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

All sources, 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
ENR-141405	ENR	Melissa Dominguez	1955-10-15	UHC-07165-11	9855304738	953 Baseline Rd, Sacramento, CA, 95839	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106093	ENR	Yuki Burns	1954-07-12	UHC-79691-46	2648057026	1160 Jefferson Ave # 442, Austin, TX, 78703	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25380	PRV	Santiago Q Warren	—	—	2874099329	542 Harbor Blvd, Mesa, AZ, 85248	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-134372	ENR	Stephanie Singh	1974-07-10	UHC-26939-03	5383449865	3553 Ocean Ave, San Diego, CA, 92157	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404556	CLM	Sean Moreno	1989-08-28	UHC-94786-19	—	8250 Elm St Apt 4, San Diego, CA, 92188	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-139195	ENR	Edward E Davis	1969-12-02	UHC-71730-05	2215709716	3287 River Rd # 623, Sacramento, CA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406292	CLM	Nathan Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105665	ENR	George V Crewford	1976-11-08	UHC-99216-35	7729035825	5515 Park Pl Apt 30, Los Angeles, CA, 90050	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130309	ENR	Carolyn Butler	1996-09-24	UHC-60274-91	3125361293	116 Meadow Ln Apt 3, Denver, CO, 80250	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413067	CLM	Stephen Montgumery	1975-11-13	UHC-57923-64	—	2336 Church St, Dallas, TX, 75219	0.50	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-55829	TPA	Ronald J Snyder	1957-07-20	—	—	1398 Harbor Blvd, Tampa, FL, 33605	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129456	ENR	Dorothy Wood	1950-05-01	UHC-31545-27	—	7288 Mesa Dr, Jacksonville, FL, 32293	0.50	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-142717	ENR	Doris McDonald	1977-06-19	UHC-00910-81	5318250759	566 Church St, Chandler, AZ, 85203	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105013	ENR	Kathryn Z Edwards	1960-06-06	UHC-87671-76	5299504613	4681 Ocean Ave, Atlanta, GA, 30382	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414828	CLM	Henry V Perkins	1980-07-05	—	4519060510	5280 Camelback Rd, Miami, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60207	TPA	Jose Cook	1954-04-10	—	—	7755 Union St, Las Vegas, NV, 89104	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107926	ENR	Priya Harvey	1989-08-15	UHC-41050-47	5982611718	3080 Apache Blvd Apt 31, Dallas, TX	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-137577	ENR	Gabriel G Riley	1973-07-26	UHC-30685-65	7886189483	7975 Washington St, Miami, FL, 33140	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124771	ENR	Lucia Franklin	1961-12-27	UHC-71285-85	3859634515	4600 Ridge Rd, Nashville, TN, 37263	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108973	ENR	Joe J Hart	1969-06-25	UHC-94161-65	7048806885	3185 Pine Dr # 174, Jacksonville, FL, 32299	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126228	ENR	Cynthia Jimenez	1989-07-14	UHC-68580-40	9785684151	7864 Market St, Columbus, OH	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-111815	ENR	Shirley Hamilton	1965-04-13	UHC-34685-86	2013063578	7853 Ridge Rd, Atlanta, GA, 30328	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105977	ENR	Ahmed R Hill	1939-10-14	UHC-13347-11	—	6465 Spring St, Tempe, AZ, 85249	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-403651	CLM	Evelyn Ray	1914-10-09	UHC-12550-93	2313290812	1967 Camelback Rd Apt 33, Eden Prairie, MN, 55330	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137913	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave # 416, Tempe, AZ, 85277	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430950	CLM	Timothy Robinson	1984-01-20	—	6092418586	2406 Maple Ave, Miami, FL	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106775	ENR	Lina R Elliott	—	UHC-90738-32	5577741928	6169 Lake View Rd, Atlanta, GA, 30323	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-405135	CLM	Sara Pena	1957-03-18	UHC-34572-90	6202755766	1798 River Rd, Tampa, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62486	TPA	Sophia Morgan	1989-01-15	—	—	504 River Rd, Houston, TX, 77048	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409806	CLM	Helen Alexander	—	—	3625748619	7137 Cedar Ln, Nashville, TN, 37262	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-420742	CLM	Carl Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr Apt 25, Minneapolis, MN, 55467	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54311	TPA	Ruth Owens	1988-01-27	UHC-38282-21	2465225709	8039 Washington St, Houston, TX, 77015	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-116989	ENR	Nicholas Price	1942-09-03	UHC-89676-44	—	4129 Maple Ave, Fresno, CA, 93785	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-417097	CLM	Hannah Graham	2005-01-26	UHC-42390-49	—	3757 Meadow Ln, Eden Prairie, MN, 55364	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407385	CLM	George Holmes	1997-06-27	UHC-85048-47	—	6643 Hillcrest Rd, Denver, CO, 80278	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-400896	CLM	Lori C Dixon	—	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-134481	ENR	Cynthia T Robinson	1969-08-26	UHC-25770-44	2334150499	1360 Meadow Ln, Houston, TX, 77037	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422818	CLM	Sfoia P Rodriguez	1941-08-23	UHC-80555-02	9885105438	5934 Harbor Blvd, Atlanta, GA, 30349	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-64471	TPA	Margaret Patel	1991-06-28	—	2595516968	6042 Hillcrest Rd, Austin, TX, 78791	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60209	TPA	Sarah Long	1977-08-16	—	—	2128 Ocean Ave, Nashville, TN	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-104787	ENR	Sean Clark	1973-12-09	UHC-83360-30	—	6639 Mountain View Dr, Sacramento, CA, 95813	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-134319	ENR	Barbara Richards	1996-08-19	UHC-03646-01	2549037805	8224 Grand Ave, Tampa, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414104	CLM	Amanda U Shaw	1966-03-05	UHC-91321-72	—	7331 Washington St, Columbus, OH, 43256	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
PRV-27770	PRV	Hawkins Maria	1994-06-26	UHC-12919-09	7418838368	7375 Forest Ave Apt 10, Columbus, OH, 43233	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431230	CLM	Jerremy Garrett	1946-10-22	UHC-79001-22	6188790007	1633 Indian School Rd # 273, Gilbert, AZ, 85240	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-62157	TPA	Linda Smith	—	—	—	6026 Indian School Rd, Tampa, FL, 33609	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-123919	ENR	Diana H Black	—	UHC-32855-08	—	4681 Forest Ave, Phoenix, AZ, 85070	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-118488	ENR	Amanda Shaw	—	UHC-91321-72	8639911050	7331 Washington St, Columbus, OH, 43256	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58571	TPA	Doris Fernandez	2003-02-04	UHC-98369-55	—	5596 Bayshore Dr Apt 40, Jacksonville, FL, 32268	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58570	TPA	Doris Fernandez	2003-02-04	UHC-98369-55	—	5596 Bayshore Dr Apt 40, Jacksonville, FL, 32268	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more

55,824 rows, page 128 of 1,117Previous Next