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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413248	CLM	Susan P Adams	1993-09-01	—	5388136562	8014 Valley View Dr, Minneapolis, MN, 55410	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401726	CLM	Emma Patel	1988-09-21	—	5562339202	3616 Indian School Rd, Phoenix, AZ, 85021	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25789	PRV	Henry C Brooks	1980-08-28	UHC-09209-87	2086981397	9799 Pine Dr, Denver, CO, 80217	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110022	ENR	Frank M Tarn	1951-05-03	UHC-06995-33	6883038399	1692 Sunset Blvd Apt 27, San Diego, CA, 92149	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-420115	CLM	Roger C Wang	1971-06-16	UHC-11203-29	9806840763	932 Park Pl, Denver, CO, 80289	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57100	TPA	Betty T Green	1957-02-08	—	—	7997 Lake View Rd, Jacksonville, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107104	ENR	Marcus Spencer	1947-03-27	UHC-75217-26	—	8143 Oak St, Miami, FL, 33127	0.60	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-409737	CLM	Scott Howell	2004-09-04	—	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426692	CLM	Tyler Wang	1941-12-14	UHC-25081-14	—	1579 Lincoln Way, Dallas, TX, 75217	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-419458	CLM	Diego Ramirez	1975-02-21	UHC-57245-41	3237590591	5394 Grand Ave, Jacksonville, FL, 32247	0.60	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-134221	ENR	Russell L Ruiz	1988-10-09	UHC-24684-36	6944616234	5862 Jefferson Ave, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103159	ENR	Alexis N Nguyen	1960-09-04	UHC-40777-06	4247615077	9279 Forest Ave, Houston, TX, 77040	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108298	ENR	Billy Lopez	1986-07-01	UHC-13319-91	4766387685	5763 Hillcrest Rd, Gilbert, AZ, 85202	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400102	CLM	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107840	ENR	Rachel M West	1951-09-13	UHC-58253-49	2376717144	6249 Harbor Blvd # 352, Houston, TX, 77067	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-123322	ENR	Amy Boyd	1941-04-09	UHC-38686-34	5793209927	2242 Indian School Rd, Tampa, FL, 33655	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141763	ENR	Gary Q Peters	1974-05-07	UHC-57117-44	6122374597	157 Spring St, Columbus, OH, 43230	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63590	TPA	Sean Nguyen	1944-06-06	—	—	6330 Oak St Apt 33, Dallas, TX, 75262	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-104002	ENR	Ranyd Ward	1980-01-25	UHC-24436-39	7975544450	1813 Union St # 905, Plano, TX, 75009	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
TPA-52011	TPA	Lauren Miller	1990-11-25	—	—	8723 Oak St, Las Vegas, NV, 89188	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115764	ENR	Charlotte Vargas	1977-08-08	UHC-37948-31	9469432870	3912 Harbor Blvd, Minneapolis, MN, 55471	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54696	TPA	Natalie Weaver	1964-07-22	UHC-79092-37	8034351630	5692 Sunset Blvd, Minneapolis, MN, 55476	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116025	ENR	Sarah Sullivan	1968-10-17	UHC-55633-98	3043402380	4140 Highland Ave # 395, San Diego, CA, 92155	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-135978	ENR	Hannah Z Palmer	1971-02-15	UHC-66921-31	2983609730	3561 Oak St, Charlotte, NC, 28284	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406428	CLM	Ashley Mason	1971-10-05	UHC-45542-39	6759693063	8239 Mesa Dr, Los Angeles, CA, 90068	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-108944	ENR	Virginia Clark	1948-02-25	UHC-21787-94	9696052278	670 Sage Ct, Glendale, AZ, 85356	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112074	ENR	Zachary O Nichols	1973-09-11	UHC-39053-23	6344942060	7771 Harbor Blvd, Atlanta, GA, 30378	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413158	CLM	Jesse Webb	1946-04-25	UHC-26449-28	—	4994 Lincoln Way # 382, Eden Prairie, MN, 55396	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-141931	ENR	Michael C Kim	—	UHC-02686-18	9009701989	351 Union St, Austin, TX, 78787	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
PRV-25262	PRV	Wayne D Castro	1950-09-06	—	8149912985	2524 Baseline Rd Apt 24, Sacramento, CA, 95862	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132427	ENR	Ahmed Lewis	1992-06-19	UHC-65200-10	8107477113	2645 Forest Ave, Columbus, OH, 43209	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410622	CLM	Russell Stone	2000-01-15	—	3197555816	582 Ridge Rd Apt 37, Nashville, TN, 37248	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-111417	ENR	Danielle Warren	1978-07-03	UHC-02346-95	2193497984	4650 Maple Ave, Plano, TX, 75033	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410093	CLM	Carolyn Aguilar	1970-08-14	UHC-79100-36	7643405387	9885 River Rd, Charlotte, NC, 28288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136203	ENR	Kyle D Berry	1974-03-04	UHC-50009-25	7483400614	8080 Jefferson Ave, Chandler, AZ, 85226	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406020	CLM	Jack Richerds	1960-01-18	UHC-96441-75	9347378156	9467 Valley View Dr, San Antonio, TX, 78229	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-122711	ENR	Alice Z Lwson	1982-03-08	UHC-22496-68	4876929965	530 Apache Blvd, San Diego, CA, 92114	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23978	PRV	Ethan Morgan	1939-03-26	—	8378715781	6874 Baseline Rd, Fresno, CA, 93715	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-133260	ENR	Dennis Daniels	1972-02-10	UHC-93018-85	8644685863	3114 Elm St, Houston, TX, 77041	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400433	CLM	Laura Rivera	1959-10-04	UHC-17261-47	3817026662	8899 Cedar Ln, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27934	PRV	Jon Weber	1998-03-17	—	8673342688	4212 Maple Ave, Gilbert, AZ, 85239	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141924	ENR	Bardley F Padilla	1942-06-09	UHC-70138-17	5128902942	1085 Mountain View Dr, Fresno, CA, 93758	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129053	ENR	Emily Fuller	1986-02-02	UHC-95211-89	3443081489	5531 Baseline Rd, Tampa, FL, 33671	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55669	TPA	Dot Z Rios	2001-08-04	UHC-82541-55	—	4551 Maple Ave, Seattle, WA, 98185	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25332	PRV	Dylan Watkins	1957-02-07	UHC-98153-10	6263297888	7577 Highland Ave, Glendale, AZ, 85378	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59470	TPA	Sofia Z Cooper	1959-06-14	—	—	4007 Washington St # 866, Sacramento, CA, 95812	0.60	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
ENR-104796	ENR	Hiroshi Rliey	1962-01-23	UHC-80208-09	5592561161	8986 Washington St, Atlanta, GA, 30354	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138856	ENR	Dylan Ford	1972-06-04	UHC-15943-69	6816045407	5936 Union St, Dallas, TX, 75255	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-417281	CLM	Ruth L Padilla	1941-05-02	UHC-57379-78	6295406102	6925 Willow Ct, Minneapolis, MN, 55489	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430976	CLM	Philip Day	—	UHC-67344-68	8455978616	6435 Sage Ct, Plano, TX, 75021	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more

39,996 rows, page 98 of 800Previous Next