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 “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-107209	ENR	Valentina B Duncan	1952-02-08	UHC-28239-76	3317667418	5220 Indian School Rd, Los Angeles, CA	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127824	ENR	Willie N Ellis	1995-03-19	UHC-79765-16	—	8597 Cedar Ln, San Diego, CA, 92186	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104599	ENR	Joseph M Wang	1976-04-25	UHC-31813-40	—	7202 River Rd Apt 32, San Diego, CA	0.38	Name re-cased Phone missing area code Member ID reformatted Unit split from street+3 more
ENR-138352	ENR	Arjun Meyer	2006-05-24	UHC-25647-22	—	3470 Jefferson Ave, Phoenix, AZ	0.38	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-112918	ENR	Betty Martinez	1996-03-10	UHC-16621-19	7324930602	5975 Lake View Rd # 834, Jacksonville, FL, 32274	0.38	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
ENR-126056	ENR	Alexander U Payne	2007-04-03	UHC-40615-86	2942080306	241 Ridge Rd, Tempe, AZ, 85223	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110328	ENR	Michael Gardner	1960-06-10	UHC-58642-84	8274025053	4736 Meadow Ln, Charlotte, NC, 28272	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106768	ENR	Chaarlotte Pierce	1952-11-13	UHC-17584-88	6294984862	6045 Meadow Ln, San Antonio, TX, 78265	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123932	ENR	Luis Hudson	—	UHC-27450-54	3475491164	3881 Pine Dr, Chandler, AZ, 85241	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107277	ENR	Danielle Walsh	1984-02-04	UHC-00298-63	9459986966	9278 River Rd, Columbus, OH, 43250	0.40	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113184	ENR	Charlotte G Larson	1991-02-27	UHC-18308-01	6169617997	7747 Pine Dr, Charlotte, NC, 28266	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-123653	ENR	Hiroshi G Park	1959-12-07	UHC-48459-62	5464354921	4378 Apache Blvd, Gilbert, AZ, 85241	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125064	ENR	Virginia B Hamilton	—	UHC-42593-67	6402866978	4719 Ocean Ave, Gilbert, AZ, 85209	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103632	ENR	Mark Ray	1947-03-25	UHC-24246-62	7596828658	7803 Valley View Dr Apt 32, Chandler, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114403	ENR	Natalie A Banks	1989-04-09	UHC-97535-49	6464522147	7508 Jefferson Ave, Seattle, WA, 98177	0.40	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121812	ENR	Andrew Warren	2007-04-07	UHC-05787-77	6748813281	5638 Canyon Rd, Jacksonville, FL	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126913	ENR	Jennifer Moreno	1952-06-03	UHC-25859-06	—	6647 Valley View Dr, Las Vegas, NV, 89133	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106803	ENR	Amy W Rede	1945-12-14	UHC-39326-26	5426816770	6175 Canyon Rd, Austin, TX	0.40	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-101662	ENR	Frank P Nunez	—	UHC-16151-75	—	8405 Maple Ave Apt 12, Tampa, FL, 33658	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134034	ENR	Cynthia Edwards	2001-04-15	UHC-03383-39	7894854736	9713 Highland Ave # 916, San Antonio, TX	0.40	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-135312	ENR	Fatima Oliver	1962-01-25	UHC-11964-30	4875021630	3457 Harbor Blvd, Miami, FL, 33104	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142516	ENR	Willie K Stone	2002-08-28	UHC-76277-46	—	2135 Willow Ct, Austin, TX, 78763	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111481	ENR	Vincent Gordon	1973-01-03	UHC-67709-41	2558169267	1710 Central Ave, Miami, FL	0.40	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-123766	ENR	Ross H Charles	1992-12-15	UHC-90074-48	—	8583 Elm St, Fresno, CA, 93771	0.40	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-138652	ENR	Jacob J Estrada	2003-02-10	UHC-56956-50	7635246727	3162 Park Pl, Miami, FL, 33198	