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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106568	ENR	Martha V Willis	1966-07-20	UHC-62076-92	8669126245	3212 Bayshore Dr, Glendale, AZ, 85351	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142215	ENR	Terry Mendez	1991-02-24	UHC-96145-71	3077499141	3968 Grand Ave, Plano, TX, 75009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418719	CLM	John Henderson	1977-06-20	UHC-90386-33	4096066200	5437 Meadow Ln, Mesa, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25663	PRV	Marcus Rodriguez	—	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX, 75295	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
CLM-402651	CLM	Carl Rivera	1970-04-01	—	2407486163	2998 Canyon Rd, Charlotte, NC, 28212	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128385	ENR	Gabriel L Vasquez	1948-02-04	UHC-66335-80	9487201788	6909 Apache Blvd, Minneapolis, MN, 55417	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402318	CLM	Laura Alvarado	2006-01-21	—	—	9722 Hillcrest Rd, Seattle, WA, 98116	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-402317	CLM	Laura Alvarado	2006-01-21	—	—	9722 Hillcrest Rd, Seattle, WA, 98116	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-116435	ENR	Emily Peterson	1996-08-21	UHC-82743-71	2067735035	8912 Camelback Rd, Miami, FL	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
CLM-432000	CLM	Ralph Mejia	1955-01-02	UHC-24782-47	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107844	ENR	Albert Maaldonado	1950-08-11	UHC-67117-85	2213895260	3570 Main St, Scottsdale, AZ, 85290	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53344	TPA	Bradley Morales	1961-10-24	UHC-19703-38	3062602819	4309 Canyon Rd Apt 30, Scottsdale, AZ, 85231	0.64	Phone reformatted Unit split from street State name converted to code Email lower-cased+2 more
PRV-24920	PRV	Helen V Mejia	1987-01-20	—	9608719395	9445 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103796	ENR	Tyler E Lewis	1939-12-16	UHC-32237-45	3989958377	9100 Cedar Ln, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-28054	PRV	Christopher Tucker	1938-10-15	—	2714892637	6081 Mountain View Dr, Phoenix, AZ, 85001	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-426421	CLM	Mark Holmes	1985-06-05	UHC-10666-98	6576990025	9633 River Rd, Houston, TX, 77089	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135008	ENR	Maria Castillo	1980-12-25	UHC-87221-64	5948873546	5756 Baseline Rd, Las Vegas, NV, 89133	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139477	ENR	Walter F Burns	1996-10-24	UHC-85668-20	3558812378	739 Valley View Dr, Seattle, WA, 98183	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430180	CLM	Caroyln I Li	1943-09-13	UHC-24165-93	5094447690	2737 Lake View Rd, Minneapolis, MN, 55479	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429556	CLM	Alexis Elliott	1987-05-15	—	2089979146	1711 Canyon Rd, Tempe, AZ, 85260	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
TPA-51681	TPA	Andrea Brown	1977-01-22	—	—	2828 Desert Sky Blvd, San Diego, CA, 92105	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-135771	ENR	Ronald Tran	2007-09-13	UHC-51631-71	9755080090	9300 Broadway Apt 22, Las Vegas, NV, 89195	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
CLM-431357	CLM	Judith G Schultz	1988-05-25	—	—	3026 Ocean Ave, Seattle, WA, 98177	0.64	Middle initial moved out of first name Name re-cased City re-cased State name converted to code+2 more
ENR-138715	ENR	Russell Torres	1984-12-02	UHC-27828-45	4887441353	4623 Lake View Rd, Nashville, TN, 37205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415498	CLM	Maria Vazquez	1954-10-10	UHC-60301-52	—	891 Canyon Rd, Los Angeles, CA, 90042	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114458	ENR	Bruce M Ramos	1996-10-20	UHC-19662-94	—	3462 Apache Blvd, Chandler, AZ, 85258	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
PRV-26473	PRV	Noah Clark	1959-02-15	UHC-79330-67	9502449281	1599 Central Ave, Las Vegas, NV, 89117	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-54078	TPA	Olivia Gibson	1956-06-01	—	3217201855	7786 Highland Ave, Plano, TX, 75076	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120296	ENR	Mason E Wagner	1961-12-20	UHC-25712-26	7124809239	868 Lincoln Way, Nashville, TN, 37238	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59962	TPA	Richard Bennett	1991-07-15	—	—	7321 River Rd, Tempe, AZ, 85265	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411943	CLM	Cynthia P Elliott	1961-02-13	—	—	8657 Mountain View Dr, San Diego, CA, 92172	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125275	ENR	Arthur L Stewart	2002-12-12	UHC-88148-99	8167913380	5761 Highland Ave, Austin, TX, 78705	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109010	ENR	Donald V Gonzales	1991-03-04	UHC-75919-37	—	5540 Mesa Dr, Plano, TX, 75074	0.64	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
TPA-51813	TPA	Mei Mroris	1961-01-21	UHC-84477-97	7234983223	4799 Central Ave, Sacramento, CA, 95860	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412035	CLM	Yuki Hunter	1998-10-08	UHC-43336-98	—	730 Forest Ave, Fresno, CA, 93780	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120941	ENR	Diego Lane	1943-06-06	UHC-36112-57	—	1277 Baseline Rd, San Diego, CA, 92186	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110224	ENR	William W Vasquez	1951-02-18	UHC-71023-24	6076055968	7310 Highland Ave, Minneapolis, MN, 55451	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20605	PRV	Walter Ortega	1960-11-18	UHC-32319-15	7589864166	3191 Elm St, San Antonio, TX, 78296	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27465	PRV	Lucia Williams	1996-04-13	—	—	7236 Central Ave, San Antonio, TX, 78247	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-101411	ENR	Nicole Chapman	1981-08-15	UHC-66699-97	4269950496	7843 Meadow Ln, Jacksonville, FL, 32263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61573	TPA	Anna Payne	1966-11-27	—	4408977065	3257 Market St, Austin, TX, 78786	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-139089	ENR	Denise E Lynch	1965-06-12	UHC-24187-59	8706280498	4354 Sunset Blvd Apt 31, Phoenix, AZ, 85059	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-426205	CLM	Sanchez Matthew	1973-07-15	UHC-08593-53	6234514211	5256 Palm Dr, Scottsdale, AZ, 85242	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137086	ENR	Aaron M Le	1974-02-22	UHC-71460-55	4202506352	1451 Apache Blvd, San Diego, CA, 92157	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24101	PRV	David Y Garcia	2002-10-28	—	2729215703	4316 Church St, Sacramento, CA, 95817	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
ENR-132552	ENR	Crlos F Grant	1974-07-13	UHC-23187-98	5607120723	4876 Washington St, Chandler, AZ, 85288	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
CLM-414096	CLM	Debra Elliott	1959-08-05	UHC-29655-41	—	5362 Park Pl, Nashville, TN, 37210	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120148	ENR	Betty Miller	1987-12-23	UHC-01451-40	4917816264	1474 Union St, Glendale, AZ, 85369	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405080	CLM	Nathan Jacobs	—	UHC-34860-04	—	2410 River Rd, Mesa, AZ, 85227	0.64	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+2 more
CLM-418721	CLM	Rlaph Bell	1976-11-03	UHC-11833-22	—	8457 Apache Blvd, Tempe, AZ, 85201	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more

9,084 rows, page 105 of 182Previous Next