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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28789	PRV	Sharon Diaz	1957-07-25	—	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-421884	CLM	Elijah S Medina	1952-02-09	UHC-63153-94	9778344616	8286 Bayshore Dr # 532, Columbus, OH, 43267	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-411898	CLM	Donald O Lynch	1999-02-27	UHC-41325-80	5313314934	2835 Lake View Rd, Mesa, AZ, 85265	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23134	PRV	Eric Lane	1948-11-21	UHC-13620-95	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102962	ENR	Joshua N Hill	1990-12-04	UHC-51639-39	7782350837	6968 Market St, Jacksonville, FL, 32293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103780	ENR	Linda W Henry	1983-07-14	UHC-84983-22	4112687226	7924 Church St, Tampa, FL, 33607	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
TPA-54338	TPA	Hiroshi Vazquez	1978-09-11	—	9065836819	928 Mountain View Dr # 951, Scottsdale, AZ, 85204	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-63843	TPA	John Holmes	1983-10-10	—	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142112	ENR	Nicholas M Mendoza	1994-05-04	UHC-42778-02	—	3558 Washington St, Eden Prairie, MN, 55317	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-121022	ENR	Ryan J Hill	1966-09-13	UHC-71857-40	3593973007	5138 Harbor Blvd # 202, Austin, TX, 78793	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-54637	TPA	Charlotte Gordon	1943-08-12	—	5098806150	9685 Elm St, Plano, TX, 75038	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130897	ENR	Denise E Riley	1978-11-12	UHC-35670-83	6224232185	8523 Jefferson Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132728	ENR	Brittany Alvaredo	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd # 601, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128052	ENR	Dennis Robinson	1991-08-17	UHC-88911-21	5193228912	6591 Jefferson Ave, Chandler, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60640	TPA	Kevin W Howell	1965-01-04	—	—	8133 Palm Dr, Denver, CO, 80276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-132102	ENR	Brandon J Schmidt	1957-04-09	UHC-43499-71	9707511443	2141 Union St, Denver, CO, 80292	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125147	ENR	Linda Guerrero	1974-03-06	UHC-56786-63	7969125976	1155 Cedar Ln, Gilbert, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123633	ENR	Jackie N Sanders	1951-07-10	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427752	CLM	Andrea Wagner	1940-02-15	—	5462180473	7893 Cedar Ln, Glendale, AZ, 85332	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406441	CLM	Priya Stone	1946-06-10	UHC-32131-64	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-29005	PRV	Mark Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln, Chandler, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140731	ENR	Denise Q Reid	1966-07-03	UHC-47159-46	2873648557	5411 Church St, San Antonio, TX, 78236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116657	ENR	Katherine D Black	2003-06-08	UHC-30092-48	—	4617 Grand Ave, Dallas, TX, 75254	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126553	ENR	Joyce Q Wallace	1979-09-26	UHC-34860-64	2512720963	2416 Cedar Ln, Houston, TX, 77008	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142508	ENR	Kelly U Davis	1946-10-01	UHC-02360-07	8592571084	4206 Valley View Dr, Miami, FL, 33187	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417805	CLM	Sean F Wright	2002-05-23	—	2489493230	34 Bayshore Dr, Austin, TX, 78753	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110470	ENR	Julia X Soto	1986-12-17	UHC-52203-01	5696691671	9040 Mountain View Dr, Minneapolis, MN, 55486	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56792	TPA	Jacoob Greeene	1984-10-02	—	3149657945	9893 Meadow Ln Apt 22, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107057	ENR	Elijah Schultz	1982-05-16	UHC-61716-81	5886519766	6187 Pine Dr, Tampa, FL, 33670	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127665	ENR	Dick Lucas	1961-05-16	UHC-76193-77	9489632123	2788 Mesa Dr, Tampa, FL, 33651	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130691	ENR	Teresa Simmons	1949-01-11	UHC-70791-29	8949190292	2740 Mesa Dr, Columbus, OH, 43203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103665	ENR	Billy Nunez	2006-01-11	UHC-35702-03	2149933735	4262 Washington St # 384, Eden Prairie, MN, 55385	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-412453	CLM	Joey Ward	1957-04-24	UHC-28293-97	—	6443 Bayshore Dr, Glendale, AZ, 85367	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-432236	CLM	Aisha Gardner	1969-09-06	—	8297864618	8538 Hillcrest Rd, Sacramento, CA, 95884	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428042	CLM	Austin Santos	1978-06-09	—	7883371383	457 Oak St, Chandler, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112755	ENR	Carlos R Chaevz	1943-08-28	UHC-88199-27	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115135	ENR	Steven N Harrison	1963-10-16	UHC-95603-45	—	5754 Church St, Chandler, AZ, 85237	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22563	PRV	Roger Morrison	1992-03-22	—	9242176416	1173 Apache Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29331	PRV	Gloria Robinson	1986-05-28	—	2456991630	5674 Maple Ave, Seattle, WA, 98173	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142578	ENR	Timothy Stone	1960-01-08	UHC-53904-97	7243474412	8244 Jefferson Ave, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128731	ENR	Sarah Wilson	1957-02-01	UHC-97990-06	3252732920	1295 Pine Dr, Dallas, TX, 75257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406760	CLM	Alexis Fernanedz	1944-09-25	UHC-19671-72	—	4367 Valley View Dr, Scottsdale, AZ, 85267	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-108389	ENR	Amber X Bishop	1982-11-04	UHC-24337-50	5697082860	1127 Meadow Ln, Fresno, CA, 93719	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400412	CLM	Robert Hoffman	1980-04-20	UHC-41946-58	9377788548	8892 Spring St, Dallas, TX, 75231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429599	CLM	Mary Taylor	2000-02-17	UHC-20820-88	6894116972	7667 Bayshore Dr, Minneapolis, MN, 55400	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104808	ENR	Billy Weber	1989-01-02	UHC-14482-44	5696639713	3418 Indian School Rd, Los Angeles, CA, 90086	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106367	ENR	Beverly N Sanchez	—	UHC-48016-67	7243502087	2047 Washington St, Plano, TX, 75096	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Member ID reformatted+4 more
ENR-136396	ENR	Jordan E Flores	1944-07-12	UHC-62790-30	7625032040	7559 Hillcrest Rd, Minneapolis, MN, 55479	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55385	TPA	Gabriel Guzman	2007-09-24	—	—	6274 Lake View Rd, Chandler, AZ, 85276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22665	PRV	Danielle K Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more

32,400 rows, page 63 of 648Previous Next