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
ENR-100172	ENR	Jason A Alexander	1980-11-03	UHC-25888-14	4048727949	615 Bayshore Dr, San Diego, CA, 92167	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-408344	CLM	Alexander Perez	1993-06-05	—	7566544101	1775 Lincoln Way, Phoenix, AZ, 85003	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-408373	CLM	Carl Pierce	2006-11-15	—	—	8360 Sage Ct, Las Vegas, NV, 89145	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-139369	ENR	Noah E Salazar	2006-01-25	UHC-77146-22	5995719198	1356 Meadow Ln, Tempe, AZ, 85273	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
CLM-412815	CLM	Ralph Campbell	1989-10-10	UHC-69425-15	—	3390 Oak St, Tempe, AZ, 85241	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-122825	ENR	Alan Diaz	1958-03-13	UHC-47621-31	6603673488	2159 Mesa Dr, Austin, TX, 78732	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-122824	ENR	Alan Diaz	1958-03-13	UHC-47621-31	6603673488	2159 Mesa Dr, Austin, TX, 78732	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-128316	ENR	Arjun Morris	1999-02-21	UHC-36733-02	8436328177	3815 Cedar Ln, Scottsdale, AZ, 85290	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-50338	TPA	Margaret Pena	1985-10-06	—	—	978 Market St, Eden Prairie, MN, 55319	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-400099	CLM	Joseph U Simpson	1997-04-14	—	—	7986 Mountain View Dr, Sacramento, CA, 95822	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-129160	ENR	Jordan Berry	1960-06-19	UHC-30488-44	—	6518 Harbor Blvd, Columbus, OH, 43281	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed
CLM-432797	CLM	Stephen Murray	1962-05-26	UHC-92761-01	—	4148 Main St, Seattle, WA, 98101	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-108538	ENR	Emma S Pena	1949-07-17	UHC-14042-85	3162165156	2462 Highland Ave, Nashville, TN, 37245	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-102606	ENR	Thomas V Chavez	1958-01-21	UHC-08205-93	6396910334	6626 Market St, Miami, FL, 33199	0.68	Name split from “Last, First”Phone reformatted City re-cased State name converted to code
ENR-122068	ENR	Peter Gray	1985-08-23	UHC-33256-68	4647764297	876 Spring St, Los Angeles, CA, 90015	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-421082	CLM	Robert Guerrero	1949-03-04	UHC-68316-58	—	1020 Washington St # 978, Orlando, FL, 32834	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-23333	PRV	Santiago Miller	—	—	9432530574	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-127196	ENR	Emma Hunt	1984-02-17	UHC-70237-17	8986135660	3835 Central Ave, Miami, FL, 33161	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-104249	ENR	David L Garza	1951-10-02	UHC-78742-45	6965452865	4385 Baseline Rd, Mesa, AZ, 85291	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-107305	ENR	Isabella Pena	1962-12-23	UHC-90923-96	6276071743	1018 Ocean Ave, Jacksonville, FL, 32278	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-121833	ENR	Dabra C Robertson	1983-01-04	UHC-55599-52	7105004908	4220 Canyon Rd, Seattle, WA, 98134	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-426441	CLM	Ryan Santos	1943-02-27	UHC-94423-25	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-28946	PRV	Wei V Rojas	1959-03-01	—	4474536178	9644 Apache Blvd, Glendale, AZ, 85394	0.68	Name split from “Last, First”Two-digit birth year Email lower-cased Placeholder values cleared
ENR-139030	ENR	Keith Espinoza	1963-02-24	UHC-27101-51	4139361853	6826 Hillcrest Rd, Minneapolis, MN, 55407	0.68	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed
CLM-412794	CLM	Juan B Carpenter	2000-06-11	UHC-33252-10	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53774	TPA	Susan Murphy	1996-06-03	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402007	CLM	Patricia Knight	2007-09-18	UHC-45826-06	—	3958 River Rd, Chandler, AZ, 85217	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-115199	ENR	Gary Green	1981-07-19	UHC-39021-35	3559138172	—	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted
PRV-24099	PRV	Isabella N Lynch	1998-01-28	UHC-07898-24	7183223704	630 Church St, Phoenix, AZ, 85099	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-128856	ENR	Sharon Bennett	1972-05-20	UHC-03245-02	5662365638	3330 Church St, Fresno, CA, 93728	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-100290	ENR	Robert Q Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
CLM-419128	CLM	Ethan G Wood	1959-11-23	UHC-70586-14	5439006235	2316 Washington St, Austin, TX, 78753	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
PRV-23751	PRV	Luis Harper	1954-02-19	UHC-25060-78	2319227326	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-22028	PRV	Kelly Laura	1957-02-22	—	5728815057	9767 Broadway, Minneapolis, MN, 55477	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-116335	ENR	Jordan A Pierce	1999-06-04	UHC-33280-16	9669690021	3089 Mesa Dr, Las Vegas, NV, 89170	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-419588	CLM	Karen R Stewart	—	—	3985202442	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-53575	TPA	Yuki Wagner	1980-05-17	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN, 37205	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-107542	ENR	Bobby O Mason	2003-05-20	UHC-43823-71	7065716092	2306 Mesa Dr, Charlotte, NC, 28203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased
CLM-431208	CLM	Samanta Burton	1966-06-09	—	9676926398	3599 Church St, Gilbert, AZ, 85286	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-427969	CLM	Hannah Bell	1960-01-21	UHC-89444-27	9192858875	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-426685	CLM	Nicole U Lee	1974-01-26	UHC-13335-65	—	7184 Hillcrest Rd, Dallas, TX, 75269	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-408398	CLM	Ahmed Wagner	1981-01-01	UHC-20384-48	—	212 Bayshore Dr, Seattle, WA, 98121	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-114946	ENR	Jeffrey B Kelley	1955-02-15	UHC-64044-88	5565574146	5232 Canyon Rd, Nashville, TN, 37207	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-129519	ENR	Daniel O Alexander	1966-04-24	UHC-75073-86	4754154127	6514 Lincoln Way, Atlanta, GA, 30329	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-430760	CLM	Paul Aguilar	1977-02-06	UHC-80837-07	8348062036	1823 Willow Ct, Denver, CO, 80265	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-409191	CLM	Jerry Rojas	1995-09-22	—	—	4528 Maple Ave, Mesa, AZ, 85293	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409192	CLM	Jerry Rojas	1995-09-22	—	—	4528 Maple Ave, Mesa, AZ, 85293	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-124013	ENR	Bruce Q Olson	1938-06-21	UHC-09197-07	4864539108	2751 Ridge Rd, Seattle, WA, 98165	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-102383	ENR	Ryan Brooks	2008-12-27	UHC-16187-17	2978848618	3718 Main St, Fresno, CA, 93773	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-130767	ENR	Madison X Castillo	1983-09-14	UHC-00681-01	—	1988 Oak St, Tampa, FL, 33634	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared

9,980 rows, page 143 of 200Previous Next