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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132634	ENR	John Z Le	1992-12-27	UHC-50789-41	3889672869	6398 Church St # 867, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-137822	ENR	Peter Valdez	1939-10-02	UHC-67988-31	3224704354	4179 River Rd, Charlotte, NC, 28202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108486	ENR	Eric T Long	1956-11-04	UHC-21628-91	6068197313	4296 River Rd, San Antonio, TX, 78273	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118627	ENR	Benjamin G Smith	1981-08-28	UHC-44653-98	4526151935	8827 Apache Blvd, Sacramento, CA, 95828	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101020	ENR	David Taylor	1956-08-27	UHC-80641-10	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134618	ENR	Hulmes U Arthur	1979-10-16	UHC-61995-62	4005834862	6471 Meadow Ln, Austin, TX, 78734	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140922	ENR	Marcus M Nelson	1990-02-05	UHC-78032-35	5155676352	1732 Park Pl, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119505	ENR	Nicholas Sanders	1969-05-21	UHC-97380-06	3324088907	1501 River Rd, Tampa, FL, 33670	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111013	ENR	Maria Gonzales	2000-01-19	UHC-95621-18	—	1866 Ridge Rd, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123217	ENR	Joyce Bryant	1964-12-20	UHC-28974-37	2048651733	8094 Central Ave, Austin, TX, 78739	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126843	ENR	Sandra Jackson	2003-05-16	UHC-07540-32	7869133115	531 Church St, Chandler, AZ, 85266	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111101	ENR	Zachary E Weber	1945-01-21	UHC-61312-95	4636411510	1671 Elm St, Miami, FL, 33142	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120171	ENR	Amy Lawrence	2003-09-23	UHC-73297-66	5037589751	2012 Mountain View Dr, Denver, CO, 80247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120172	ENR	Amy Lawrence	2003-09-23	UHC-73297-66	5037589751	2012 Mountain View Dr, Denver, CO, 80247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112240	ENR	Nataliie N Wells	1985-11-10	UHC-53249-64	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112239	ENR	Nataliie N Wells	1985-11-10	UHC-53249-64	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140671	ENR	Heather F Riichardson	1969-03-25	UHC-54395-94	8869454716	9049 Church St, Glendale, AZ, 85303	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-141448	ENR	Diego Y Sanchez	1990-08-07	UHC-73735-25	6954819169	6419 Camelback Rd, Denver, CO, 80202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130620	ENR	Ralph U Montgomery	—	UHC-96182-31	5347781514	887 Washington St, Minneapolis, MN, 55430	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-114192	ENR	Kevin Hill	1984-11-28	UHC-54389-99	—	5466 Lincoln Way, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100438	ENR	Christtine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-134704	ENR	Susan V Bradley	1938-04-27	UHC-85039-25	3188670480	7748 Forest Ave, Scottsdale, AZ, 85241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117294	ENR	Susan C Thompson	1978-07-14	UHC-86388-83	5223831255	3690 Cedar Ln, Mesa, AZ, 85291	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122233	ENR	Joe Z Harvey	1996-02-27	UHC-44826-03	5083898079	8728 Indian School Rd Apt 37, Columbus, OH, 43296	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-103206	ENR	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137263	ENR	Richard Rice	1977-10-05	UHC-29214-90	5268844805	2371 Mesa Dr, Plano, TX, 75010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120733	ENR	Aisha F Gordon	1975-06-12	UHC-01782-66	5228365004	1950 Canyon Rd, Chandler, AZ, 85283	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-142257	ENR	Logan M Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-107387	ENR	Jeremy Gibson	1985-04-20	UHC-48164-51	4723551739	6980 Valley View Dr, Nashville, TN, 37205	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133928	ENR	Stephanie Hayes	1946-07-03	UHC-97533-26	3083783244	2981 Park Pl, Charlotte, NC, 28247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119857	ENR	James Franklin	1944-05-27	UHC-76216-09	—	4677 Harbor Blvd, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-125558	ENR	Edward Ward	1954-05-07	UHC-30556-03	2575013625	3932 Canyon Rd Apt 14, Sacramento, CA, 95831	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135179	ENR	Lori R Guzman	1957-01-14	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117161	ENR	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106475	ENR	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr, Gilbert, AZ, 85216	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-102940	ENR	Julie Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-107273	ENR	Cherly N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118969	ENR	Philip U Rivera	1993-06-03	UHC-89285-29	7729574457	9740 Sunset Blvd, Charlotte, NC, 28252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104872	ENR	Elijah Hunt	1948-08-06	UHC-81346-28	5638914106	8491 Union St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122492	ENR	Carolyn G Sanchez	2006-03-21	UHC-29227-75	2173085050	7679 Meadow Ln, Las Vegas, NV, 89145	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123281	ENR	Andrea Y Patel	2008-04-01	UHC-55738-89	5377891810	9262 Hillcrest Rd, Columbus, OH, 43201	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136407	ENR	Barb Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100469	ENR	Angela A Wheeler	1952-05-13	UHC-42376-23	9164665774	8966 Elm St, Phoenix, AZ, 85097	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127365	ENR	Andrew Banks	1954-05-18	UHC-11509-58	5955148449	7387 Main St, Chandler, AZ, 85259	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133923	ENR	Abigail Luna	1954-12-16	UHC-36079-65	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105073	ENR	Nancy Q Gibson	1957-12-21	UHC-64279-71	3263182219	8709 Forest Ave, Chandler, AZ, 85274	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101248	ENR	Amber Waalker	1993-08-19	UHC-76429-95	7785053188	6562 Elm St Apt 12, Orlando, FL, 32846	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-118705	ENR	Timothhy N Rice	1994-11-24	UHC-92138-91	6822990225	8880 Forest Ave, Las Vegas, NV, 89193	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-137706	ENR	Anthony A Wright	1957-06-16	UHC-70779-76	8565647937	4821 River Rd, Scottsdale, AZ, 85231	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103960	ENR	Aaron I Gilbert	1981-09-11	UHC-80916-38	5335187121	1483 Hillcrest Rd, Nashville, TN, 37287	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more

13,989 rows, page 66 of 280Previous Next