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 “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-132706	ENR	Austin Bennett	1948-10-24	UHC-98289-93	2318273358	7038 Mesa Dr, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-130452	ENR	Jacob S Adams	1954-04-07	UHC-83935-46	4555888821	2129 Desert Sky Blvd, Eden Prairie, MN	0.68	Name re-cased Two-digit birth year City re-cased ZIP missing
ENR-109766	ENR	Jordan E Parker	1983-05-25	UHC-39090-46	—	3636 Pine Dr, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
ENR-108723	ENR	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-121237	ENR	Heather W Parker	1963-10-05	UHC-09095-27	4892619691	4494 Market St, Minneapolis, MN	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-101449	ENR	Camila G Austin	2001-05-25	UHC-06304-18	2912087511	3279 Sage Ct, Mesa, AZ	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-112850	ENR	Jeremy J Owens	1977-12-27	UHC-07795-75	2595077133	1683 Washington St, Plano, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-115634	ENR	Justin Q Miller	1980-01-22	UHC-90323-11	—	7254 Harbor Blvd, Houston, TX	0.68	Name re-cased Phone missing area code ZIP missing Whitespace trimmed
ENR-134598	ENR	Harold Aguilar	1944-03-18	UHC-68897-39	2407540376	1195 Desert Sky Blvd, Las Vegas, NV	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-130623	ENR	Wei B Morales	1981-02-10	UHC-24706-71	7476126705	849 Ridge Rd, Tampa, FL	0.68	Name re-cased Phone reformatted State name converted to code ZIP missing
ENR-130388	ENR	Jacqueline L Wheeler	1959-05-23	UHC-44187-32	8948131183	8137 Bayshore Dr, Plano, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-133968	ENR	Dylan G Guerrero	2001-10-15	UHC-12056-01	5589772044	6757 Hillcrest Rd, Orlando, FL	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-127624	ENR	Margaret D Yang	1974-11-07	UHC-97427-60	3024015286	5878 Indian School Rd, Los Angeles, CA	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-108759	ENR	Wayne Elliott	1944-06-02	UHC-18984-86	—	2609 Central Ave, Tucson, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-139969	ENR	Mariana T Cook	1990-12-09	UHC-97803-20	5075454453	7964 Bayshore Dr, Columbus, OH	0.68	Phone reformatted Member ID reformatted ZIP missing Gender normalised
ENR-115528	ENR	Gary V Espynoza	1948-04-18	UHC-84150-57	9606425868	7730 Lincoln Way, Gilbert, AZ	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-122552	ENR	Lisa Hernandez	1992-11-25	UHC-98334-19	9855547360	4517 Grand Ave, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-112364	ENR	Stephen M Fowler	2001-09-27	UHC-96013-13	—	9290 Forest Ave, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-129274	ENR	Ethan Oliver	1938-11-05	UHC-62085-27	2193289700	646 Ridge Rd, Sacramento, CA	0.68	Phone reformatted City re-cased ZIP missing Gender normalised
ENR-137291	ENR	John I Lewis	1949-04-11	UHC-21433-81	2516206762	2158 Sunset Blvd, Las Vegas, NV	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-108785	ENR	Christian Z Santiago	1987-03-15	UHC-53310-24	3947703248	3993 Jefferson Ave Apt 11, San Antonio, TX	0.68	Member ID reformatted Unit split from street State code upper-cased ZIP missing
ENR-114010	ENR	Bobby A Henderson	1995-04-15	UHC-70285-55	5709873670	9539 Mesa Dr, Los Angeles, CA	0.68	Two-digit birth year Phone reformatted City re-cased ZIP missing
ENR-137190	ENR	Sandra Johnston	1987-04-23	UHC-41175-12	3706406971	8467 Sunset Blvd, Austin, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-109606	ENR	Carolyn Morales	1953-04-20	UHC-97852-59	9635074445	395 Church St, Austin, TX	0.68	Name re-cased Phone reformatted State name converted to code ZIP missing
