Eden Prairie, MN, 55385	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412856	CLM	Barbara M Fox	1964-06-23	UHC-19091-69	9595297462	4433 Ridge Rd, Tempe, AZ, 85288	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410338	CLM	Evelyn McDonald	1960-11-01	—	—	1973 Sage Ct # 459, Chandler, AZ, 85242	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400776	CLM	Melissa J Alexander	1944-12-03	—	3332505168	8745 Ocean Ave, Charlotte, NC, 28210	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418953	CLM	Oar Hunt	1938-05-20	UHC-97434-51	4543629865	9314 Bayshore Dr, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408182	CLM	Alice P Wang	1938-03-05	UHC-19783-63	7666882633	9104 River Rd, Austin, TX, 78739	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424228	CLM	Michael Porer	2003-09-12	UHC-50791-32	—	5538 Elm St, Houston, TX, 77079	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407621	CLM	Teressa Z Porter	1983-10-23	—	7316388441	8615 Hillcrest Rd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402177	CLM	Arthur Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428542	CLM	John O Marshall	2000-04-14	—	3772559193	2707 Grand Ave, Las Vegas, NV, 89170	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410361	CLM	Alxeander Murphy	1997-10-13	UHC-15436-47	4228946480	81 Church St, Minneapolis, MN, 55408	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409065	CLM	Kenneth X Carroll	1972-07-18	—	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431698	CLM	Kathryn Black	1962-06-13	UHC-47024-45	—	3202 River Rd, Nashville, TN, 37261	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428290	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 25, Jacksonville, FL, 32255	0.64	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
CLM-401976	CLM	Evelyn Lee	2007-02-22	UHC-62339-83	7013384967	7247 River Rd, Nashville, TN, 37293	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

18,771 rows, page 98 of 376Previous Next