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-102054	ENR	Terry E Gonzales	1960-11-26	UHC-11646-83	8455772299	3192 Spring St, Tampa, FL, 33685	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404570	CLM	Diana Patterson	2002-09-09	UHC-03595-51	—	8120 Maple Ave, Scottsdale, AZ, 85215	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-138732	ENR	Zachay Palmer	1953-11-15	UHC-76597-84	2799680762	8301 Apache Blvd, Las Vegas, NV	0.66	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
CLM-423019	CLM	Bradley Carlson	1951-06-21	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60617	TPA	Edward George	1983-06-17	—	—	3180 Elm St, Austin, TX, 78742	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-26407	PRV	Cynthia Q Ortega	1943-02-04	—	4387570627	8531 Mountain View Dr, Atlanta, GA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-429194	CLM	Brandon Andrews	1956-02-04	UHC-68112-03	5848021755	414 Oak St, Tucson, AZ, 85712	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-427238	CLM	Russell King	1946-12-11	—	7872580235	9139 Willow Ct Apt 32, Fresno, CA, 93734	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-27443	PRV	Lawrence Moris	2001-02-01	—	—	3862 Meadow Ln, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-419440	CLM	Thomaas U Johnston	1997-12-06	—	7955059663	4189 Market St, Tampa, FL, 33690	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418060	CLM	Dorothy Austin	1949-11-11	UHC-48631-14	—	8657 Oak St, Los Angeles, CA, 90068	0.66	Name split from “Last, First”City re-cased State name converted to code Whitespace trimmed+1 more
CLM-402661	CLM	Christine Henry	—	UHC-14353-96	9073872354	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-409992	CLM	Mariana T Green	1989-08-17	UHC-41515-80	—	9052 Grand Ave, Denver, CO, 80222	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428836	CLM	Ashley Walsh	1961-10-13	—	4522281878	7897 Palm Dr, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-400378	CLM	Victoria J Lynch	1959-10-10	—	4788710032	9353 Baseline Rd, Jacksonville, FL, 32296	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428296	CLM	Frank Alvarez	2002-04-13	—	—	221 Willow Ct, Los Angeles, CA, 90061	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107272	ENR	Cheryl N Munoz	1946-05-05	UHC-39247-46	8498714888	9140 Lake View Rd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+1 more
CLM-408616	CLM	David Berry	1958-08-22	UHC-53040-86	—	2050 Oak St, Nashville, TN, 37217	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21164	PRV	Ahmed Y Perez	—	—	9662242443	3435 Broadway, Sacramento, CA, 95811	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-421045	CLM	Joshua Williamson	1987-07-19	—	—	2202 Apache Blvd, Jacksonville, FL, 32286	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106974	ENR	Juan Y Rios	1942-09-18	UHC-68560-80	3795402211	3789 Union St, Charlotte, NC, 28288	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
PRV-29008	PRV	Andrea N Kim	1939-01-18	UHC-58093-27	2789198035	152 Market St, Houston, TX, 77022	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-109042	ENR	Brenda Coleman	1993-09-06	UHC-19276-60	5177800747	8164 Oak St, Tucson, AZ, 85751	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126542	ENR	Sue Brown	1984-06-20	UHC-88779-73	7647882111	817 Maple Ave, Jacksonville, FL, 32284	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108319	ENR	Sophia I Wells	1943-05-10	UHC-08021-89	9594122567	7097 Park Pl, San Diego, CA, 92147	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-403678	CLM	Frank P Williamson	1938-10-13	—	—	5825 Forest Ave # 233, Los Angeles, CA, 90091	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-418360	CLM	Dorothy W Vega	2007-12-16	—	—	1660 Ridge Rd, Atlanta, GA, 30306	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123046	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Whitespace trimmed+1 more
TPA-50308	TPA	Dylan B Scott	1971-07-22	—	—	450 Pine Dr, Houston, TX, 77048	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-127588	ENR	Thomas V Hawkins	1966-03-15	UHC-30123-45	7217849964	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-430594	CLM	Susan Laarson	1966-04-24	—	9407838231	8213 Indian School Rd # 994, Orlando, FL, 32859	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-401376	CLM	Nicoole Simpson	1969-11-11	UHC-07493-84	—	802 Ridge Rd, Nashville, TN, 37233	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61225	TPA	Wilson Denise	1987-11-14	—	—	420 Hillcrest Rd, San Diego, CA, 92171	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56442	TPA	Jacob Martinez	2005-03-05	—	—	922 Camelback Rd, Dallas, TX, 75258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-135414	ENR	Nathan V Gutierrez	1953-07-17	UHC-89336-04	2223653337	8953 Sunset Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-401131	CLM	Adam Torres	1994-02-07	UHC-94361-64	—	24 Jefferson Ave, Fresno, CA, 93790	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-402287	CLM	Olivia Hart	1976-10-26	UHC-78547-45	8638372853	9622 Highland Ave, Houston, TX, 77017	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423933	CLM	Sara I Wallace	1992-04-20	—	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-409598	CLM	Debra Olson	1973-11-04	UHC-20571-53	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27073	PRV	Maria V Vazquez	1990-06-01	UHC-44744-44	8449166831	7929 Union St, Charlotte, NC, 28230	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-111973	ENR	Mateo Robinson	1970-01-27	UHC-87958-23	8625687633	9276 River Rd, Tucson, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-137570	ENR	Juhn O Kim	1954-10-21	UHC-18603-27	2599336107	5078 Broadway, Las Vegas, NV, 89102	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-131512	ENR	Doris Y Thomaas	1984-12-15	UHC-73006-67	5944511673	1951 Union St, San Diego, CA, 92188	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20838	PRV	Justin Vega	1963-07-18	—	7118533690	8801 Washington St, Austin, TX, 78794	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105048	ENR	Chris Q Weaver	1978-09-07	UHC-31234-24	9402605402	2107 River Rd, Mesa, AZ, 85227	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-60340	TPA	Rachel H Carr	1969-09-16	—	—	6128 Central Ave, Seattle, WA, 98165	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401652	CLM	Lauren Parker	1986-10-21	UHC-44890-54	8495108221	4890 Ocean Ave, San Antonio, TX, 78243	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124871	ENR	Noah Herrera	1987-02-24	UHC-59910-68	8788738929	2993 Union St # 510, Seattle, WA, 98167	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-113448	ENR	Diana Harvey	1996-12-24	UHC-74419-97	5405581769	8953 Baseline Rd, Orlando, FL, 32885	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-111170	ENR	Mark H Jimenez	1996-07-02	UHC-70056-67	2785996487	7732 Camelback Rd, Jacksonville, FL, 32226	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased

9,980 rows, page 128 of 200Previous Next