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-114627	ENR	Hughes Nicole	2001-10-12	UHC-13273-39	4305770794	5263 Willow Ct, Columbus, OH, 43271	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428304	CLM	Janice Soto	1955-05-28	—	2772719495	3265 Mountain View Dr, Las Vegas, NV, 89127	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400776	CLM	Melissa J Alexander	1944-12-03	—	3332505168	8745 Ocean Ave, Charlotte, NC, 28210	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401225	CLM	Ann S Lopez	1940-11-23	—	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113865	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-133363	ENR	Russell Hudson	1962-10-13	UHC-66326-40	2028984755	8985 Hillcrest Rd, Columbus, OH, 43252	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409065	CLM	Kenneth X Carroll	1972-07-18	—	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431698	CLM	Kathryn Black	1962-06-13	UHC-47024-45	—	3202 River Rd, Nashville, TN, 37261	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428290	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 25, Jacksonville, FL, 32255	0.64	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-134799	ENR	Ray V Carpenter	1968-04-14	UHC-37527-46	9809553635	64 Palm Dr, Tucson, AZ, 85720	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115960	ENR	Danielle Diaz	2008-08-10	UHC-59317-53	3636615300	9170 Desert Sky Blvd, Los Angeles, CA, 90099	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414947	CLM	Donna Austin	1956-02-08	UHC-08695-42	—	3198 Maple Ave, Fresno, CA, 93784	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-110734	ENR	Paul R Kelley	1970-01-07	UHC-52485-37	8606716045	3925 Hillcrest Rd, Jacksonville, FL, 32216	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131133	ENR	Daniel Owens	1996-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN, 55411	0.64	Date of birth reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
CLM-422610	CLM	Carlos Williiamson	1977-07-01	UHC-61358-72	7075107974	5335 Highland Ave, Tempe, AZ, 85242	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-429280	CLM	Christine Hughes	1964-05-10	UHC-27448-55	3112840799	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-138413	ENR	Charlotte Ausstin	1940-10-01	UHC-73196-91	—	1874 Palm Dr, Scottsdale, AZ, 85240	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429216	CLM	John Moore	1996-04-11	UHC-80866-83	—	3523 Market St, Sacramento, CA, 95863	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-409305	CLM	Lori V Ellis	2005-08-15	UHC-21885-66	—	5821 Union St, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120623	ENR	Joshua H Harris	1945-03-05	UHC-42406-33	8342391516	7597 Hillcrest Rd, Dallas, TX, 75270	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403634	CLM	Henry Marshaall	1954-10-23	—	6587331920	8683 Forest Ave, Orlando, FL, 32873	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107062	ENR	Kelly Little	1943-10-18	UHC-04223-47	5247851643	816 Highland Ave, Tampa, FL, 33612	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-113807	ENR	Lucia H Watson	1976-09-28	UHC-44470-52	5326763495	2545 Oak St, Tempe, AZ, 85265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126108	ENR	Patrick M Fowler	1960-10-11	UHC-61685-33	—	7433 Jefferson Ave, Gilbert, AZ, 85226	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
ENR-134216	ENR	Janet Dominguez	1996-03-24	UHC-70191-82	8886229148	1555 Sunset Blvd, Nashville, TN, 37244	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-401017	CLM	Melissa M Moreno	2000-09-17	—	5749501526	7186 Lake View Rd # 207, Chandler, AZ, 85207	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
CLM-421466	CLM	Karen Foster	1992-04-04	—	6845393615	6582 Pine Dr, Fresno, CA, 93712	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55926	TPA	Joan Dixon	1979-07-25	—	—	9487 Central Ave, Miami, FL, 33121	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27078	PRV	Mark Kelly	1978-10-13	UHC-20486-09	2392338348	9319 Main St, San Diego, CA, 92127	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142702	ENR	Amber Z Salazar	1995-06-04	UHC-48415-05	2105357373	5289 Jefferson Ave, Atlanta, GA, 30368	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22228	PRV	Kelley Abgail	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122441	ENR	Thomas Foster	1999-05-26	UHC-99921-94	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-401414	CLM	Nathan Montgomery	2000-04-18	UHC-06179-36	9795500880	1072 Pine Dr, Phoenix, AZ, 85053	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409000	CLM	Alan Ortiz	2008-07-18	UHC-87483-95	3786024767	8517 Highland Ave, Columbus, OH, 43203	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133417	ENR	Paul Ramirez	1961-07-11	UHC-57526-13	6929384437	3676 Bayshore Dr, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-60475	TPA	Bryan Hamilton	2002-06-03	—	3358543351	2921 Ocean Ave, Denver, CO, 80223	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402148	CLM	Bobby Wilson	1971-02-25	UHC-12643-12	—	633 Meadow Ln, Miami, FL, 33117	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136317	ENR	Christine Griffin	1954-05-03	UHC-39915-74	7977964859	2378 Main St, Los Angeles, CA, 90022	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411092	CLM	Luis Garcia	1978-11-12	—	2956216787	8262 Main St, Scottsdale, AZ, 85296	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106074	ENR	Jen P Carr	1949-11-05	UHC-46410-65	5399735898	2820 Hillcrest Rd, San Antonio, TX, 78277	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142621	ENR	Michael Y Stewart	1989-02-11	UHC-09021-38	2963423490	6202 Washington St, San Diego, CA, 92163	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419758	CLM	George Valdze	1998-11-25	UHC-34806-17	8909128333	3498 Church St, Charlotte, NC, 28245	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120162	ENR	Arjun H Griffin	1980-09-20	UHC-29385-65	9017558398	6000 Highland Ave, San Antonio, TX, 78256	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138982	ENR	Elijah E Chapman	1959-02-20	UHC-66397-53	2179590319	392 Indian School Rd, Atlanta, GA, 30301	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120718	ENR	Doirs Nichols	1944-11-19	UHC-72925-71	8308692916	5904 Willow Ct Apt 21, Houston, TX, 77024	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-139084	ENR	Willie K Holmes	2001-10-19	UHC-46139-28	7787496469	8106 Lincoln Way, Houston, TX, 77083	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-114671	ENR	Becky W George	1977-02-07	UHC-12353-35	8895679413	7053 Maple Ave, Eden Prairie, MN, 55377	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420521	CLM	Judith Ford	1949-12-12	UHC-34094-33	8073744480	4607 Mountain View Dr, Miami, FL, 33147	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427443	CLM	Philip Valdez	2002-07-04	UHC-98601-37	—	2007 Mountain View Dr, Eden Prairie, MN, 55320	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427836	CLM	Michelle Harrper	1952-04-17	UHC-59426-45	—	3693 Union St, Plano, TX, 75080	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 110 of 182Previous Next