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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104456	ENR	Aisha N Cole	1975-04-01	UHC-86878-50	4593416989	4922 Cedar Ln, Minneapolis, MN	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-105781	ENR	Gerald Powell	1948-10-22	UHC-96423-73	2937337385	730 Camelback Rd, San Antonio, TX	0.46	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-403067	CLM	Alexis Garza	1972-01-15	—	6564150199	7046 Pine Dr, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-427674	CLM	Grace Wong	2000-12-03	UHC-13056-47	—	3571 Spring St, Sacramento, CA	0.46	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
CLM-400369	CLM	Grace Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407554	CLM	Jack I Ray	1943-10-02	UHC-32122-35	8863400298	4554 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-102312	ENR	Mariana Shaw	1991-10-19	UHC-03384-46	5577106620	1773 Park Pl Apt 29, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-420193	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	3062 Camelback Rd, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139679	ENR	Mariana K Mitchell	1972-03-12	UHC-47406-20	7717381941	762 Sage Ct, Tempe, AZ	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-117257	ENR	Dlan Hunter	1970-12-16	UHC-44105-80	9209200762	4137 Sunset Blvd, Fresno, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26178	PRV	Beverly Z Soto	—	UHC-36735-65	2823367123	5451 Camelback Rd, Fresno, CA	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-124097	ENR	Emily Boyd	1998-06-24	UHC-29831-34	—	547 Willow Ct, Tucson, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-142920	ENR	Pamela Gibson	1970-11-19	UHC-30740-55	3713686572	4351 Hillcrest Rd, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-403949	CLM	John W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd Apt 1, Houston, TX	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-102644	ENR	Benjamin T Johnston	1948-02-17	UHC-90631-95	4976145415	5939 Cedar Ln, Orlando, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-61296	TPA	Timothy Lawrence	1973-06-15	UHC-34368-51	3344286808	5015 Park Pl, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111388	ENR	Lori F Dominguez	2000-09-04	UHC-82440-56	9458088602	730 Sage Ct, Miami, FL	0.46	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-127101	ENR	Nicholas Clark	1963-11-09	UHC-59054-98	5335782541	7847 Highland Ave, San Diego, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131212	ENR	Samantha Y Delgado	1956-05-27	UHC-63618-43	5457180927	2868 Apache Blvd, Scottsdale, AZ	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-119280	ENR	Brittany N Harveey	1969-03-05	UHC-61789-32	4628849703	862 Willow Ct, Tempe, AZ	0.46	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
CLM-416622	CLM	Wayne Bailey	2007-07-10	—	7077290054	8816 Forest Ave Apt 19, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-126742	ENR	Mason P Foster	1975-03-14	UHC-91690-75	4662759937	3701 Harbor Blvd # 266, Nashville, TN	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-121954	ENR	Elijah J Torres	1968-03-21	UHC-90396-64	9883370211	7315 Church St, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101153	ENR	Timothy Kelly	1989-07-01	UHC-36460-96	4893100129	2193 Mountain View Dr, Seattle, WA	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101814	ENR	Benjamin Harris	1978-11-02	UHC-55813-93	7414289056	1764 Mountain View Dr, Las Vegas, NV	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-132785	ENR	Elijah X Williams	1959-10-23	UHC-93427-23	5933260049	6333 Harbor Blvd, Seattle, WA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102408	ENR	Cynthia I Wagner	1967-01-07	UHC-51467-91	3445432646	5775 Park Pl, Orlando, FL	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-21944	PRV	Amy Daniels	2007-04-08	—	7568022992	1993 Main St, San Antonio, TX	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-116715	ENR	Cheryl Carr	1953-08-27	—	2346211532	1857 Valley View Dr, Scottsdale, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-60760	TPA	Bruce Smith	1994-02-20	—	9353156705	959 Baseline Rd, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-130169	ENR	Janice Welch	1945-03-17	UHC-30440-03	8869319768	4837 Union St # 134, Houston, TX	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-25727	PRV	Maria J Oliver	1982-04-02	UHC-92965-78	9488159669	8314 Willow Ct # 843, Miami, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-133326	ENR	Ralph K Medina	1953-12-04	UHC-86664-23	6277254859	7492 Palm Dr, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-121990	ENR	Santiago Patterson	1960-06-28	UHC-88650-70	5913420133	9129 Ocean Ave, Tampa, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-60023	TPA	Benjamin Brooks	2008-12-09	—	—	9416 Desert Sky Blvd # 960, San Diego, CA	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-422939	CLM	Tyler A Williamson	1964-09-15	UHC-85579-51	5144150235	8609 Harbor Blvd, Tampa, FL	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-138021	ENR	Sara D Contreras	1993-05-20	UHC-13108-62	—	4754 Ridge Rd Apt 32, Houston, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-117861	ENR	Bowman K Deborah	1967-01-01	UHC-46233-98	7667150145	5150 Sage Ct, Fresno, CA	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-132032	ENR	Kelly Z Cruz	1957-04-06	UHC-24458-06	—	98 Cedar Ln Apt 20, Dallas, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
PRV-22408	PRV	Ana Richards	2001-02-07	UHC-53141-66	—	841 Sage Ct, Glendale, AZ	0.46	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
CLM-414996	CLM	Lauren H Moreno	1998-10-13	UHC-40660-98	2462415841	7155 Ocean Ave, Plano, TX	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-406638	CLM	Amy Daniels	2007-04-08	UHC-31366-36	7568022992	1993 Main St, San Antonio, TX	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-405980	CLM	Luis Reynolds	1946-04-03	UHC-81820-65	4052645021	5142 Baseline Rd, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
CLM-402256	CLM	Debra Hoffman	1989-03-03	UHC-99555-59	8427103412	9110 Grand Ave, Scottsdale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-136506	ENR	Maria Wells	1971-03-17	UHC-00047-14	6987386165	5314 Apache Blvd, San Diego, CA	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-133325	ENR	Austni Lucas	1946-01-03	UHC-48528-99	9576645396	6727 Church St, Mesa, AZ	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-51639	TPA	Srah Snyder	1944-01-02	—	2938583248	8118 Canyon Rd, San Diego, CA	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-432545	CLM	Jdy Wells	1989-06-18	—	—	5771 Indian School Rd, Scottsdale, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-117285	ENR	Kevin Le	1955-05-21	UHC-36777-51	—	37 Park Pl, Austin, TX	0.46	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
TPA-55992	TPA	Elijah Y Castillo	1939-10-27	—	7807303324	2196 Elm St, Chandler, AZ	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more

7,146 rows, page 14 of 143Previous Next