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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120325	ENR	Matthew Q Gilbert	1950-10-25	UHC-74569-95	7169421920	8101 Bayshore Dr, San Diego, CA, 92198	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106635	ENR	Matthew Robinson	2003-09-08	UHC-21653-62	9624356183	7216 Broadway # 214, Houston, TX, 77063	0.62	Name re-cased Phone reformatted Unit split from street Address re-cased+3 more
CLM-427794	CLM	Alice Austin	1992-08-28	UHC-95346-51	7967647772	8627 Harbor Blvd, Phoenix, AZ, 85003	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116465	ENR	Virginia Weber	1948-05-14	UHC-05448-55	9184819401	6931 Valley View Dr # 815, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-425010	CLM	Dennis M Elliott	1944-08-12	UHC-36167-23	8989955409	2860 Ocean Ave, Eden Prairie, MN, 55387	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-61242	TPA	Priya Smith	1955-02-13	—	—	743 Ridge Rd, Tucson, AZ, 85746	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52753	TPA	Gloria Carrll	1962-06-15	—	3744425197	731 Washington St, Denver, CO, 80227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117375	ENR	Roy N Hansen	1946-08-14	UHC-25734-43	2473901544	3041 Canyon Rd, Tampa, FL, 33618	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59283	TPA	Dennis Park	1948-06-15	—	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26749	PRV	Bruce Wells	1977-11-17	—	5457998325	7373 Pine Dr, Charlotte, NC, 28233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125537	ENR	Pat Q Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428485	CLM	Terry Hughes	2002-02-18	UHC-96369-89	2158955811	3241 Valley View Dr, Phoenix, AZ, 85018	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106945	ENR	Roger V Jensan	1977-04-21	UHC-86142-77	—	8290 Indian School Rd, Jacksonville, FL, 32293	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55503	TPA	Frances Payne	1999-10-16	—	—	325 Desert Sky Blvd, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52533	TPA	Virginia Grant	1968-08-03	—	—	3062 Forest Ave, Columbus, OH, 43296	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-101002	ENR	Vitcoria B Greene	1976-07-22	UHC-12466-94	—	7520 Church St, Seattle, WA, 98185	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-24524	PRV	Sofia Lopaz	1997-04-09	—	6672772546	5094 Mesa Dr Apt 23, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-100734	ENR	Scott Stephens	1938-05-09	—	6525772506	9849 Sunset Blvd, Fresno, CA, 93701	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-136899	ENR	Sara Fuller	1981-12-28	UHC-29998-63	2059339536	7171 Sage Ct, Atlanta, GA, 30308	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403859	CLM	Ethan Murray	1990-12-01	UHC-41636-07	—	601 Jefferson Ave, Sacramento, CA, 95824	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414965	CLM	Lucia Vega	2006-09-16	UHC-56461-21	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129279	ENR	Mei Murray	1983-11-06	UHC-55877-03	6398467297	8337 Central Ave, Columbus, OH, 43232	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404184	CLM	Brenda G Perkins	1948-01-03	UHC-78467-81	—	1719 Spring St, Austin, TX, 78704	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117853	ENR	Robert B Contreras	2005-08-26	UHC-93870-33	8327674829	5931 Central Ave, Dallas, TX, 75265	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408191	CLM	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave, Columbus, OH, 43248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127745	ENR	Doris M Bell	1957-03-09	UHC-49343-44	6277660285	3718 Forest Ave, Nashville, TN, 37265	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424691	CLM	Julia Dean	1987-06-17	—	—	5101 Central Ave, Gilbert, AZ, 85221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27118	PRV	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-426890	CLM	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-130465	ENR	Mateo R Meyer	1998-01-27	UHC-10211-47	—	1482 Harbor Blvd, Fresno, CA, 93746	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-138292	ENR	Lisa H Taylor	—	—	2418473837	1069 Baseline Rd, Eden Prairie, MN, 55389	0.62	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-404082	CLM	Ana X Fuller	1978-10-18	—	—	9872 Spring St, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60166	TPA	Christina Mills	1988-03-10	—	6979072831	8171 Ridge Rd, Plano, TX, 75059	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403880	CLM	Julie Morgan	1969-02-27	UHC-84290-64	9759652999	7947 Sage Ct, Gilbert, AZ, 85290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125361	ENR	Vincent Reyes	2006-10-23	UHC-96719-08	6833492357	8555 Park Pl, Plano, TX, 75016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423229	CLM	Michelle Kelley	1963-08-16	UHC-79555-07	—	8397 Pine Dr, Minneapolis, MN, 55438	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400289	CLM	Santiago Valdez	2000-02-24	UHC-41588-95	8422365355	6743 Hillcrest Rd, Charlotte, NC, 28266	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432456	CLM	Kattherine Ross	1957-08-01	UHC-97525-84	—	942 Spring St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56897	TPA	Henry Walsh	1949-08-27	—	8319492219	7903 Meadow Ln, Gilbert, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-126437	ENR	Daniel Webb	1951-10-12	—	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22879	PRV	Linda Lawrence	1940-05-16	—	8735890123	9391 Indian School Rd, Scottsdale, AZ, 85237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125338	ENR	Arjun Hill	1987-10-13	UHC-61760-65	7608273828	3066 Maple Ave, Eden Prairie, MN, 55318	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52481	TPA	Bruce J Fosster	1942-12-16	—	8482787537	1361 Highland Ave, Chandler, AZ, 85286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28399	PRV	David P Price	1938-01-09	—	6524434175	7458 Bayshore Dr, Columbus, OH, 43245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123487	ENR	Kimberly R Ortega	2000-05-19	UHC-66789-55	6494069936	7148 Sage Ct, Jacksonville, FL, 32297	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132967	ENR	Soia P Guerrero	1958-11-24	UHC-77814-77	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-132968	ENR	Soia P Guerrero	1958-11-24	UHC-77814-77	7436579225	748 Cedar Ln, Eden Prairie, MN, 55381	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-427680	CLM	Frank Hansen	1998-04-09	UHC-07640-62	9218993113	1390 Mesa Dr, Los Angeles, CA, 90080	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406087	CLM	Brandon Hill	1984-07-26	UHC-22856-42	2154126435	9744 Maple Ave, Scottsdale, AZ, 85223	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-57716	TPA	Kathleen Morgan	1994-04-23	UHC-44662-69	—	5250 Spring St, Fresno, CA, 93754	0.62	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more

8,263 rows, page 71 of 166Previous Next