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-124647	ENR	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	8456 Ocean Ave # 272, Dallas, TX, 75211	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141948	ENR	Mei Cook	1998-01-24	UHC-46902-57	2962585353	8682 Indian School Rd, Tampa, FL, 33602	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-58916	TPA	Sarah Adams	—	—	—	2699 Canyon Rd Apt 9, Fresno, CA, 93784	0.26	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-425534	CLM	Logan Reed	1959-07-22	UHC-34426-64	—	8131 Highland Ave # 936, Sacramento, CA	0.26	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+3 more
ENR-105523	ENR	Marcus T Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.26	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-420018	CLM	Megan Guerrero	—	UHC-90598-75	—	370 Forest Ave, Austin, TX, 78756	0.26	Name split from “Last, First”Date of birth unreadable State name converted to code ZIP+4 trimmed+3 more
ENR-121852	ENR	Ralph Q Ruiz	1954-06-03	UHC-43941-81	3688264206	777 Lake View Rd, Fresno, CA	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-411356	CLM	Mary Fields	1941-09-09	UHC-14826-97	8967475152	6672 Elm St Apt 1, Denver, CO, 80238	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126098	ENR	Mari X Edwards	1962-04-03	UHC-26590-54	—	7451 Baseline Rd # 457, Jacksonville, FL, 32232	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code Unit split from street+3 more
ENR-129746	ENR	Jennifer G Fiher	1979-08-18	UHC-09837-45	8452341485	3962 Spring St, Fresno, CA, 93795	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-131207	ENR	Cynthia S Austin	1981-11-24	UHC-47971-21	6069567141	2962 Washington St, San Antonio, TX, 78289	0.26	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-105900	ENR	Donald Daniels	2002-05-16	UHC-31510-08	3487790198	40 Ridge Rd # 377, Sacramento, CA, 95817	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Unit split from street+3 more
CLM-428362	CLM	Bradley Warren	2005-07-23	UHC-84690-46	5883727120	93 Valley View Dr, Atlanta, GA, 30385	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-112104	ENR	Lawrence D Adams	1971-01-08	UHC-57017-42	—	529 Sunset Blvd, Charlotte, NC, 28238	0.26	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-140075	ENR	Susan K Wheeler	1947-05-28	UHC-05761-35	—	6416 Forest Ave, Denver, CO, 80252	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-114795	ENR	Julie Wright	1956-04-09	UHC-83791-96	4454068073	1200 Meadow Ln, San Diego, CA, 92131	0.26	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414264	CLM	Lucas Carlos	—	UHC-26021-69	—	7146 Market St, Chandler, AZ	0.26	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-130132	ENR	Bailey Hannah	1947-05-14	UHC-29418-35	—	1908 Forest Ave # 413, Houston, TX, 77076	0.26	Name split from “Last, First”Phone missing area code Unit split from street Street suffix standardised+3 more
CLM-414643	CLM	Willie Wang	1938-03-27	UHC-91164-38	9459675744	8139 Park Pl, Scottsdale, AZ, 85263	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-107545	ENR	Brenda Alexander	2002-05-17	UHC-27642-09	4867209850	3685 Harbor Blvd Apt 34, Denver, CO, 80289	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116130	ENR	Karen C Young	2008-03-15	UHC-48759-81	2904451047	7441 Bayshore Dr, Glendale, AZ, 85324	0.26	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-108404	ENR	Marcus D Turner	1974-12-07	UHC-96083-64	—	5655 Bayshore Dr, Columbus, OH, 43262	0.26	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-122867	ENR	Paul I Woods	—	UHC-41066-57	—	8824 Spring St, Scottsdale, AZ, 85296	0.26	Name split from “Last, First”Middle initial moved out of first name Date of birth missing State name converted to code+3 more
ENR-132669	ENR	Marilyn Berry	1982-05-02	UHC-72413-38	—	3353 Mesa Dr, Sacramento, CA, 95860	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+3 more
CLM-428939	CLM	Victoria Nunez	1991-02-24	UHC-10473-09	—	5348 Central Ave, Houston, TX, 77087	0.28	Name split from “Last, First”Two-digit birth year SSN last four extracted State name converted to code+2 more
