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
CLM-406416	CLM	Heather Singh	1948-01-09	UHC-61064-10	4244339075	6811 Elm St, Plano, TX, 75098	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-431859	CLM	Randy Rss	1940-01-07	—	3174487162	728 Spring St, Orlando, FL, 32893	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22313	PRV	Willie Matthews	1983-07-16	—	9876586293	3649 Mountain View Dr, Jacksonville, FL, 32209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418070	CLM	Perez Kayla	1964-12-11	—	—	5951 Forest Ave, Plano, TX, 75025	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-120559	ENR	Timothy Q Berry	—	UHC-15965-49	2184037704	3376 Spring St, Dallas, TX, 75284	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-411108	CLM	Adam Rogers	1991-02-14	UHC-08320-64	2954659419	550 Valley View Dr, Tampa, FL, 33679	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111776	ENR	Samantha Fields	2007-03-12	UHC-67440-52	4534841470	3019 Baseline Rd, Scottsdale, AZ, 85279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116038	ENR	Kathryn X Lopez	2001-01-08	UHC-90925-97	9363317270	2249 Valley View Dr, Scottsdale, AZ, 85265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122269	ENR	Lori P Henry	1974-04-27	UHC-32973-91	8059033696	5680 Hillcrest Rd, Tempe, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422215	CLM	Yuki Smith	1995-02-28	—	—	8941 Highland Ave, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110161	ENR	Laura C Hunt	1988-07-01	UHC-09969-91	—	8070 Market St, Tampa, FL, 33681	0.64	Name re-cased Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-54657	TPA	Campbell Keith	1962-05-19	—	4843988297	5441 Meadow Ln, Nashville, TN, 37234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53456	TPA	Gloria Kim	1953-04-30	—	4409054905	4694 Sunset Blvd, Tempe, AZ, 85237	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-403848	CLM	Catherine I Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-106047	ENR	Sera Grannt	1940-11-27	UHC-49131-62	8536737571	5360 Spring St, Denver, CO, 80288	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404292	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404293	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23673	PRV	Andrea T Collins	1946-06-16	UHC-15673-23	9066617904	1925 Forest Ave, Chandler, AZ, 85211	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-139645	ENR	Julia R Hanson	2007-05-01	UHC-74657-99	3277539320	6216 Lincoln Way, Minneapolis, MN, 55479	0.64	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-133812	ENR	Alan V Gordon	1982-10-20	UHC-56291-44	5662652030	1254 Baseline Rd, Sacramento, CA, 95894	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24967	PRV	Mark Sandoal	2006-03-22	—	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-54552	TPA	Kelly Miller	1977-09-23	—	7748767147	1236 Sage Ct, Gilbert, AZ, 85263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400586	CLM	Henry Lane	1940-09-11	UHC-78055-45	—	1172 Lincoln Way, Los Angeles, CA, 90068	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108777	ENR	Anna Adams	2003-09-24	UHC-72517-80	6932030709	504 Ridge Rd, Minneapolis, MN, 55488	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56261	TPA	Larry Oliver	1972-03-28	—	2895695753	1583 Union St, Denver, CO, 80225	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-55177	TPA	Omar Simpson	1999-11-26	—	—	7949 Central Ave, Charlotte, NC, 28273	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-407415	CLM	Amanda Walker	1981-01-27	—	5855605844	6447 Pine Dr, Jacksonville, FL, 32214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59480	TPA	Beverly Taylor	1952-11-03	UHC-23926-10	—	294 Market St, Fresno, CA, 93790	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428031	CLM	Kayla Perkins	1982-05-07	UHC-03779-64	2044920233	8440 Central Ave, Scottsdale, AZ, 85264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141530	ENR	Samantha R Meyer	1994-09-03	UHC-62039-46	4275526247	5138 Market St, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108804	ENR	Joseph Schultz	1955-04-28	UHC-56387-51	9543192616	8741 Hillcrest Rd, Seattle, WA, 98142	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-102327	ENR	Bobby P Kelly	1975-04-25	UHC-98988-55	3875832552	7032 Mesa Dr, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-122438	ENR	Cynthia G Wells	1959-08-17	UHC-58875-36	6892883120	4680 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102591	ENR	Andrew J Munoz	1991-03-07	UHC-13020-18	8024952729	5572 Ridge Rd, Orlando, FL, 32811	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427762	CLM	Barbara Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121915	ENR	Nathan Ried	2008-12-27	UHC-64789-70	7248086884	7259 Mesa Dr, Glendale, AZ, 85373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430621	CLM	Angela M Brown	1946-05-27	UHC-61297-62	6324499871	7762 Mesa Dr, San Antonio, TX, 78259	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421932	CLM	Maria J Wells	2005-07-01	—	5318586325	2693 Highland Ave, Eden Prairie, MN, 55364	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417876	CLM	Jessica H Garza	1962-01-08	—	—	5622 Harbor Blvd, Minneapolis, MN, 55420	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124190	ENR	Rebecca Fuller	1939-08-19	UHC-58010-49	—	3291 Valley View Dr, Las Vegas, NV, 89143	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432248	CLM	Alan Lynch	1959-07-02	UHC-97250-45	—	7020 Elm St, Orlando, FL, 32886	0.64	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-116955	ENR	Mark K Foster	2008-06-21	UHC-60889-94	9626956927	1935 Baseline Rd, Jacksonville, FL, 32264	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101333	ENR	Frances S Williamson	1987-05-23	UHC-65634-96	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406370	CLM	Carlos Austn	1990-08-02	—	—	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120805	ENR	Wayne L Ford	1970-01-13	UHC-66292-19	9223113570	1973 Palm Dr, Chandler, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400000	CLM	Judy Herrera	1977-04-07	—	—	2759 Sage Ct, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135454	ENR	Benjamin F Jones	2000-11-10	UHC-29222-43	4176285515	3705 Hillcrest Rd, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133215	ENR	Christina U Lee	1955-12-17	UHC-17565-50	5399295509	1174 Oak St, Minneapolis, MN, 55419	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116951	ENR	Logan F Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-131891	ENR	Gregory W Kelley	1970-06-12	UHC-38186-66	8648333370	4795 Maple Ave, Houston, TX, 77030	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

8,263 rows, page 90 of 166Previous Next