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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50041	TPA	Olivia H Estrada	1963-04-22	—	3377885512	8818 Camelback Rd, Sacramento, CA, 95866	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127782	ENR	Willie Le	1969-09-17	UHC-73240-85	5725184926	6908 Oak St, Sacramento, CA, 95814	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-412956	CLM	Yuki Jackson	1948-06-05	—	3572891617	3177 Sunset Blvd, Scottsdale, AZ, 85279	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-133699	ENR	Karen K Collins	1993-03-04	UHC-19163-11	2125558617	1595 Meadow Ln, Chandler, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110618	ENR	Camila Collins	1978-05-21	—	9117199988	248 Ocean Ave, Scottsdale, AZ, 85236	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432211	CLM	Catherine B Contreras	2003-10-05	UHC-25346-21	—	8672 Sage Ct, Scottsdale, AZ, 85289	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133725	ENR	Richard U Burke	1947-04-17	UHC-48281-22	6136855808	7848 Central Ave, Charlotte, NC, 28283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117420	ENR	Andrea O Petterson	1993-12-12	UHC-39975-43	8795243909	6103 Oak St, Eden Prairie, MN, 55392	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408677	CLM	Janice Burton	1955-04-03	—	—	5988 Baseline Rd, Seattle, WA, 98179	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22349	PRV	Valentina Adams	1955-01-24	UHC-04850-47	5356165261	3261 Mesa Dr, Seattle, WA, 98130	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107607	ENR	Christina Washington	1957-03-02	UHC-46069-27	4935563798	6381 Palm Dr, Las Vegas, NV, 89126	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108270	ENR	Albert Owens	—	UHC-26507-26	7425190776	367 Central Ave, Charlotte, NC, 28236	0.64	Name split from “Last, First”Date of birth unreadable Member ID reformatted City re-cased+2 more
CLM-411213	CLM	Stephanie Z Torres	2006-11-14	UHC-99975-09	—	3934 Forest Ave, Mesa, AZ, 85295	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-415001	CLM	Alan J Hfofman	1971-07-28	UHC-60711-43	5624324799	5888 Church St, Mesa, AZ, 85247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421841	CLM	Philip Owens	2004-08-19	—	—	391 Sunset Blvd, Fresno, CA, 93797	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400393	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.64	Name split from “Last, First”City re-cased Gender normalised Plan code upper-cased+2 more
CLM-422341	CLM	Albert Gardner	1993-09-01	UHC-51913-36	3099985364	232 Jefferson Ave, Mesa, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431831	CLM	Maria Hart	1957-06-22	—	—	6164 Oak St, Tempe, AZ, 85263	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-134519	ENR	Julie Bowman	2003-07-12	UHC-69695-69	4285804603	624 Willow Ct, Tempe, AZ, 85208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419444	CLM	Joe Bishop	1966-10-26	UHC-58513-77	9089607735	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-23967	PRV	Anthony L Palmer	1953-06-21	UHC-35596-29	6407435110	867 Elm St, Fresno, CA, 93755	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107003	ENR	Bryen Stevens	1967-08-25	UHC-54937-27	6424924703	7061 Church St, Gilbert, AZ, 85210	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424789	CLM	Stephanie B Jenkins	1972-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138687	ENR	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave Apt 9, Tempe, AZ, 85223	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-28721	PRV	Angela O Harrison	1950-06-12	—	2668981906	2120 Sunset Blvd, Jacksonville, FL, 32239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419823	CLM	Randy J Guzman	1967-11-04	UHC-25385-67	—	5574 Elm St, Houston, TX, 77011	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-131151	ENR	Rebecca Jensen	1961-03-13	UHC-95913-98	—	6866 Indian School Rd, Plano, TX, 75077	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134102	ENR	Pamela Z Gonzalez	1951-10-04	UHC-64068-71	4994104380	2282 Maple Ave, Dallas, TX, 75249	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50445	TPA	Sean Hunter	1944-01-18	—	6185124174	5604 Pine Dr, Austin, TX, 78795	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421497	CLM	Emma Dean	2001-02-28	UHC-64762-98	2672224022	4006 Meadow Ln, Nashville, TN, 37231	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-421900	CLM	Alexis Price	1958-09-09	—	9034940566	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-116722	ENR	Marilyn Price	1975-11-18	UHC-60162-30	4202188431	6884 Camelback Rd, Eden Prairie, MN, 55310	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51389	TPA	Brian Edwards	1983-12-09	—	2692926807	6740 Meadow Ln, Plano, TX, 75007	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21576	PRV	Daniel T Williams	1993-11-01	UHC-57654-55	3412590056	8390 Park Pl, Minneapolis, MN, 55408	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112698	ENR	Grace Hanesn	1950-10-13	UHC-18693-71	3876468345	5330 Harbor Blvd, Houston, TX, 77056	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-114074	ENR	Harold S Martinez	1997-04-17	UHC-62256-32	—	5162 Washington St, Austin, TX, 78731	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418491	CLM	Linda Kelly	1950-08-10	—	4955731764	5183 Ridge Rd, Columbus, OH, 43262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113078	ENR	Maria G Bailey	1990-05-28	UHC-08893-22	4909490878	5242 Highland Ave, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-103001	ENR	Frank D Soto	2007-11-14	UHC-53783-50	8065527556	4673 Bayshore Dr, Miami, FL, 33121	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-402894	CLM	Beverly Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20436	PRV	Mark Gomez	1959-12-09	UHC-95727-77	5138700456	5174 Meadow Ln, Seattle, WA, 98159	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
CLM-409028	CLM	Logan Vega	1999-02-16	UHC-11562-55	9365514263	2873 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21747	PRV	Ahmed N Gibson	1955-01-10	—	5635976220	5266 Main St, San Diego, CA, 92155	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406793	CLM	Bradley Taylor	1977-02-24	UHC-96928-98	6317958677	4774 Meadow Ln, Plano, TX, 75045	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-100212	ENR	Katherine X Young	1985-06-08	UHC-45033-96	9274545148	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-417610	CLM	Mari Perkins	1947-08-16	—	—	9426 Camelback Rd, Charlotte, NC, 28202	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23424	PRV	Maria S Dominguez	1985-05-22	UHC-32345-88	8708945614	6206 Lincoln Way, Dallas, TX, 75254	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432167	CLM	Andrew Mitchell	1963-11-28	UHC-95456-03	4357827740	4626 Elm St, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124824	ENR	Arthur P Lynch	1952-04-03	UHC-12744-38	7344111029	3939 Grand Ave, Charlotte, NC, 28219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142024	ENR	Adam Campbell	1987-03-08	UHC-63932-48	3722438342	1204 Cedar Ln, Jacksonville, FL, 32247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 98 of 200Previous Next