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
TPA-58973	TPA	Jessica Miller	1952-02-08	—	—	8223 Jefferson Ave, Jacksonville, FL, 32252	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28727	PRV	Brian Ramos	1971-08-15	—	7093802338	134 Market St, Fresno, CA, 93714	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28726	PRV	Brian Ramos	1971-08-15	—	7093802338	134 Market St, Fresno, CA, 93714	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-406139	CLM	Jacob Kim	1988-11-28	—	—	3777 Cedar Ln, Los Angeles, CA, 90039	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-122887	ENR	Linda Z Garrett	1979-03-06	UHC-28085-18	3679134093	8977 Hillcrest Rd, Tempe, AZ, 85255	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130695	ENR	Donna G Holmes	1958-03-17	UHC-94194-30	6802240241	8953 Main St, Glendale, AZ, 85308	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
PRV-26562	PRV	Larry Lawrence	1962-08-16	—	2058113418	891 Indian School Rd, Glendale, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127578	ENR	Linda O Hart	1952-12-22	UHC-14871-12	8969776870	8803 Canyon Rd, San Diego, CA	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-129077	ENR	Sharon E Rose	2004-02-27	UHC-55095-57	2703965719	99 Lake View Rd Apt 16, Orlando, FL, 32839	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-409716	CLM	Chheryl Grraham	1981-01-16	UHC-72022-38	9784971779	6905 Elm St Apt 25, Minneapolis, MN, 55411	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-140206	ENR	Barbara Stevens	1976-08-17	UHC-77280-77	2502990466	720 Main St, Las Vegas, NV, 89150	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132914	ENR	Scott T Gardner	1989-04-26	UHC-83945-74	2146698821	3672 Lake View Rd, Dallas, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52773	TPA	Logan Lucas	1985-09-26	—	9295223998	3084 Desert Sky Blvd, Mesa, AZ, 85281	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120093	ENR	Tyler L Chapman	2005-02-26	UHC-17051-99	3412087504	6201 Mountain View Dr, Sacramento, CA, 95811	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-124123	ENR	Carol Kelly	—	UHC-09522-48	3018346050	1796 Maple Ave, Seattle, WA, 98114	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101107	ENR	Burke S Hannah	2008-11-14	UHC-00120-23	2619341416	7092 Canyon Rd, Chandler, AZ, 85257	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
TPA-51940	TPA	Larry Martin	2001-01-13	—	—	4620 Valley View Dr Apt 1, San Antonio, TX, 78256	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-125589	ENR	Arthur R Washington	1978-04-20	UHC-16202-78	8788071825	4585 Mesa Dr, San Antonio, TX, 78214	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102974	ENR	Laura E Willis	1946-03-19	UHC-57630-65	2516774992	3014 Jefferson Ave, San Diego, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116559	ENR	Lisa Myers	1975-08-10	UHC-30198-60	5092883210	6220 Willow Ct, Fresno, CA	0.48	Member ID reformatted State name converted to code ZIP missing Email lower-cased+4 more
ENR-114882	ENR	DebraJunk	1947-12-10	UHC-73580-79	3066553236	9195 Hillcrest Rd, Sacramento, CA, 95870	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401732	CLM	Priya M Bryant	1995-09-20	—	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-110202	ENR	Noah Miller	—	UHC-00633-60	8687041115	468 Bayshore Dr, Scottsdale, AZ, 85250	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411346	CLM	Will Dunn	1953-06-10	UHC-72312-69	7783642545	702 Palm Dr, Atlanta, GA, 30319	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407564	CLM	Melissa Valdez	1954-02-10	UHC-81960-04	—	962 Valley View Dr, Dallas, TX, 75228	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-132279	ENR	Diane P Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128704	ENR	Joan L Sanchez	1975-05-08	UHC-91458-47	7865919001	179 Highland Ave, Los Angeles, CA, 90083	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123599	ENR	Cox Mary	1974-07-26	UHC-49025-41	5476980395	8749 Indian School Rd, Seattle, WA, 98151	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430627	CLM	Edward A Hunt	1999-06-24	—	9463364219	2783 Bayshore Dr # 610, Atlanta, GA, 30385	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-113410	ENR	Denise Q Guerrero	1997-11-18	UHC-92483-29	5847113510	4184 Highland Ave, Tucson, AZ, 85734	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25652	PRV	Ann Martinez	2006-09-21	UHC-19690-85	2039082871	3769 Highland Ave, Houston, TX, 77030	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138813	ENR	Ashley Rivera	1996-08-18	UHC-34802-94	5224495365	2309 Apache Blvd Apt 22, Tempe, AZ, 85227	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-106896	ENR	Viirginia W Gibson	—	UHC-99575-20	4347781662	7772 Baseline Rd, Nashville, TN, 37296	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-126600	ENR	Karen Ruiz	1943-08-01	UHC-25421-25	9193230121	5995 Sage Ct, Austin, TX, 78782	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414510	CLM	Samual Guerrero	2004-08-11	UHC-70261-24	3562221119	4432 Willow Ct, Plano, TX, 75040	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25042	PRV	Beverly Evans	1988-10-08	—	8909048210	9591 Valley View Dr, Las Vegas, NV, 89124	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59909	TPA	Gloria Dean	—	—	—	7637 Bayshore Dr, Glendale, AZ, 85395	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-129618	ENR	Teresa H West	1965-11-01	UHC-07289-33	2392612857	5088 Main St Apt 8, Mesa, AZ, 85245	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-121802	ENR	Madison Young	2002-07-11	UHC-76655-99	8318636431	1027 Harbor Blvd # 193, Charlotte, NC, 28209	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-27293	PRV	Christopher Contreras	1951-12-19	UHC-60511-18	4209753682	8960 Main St Apt 14, Las Vegas, NV, 89176	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-60030	TPA	Jacqueline Willsi	1998-05-09	—	6387119546	1671 Market St, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-60176	TPA	Ryan Soto	2002-11-11	—	—	8891 Union St # 361, Tempe, AZ, 85233	0.48	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
CLM-418261	CLM	Jonahtan H Ferguson	1981-06-09	—	4302798328	4690 Forest Ave, Gilbert, AZ, 85276	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-429541	CLM	Omar O Boyd	1939-02-16	UHC-90001-13	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-56124	TPA	Keith Ross	1939-07-21	—	—	4892 Baseline Rd, Phoenix, AZ, 85026	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-112430	ENR	Bobby Hernandez	1974-07-03	UHC-97966-71	3022428803	6500 Harbor Blvd, Orlando, FL, 32849	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127109	ENR	Alice Mendoza	1973-07-01	UHC-85886-84	3163785373	4821 Cedar Ln, Atlanta, GA, 30336	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114695	ENR	Jonathan W Lawson	1945-03-06	UHC-79224-89	8564140716	12 Forest Ave, San Antonio, TX, 78210	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-120857	ENR	Jordan Carroll	1999-11-13	UHC-70296-29	9327809077	3188 Desert Sky Blvd, Atlanta, GA, 30357	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23508	PRV	Jack Soctt	1949-08-22	UHC-60017-55	6333078231	6031 Elm St # 686, Las Vegas, NV, 89167	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more

9,084 rows, page 27 of 182Previous Next