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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112956	ENR	Aisha King	1945-03-09	UHC-94405-31	—	3516 Lincoln Way, Denver, CO, 80257	0.36	Name split from “Last, First”Two-digit birth year Phone missing area code Member ID reformatted+4 more
ENR-131991	ENR	Mariana Vasquez	1993-06-07	UHC-75756-09	6483586328	4186 Elm St, Charlotte, NC	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-126195	ENR	Stephen Carter	1972-12-11	UHC-44885-23	8154235061	7606 Pine Dr, Tempe, AZ	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111809	ENR	Aisha A Harper	1951-03-20	UHC-21802-06	—	8721 Grand Ave Apt 24, Phoenix, AZ, 85040	0.36	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-108176	ENR	Kathryn W Perkins	1957-12-14	UHC-93783-49	2203910090	4777 Sage Ct # 305, Minneapolis, MN, 55473	0.36	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-116352	ENR	Hansen F Willie	—	UHC-41836-57	3386239076	4689 Park Pl, Glendale, AZ, 85332	0.36	Middle initial moved out of first name Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-112996	ENR	Ana D Larson	1976-01-23	UHC-53127-24	4775318296	6717 Apache Blvd Apt 22, Seattle, WA, 98118	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-140308	ENR	Julia O Mitchell	1957-05-01	UHC-55384-04	—	4596 Desert Sky Blvd Apt 39, Miami, FL	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-110851	ENR	Frnces Mtchell	1947-12-24	UHC-79918-41	9522635378	3943 Cedar Ln Apt 9, Dallas, TX	0.36	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-117592	ENR	Vincent Thompson	—	UHC-83627-93	3845579728	3650 Sage Ct, Charlotte, NC, 28271	0.36	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126077	ENR	Jack Murray	1958-06-16	UHC-23811-56	9144912283	3124 Sunset Blvd, Houston, TX, 77011	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-102702	ENR	Karen Stevens	1999-11-04	UHC-01616-83	2392191746	491 Highland Ave # 572, Dallas, TX, 75231	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
ENR-108839	ENR	Edward X Howard	1955-02-20	UHC-57201-34	5522454913	477 Valley View Dr, Minneapolis, MN, 55460	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-137303	ENR	Kelly G Pierce	1975-11-01	UHC-39835-07	—	7028 Mesa Dr # 887, Plano, TX, 75002	0.36	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
ENR-105241	ENR	Christian L Ferguson	1978-09-04	UHC-73339-50	6283587707	6291 Ridge Rd Apt 9, Austin, TX	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-102330	ENR	Frances Jimenez	1975-04-07	UHC-14586-77	2474950765	1433 Mountain View Dr, Jacksonville, FL	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102132	ENR	Omar Edwards	1988-07-16	UHC-54841-10	3104622735	101 Forest Ave, Jacksonville, FL, 32278	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-108509	ENR	Judy L Hughse	—	UHC-26972-28	7409855473	2731 Forest Ave, Gilbert, AZ, 85239	0.36	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-108673	ENR	Hiroshi Reynolds	—	UHC-31126-33	9639901396	5304 Washington St, Eden Prairie, MN	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-140448	ENR	Robert T Vazquez	1996-06-19	UHC-23194-99	7875205565	6426 Bayshore Dr # 724, Minneapolis, MN, 55432	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-116312	ENR	Maria B Nunez	1952-09-06	UHC-04041-06	5378007167	2337 Palm Dr # 540, Austin, TX	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-142905	ENR	Ray L Barnes	1940-08-09	UHC-22306-09	—	5331 River Rd Apt 33, San Antonio, TX, 78202	0.36	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-123449	ENR	Andrea Mitchell	1954-08-25	UHC-48937-47	2444442826	7095 Ridge Rd, Fresno, CA, 93728	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103030	ENR	Jen Garrett	1997-02-05	UHC-15966-39	8443573670	398 Baseline Rd, Austin, TX, 78757	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-142515	