ENR-106662	ENR	Sandra A Adams	1983-12-04	UHC-23338-39	8084253324	589 Pine Dr, Dallas, TX	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-119737	ENR	Arjun P Knight	1947-05-20	UHC-49813-17	9459840769	5006 Palm Dr, Eden Prairie, MN	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-105984	ENR	Brenda B Collins	1981-05-04	UHC-88962-02	2179688368	1070 Ridge Rd, Tucson, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-103755	ENR	Sarah Ruiz	1991-05-08	UHC-76266-90	6904455644	3307 Maple Ave, Charlotte, NC	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
ENR-125533	ENR	Albert Black	1944-11-07	UHC-18721-11	9566036193	5999 Palm Dr, Sacramento, CA	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-109780	ENR	Ana Hunter	2008-10-04	UHC-68356-50	—	6740 Hillcrest Rd, Las Vegas, NV	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-126086	ENR	Hunt Noah	2004-06-14	UHC-24276-37	4369389818	3532 Highland Ave, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-105181	ENR	Santiago S Rogers	1986-03-10	UHC-55016-31	5982147136	9622 Ocean Ave, Denver, CO	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-137003	ENR	Dorothy L Bennett	1974-05-27	UHC-39271-92	—	7575 Broadway, Gilbert, AZ	0.68	Phone missing area code Member ID reformatted ZIP missing Whitespace trimmed
ENR-110895	ENR	Walter Weber	1988-01-16	UHC-22039-25	8752661980	3286 Hillcrest Rd, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-136936	ENR	Jacob Romero	1953-11-04	UHC-62450-79	3183286700	6080 Market St, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-104059	ENR	Mei S Brooks	1986-10-23	UHC-98539-12	9869731343	2240 Lake View Rd, Scottsdale, AZ	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-102431	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-102430	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-100142	ENR	Dennis V Berry	1965-03-22	UHC-82134-43	7207646563	384 Bayshore Dr, Eden Prairie, MN	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-122622	ENR	Philip Johnston	2005-01-27	UHC-42040-89	8838963783	8651 Highland Ave, Nashville, TN	0.68	Member ID reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-130842	ENR	Luis Carr	1952-03-07	UHC-81091-67	3552595611	4164 Valley View Dr, Chandler, AZ	0.68	Phone reformatted State name converted to code ZIP missing Email lower-cased
ENR-103263	ENR	Isabella H Rice	1960-09-07	UHC-61073-78	7652548767	6681 Harbor Blvd, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-121265	ENR	Megan Diaz	1959-07-04	UHC-14111-62	2518813448	6636 Market St, Plano, TX	0.68	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed
ENR-100030	ENR	Emma F Scott	1975-09-03	UHC-71092-24	7892711737	1376 Hillcrest Rd, Phoenix, AZ	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-125357	ENR	Carolyn W Silva	1939-11-05	UHC-58261-64	6395086257	9345 Park Pl, Orlando, FL	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
ENR-111421	ENR	Ralph Simpson	1991-05-09	UHC-39335-60	4367288003	9534 Union St, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-108255	ENR	Scott U Castro	1976-12-17	UHC-49142-95	6499006219	7913 Desert Sky Blvd, Eden Prairie, MN	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-125600	ENR	Brenda Lewis	1977-10-20	UHC-78243-99	9142238628	4565 Church St, Las Vegas, NV	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-120184	ENR	Randy L Daniels	1967-02-08	UHC-43416-27	9827436723	7140 Mountain View Dr, Tempe, AZ	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-133443	ENR	Henry Taylor	1960-05-01	UHC-70030-55	7599343436	6142 Ridge Rd # 691, Tempe, AZ	0.68	Phone reformatted Unit split from street ZIP missing Email lower-cased

3,340 rows, page 52 of 67Previous Next