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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114960	ENR	Salazar Greg	1955-03-17	UHC-54013-72	3938067388	5228 Harbor Blvd, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109803	ENR	Sophia S Black	2005-12-01	UHC-95151-85	3942289249	4200 Central Ave, Eden Prairie, MN, 55367	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125287	ENR	Valentina Thomas	1947-05-25	UHC-79702-25	3246979666	5538 Cedar Ln, Gilbert, AZ, 85210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118899	ENR	Raymond Padilla	1959-11-23	UHC-86271-68	8492927414	6845 Maple Ave, Minneapolis, MN, 55439	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128690	ENR	Camila Z Crawford	1990-05-25	UHC-41134-86	4458628455	3268 Willow Ct, Atlanta, GA, 30307	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116636	ENR	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127279	ENR	Samuel Graham	1991-02-11	UHC-55464-64	3754639068	7581 River Rd, Sacramento, CA, 95861	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123829	ENR	Patricia Y Hansen	1971-02-26	UHC-07157-79	2118328351	4185 Indian School Rd, Nashville, TN, 37250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110902	ENR	Nathan S Olson	1979-05-03	UHC-76259-79	3906745015	4560 Oak St, Mesa, AZ, 85218	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-128567	ENR	Larry N Hanson	1959-07-28	UHC-36825-92	2132822422	5391 Mountain View Dr, Seattle, WA, 98133	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-113255	ENR	Peter A Myers	1968-11-17	UHC-88337-04	9058592669	5045 Church St, Glendale, AZ, 85310	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104738	ENR	Ruth Estrada	—	UHC-89288-72	8694119128	5219 Hillcrest Rd, Atlanta, GA, 30386	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115808	ENR	Carolyn Grant	1946-04-20	UHC-15051-83	6406384885	2730 Maple Ave, Tempe, AZ, 85259	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100263	ENR	Laura Y Collins	2005-01-11	UHC-99538-22	3023994266	5094 Camelback Rd, Tucson, AZ, 85710	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121337	ENR	Christian I Larson	2006-05-02	UHC-67827-03	3328093429	4251 Ocean Ave, Gilbert, AZ, 85285	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136580	ENR	Will Patterson	1953-03-02	UHC-87036-79	6245199885	9271 Oak St, Tempe, AZ, 85291	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-128757	ENR	Hannah Carlson	1975-11-20	UHC-14893-54	7082454469	2563 Forest Ave, Charlotte, NC, 28277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128758	ENR	Hannah Carlson	1975-11-20	UHC-14893-54	7082454469	2563 Forest Ave, Charlotte, NC, 28277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124673	ENR	Anthony T Taylor	2004-02-11	UHC-75125-22	4845118648	1177 Sage Ct, San Antonio, TX, 78208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139892	ENR	Douglas B Phillips	1976-03-27	UHC-74719-65	2856625725	4302 Sage Ct, Glendale, AZ, 85309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137231	ENR	Patrick Rios	1953-12-16	UHC-79098-93	9878355631	7584 Union St, Charlotte, NC, 28298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-111969	ENR	Danielle Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116513	ENR	Wayne Z Rojas	1965-02-06	UHC-29225-61	3337667105	5328 Pine Dr, Fresno, CA, 93773	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130562	ENR	Carol Nunez	1974-11-08	UHC-30090-98	6975916085	3632 Hillcrest Rd, Plano, TX, 75076	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125778	ENR	Gerald Willis	1957-08-12	UHC-23329-03	8152517130	7465 Church St, Houston, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-108775	ENR	Jonathhan O Owans	1939-02-17	UHC-76046-66	4896897781	4236 Hillcrest Rd, Las Vegas, NV, 89147	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-116728	ENR	Jeffrey L Carlson	1997-09-21	UHC-10902-45	7542742574	6708 Market St, Fresno, CA, 93724	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118091	ENR	Rogger Stewart	1968-02-21	UHC-97026-67	9217988735	6205 Sage Ct Apt 22, Scottsdale, AZ, 85226	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-124451	ENR	Keith U Hicks	1951-08-22	UHC-44307-53	6464051005	3052 Canyon Rd, Minneapolis, MN, 55469	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114226	ENR	Dylan I Larson	1965-12-16	UHC-23758-98	3596608439	2961 Palm Dr # 826, Atlanta, GA, 30376	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111454	ENR	Aisha A Allen	1979-02-22	UHC-59734-47	7486011768	6345 Meadow Ln, Scottsdale, AZ, 85262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117834	ENR	Amanda Spencer	1981-09-04	UHC-64608-65	7504508448	3959 Main St, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123842	ENR	Walter B Guzman	1980-07-20	UHC-84623-41	9268843798	9478 Washington St, Tucson, AZ, 85787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115217	ENR	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave, Gilbert, AZ, 85255	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-118459	ENR	Joseph V Porter	1960-06-27	UHC-81468-86	2375510773	6037 Sage Ct, Gilbert, AZ, 85238	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102409	ENR	Samuel Myers	1979-04-02	UHC-50709-05	5849545491	2560 Baseline Rd, Fresno, CA, 93772	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130498	ENR	Omar Ortiz	1956-02-23	UHC-62827-27	3804356776	2029 Ridge Rd, Nashville, TN, 37239	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141380	ENR	George W Myers	1970-10-13	UHC-78519-89	2065219426	—	0.64	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-137715	ENR	Priya L Phillips	1984-06-03	UHC-39705-39	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-115844	ENR	Omar Graham	1938-09-07	UHC-91430-12	5449252110	8814 Washington St, Austin, TX, 78747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121302	ENR	Thomas X Lawrence	1964-08-10	UHC-37217-39	4455906485	5476 Mountain View Dr, Charlotte, NC, 28276	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131818	ENR	Janet B Anderson	2002-10-24	UHC-16486-01	3942399667	3028 Willow Ct, San Antonio, TX, 78204	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-140424	ENR	Willie K Matthews	1992-03-09	UHC-07255-40	7069708466	5707 Palm Dr, Miami, FL, 33192	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130042	ENR	Lawrence Snyder	2007-03-28	UHC-47696-50	8643689815	2275 Harbor Blvd, Miami, FL	0.64	Phone reformatted Member ID reformatted ZIP missing Gender normalised+2 more
ENR-120477	ENR	Jerry Dunn	1939-06-05	—	4936428640	658 Washington St, Columbus, OH, 43295	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-119237	ENR	Sean N Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX, 75205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-142478	ENR	Jerry G Wang	1946-09-10	UHC-14036-84	6204099402	9799 Park Pl, Mesa, AZ, 85250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103094	ENR	Mariana P Nelson	1954-02-04	UHC-45506-94	8145800676	5038 Mountain View Dr, Nashville, TN, 37224	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117244	ENR	Steven Kelly	1988-03-01	UHC-47460-74	3138021811	1297 Spring St, Scottsdale, AZ, 85209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134569	ENR	Lucia T Olson	—	UHC-29957-26	8966968406	4774 Apache Blvd, Los Angeles, CA, 90013	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more

28,181 rows, page 138 of 564Previous Next