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
ENR-104811	ENR	Victoria A Bennett	1956-05-07	UHC-20682-65	2254684931	9161 Maple Ave # 210, Tempe, AZ, 85265	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21956	PRV	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO, 80239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-102951	ENR	Charles Z Olson	1970-04-02	UHC-73785-83	2062751476	5690 Meadow Ln # 607, Phoenix, AZ, 85027	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-418107	CLM	Kathleen R Lawson	1941-07-17	UHC-48976-71	4285317493	2728 Valley View Dr, Charlotte, NC, 28202	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101917	ENR	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-25895	PRV	Kelly Vasquez	1994-11-02	—	—	2110 Church St, Mesa, AZ, 85274	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-100631	ENR	Kenneth Y Edwards	2002-12-07	UHC-87921-71	9108151752	6068 Forest Ave, Sacramento, CA, 95807	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133308	ENR	Megan Ortiz	1961-08-20	UHC-20744-18	4095860385	9249 Desert Sky Blvd, Los Angeles, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28238	PRV	Bruce Harvey	2004-03-21	—	6897592283	9486 Indian School Rd, Orlando, FL, 32876	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112827	ENR	Megan Reed	2005-11-11	UHC-55099-86	2428131623	8402 Mesa Dr, Sacramento, CA, 95812	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56276	TPA	Jeffrey Payne	—	—	—	1553 Palm Dr, Houston, TX, 77090	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-127068	ENR	Zachary Pena	1950-06-06	UHC-45681-34	3799111696	6126 Mountain View Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416151	CLM	Nancy Q Washington	2007-05-05	—	—	2444 Lincoln Way Apt 20, Plano, TX, 75037	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-125075	ENR	Gerald Little	1996-11-14	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21624	PRV	Terry D Guzman	1950-12-08	—	4758712939	3966 Bayshore Dr, Nashville, TN, 37247	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413062	CLM	Carlos W Myers	1958-01-13	UHC-75972-29	6616616502	302 Bayshore Dr, Las Vegas, NV, 89101	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57395	TPA	Dennis Murphy	1953-03-18	—	4807278523	9734 Bayshore Dr, Charlotte, NC, 28277	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428556	CLM	—Junk	1949-05-17	—	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.50	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+3 more
ENR-118573	ENR	Priyya Moore	1977-07-03	UHC-65655-63	4862887244	8579 Hillcrest Rd, Glendale, AZ, 85364	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426707	CLM	Gregory Palmer	1975-11-04	—	—	7816 Apache Blvd # 727, Chandler, AZ, 85209	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-121042	ENR	Diane A Hunter	1964-01-01	UHC-50127-49	8983774826	8372 Lake View Rd Apt 30, Plano, TX, 75012	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120879	ENR	Debra Young	1945-02-12	UHC-20229-05	5642681355	8723 Park Pl, Houston, TX, 77050	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402422	CLM	Lauren Carroll	1963-12-24	UHC-72475-98	8667107430	2829 Lake View Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58089	TPA	Isabella Harvey	1942-01-02	—	—	3704 Highland Ave, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127444	ENR	Ethan M Taylor	1997-03-22	UHC-84782-49	7884647056	4991 Lincoln Way, Austin, TX, 78786	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-140285	ENR	Hiroshi Y Sims	1972-10-22	UHC-85479-92	8352798010	393 Lincoln Way, Fresno, CA, 93766	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
TPA-54767	TPA	Dennis Watkins	1951-03-20	—	—	7949 Jefferson Ave, San Diego, CA, 92197	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130458	ENR	VJunk	1999-05-04	UHC-41301-41	7663542743	2788 Sage Ct, Plano, TX, 75035	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-24658	PRV	Kathryn Ortega	2002-07-27	UHC-85581-79	—	1848 Main St, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54201	TPA	Aisha Stephens	1996-04-17	—	—	2778 Valley View Dr, Minneapolis, MN, 55435	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425780	CLM	Albert Sanders	1975-04-25	UHC-20970-55	—	7144 Market St, Las Vegas, NV, 89114	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406314	CLM	Cheryl Grant	1948-07-19	UHC-37922-39	8207145004	7726 Broadway Apt 18, Gilbert, AZ, 85214	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Address re-cased+3 more
ENR-120858	ENR	Teresa Fox	1961-05-17	UHC-55652-57	7083451464	3267 Camelback Rd, Minneapolis, MN, 55437	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127108	ENR	Beth Kennedy	1946-03-05	UHC-31956-48	9322850128	2428 Valley View Dr Apt 36, Jacksonville, FL, 32287	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-405716	CLM	Frances Davsi	2002-03-11	UHC-96294-82	—	6445 Washington St, San Antonio, TX, 78236	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432357	CLM	Jose Banks	1997-11-05	UHC-92182-66	—	5571 Main St, Dallas, TX, 75275	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105311	ENR	Eugene W Yang	1964-02-15	UHC-43655-69	4672258196	1127 Palm Dr # 815, Denver, CO, 80204	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109323	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave # 683, Miami, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142918	ENR	Mason M Ward	1993-02-17	UHC-71648-92	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427524	CLM	Judy Price	1995-04-04	—	7165402635	3123 Palm Dr, Las Vegas, NV, 89147	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58912	TPA	Billy N Valdez	1968-12-02	—	4548323745	1459 Hillcrest Rd, Glendale, AZ, 85310	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-107625	ENR	JuliaJunk	1999-01-04	—	9039003988	9310 Washington St Apt 23, Houston, TX, 77028	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414782	CLM	Abigail Schultz	2005-12-14	UHC-61086-64	—	2337 River Rd Apt 27, Chandler, AZ, 85232	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428436	CLM	Shirey Gordon	1945-10-15	UHC-16318-59	—	734 Park Pl, Los Angeles, CA, 90082	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427556	CLM	Kimberly Wuod	1985-10-03	UHC-47559-10	—	6099 Cedar Ln, Tucson, AZ, 85708	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-111284	ENR	Susan L Ross	1982-07-18	UHC-33226-10	5604832539	4013 Oak St, Sacramento, CA, 95894	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103766	ENR	Bettty I Edwards	1968-05-11	UHC-46319-99	4423840908	7053 Main St, Seattle, WA, 98147	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132768	ENR	Danielle D Henry	1950-11-16	UHC-92098-20	3755439260	863 Ocean Ave Apt 21, Tempe, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-23244	PRV	Tyler M Morales	1959-07-02	—	7264591183	3280 Ridge Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23245	PRV	Tyler M Morales	1959-07-02	—	7264591183	3280 Ridge Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

32,400 rows, page 32 of 648Previous Next