ENR	Jason I Vega	1977-06-17	UHC-67493-46	9787153884	7859 River Rd Apt 35, Tampa, FL, 33644	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-110095	ENR	Ann M Wright	—	UHC-82778-82	8233949393	628 Lincoln Way Apt 9, Sacramento, CA, 95822	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-110859	ENR	Julia A Estrada	1999-12-16	UHC-94226-56	—	9472 Bayshore Dr, San Diego, CA, 92173	0.36	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-142294	ENR	Grace D Gilbert	—	UHC-23695-84	4377449257	821 Cedar Ln Apt 8, Denver, CO, 80242	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-132154	ENR	Amber Campbell	1942-07-15	UHC-22875-02	—	6975 Bayshore Dr, Charlotte, NC, 28231	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-133934	ENR	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105528	ENR	Mary Porter	1999-04-07	UHC-89619-36	—	2549 Spring St Apt 22, Houston, TX, 77090	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-125009	ENR	Danielle Carpenter	1995-05-21	UHC-39373-55	3275951779	3612 Park Pl, Minneapolis, MN, 55430	0.36	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-130225	ENR	Alan X Gibson	1958-08-25	UHC-17762-84	9543449016	4425 Ridge Rd, San Diego, CA, 92195	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103166	ENR	Jacob A Bryant	1989-04-14	UHC-13422-14	3408756139	620 Baseline Rd # 732, Nashville, TN, 37247	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-125553	ENR	Kelly Hernandez	—	UHC-03204-40	3644454295	5878 Lake View Rd, Atlanta, GA	0.36	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
ENR-134606	ENR	George K Dominguez	—	UHC-82930-52	—	684 Highland Ave Apt 7, Scottsdale, AZ, 85265	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-107764	ENR	Mei Hanson	1972-02-17	UHC-60269-48	7945684024	2086 Ocean Ave, Los Angeles, CA, 90039	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130052	ENR	Debra Hoffman	1983-03-20	UHC-18077-63	5772670292	7106 Apache Blvd, Tampa, FL	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-107035	ENR	Roy Sullivan	2003-08-27	UHC-76918-42	5077047747	8596 Apache Blvd, Las Vegas, NV	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-102483	ENR	Emma A Soto	1991-06-25	UHC-16810-12	4086508334	7361 Willow Ct # 632, Tampa, FL, 33665	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114660	ENR	Megan Burke	1939-06-11	UHC-10284-69	—	5123 Camelback Rd, Phoenix, AZ	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116006	ENR	Roger O Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-102872	ENR	Cheryl Stephens	1971-09-11	UHC-86703-51	3308803275	7369 Ridge Rd, Dallas, TX, 75256	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-122479	ENR	Torres Kelly	1948-09-25	UHC-99496-72	4958807345	4174 Ocean Ave, Eden Prairie, MN, 55304	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-130884	ENR	Carol G Andrews	1958-07-25	UHC-60572-23	4945709456	8420 River Rd, Houston, TX	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134282	ENR	Carl T Sims	1953-05-05	UHC-71488-13	5227633342	2766 Desert Sky Blvd, Plano, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-106180	ENR	Alice Diaz	1972-11-25	UHC-82251-24	5047889236	1830 Mesa Dr Apt 29, Jacksonville, FL, 32269	0.36	Two-digit birth year Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-109911	ENR	Sophia Robinson	1953-10-16	UHC-79179-78	—	9439 Oak St # 718, Denver, CO, 80285	0.36	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+4 more
ENR-135460	ENR	Brian Rice	1964-09-26	UHC-93672-68	9133722957	1370 Ridge Rd, Gilbert, AZ, 85264	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112394	ENR	Stephanie J Freeman	—	UHC-23974-43	4435742466	8960 Spring St, Chandler, AZ, 85294	0.36	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+4 more

26,564 rows, page 9 of 532Previous Next