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111023	ENR	Joyce B Mills	1971-03-28	UHC-61487-56	8173747109	8718 Valley View Dr # 754, Austin, TX, 78736	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-126345	ENR	Chris Castro	—	UHC-49384-67	2503808591	5106 Ridge Rd, Tucson, AZ, 85732	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-137085	ENR	Thomas H Palmer	1977-10-02	UHC-62672-33	5384589978	2368 Sage Ct, Glendale, AZ, 85307	0.40	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-114950	ENR	Jake Welch	1958-01-25	UHC-92655-20	—	1663 Highland Ave, Jacksonville, FL, 32216	0.40	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130278	ENR	Bruce Jakcson	1956-01-19	UHC-34324-18	8167114526	8460 Oak St, Jacksonville, FL	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138980	ENR	Sam Armstrong	1954-05-07	UHC-46849-18	4226324549	6687 Elm St Apt 20, Denver, CO, 80297	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123543	ENR	Rebecca Z Park	—	UHC-38162-90	—	3900 Valley View Dr, San Diego, CA, 92109	0.40	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+2 more
ENR-118363	ENR	Bruce N Bradley	—	UHC-17909-89	—	9096 Washington St, Glendale, AZ, 85382	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133412	ENR	Janice Q Hansen	1970-06-13	UHC-17796-50	7636570096	930 Camelback Rd # 989, Fresno, CA, 93729	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140088	ENR	Dennis F Watson	1960-02-18	UHC-66816-88	3863655889	3612 Highland Ave, Chandler, AZ, 85226	0.40	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-113390	ENR	Christine Morales	2007-01-19	UHC-18121-75	5674677874	8944 Forest Ave Apt 8, Charlotte, NC, 28211	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-127527	ENR	Russell G Bell	—	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-141153	ENR	Justin V Munoz	1996-07-23	UHC-65561-74	8085609710	2020 Main St, Fresno, CA, 93784	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112844	ENR	Daniel E Flores	1959-12-17	UHC-10911-11	—	4711 Mesa Dr # 570, Mesa, AZ, 85281	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130032	ENR	Grace Fields	1954-06-17	UHC-83534-80	5016191729	9169 Market St, Dallas, TX, 75209	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132496	ENR	Brian Rogers	1976-07-17	UHC-74277-16	—	2065 Baseline Rd, Tucson, AZ, 85791	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110107	ENR	Lucia Q Kim	1948-10-13	UHC-97425-81	5783790956	4719 Canyon Rd, Eden Prairie, MN	0.40	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138036	ENR	Jason Daz	1988-03-18	UHC-57179-82	2763260387	1050 Lake View Rd # 418, Phoenix, AZ, 85092	0.40	Name split from “Last, First”Unit split from street State name converted to code Email lower-cased+2 more
ENR-132862	ENR	Jean L Parker	2001-08-12	UHC-85215-66	8432577524	4997 Meadow Ln, Mesa, AZ	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142104	ENR	Eily Z Shaw	1992-02-13	UHC-67683-28	4262150652	1137 Washington St # 570, Gilbert, AZ, 85258	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113745	ENR	Angela Sims	1957-11-02	UHC-40464-36	—	4117 Lake View Rd, Gilbert, AZ, 85209	0.40	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136929	ENR	Kimberly P Henderson	1942-10-18	UHC-39645-38	—	4544 Mountain View Dr, Eden Prairie, MN, 55377	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134339	ENR	Zachary N Schultz	1966-05-06	UHC-17530-09	9788002170	9272 River Rd, Seattle, WA	0.40	Name split from “Last, First”City re-cased State name converted to code ZIP missing+2 more
ENR-109369	ENR	Rachel P Aguilar	2004-01-13	UHC-94877-90	5785816061	2416 Valley View Dr, San Diego, CA, 92121	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-141725	ENR	Anna Griffin	—	UHC-16810-68	5948154286	9125 Oak St, Tampa, FL, 33607	0.40	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+2 more

4,296 rows, page 9 of 86Previous Next