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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107396	ENR	Hiroshi J Kennedy	1998-09-26	UHC-09198-34	6214019670	4777 Ocean Ave, Nashville, TN, 37294	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28153	PRV	Samuel Yang	1982-10-08	—	2968404254	9388 Oak St Apt 2, Los Angeles, CA, 90061	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
ENR-109819	ENR	Alexander Diaz	1989-10-04	UHC-67481-57	4158570050	5065 Church St, Scottsdale, AZ, 85235	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-115813	ENR	Lauren Olson	1990-03-18	UHC-21681-25	6442761521	3523 Indian School Rd, Jacksonville, FL, 32260	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25360	PRV	Richard Harrison	1987-09-11	—	7957118011	1852 Main St, San Antonio, TX, 78288	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129611	ENR	Victoria Holmes	1989-02-28	UHC-76431-91	9028042155	1423 Oak St, Plano, TX, 75004	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-113902	ENR	Amy Armstrong	1986-06-04	UHC-47924-78	5062396600	8116 Cedar Ln Apt 28, Atlanta, GA, 30391	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
CLM-403270	CLM	Julai J Simpson	1946-02-27	UHC-55962-37	—	4726 Mesa Dr, Nashville, TN, 37231	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126058	ENR	Kevin Gutierrez	1957-07-08	UHC-24241-23	4613801851	315 Harbor Blvd, Minneapolis, MN, 55408	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416991	CLM	Rachel Fisher	1949-12-18	UHC-38689-22	—	3418 Palm Dr, Seattle, WA, 98120	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122342	ENR	Tyler Bell	1952-04-03	UHC-15801-13	9298344689	4712 Forest Ave Apt 17, Columbus, OH, 43291	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-21120	PRV	Andrew Rivera	1983-06-13	UHC-42281-66	9027222780	3452 Broadway, Nashville, TN, 37242	0.66	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised+1 more
TPA-57245	TPA	Andrew T Griffin	1956-09-07	—	—	644 Palm Dr, Atlanta, GA, 30388	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-405692	CLM	Santiago A Mendoza	1939-10-25	—	—	4106 Central Ave, San Diego, CA, 92124	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422882	CLM	Hannah Ramos	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd # 492, Dallas, TX, 75207	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-21338	PRV	Billy Tucker	1987-12-20	—	5508771851	1246 Hillcrest Rd, Tampa, FL, 33679	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-127526	ENR	Betty U Wood	1993-01-15	UHC-43146-32	8075932787	2494 Lincoln Way, Miami, FL, 33112	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-428705	CLM	Kathryn Carlson	1939-12-07	—	5548083216	2320 Highland Ave, Las Vegas, NV, 89109	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405094	CLM	Valentina Alvarado	1953-06-20	UHC-32928-11	—	2353 Palm Dr, Orlando, FL, 32831	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-115861	ENR	Julia W Lewis	1997-03-23	UHC-95120-24	3896493602	2160 Lake View Rd, San Antonio, TX, 78266	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52581	TPA	Barbara Wallace	1984-12-25	—	—	3506 Willow Ct, Phoenix, AZ, 85081	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59242	TPA	Henry L Estrada	1981-06-09	UHC-01815-45	2404212267	7816 Willow Ct, Phoenix, AZ, 85099	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-112737	ENR	Kayla W Gray	1963-10-09	UHC-69276-35	6977496815	9706 Lake View Rd, Scottsdale, AZ, 85214	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-131424	ENR	Laura Q Jordan	1961-07-06	UHC-59863-10	9824877437	7326 Elm St, Phoenix, AZ, 85020	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426298	CLM	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX, 77085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426297	CLM	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX, 77085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108947	ENR	Carol Ross	1954-12-21	UHC-83134-19	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-137196	ENR	Betty M Oliver	1971-09-12	UHC-97972-62	6322383388	7470 Church St, Denver, CO, 80258	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-118242	ENR	Nathan V Green	1972-06-28	UHC-53617-90	8404193387	2215 Forest Ave, Houston, TX, 77052	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428353	CLM	Keith Thompson	1963-12-21	—	8266693309	6960 Indian School Rd, Jacksonville, FL, 32274	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-142534	ENR	Stephen Valdez	1975-03-18	UHC-30831-40	7747303736	3115 Park Pl, Denver, CO, 80251	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131109	ENR	Arthur Sims	1953-05-18	UHC-45701-84	4998883626	7908 Broadway, Charlotte, NC, 28208	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
CLM-406796	CLM	Glorya Estrada	1945-01-03	UHC-90670-68	9159394695	9236 Spring St, Houston, TX, 77013	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132483	ENR	Janet D Coleman	1945-03-18	UHC-95375-49	6614833832	602 Park Pl, Austin, TX, 78702	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424292	CLM	Nicole L Hamiltton	1984-12-11	UHC-96718-86	5777997311	2794 Bayshore Dr, Nashville, TN, 37271	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-62604	TPA	Priya Long	2004-12-02	—	—	9302 Baseline Rd, Sacramento, CA, 95836	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142471	ENR	Kally Valdez	2000-08-09	UHC-94661-95	3832552253	3063 Indian School Rd, Fresno, CA, 93734	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-405749	CLM	Rebecac Burton	1945-09-24	—	2059014534	4816 Central Ave, Orlando, FL, 32873	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428102	CLM	Cole Steven	1982-09-07	UHC-97690-65	—	5310 Sunset Blvd, Glendale, AZ, 85378	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60693	TPA	Sharon Nunez	1953-04-24	—	—	7758 Willow Ct, Las Vegas, NV, 89184	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421480	CLM	Bradley R Armstrong	1989-03-14	—	8627684911	7832 Baseline Rd, Mesa, AZ, 85235	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-105042	ENR	Keith B Jordan	1963-03-15	UHC-94244-68	4197367580	7093 Apache Blvd, Nashville, TN, 37267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-27926	PRV	Carol T Berry	1986-08-25	—	2459088555	2971 Indian School Rd, Seattle, WA, 98131	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105218	ENR	Justin Knight	1998-02-03	UHC-81943-51	7134918314	2710 Cedar Ln, Charlotte, NC, 28272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103133	ENR	Helen F Griffin	1954-01-01	UHC-25193-40	2194205191	6756 Highland Ave, Austin, TX, 78711	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-122881	ENR	Mei D Dunn	1990-12-12	UHC-24848-39	7585611883	617 Apache Blvd, Austin, TX, 78722	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403217	CLM	Priya West	2006-07-03	—	—	7070 Oak St, Charlotte, NC, 28252	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55878	TPA	Jackie Le	1977-04-28	—	—	4245 Meadow Ln, Las Vegas, NV, 89196	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425704	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd, Tampa, FL, 33616	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
ENR-141250	ENR	Charles Jacobs	2002-08-05	UHC-20686-10	4877499480	7898 Market St, Orlando, FL, 32822	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 115 of 200Previous Next