ENR-139415	ENR	Brandon E Hamilton	1967-06-16	UHC-55103-74	7869250713	2917 Main St, San Antonio, TX, 78219	0.28	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-421112	CLM	Douglas Warren	—	UHC-53814-57	—	9292 Broadway, Orlando, FL, 32808	0.28	Name split from “Last, First”Date of birth unreadable Phone missing area code ZIP+4 trimmed+2 more
ENR-117613	ENR	Jeremy Q Oliver	1975-08-04	UHC-40783-65	—	6752 Palm Dr, Chandler, AZ	0.28	Name split from “Last, First”Two-digit birth year Phone missing area code SSN last four extracted+2 more
ENR-100183	ENR	Paul Russell	1988-05-04	UHC-55726-01	8299850964	6403 Mountain View Dr, Chandler, AZ, 85264	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-122153	ENR	Angeal Garrett	1948-05-06	UHC-27727-94	3277786956	6579 Desert Sky Blvd, Eden Prairie, MN, 55302	0.30	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+7 more
ENR-122152	ENR	Angeal Garrett	1948-05-06	UHC-27727-94	3277786956	6579 Desert Sky Blvd, Eden Prairie, MN, 55302	0.30	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+7 more
ENR-136501	ENR	Samuel K Jenkins	1969-12-10	UHC-51229-75	2569759612	7360 Jefferson Ave, Minneapolis, MN, 55418	0.30	Name split from “Last, First”SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
TPA-56290	TPA	Brittany Romero	1960-07-06	—	3003642246	1712 Ridge Rd Apt 28, Dallas, TX, 75267	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-104614	ENR	Ahmed Moore	—	UHC-96359-72	4727963380	376 Palm Dr # 943, Las Vegas, NV, 89164	0.32	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+6 more
PRV-25463	PRV	Billy Dunn	1938-08-19	UHC-94642-31	—	8982 Mountain View Dr, Chandler, AZ, 85225	0.32	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
CLM-401736	CLM	John Gardner	1994-01-21	—	4755491673	249 Mesa Dr # 559, Houston, TX, 77028	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-428831	CLM	Nicholas King	1992-05-02	UHC-48082-65	2465985861	2780 Oak St, San Antonio, TX, 78231	0.32	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+6 more
ENR-134955	ENR	Gloria H Austin	1954-08-22	UHC-94923-09	8006598478	5801 Harbor Blvd, Fresno, CA, 93702	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-110181	ENR	Katherine Aguilar	1992-01-03	UHC-37873-89	8919065340	7851 Jefferson Ave Apt 10, San Antonio, TX, 78236	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-126189	ENR	Judith Rodriguez	—	—	2368689933	3081 Sage Ct, Scottsdale, AZ, 85279	0.32	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+6 more
CLM-402942	CLM	Ralph Little	1971-04-28	—	3704230420	8807 Jefferson Ave, Plano, TX	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-132275	ENR	Diane P Moraales	1958-05-02	UHC-58169-52	3276320176	6994 Jefferson Ave # 475, Seattle, WA	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-25507	PRV	Steven Howell	2008-02-19	—	4822045345	1820 Maple Ave, Sacramento, CA, 95878	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+6 more
CLM-405092	CLM	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA, 95896	0.32	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
CLM-427327	CLM	Melissa Anderson	1947-01-17	UHC-80083-70	4302345642	6687 Baseline Rd # 400, Seattle, WA, 98103	0.32	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+6 more
ENR-106071	ENR	Priya M Vasquez	2002-08-06	UHC-73382-09	5723685538	9473 Maple Ave, Plano, TX	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-52838	TPA	Carolyn Carter	1950-11-24	UHC-48342-14	—	3394 Park Pl, Tampa, FL, 33632	0.32	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-115013	ENR	Ashley O Ryan	1968-11-18	UHC-36732-55	5507050464	9051 Spring St Apt 19, San Antonio, TX, 78270	0.32	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-115014	ENR	Ashley O Ryan	1968-11-18	UHC-36732-55	5507050464	9051 Spring St Apt 19, San Antonio, TX, 78270	0.32	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-117394	ENR	Frank Q Bailey	1949-06-25	UHC-20314-33	4125996955	7687 Indian School Rd, Las Vegas, NV, 89150	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more

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