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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432383	CLM	Nicole Ortega	2004-03-20	UHC-23371-21	—	2244 Maple Ave, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-423025	CLM	Santiago Allen	—	UHC-39555-75	—	2932 Ocean Ave, Nashville, TN, 37213	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-402319	CLM	Alan Rice	1989-01-27	—	—	4973 Church St, Tucson, AZ, 85721	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410970	CLM	Bryan Reynolds	1958-08-23	UHC-54408-06	—	1616 Desert Sky Blvd, Glendale, AZ, 85376	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-411529	CLM	Nancy Willis	1990-11-10	UHC-80349-49	9258812140	7572 Bayshore Dr, Los Angeles, CA, 90079	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418379	CLM	Rebecca Fuller	1939-08-19	UHC-58010-49	—	3291 Valley View Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418831	CLM	Jose Richards	1995-02-10	—	7559058342	2591 Ocean Ave, Los Angeles, CA, 90066	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428630	CLM	Ethan Chavez	1951-07-01	UHC-43527-12	5118317688	2576 Central Ave, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402395	CLM	Randy Harrison	1985-11-20	—	—	5559 Sage Ct, Chandler, AZ, 85226	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412134	CLM	Bryan O Flores	1969-04-28	UHC-43147-53	—	8493 Market St, San Antonio, TX, 78273	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403653	CLM	Kle Salazar	1988-04-26	UHC-42261-80	6653122516	3160 Valley View Dr, Phoenix, AZ, 85072	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426259	CLM	Russell C Mitchell	1999-04-06	UHC-20750-76	—	9101 Canyon Rd, Tampa, FL, 33687	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-417119	CLM	Terry Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417056	CLM	Scott Edwards	1971-04-11	UHC-59117-62	—	7568 Valley View Dr, Gilbert, AZ, 85285	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-418172	CLM	Rachel Maldonado	1992-09-16	UHC-21658-41	—	7516 Meadow Ln, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-405857	CLM	Dylan Gibson	1946-04-15	UHC-91430-31	—	3146 Forest Ave, Phoenix, AZ, 85098	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422617	CLM	Stephanie Day	1968-05-02	UHC-13402-27	—	5173 Highland Ave, Atlanta, GA, 30361	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-409863	CLM	Terry Hall	2007-01-15	—	—	6584 Harbor Blvd, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-401984	CLM	Walter Allen	—	—	—	6101 Hillcrest Rd, Nashville, TN, 37294	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417710	CLM	Noah James	1957-09-12	UHC-65636-63	—	7565 Meadow Ln, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-417711	CLM	Noah James	1957-09-12	UHC-65636-63	—	7565 Meadow Ln, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-426349	CLM	Maria Jordan	1979-04-01	UHC-32080-45	—	7536 Central Ave, Atlanta, GA, 30385	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-405305	CLM	Sophia Schultz	—	UHC-23034-25	—	2062 Jefferson Ave, Phoenix, AZ, 85019	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-403040	CLM	Amber Woods	2002-02-01	—	—	7758 Sunset Blvd, Minneapolis, MN, 55494	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421675	CLM	Justin Barnes	1994-06-25	—	7834906567	2955 Elm St, Mesa, AZ, 85228	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-409929	CLM	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420283	CLM	Evelyn Vega	1982-12-09	UHC-27495-63	—	9814 River Rd # 145, Scottsdale, AZ, 85234	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418072	CLM	Zachary Maldonado	1987-02-22	UHC-14103-56	—	3999 Union St, Houston, TX, 77083	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-426538	CLM	Graham Evelyn	1974-05-13	UHC-11403-48	—	8861 Mountain View Dr, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-410650	CLM	Hiroshi Lynch	—	UHC-75411-44	—	581 Cedar Ln, Tampa, FL, 33626	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402353	CLM	Ralph Woods	1967-07-26	—	—	6887 Spring St, Tampa, FL, 33671	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431049	CLM	Janet Adams	—	—	—	9268 Church St, Denver, CO, 80254	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415613	CLM	Beverly Hunter	1996-11-15	—	—	121 Desert Sky Blvd, Plano, TX, 75041	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430788	CLM	Christian Anderson	1939-07-09	UHC-03780-58	9458787180	2042 Washington St, Orlando, FL, 32818	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406587	CLM	Kelly Gordon	1941-07-19	—	—	8001 River Rd, Los Angeles, CA, 90020	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-423175	CLM	Nathan Watkins	1974-08-06	UHC-86219-04	—	2794 Market St, Minneapolis, MN, 55461	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-421070	CLM	Paul Kelley	1997-01-22	—	7932398252	8971 Ocean Ave, Tucson, AZ, 85763	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417073	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-421072	CLM	Mason K Ortiz	2008-02-08	—	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-421208	CLM	Jeremy Sullivan	1981-10-18	UHC-15896-37	5239176767	5808 Camelback Rd, Columbus, OH, 43237	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403154	CLM	Austn Diaz	1938-06-26	UHC-30613-63	5347610919	4682 Lake View Rd, Seattle, WA, 98114	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428805	CLM	Douglas Stewart	1987-03-07	UHC-98736-64	7734107976	4478 Cedar Ln, Dallas, TX, 75222	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400192	CLM	Albert Z Montgomery	1971-02-03	UHC-48037-67	—	7534 Cedar Ln, Glendale, AZ, 85384	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411495	CLM	Edwrd Ward	1939-08-01	—	—	4128 Washington St, Atlanta, GA, 30301	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404561	CLM	David Daniels	2001-05-25	—	—	9352 Maple Ave, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416991	CLM	Rachel Fisher	1949-12-18	UHC-38689-22	—	3418 Palm Dr, Seattle, WA, 98120	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417522	CLM	Jerry C Brown	1976-02-05	UHC-23768-79	—	2285 Church St, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-405692	CLM	Santiago A Mendoza	1939-10-25	—	—	4106 Central Ave, San Diego, CA, 92124	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414239	CLM	Jeffrey Alvarado	—	—	2758519425	374 Palm Dr, Charlotte, NC, 28268	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421551	CLM	King Kevin	1980-12-17	UHC-00010-37	—	7344 Indian School Rd, Sacramento, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more

16,411 rows, page 154 of 329Previous Next