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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418908	CLM	Cheryl Wells	2002-03-22	UHC-16740-01	6815712478	4094 Apache Blvd, Los Angeles, CA, 90085	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400866	CLM	Zachary George	1999-07-23	UHC-99695-66	—	4326 Sage Ct Apt 16, Austin, TX, 78784	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-428474	CLM	Harold Sanders	2006-04-26	—	—	498 Park Pl, Sacramento, CA, 95813	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428244	CLM	Jacqueline West	1985-05-28	—	—	9211 Park Pl, Fresno, CA, 93702	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-423159	CLM	Ryan U Soto	2002-11-11	—	3373717502	8891 Union St, Tempe, AZ, 85233	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414935	CLM	Tyler Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-411552	CLM	Danielle M Tucker	1953-06-27	UHC-36926-50	—	3682 Central Ave, Gilbert, AZ, 85289	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-407351	CLM	Nicholsa Romero	1978-12-26	—	—	5771 Harbor Blvd, Denver, CO, 80215	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421606	CLM	Joseph Lucas	1988-09-18	—	—	8962 Main St, Tempe, AZ, 85259	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-414517	CLM	Kimberly Z Cooper	1983-09-12	—	—	9356 Central Ave, Sacramento, CA, 95865	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427965	CLM	Jeffrey B Hunter	1974-07-13	UHC-42787-34	—	3234 Sage Ct, San Diego, CA, 92176	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423209	CLM	Sean Webb	2001-10-08	UHC-33759-12	8102179880	3689 Willow Ct, Tucson, AZ, 85768	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417660	CLM	Lauren Scott	2001-02-27	UHC-72511-19	2774887011	4131 Central Ave, San Antonio, TX, 78235	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422374	CLM	Jessica Sanchez	1948-01-19	UHC-54681-25	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-411327	CLM	Melissa U Woong	—	UHC-05164-20	—	4112 Park Pl, Las Vegas, NV, 89145	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-400755	CLM	Elijah Brown	—	UHC-31375-51	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-413540	CLM	Jesse Pierce	1947-07-27	UHC-13009-43	—	4125 Canyon Rd Apt 29, Tucson, AZ, 85703	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
CLM-426936	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-418656	CLM	Gary Tucker	—	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL, 32853	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
CLM-415036	CLM	Keyth Fox	1938-04-08	—	—	4939 Sage Ct, Tempe, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431562	CLM	Beverly George	1939-04-15	—	—	9835 Palm Dr Apt 39, Plano, TX, 75088	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-426862	CLM	Eugene M Crawford	1954-05-05	—	—	4182 Highland Ave, Nashville, TN, 37248	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411029	CLM	Carolyn K Chen	2006-09-02	—	—	2822 Sunset Blvd, Glendale, AZ, 85314	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409223	CLM	Douglas R Crawford	1943-12-25	UHC-51847-36	—	—	0.66	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+1 more
CLM-428499	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-430015	CLM	Timothy Gilbert	1986-03-10	—	3695012841	7975 Camelback Rd, Nashville, TN, 37228	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-405129	CLM	Sofia Obren	1966-03-16	UHC-11144-41	—	7485 Ridge Rd, Jacksonville, FL, 32286	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419394	CLM	Carl L Castro	1997-08-13	UHC-13801-40	—	7830 Willow Ct, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-403979	CLM	Timothy Arnold	1957-04-13	—	7719871622	7089 Mesa Dr Apt 37, Charlotte, NC, 28227	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-423819	CLM	Niccholas Gonzalez	—	—	—	6958 Lincoln Way, Los Angeles, CA, 90054	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-429727	CLM	Marcus R Luna	1955-03-12	UHC-01356-25	—	6306 Spring St, Nashville, TN, 37205	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431930	CLM	Brenda Salazar	1989-06-02	UHC-15544-04	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-417855	CLM	Joan Kennedy	1999-02-03	UHC-90448-89	—	1032 Highland Ave, Minneapolis, MN, 55478	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418061	CLM	Dorothy Austin	1949-11-11	—	—	8657 Oak St, Los Angeles, CA, 90068	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404763	CLM	Robert B Perkins	1968-11-24	UHC-38217-24	—	7520 Ocean Ave, Jacksonville, FL, 32240	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425495	CLM	Christopher Graham	1969-02-07	UHC-23280-13	7066617598	5309 Ridge Rd, Gilbert, AZ, 85293	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414860	CLM	Nancy C Rojas	1999-06-09	—	—	6782 Pine Dr, Houston, TX, 77065	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-414932	CLM	Eric Valdez	1939-11-25	UHC-86362-98	9126375845	9341 Broadway # 456, Eden Prairie, MN, 55375	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-431059	CLM	Jon Hunt	1991-05-28	—	2338932043	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-416428	CLM	Ralph Dunn	2001-10-20	—	—	8136 Union St # 920, Eden Prairie, MN, 55308	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403887	CLM	Gabriel Fisher	—	—	3335423218	3157 Baseline Rd, Chandler, AZ, 85283	0.66	Name re-cased Date of birth missing Phone reformatted State name converted to code+1 more
CLM-407978	CLM	Edward X Cunningham	1941-03-16	UHC-34122-98	6177554470	2332 Broadway, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-422169	CLM	Sandra Alexander	1950-04-13	UHC-52523-43	7763019396	8420 Forest Ave, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424398	CLM	Heather Lane	1983-07-19	UHC-33557-34	—	7827 Valley View Dr # 196, Scottsdale, AZ, 85213	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-405502	CLM	Melissa Ruiz	1940-12-02	UHC-05094-92	—	6270 Union St # 710, Seattle, WA, 98181	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-432676	CLM	Rachel Espinoza	1979-08-22	UHC-88110-90	—	7895 Park Pl, Gilbert, AZ, 85219	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-401126	CLM	Jordan B Wellch	2001-11-13	UHC-43144-83	—	2704 Maple Ave, Denver, CO, 80226	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409650	CLM	Billy J Homles	1941-01-13	—	—	1950 Valley View Dr, Charlotte, NC, 28241	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-417870	CLM	Heather Sanchez	1996-06-03	—	—	3323 Park Pl, Chandler, AZ, 85293	0.66	Name re-cased Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415576	CLM	Barbara Fisher	1938-06-16	—	—	4226 Church St, Orlando, FL, 32822	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more

13,120 rows, page 73 of 263Previous Next