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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142737	ENR	Charles J Wanng	1970-06-14	UHC-77837-25	8633778761	8724 Camelback Rd, Charlotte, NC, 28249	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
TPA-63699	TPA	Douglas Smith	1939-02-21	—	3554501225	6704 Valley View Dr, Seattle, WA, 98166	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-53571	TPA	Sofia Y Romero	1978-10-13	—	—	8981 Willow Ct, Glendale, AZ, 85349	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-58633	TPA	Dylan Robinson	2007-07-15	—	—	3396 Maple Ave, Orlando, FL, 32819	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104370	ENR	Priya Spencer	1974-11-09	UHC-43621-39	3186362486	334 Market St, Denver, CO, 80285	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404963	CLM	Gary Hughes	1947-06-17	UHC-42310-56	5145358130	6761 Cedar Ln, Mesa, AZ, 85235	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107891	ENR	Elijah Moore	2002-01-06	UHC-84075-79	9629855846	9244 Sunset Blvd, Seattle, WA, 98185	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431751	CLM	Alan Gilbert	1966-08-18	UHC-57392-18	—	5697 Camelback Rd, Charlotte, NC, 28248	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-412643	CLM	Andrea Sanders	1976-03-15	—	8756613660	6103 Market St, Columbus, OH, 43248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28780	PRV	Christopher L Aguilar	1967-09-11	UHC-33800-17	—	3042 Sage Ct, Plano, TX, 75014	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124869	ENR	Joan O Sanders	1956-07-08	UHC-39294-51	8119415317	6335 Bayshore Dr, Dallas, TX, 75212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135336	ENR	Katheerine E Butler	1938-10-05	UHC-58714-09	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102981	ENR	Russell U Jensen	1960-08-26	UHC-60553-97	8646283416	3170 Main St, Scottsdale, AZ, 85274	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136433	ENR	Anthony Murray	1940-07-20	UHC-01079-25	—	2175 Washington St, Houston, TX, 77006	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126713	ENR	Michelle Y Spencer	2002-07-28	UHC-58399-69	—	4328 Pine Dr # 939, Plano, TX, 75094	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-110471	ENR	Julia X Soot	1986-12-17	UHC-52203-01	5696691671	9040 Mountain View Dr, Minneapolis, MN, 55486	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426586	CLM	Diana Garrett	1962-01-07	UHC-79807-80	—	2079 Ocean Ave, Nashville, TN, 37283	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142614	ENR	Jason James	1957-02-14	UHC-94506-04	7413284041	9716 Mountain View Dr # 769, Glendale, AZ, 85352	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-427819	CLM	Andrea Armstrong	1958-04-28	UHC-90391-35	—	1343 Willow Ct, Tampa, FL, 33602	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117831	ENR	Teresa H Walsh	1949-10-07	UHC-14924-54	8586571916	1450 Meadow Ln, Las Vegas, NV, 89156	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-141235	ENR	—Junk	2002-09-26	UHC-55937-60	4228573147	5295 Main St, Mesa, AZ, 85241	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122611	ENR	Jesse Ramos	—	UHC-50341-36	3939243968	2438 Ocean Ave, Denver, CO, 80281	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137829	ENR	Lori Fuller	1985-09-22	UHC-99756-56	7819204849	2591 Camelback Rd, Tampa, FL, 33624	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111077	ENR	Logan J Clark	1938-12-28	UHC-88925-67	5217388404	217 Elm St, Gilbert, AZ, 85265	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53736	TPA	Joe Matthews	1945-05-09	—	—	1238 Willow Ct, Las Vegas, NV, 89183	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429119	CLM	Herrera G Jim	—	—	—	4491 Church St Apt 16, Denver, CO, 80228	0.52	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+2 more
ENR-140459	ENR	Roger Marshall	1998-11-17	UHC-50010-56	—	9125 Camelback Rd, Minneapolis, MN, 55418	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-106143	ENR	Carlos N Yang	1966-07-15	UHC-31412-87	3354256246	8160 Sage Ct Apt 18, Plano, TX, 75033	0.52	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-59336	TPA	Austin Franklin	1944-05-04	—	—	8689 Bayshore Dr, Tempe, AZ, 85212	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-103465	ENR	Lawrence Morales	1957-08-11	UHC-63515-18	—	5156 Forest Ave, Gilbert, AZ, 85262	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26001	PRV	Roger Fisher	1980-08-23	UHC-56175-53	3917121226	7021 Meadow Ln, Tempe, AZ, 85206	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429138	CLM	Roger Lawrence	—	UHC-53970-06	3713574526	305 Pine Dr, Las Vegas, NV, 89108	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101510	ENR	Yuki W Riley	1914-05-23	UHC-96554-32	3919819502	2940 Oak St Apt 23, Eden Prairie, MN, 55332	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-125802	ENR	Arthur J Baker	1949-02-15	UHC-95250-58	5405256712	291 Indian School Rd, Orlando, FL, 32824	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429527	CLM	Frances Bryant	1943-02-02	—	—	1254 Jefferson Ave, Tampa, FL, 33688	0.52	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-133042	ENR	Zachary V Flores	1966-05-17	UHC-91931-94	4456029752	138 Mesa Dr, Austin, TX, 78720	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23058	PRV	Christina Hart	1954-04-21	—	8399833023	6532 Bayshore Dr, Las Vegas, NV, 89144	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
PRV-29339	PRV	Ashley Vargas	1958-09-03	—	6805032837	9179 Cedar Ln Apt 13, Chandler, AZ, 85219	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-401809	CLM	Joyce Carlson	1956-07-15	UHC-05360-87	—	2610 Baseline Rd, Glendale, AZ, 85327	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127701	ENR	Arthur Gray	1996-05-02	UHC-88638-18	3618242906	4343 Spring St, Nashville, TN, 37213	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108251	ENR	Michael Z Knight	1988-08-19	UHC-49306-72	2609439062	5698 Meadow Ln, Seattle, WA, 98194	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108175	ENR	Lauren O Porter	2007-09-10	UHC-20565-29	6206198383	1895 Elm St, Glendale, AZ, 85335	0.52	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-127574	ENR	David Powell	2004-04-27	UHC-50609-62	9259741002	1225 Canyon Rd, Austin, TX, 78798	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60808	TPA	Peter Hill	1940-12-17	—	8764594172	1619 Central Ave # 869, Tucson, AZ, 85781	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-107360	ENR	William Bradley	1964-03-20	UHC-33492-59	3982753015	9247 Jefferson Ave, Glendale, AZ, 85349	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-57666	TPA	Eric Bailey	1988-04-01	—	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-101601	ENR	Christian Holmes	1958-11-23	UHC-16278-74	—	6194 Meadow Ln, Nashville, TN, 37295	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136192	ENR	Alice U Davis	2002-06-01	UHC-14521-52	—	6411 Desert Sky Blvd, Miami, FL, 33108	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420696	CLM	Sarah Hill	1954-06-20	—	7535001484	9678 Market St, Charlotte, NC, 28281	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424290	CLM	Martha Y Patterson	1991-05-22	—	9523905351	7089 River Rd, Tempe, AZ, 85239	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

8,263 rows, page 39 of 166Previous Next