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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125978	ENR	Wei Lane	1971-10-04	UHC-10402-83	6975135995	5595 Park Pl, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116376	ENR	Batty U Nichols	1980-09-27	UHC-26744-31	3877169503	6507 Oak St, Jacksonville, FL, 32265	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110743	ENR	Abigail Reynolds	1941-11-02	UHC-28564-21	8623053364	7088 Desert Sky Blvd, Orlando, FL	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-131554	ENR	Kayla Harper	1988-04-19	UHC-73768-30	4572323780	6492 Desert Sky Blvd, Denver, CO, 80282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137019	ENR	Kally Jensen	1954-03-12	UHC-89135-52	8447793181	3420 Baseline Rd, Nashville, TN, 37213	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103907	ENR	Willie V Woods	2001-02-18	UHC-13925-39	9468977509	6332 Broadway, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-133168	ENR	Jean Long	1952-07-08	UHC-19794-22	2228756796	6765 Spring St, Mesa, AZ, 85238	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
ENR-114368	ENR	Joey A Estrada	—	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-120054	ENR	Alexis I Marquez	1989-08-13	UHC-99462-36	3504203997	8043 Meadow Ln, Sacramento, CA, 95874	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+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
ENR-108803	ENR	Gloria Stone	1965-04-03	UHC-46016-18	—	6617 Camelback Rd, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125207	ENR	Joyce Sone	1940-02-09	UHC-69436-04	4057693020	3693 Elm St, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115811	ENR	Samuel Q Adams	1951-06-02	UHC-73260-83	9335347991	1053 Meadow Ln, Los Angeles, CA, 90005	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108218	ENR	Dylan Reid	2002-07-28	UHC-31001-11	4323685107	6707 Meadow Ln, Atlanta, GA, 30345	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121995	ENR	Peter L Bennett	1998-11-28	UHC-67821-43	—	9378 Cedar Ln, Tempe, AZ, 85255	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-101950	ENR	Bobby Gonzales	1975-08-07	UHC-06949-29	8695564134	6370 Mesa Dr, Nashville, TN, 37235	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101949	ENR	Bobby Gonzales	1975-08-07	UHC-06949-29	8695564134	6370 Mesa Dr, Nashville, TN, 37235	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-111453	ENR	John I Lee	1980-12-10	UHC-76890-70	2785192062	7726 Mesa Dr, Nashville, TN, 37298	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130935	ENR	Virginia Phillips	1958-10-25	UHC-14253-58	3372904669	3820 Church St, Chandler, AZ, 85248	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-122717	ENR	Joseph Hnut	2006-03-13	UHC-58837-70	2386337287	3924 Harbor Blvd, Miami, FL, 33165	0.64	Two-digit birth year Phone 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
ENR-129231	ENR	Isabella Y Fisher	1942-06-10	UHC-39398-03	4274424161	3499 Baseline Rd, Eden Prairie, MN, 55315	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114351	ENR	Ronald Z Patel	1946-12-02	UHC-38545-58	4264301569	795 Jefferson Ave Apt 20, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120766	ENR	Peter Williams	1949-02-26	UHC-26544-38	2463932781	3887 Oak St # 108, Chandler, AZ, 85284	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-127536	ENR	Denise White	1964-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+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
ENR-109593	ENR	Madison L Nguyen	1989-05-15	UHC-11426-92	4865458324	4028 Meadow Ln, Phoenix, AZ, 85085	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130711	ENR	Sophia R Marshall	1957-03-07	UHC-72533-20	8438846758	1482 Main St # 320, Mesa, AZ, 85229	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
ENR-110627	ENR	Emily J Martin	1997-05-14	UHC-23423-50	9666136576	3958 Elm St, Miami, FL, 33109	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131564	ENR	Danielle Chavez	1959-10-09	UHC-38445-56	—	3906 Main St, Austin, TX, 78727	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124357	ENR	Helen Williams	1980-07-12	UHC-40820-54	8803519283	1817 Highland Ave, Los Angeles, CA, 90064	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-104547	ENR	Judith O Moore	2004-01-17	UHC-75284-39	2223474812	1316 Canyon Rd, Dallas, TX, 75206	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114432	ENR	Tyler Porter	1989-08-14	UHC-80250-20	6094270871	6293 Forest Ave, Atlanta, GA, 30391	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134283	ENR	Gloria Salazar	—	UHC-26663-56	4742442329	944 Forest Ave, Orlando, FL, 32805	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134106	ENR	Evelyn D Ruiz	1969-09-25	UHC-60263-23	9506286683	1167 Mountain View Dr, Chandler, AZ, 85297	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108236	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-108235	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-100077	ENR	Stephen Olson	2002-06-10	UHC-42949-15	4295748672	7767 Hillcrest Rd # 859, San Antonio, TX, 78215	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134555	ENR	Mei Y Obrien	1973-10-21	UHC-15488-51	6175642385	4768 Main St, Glendale, AZ, 85371	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131864	ENR	Heather Brooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-121658	ENR	Marilyn E Walsh	1938-11-22	UHC-87634-15	8747580063	8166 Cedar Ln, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109249	ENR	Danielle N Pierce	1956-11-16	UHC-91432-68	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.64	Phone reformatted SSN last four extracted ZIP+4 trimmed Email lower-cased+2 more
ENR-115863	ENR	Juan N Weber	1953-11-28	UHC-19071-94	2105439815	6266 Spring St, Columbus, OH, 43284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130394	ENR	Sean S James	1978-05-06	UHC-94412-75	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140356	ENR	Carolyn F Berry	2001-09-19	UHC-52201-71	6084389489	3056 Broadway, Tampa, FL, 33636	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-137642	ENR	Laura Silva	1951-08-26	UHC-72934-78	—	9641 Valley View Dr, Austin, TX, 78743	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128335	ENR	Janet W Myers	1974-03-13	UHC-74387-24	7543144225	2841 Sage Ct, Gilbert, AZ, 85247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139413	ENR	Robert C Griffin	1973-10-08	UHC-89198-51	—	3543 Oak St, Tucson, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-138372	ENR	Maria F Diaz	1983-06-20	UHC-45228-06	—	5160 Valley View Dr, San Antonio, TX, 78208	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more

8,934 rows, page 59 of 179Previous Next