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
CLM-401606	CLM	Martha Simmons	2002-02-09	—	—	1191 Park Pl # 792, Atlanta, GA, 30306	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-27098	PRV	Jean Owens	1956-07-14	—	9342836189	4511 Cedar Ln, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139925	ENR	Banks W William	1991-07-21	UHC-22405-80	6727408804	8775 Valley View Dr, Columbus, OH	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412069	CLM	Ruth Dunn	2002-12-22	—	—	1310 Apache Blvd, Tampa, FL, 33623	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-406629	CLM	William Howard	1946-05-27	—	6322157771	9694 Bayshore Dr, Nashville, TN, 37277	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132450	ENR	Elizabeth Meyer	1961-06-14	UHC-33794-96	—	6250 Grand Ave, Scottsdale, AZ, 85278	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410849	CLM	Charlotte Kennedy	2008-05-19	—	2273003289	1168 Apache Blvd, San Diego, CA, 92146	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54024	TPA	Joan Phillips	1945-04-28	—	6826829052	1773 Mesa Dr, Austin, TX, 78782	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted State code upper-cased+3 more
ENR-127340	ENR	Diane L Aguilar	1956-07-17	UHC-44282-26	8316017296	2266 Park Pl, Sacramento, CA	0.50	Name split from “Last, First”State code upper-cased ZIP missing Email lower-cased+3 more
CLM-416985	CLM	Kenneth Henry	2001-05-17	UHC-27427-73	—	4427 Forest Ave, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-402885	CLM	Noah Chapman	2002-04-15	—	—	397 Palm Dr, Phoenix, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-417906	CLM	Amanda I Fsher	1970-08-21	UHC-11517-28	—	5090 Willow Ct # 378, Phoenix, AZ, 85007	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-401956	CLM	Ashley Murphy	1952-10-12	—	—	1854 Oak St, Las Vegas, NV, 89156	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-122667	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62301	TPA	Timothy Parker	1997-01-11	—	3266379772	8235 Market St, Eden Prairie, MN, 55368	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115594	ENR	Carl E Morrison	1981-05-14	UHC-43729-24	2102709069	2448 Central Ave, Seattle, WA, 98138	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-105613	ENR	Daniel K Evans	1998-08-16	UHC-32054-39	7357545590	6814 Willow Ct # 204, Fresno, CA, 93790	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-407497	CLM	Martha Weaver	1987-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26188	PRV	Mariana Montgomery	1998-05-26	UHC-54015-86	8128725036	5809 Baseline Rd, Fresno, CA, 93715	0.52	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+2 more
CLM-429152	CLM	Susan Hanson	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave Apt 23, Minneapolis, MN, 55488	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52073	TPA	Steven Alvarez	1980-01-26	—	9823305099	6128 Oak St, Gilbert, AZ, 85277	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126357	ENR	Ann P Bishop	1950-06-14	UHC-44942-90	5464780254	1560 Mountain View Dr, Seattle, WA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126358	ENR	Ann P Bishop	1950-06-14	UHC-44942-90	5464780254	1560 Mountain View Dr, Seattle, WA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138525	ENR	Patrick F Ford	1995-10-11	UHC-51035-41	8037302850	9774 Willow Ct, Tampa, FL, 33687	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108169	ENR	Noah Fox	1999-04-07	UHC-77666-11	—	4470 Meadow Ln, Dallas, TX, 75286	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
TPA-54117	TPA	Brian Hawkins	1990-02-01	—	—	9646 Spring St, Nashville, TN, 37275	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126586	ENR	Bradley Dainels	1951-03-27	UHC-82783-21	5992017489	4074 Jefferson Ave, Austin, TX, 78751	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107254	ENR	Julia Y Morales	1986-01-20	UHC-43213-79	4055122006	2365 Oak St Apt 2, Plano, TX, 75033	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139631	ENR	Ronald George	1953-09-04	UHC-01862-02	6598849840	7249 Palm Dr, Houston, TX, 77096	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57493	TPA	Diane Maldonado	1965-07-17	—	6149673335	8807 Broadway, Minneapolis, MN	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-400880	CLM	Janet Wright	1966-09-20	UHC-45348-02	—	4019 Maple Ave, Minneapolis, MN, 55415	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28228	PRV	Amber Cruz	1943-10-18	UHC-42078-47	—	7339 Oak St, Austin, TX, 78707	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126815	ENR	Mary M Garrett	2007-12-22	UHC-35643-74	3962112281	2645 Lake View Rd, Phoenix, AZ, 85018	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61052	TPA	David Rios	1995-08-18	UHC-78651-32	—	1708 Camelback Rd, San Antonio, TX, 78266	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129837	ENR	Betty Saniago	1938-02-07	UHC-84720-46	9765280152	6786 Elm St, Columbus, OH	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105058	ENR	Mariana X Roberts	2002-01-01	UHC-17847-12	3285538730	3588 Meadow Ln Apt 12, San Antonio, TX, 78264	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-131858	ENR	Keith Carroll	1988-08-27	UHC-89001-42	9754329905	3969 Apache Blvd, Tempe, AZ, 85202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-429105	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-406325	CLM	Jeremy Ramos	1965-08-26	—	—	674 River Rd Apt 23, Tempe, AZ, 85279	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431912	CLM	Meyer I Omar	1997-04-26	UHC-76229-33	—	6245 Market St # 805, Dallas, TX, 75202	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-127524	ENR	Cynthia B Vazquez	1980-11-27	UHC-10386-45	5608344257	8953 Spring St, Tucson, AZ, 85752	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101748	ENR	Andrea R McDonald	1960-02-20	UHC-37874-98	7022642104	6585 Park Pl, Nashville, TN, 37270	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114356	ENR	Valentina C Ray	2000-05-10	UHC-34927-03	5616824492	3346 Sunset Blvd, Fresno, CA, 93750	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-424502	CLM	Heather Santiago	1984-05-12	UHC-96448-79	9216274151	6619 Spring St, Minneapolis, MN, 55444	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423687	CLM	Terry Johnson	—	UHC-42292-19	—	7141 Grand Ave, Dallas, TX, 75272	0.52	Name split from “Last, First”Date of birth unreadable SSN last four extracted State code upper-cased+2 more
TPA-50879	TPA	Christina F Perez	2000-01-20	—	4557544897	9108 Meadow Ln, Gilbert, AZ	0.52	Name split from “Last, First”Middle initial moved out of first name City re-cased ZIP missing+2 more
TPA-58860	TPA	Carl Murphy	1955-08-03	—	5993423243	3504 Harbor Blvd, Tucson, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412961	CLM	Ruth Payne	1977-11-16	UHC-75266-66	—	6794 Church St, Jacksonville, FL, 32290	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120917	ENR	Mei S Luna	1959-07-22	UHC-88565-33	3703387982	6214 Pine Dr, Dallas, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63609	TPA	Christian Andersson	1939-07-09	—	—	2042 Washington St, Orlando, FL, 32818	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more

9,980 rows, page 40 of 200Previous Next