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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136851	ENR	Billy V Hamilton	1950-11-11	—	2453429974	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-100698	ENR	Lisa Griffin	1956-06-14	UHC-92306-14	7549344258	7485 Broadway # 633, Houston, TX, 77065	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-137852	ENR	Roger E Fernnadez	1963-11-20	UHC-76572-53	—	7593 Main St Apt 20, Sacramento, CA, 95802	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-113279	ENR	Henry R Harper	1952-10-15	—	—	3110 Desert Sky Blvd, Charlotte, NC, 28206	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-133123	ENR	Ralph P Henderson	1993-01-01	UHC-76683-43	2547941469	4281 Willow Ct # 802, Plano, TX, 75073	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141226	ENR	Gary Matthews	1946-11-13	UHC-27209-51	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-141225	ENR	Gary Matthews	1946-11-13	UHC-27209-51	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-137162	ENR	Fatima Vargas	1997-10-14	UHC-88824-10	6489486316	315 Oak St, Jacksonville, FL	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-115332	ENR	Marilyn Q Marshall	1942-03-23	UHC-01570-52	—	8369 Hillcrest Rd, Chandler, AZ, 85226	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113705	ENR	Katherine Hansen	1963-09-13	UHC-80895-21	8842003686	9220 Lake View Rd, Los Angeles, CA, 90064	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111386	ENR	Peter Sims	1987-12-08	UHC-97502-64	5742632837	4145 Lincoln Way, Chandler, AZ, 85291	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-141219	ENR	Joshua Crawford	1966-05-13	UHC-85570-06	—	7519 Elm St, Denver, CO, 80253	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141935	ENR	Lucia K Mitchell	1987-07-22	UHC-78144-93	—	7787 Canyon Rd, Eden Prairie, MN, 55396	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120966	ENR	Alexis Reynolds	1988-03-04	UHC-91345-99	—	5890 Harbor Blvd Apt 32, Glendale, AZ, 85387	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-115772	ENR	Gabriel Reynolds	1939-04-23	—	8529219991	3079 Valley View Dr, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121540	ENR	Wayne Lynch	1977-09-28	UHC-56183-22	—	955 Canyon Rd, Tampa, FL, 33624	0.66	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+1 more
ENR-137679	ENR	Victoria Peters	1974-07-28	—	6819061533	2121 Sage Ct, Miami, FL	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-139505	ENR	Isabella L Gardner	1997-09-23	UHC-11860-11	7438452183	—	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-118254	ENR	Harold N Peterson	1991-07-04	UHC-57880-32	5329140412	9190 Camelback Rd, Chandler, AZ, 85275	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100495	ENR	Ryan M Silva	1976-06-09	UHC-00127-90	8157447189	7846 Grand Ave, Nashville, TN, 37277	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128903	ENR	Stephen D Rose	—	UHC-80010-57	—	8862 Park Pl, Plano, TX, 75069	0.66	Name split from “Last, First”Date of birth missing Member ID reformatted Whitespace trimmed+1 more
ENR-125164	ENR	Beverly Singh	1997-06-10	UHC-78170-24	—	33 Ridge Rd, Sacramento, CA, 95818	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141444	ENR	Roger S Montgomery	1992-03-13	UHC-21317-32	—	7291 Washington St, Denver, CO, 80289	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-123540	ENR	Burns I Alice	—	UHC-66412-77	—	1416 Pine Dr, Scottsdale, AZ, 85252	0.66	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+1 more
ENR-137421	ENR	Scott Chapman	1940-07-09	UHC-40621-41	6008403734	32 Broadway, Fresno, CA, 93782	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-117924	ENR	Elijah Freeman	1952-12-05	UHC-56078-41	—	2681 Lincoln Way, Los Angeles, CA, 90016	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-100646	ENR	Ruth C Chapman	1979-08-23	UHC-66165-93	—	862 Palm Dr, Jacksonville, FL, 32297	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-124258	ENR	Kathryn O Hunter	1987-09-21	UHC-93530-79	—	6677 Harbor Blvd # 287, Scottsdale, AZ, 85234	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-126666	ENR	Scot D Daniels	1995-07-08	UHC-86146-39	7302217424	1872 Lincoln Way, San Antonio, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-135776	ENR	Christine S Wright	—	UHC-27440-91	3292341066	5140 Ridge Rd, Glendale, AZ, 85395	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108792	ENR	Barbara Hanson	1966-06-11	UHC-95909-64	8463762880	6526 Apache Blvd, Dallas, TX, 75243	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119982	ENR	Alexis H Litttle	2000-09-03	UHC-59976-86	6465861862	4412 Camelback Rd, Plano, TX, 75016	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136521	ENR	Gloria V Hall	1972-10-11	UHC-36250-98	2846590758	7812 Grand Ave, Tucson, AZ, 85707	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-135071	ENR	Camila U Gibson	1968-03-15	UHC-37139-56	9162589539	999 Bayshore Dr, Jacksonville, FL, 32272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126643	ENR	Dorothy Hanson	1997-02-23	UHC-77636-60	5689475987	4663 Harbor Blvd, Sacramento, CA, 95814	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130213	ENR	Timothy Fields	1970-08-17	UHC-81911-86	4763369254	5534 Sunset Blvd, Houston, TX, 77042	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-112047	ENR	Greg W Wheeler	1989-03-15	UHC-41625-56	4629891783	8819 Camelback Rd, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-126512	ENR	Jacqueline B Robinson	1961-09-01	UHC-85264-95	—	9778 Pine Dr, Sacramento, CA, 95886	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-127937	ENR	Carol F Rose	1975-01-26	UHC-39091-36	7904889698	4217 Willow Ct, Tampa, FL, 33639	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114027	ENR	Zachary Franklin	—	UHC-52223-19	6803819537	4538 Ocean Ave, Dallas, TX, 75289	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-129072	ENR	Jeremy X Pena	1952-07-10	UHC-96426-62	—	2723 Indian School Rd, Orlando, FL, 32847	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
ENR-126895	ENR	Amy E Lnych	2007-07-28	UHC-95037-78	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-126896	ENR	Amy E Lnych	2007-07-28	UHC-95037-78	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-123119	ENR	Janice Y Perry	2001-11-11	UHC-27746-87	—	112 Highland Ave Apt 34, Eden Prairie, MN, 55327	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123120	ENR	Janice Y Perry	2001-11-11	UHC-27746-87	—	112 Highland Ave Apt 34, Eden Prairie, MN, 55327	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140926	ENR	Gabriel Y Lawson	1987-05-24	UHC-73253-04	8477213153	4123 River Rd, Miami, FL, 33158	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136516	ENR	Walter Willis	1941-06-12	UHC-67611-72	8569997249	9245 Ocean Ave, Las Vegas, NV	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120581	ENR	Linda E Green	1970-08-10	UHC-04889-62	6077826178	8032 Valley View Dr, Los Angeles, CA, 90038	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-137206	ENR	Helen Y Gordon	1948-02-03	UHC-94111-71	9214940815	7857 Mesa Dr, Austin, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-121873	ENR	Ryn Thomas	2005-11-23	UHC-13638-92	—	4152 Grand Ave, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more

16,916 rows, page 127 of 339Previous Next