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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419117	CLM	Cynthia B Turner	1951-09-10	UHC-24518-02	2889418563	8782 Hillcrest Rd, Miami, FL, 33107	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21247	PRV	Tereas N George	1971-06-02	—	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130789	ENR	Matt Roberts	1981-08-12	UHC-34127-65	9213863935	5944 Bayshore Dr, Las Vegas, NV, 89188	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137121	ENR	Michael N Carpenter	1995-07-11	UHC-99707-65	—	8019 Market St Apt 13, Plano, TX, 75001	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-21555	PRV	Arjun Bradley	1959-04-16	—	7419573764	8435 Bayshore Dr, Gilbert, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
CLM-426967	CLM	Christine Delgado	1940-08-24	UHC-79906-78	2328145633	6770 Baseline Rd, Minneapolis, MN, 55425	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431227	CLM	Diego Moreno	1957-09-05	UHC-06269-70	5869119057	8878 Central Ave, Chandler, AZ, 85268	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-26096	PRV	Carl Rivera	1980-12-03	UHC-16910-17	3902427961	5451 Grand Ave Apt 3, Eden Prairie, MN	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-407730	CLM	Beverly Padilla	1954-10-26	UHC-35803-15	5395348170	6136 Park Pl Apt 4, Mesa, AZ, 85225	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-108233	ENR	Madison Aguilar	2001-03-02	UHC-63465-62	2406933650	2689 Forest Ave # 113, Mesa, AZ, 85258	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-26004	PRV	Amber Wells	1939-12-20	UHC-53150-30	—	7373 Jefferson Ave, Chandler, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-104192	ENR	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.48	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-20694	PRV	Hioshi Lawrence	2005-09-10	—	9075599530	8338 Cedar Ln # 163, Tucson, AZ, 85797	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127587	ENR	Debra L Garza	1984-04-28	UHC-51147-76	7983785945	6588 Ocean Ave, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-405644	CLM	Stephen Chavez	1993-06-01	—	4379827788	3236 Jefferson Ave, San Antonio, TX, 78247	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119040	ENR	Patricia K Obrien	1968-08-18	UHC-18106-84	—	5502 Valley View Dr, Orlando, FL, 32851	0.48	Name split from “Last, First”Middle initial moved out of first name Name re-cased Date of birth reformatted+4 more
ENR-114090	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
CLM-432741	CLM	Barbara Marquez	2002-02-02	UHC-40992-91	4175518662	9446 Hillcrest Rd, San Diego, CA, 92193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121148	ENR	Gary G Diaz	1989-06-16	UHC-46839-16	4233148081	4178 Baseline Rd, Chandler, AZ, 85225	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22859	PRV	PriyaJunk	1949-04-22	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124727	ENR	Larry Chapman	1981-11-16	UHC-75031-60	2542524594	3349 Union St, Eden Prairie, MN, 55390	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421780	CLM	Kyle Burs	1946-02-23	UHC-52612-93	—	7723 Hillcrest Rd, Tucson, AZ, 85725	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138703	ENR	Christopher Davis	1986-04-14	UHC-15407-27	3003032139	6306 Jefferson Ave, Atlanta, GA, 30301	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-109258	ENR	Jeremy K Mitchell	2003-04-22	UHC-39524-30	2295039534	7007 Camelback Rd, Nashville, TN, 37206	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-405719	CLM	Mary Schmidt	1977-05-21	UHC-12590-72	3866601828	6452 Harbor Blvd, Miami, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-402513	CLM	Melissa Fuller	1986-09-12	UHC-18904-06	3022226373	9543 Cedar Ln, Houston, TX, 77051	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422322	CLM	Heather Cox	1957-09-25	UHC-48098-19	6348182128	613 Ridge Rd, Los Angeles, CA, 90008	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104841	ENR	Alan X Chavez	1944-02-13	UHC-75933-71	—	1479 Pine Dr # 835, Dallas, TX, 75263	0.48	Name re-cased Phone missing area code Member ID reformatted Unit split from street+4 more
TPA-63922	TPA	Melissa Dominguez	1955-10-15	—	9855304738	1059 Indian School Rd Apt 36, Austin, TX, 78745	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-109734	ENR	Vincent M Meyer	2005-07-25	UHC-00737-86	7215726749	7588 Camelback Rd, Dallas, TX, 75251	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137600	ENR	Rebecca Chaavez	1950-01-16	UHC-71339-57	7263254587	5053 Pine Dr Apt 20, Houston, TX, 77045	0.48	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111929	ENR	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL, 33141	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408146	CLM	Yuki Wagner	1980-05-17	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN, 37205	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118915	ENR	Alice Morris	1990-01-24	UHC-76598-76	5165131138	1934 Indian School Rd, Mesa, AZ, 85252	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28585	PRV	Pihlip T Wheeler	—	UHC-39692-40	4937138697	4805 Union St, Eden Prairie, MN, 55318	0.48	Middle initial moved out of first name Name re-cased Date of birth unreadable Member ID reformatted+4 more
ENR-138459	ENR	Lori Garza	2005-10-18	UHC-40978-84	4384821898	661 Baseline Rd, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-131921	ENR	Dorothy Harvey	—	UHC-41546-10	—	4150 Apache Blvd, Glendale, AZ, 85322	0.48	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
PRV-20452	PRV	Amanda Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO, 80210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416269	CLM	Maria E Chen	2006-10-09	UHC-06607-37	—	5649 Elm St, Eden Prairie, MN, 55345	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-102594	ENR	Santiago X Ruiz	—	UHC-24348-69	5946875549	7526 Union St, Miami, FL	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-136919	ENR	Chris Roberts	—	UHC-44960-88	6243264161	4330 Mesa Dr, Los Angeles, CA, 90089	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-56511	TPA	Olivia Ruiz	1961-01-18	—	—	9419 Apache Blvd # 974, Austin, TX	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-126523	ENR	Grace O Santos	2004-10-28	UHC-49448-46	6764433817	5620 Jefferson Ave, Gilbert, AZ	0.48	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409333	CLM	Lauren Sullivan	1986-10-09	UHC-92701-44	8836385689	381 Park Pl, Tampa, FL, 33697	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-420752	CLM	Mariana I Arnold	1967-07-07	—	—	495 Meadow Ln, Austin, TX, 78761	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-405206	CLM	Brittany Campbell	1953-04-18	UHC-99813-04	8278517763	5105 Valley View Dr, Fresno, CA, 93759	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-21192	PRV	Ruth McDonald	1968-03-04	UHC-22060-18	—	9368 Market St, Sacramento, CA, 95876	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-411953	CLM	Sandra Reyes	1964-07-08	—	8249183594	8178 Market St # 425, Dallas, TX, 75230	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-24792	PRV	Heather Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139776	ENR	Martinez Andrea	1941-05-17	UHC-02997-04	—	5480 Baseline Rd, Los Angeles, CA, 90047	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more

71,257 rows, page 38 of 1,426Previous Next