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-420712	CLM	Dennis N Ray	1961-07-12	—	—	959 Sunset Blvd, Atlanta, GA, 30368	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423780	CLM	Gloria Miller	1950-12-10	—	—	58 Forest Ave, Plano, TX, 75023	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-432086	CLM	Arthur Wilson	—	—	—	8847 Ridge Rd, Chandler, AZ, 85284	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-416912	CLM	Jesse Mendez	1971-07-20	—	—	7000 Mesa Dr, Chandler, AZ, 85286	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427075	CLM	Jack Jordna	1957-07-13	UHC-50049-24	4172964300	6754 Canyon Rd, Columbus, OH, 43278	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426573	CLM	Terry A Butlr	2008-10-10	UHC-98914-41	2586641575	5887 Jefferson Ave Apt 16, Plano, TX, 75041	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-407504	CLM	Julie Lee	1985-06-28	—	9624847955	7238 Main St # 929, Tucson, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425930	CLM	Danel Snyder	1965-05-24	—	5536740787	2733 Grand Ave Apt 21, Minneapolis, MN, 55474	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418129	CLM	Amber Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421837	CLM	Billy Griffin	1963-04-04	UHC-50393-25	—	4415 Union St, Las Vegas, NV, 89120	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428014	CLM	Terry Z Perkins	1970-06-03	—	8533485710	9150 Hillcrest Rd, Los Angeles, CA, 90055	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414091	CLM	Natalie Collins	1957-07-26	UHC-61521-40	4856365413	8209 River Rd, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414595	CLM	Diego Castillo	1949-12-03	UHC-99368-85	8097957030	5556 Central Ave, Columbus, OH, 43285	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413806	CLM	Willie Robinson	1967-08-05	—	—	5548 Valley View Dr, Jacksonville, FL, 32295	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-415935	CLM	Ben I Dunn	1962-04-25	—	7507349160	3300 Oak St, Eden Prairie, MN, 55319	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419154	CLM	Terry Fernandez	1985-03-27	UHC-26247-59	—	6649 Grand Ave, Jacksonville, FL, 32250	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-416750	CLM	Jordan Fisher	1949-10-12	UHC-55830-11	—	7641 Mesa Dr, Denver, CO	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421895	CLM	Ethan L Jackson	—	UHC-62313-89	—	801 Main St, San Antonio, TX, 78269	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411977	CLM	Frank Castillo	2005-01-02	—	—	3298 Jefferson Ave, Miami, FL, 33129	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425348	CLM	Dot Patterson	—	—	—	3384 Cedar Ln, Nashville, TN, 37266	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-410789	CLM	Deborah McDonald	1956-04-26	—	—	361 Palm Dr, Orlando, FL, 32897	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-426690	CLM	Carl Ray	1963-08-05	UHC-21904-36	—	1930 Harbor Blvd # 457, Mesa, AZ, 85208	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426643	CLM	Nancy Richards	1948-06-12	UHC-93715-49	8129566702	8910 Mountain View Dr Apt 19, Dallas, TX, 75234	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423665	CLM	Janice A Banks	1964-06-22	—	—	7977 Elm St, Orlando, FL, 32847	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413335	CLM	Douglas T Henderson	1997-01-10	UHC-07476-51	—	1129 Market St, Eden Prairie, MN	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425086	CLM	Joan Z Bennett	1943-02-10	UHC-27960-11	—	6070 Union St, San Diego, CA, 92146	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431215	CLM	Sophia Daniels	1983-05-06	—	—	9788 Jefferson Ave, Denver, CO, 80275	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412575	CLM	Joe Ford	—	—	—	1902 Highland Ave, Chandler, AZ, 85201	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-414974	CLM	Keith Vasquez	2000-09-04	UHC-43961-56	—	5742 Maple Ave, Columbus, OH, 43299	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-419817	CLM	Doris Elliott	1948-06-26	—	—	7824 Lake View Rd, Chandler, AZ, 85222	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431450	CLM	Anna Weaver	1965-12-26	—	—	400 Forest Ave, Scottsdale, AZ, 85221	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-417167	CLM	Matthew Williamson	1955-12-05	—	—	4340 Harbor Blvd, Houston, TX, 77052	0.52	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-408569	CLM	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.52	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-418417	CLM	Ryan L Hunter	1965-10-05	UHC-48235-63	—	7479 Forest Ave Apt 28, Charlotte, NC, 28209	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430864	CLM	Donna Lucas	1972-08-05	UHC-67714-84	3549613361	2603 Camelback Rd, Sacramento, CA, 95831	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423035	CLM	Camila J Guerrero	1977-02-06	—	—	3791 Ridge Rd, Charlotte, NC, 28218	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420489	CLM	Abigail Peters	—	—	4145309293	8838 Elm St, Atlanta, GA, 30373	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404361	CLM	Isabella Burns	1948-08-20	UHC-10907-04	—	709 Mountain View Dr, Atlanta, GA, 30397	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426785	CLM	Angela Ellis	1949-03-02	UHC-75200-93	4463762583	2733 Baseline Rd # 743, Tampa, FL, 33690	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-419717	CLM	Amber Bradlye	1985-11-09	UHC-76447-81	3997199626	61 Market St, Houston, TX, 77043	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410623	CLM	Keith Campbell	1962-05-19	UHC-28637-30	—	5441 Meadow Ln # 306, Nashville, TN, 37234	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417947	CLM	Kevin Cunningham	1962-09-09	UHC-16646-65	2608973093	9629 Cedar Ln, Gilbert, AZ, 85264	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407965	CLM	Charlotte I Welch	1957-01-17	UHC-68577-02	4046750921	2334 Lake View Rd, Houston, TX, 77011	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432005	CLM	Virginia Gordon	1975-11-08	UHC-62470-62	—	3974 Willow Ct, Gilbert, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-426477	CLM	Gregory Day	1959-02-20	—	5348763142	195 Meadow Ln, Charlotte, NC, 28266	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-428242	CLM	Alice Cruz	1939-01-08	UHC-28830-68	—	4350 Meadow Ln Apt 20, Houston, TX, 77029	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430980	CLM	Karen Thomas	2005-11-05	UHC-47494-97	—	6718 Mesa Dr, Houston, TX, 77082	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402281	CLM	Hiroshi N Kelley	1977-12-16	UHC-89921-68	—	1459 Jefferson Ave, Miami, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415201	CLM	Emily X Contreras	1984-11-12	—	—	1247 Baseline Rd, San Antonio, TX, 78220	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416497	CLM	Aisha Gibson	1941-12-19	—	8773634795	3743 Church St Apt 19, Atlanta, GA, 30359	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more

16,411 rows, page 42 of 329Previous Next