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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112929	ENR	Albert Williams	1960-08-14	UHC-50412-25	6602675424	5057 Forest Ave # 799, Austin, TX, 78727	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123086	ENR	Jerry C Brown	1976-02-05	UHC-23768-79	3715568038	2285 Church St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139593	ENR	Brandon H Peterson	—	UHC-21678-78	4556965096	3748 Forest Ave, Austin, TX, 78799	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-112776	ENR	Aisha Bkaer	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd Apt 8, Charlotte, NC, 28210	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-130898	ENR	Joan P Fuller	1948-05-28	UHC-70899-35	5227587029	5685 Maple Ave, Phoenix, AZ, 85099	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-103944	ENR	Elizabeth N Martin	1973-10-05	UHC-63125-78	5233872747	1405 Canyon Rd, Jacksonville, FL, 32268	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105106	ENR	Janice K Greene	1964-04-15	UHC-73118-27	7332436865	7275 Willow Ct, Gilbert, AZ, 85234	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111328	ENR	Aisha Garza	2000-11-19	UHC-00750-76	9788914253	6081 Sunset Blvd, Gilbert, AZ, 85255	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122903	ENR	Jessica Fernandez	1951-04-07	UHC-72664-23	5687161617	3338 Highland Ave, Austin, TX, 78789	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136631	ENR	Zachary X Hudson	1945-10-16	UHC-02373-58	5962009660	7794 Valley View Dr, Las Vegas, NV, 89167	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137091	ENR	Pamela X Edwards	2002-04-27	UHC-56282-29	—	6075 Meadow Ln, Mesa, AZ, 85215	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138223	ENR	Susan Hanson	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138477	ENR	Paul Price	1973-10-13	UHC-93059-68	3848566332	6954 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128304	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128303	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140231	ENR	Grace Robertson	1988-04-08	UHC-40193-36	6094448226	548 Elm St, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116146	ENR	David V Mooreno	1973-09-22	UHC-59966-46	6943679303	8006 Valley View Dr, Atlanta, GA, 30348	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-112327	ENR	Kenneth Willis	2004-05-12	UHC-38444-23	8348254012	5161 Cedar Ln, Seattle, WA, 98174	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124396	ENR	Kimberly Oliver	1982-03-16	UHC-72085-52	4516913561	753 Main St, Sacramento, CA, 95890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133528	ENR	Terry Soto	2003-06-24	UHC-32340-64	4082213934	5079 Valley View Dr, Tucson, AZ, 85758	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121113	ENR	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102498	ENR	Jonathan Carpenter	1954-10-11	UHC-03451-44	6283875477	5852 River Rd, Minneapolis, MN, 55429	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102741	ENR	Henry Montgomery	1968-04-06	—	2478275946	1386 Lincoln Way Apt 33, Tampa, FL, 33630	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105335	ENR	Gregory C Barnes	2008-07-05	UHC-25241-21	4102328143	1753 Bayshore Dr, Dallas, TX, 75241	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100453	ENR	Kenneth Grant	1953-01-10	UHC-10465-94	5688141390	367 Indian School Rd, Nashville, TN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125690	ENR	Jake K Arnold	1945-11-04	UHC-45585-13	4299178212	4195 Jefferson Ave, Minneapolis, MN, 55427	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110211	ENR	David Z Marshall	2008-01-19	UHC-85434-85	4303141225	4602 Forest Ave, Atlanta, GA, 30389	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118542	ENR	Kelly R Clark	1954-01-15	UHC-35506-90	—	7794 Washington St, Orlando, FL, 32820	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132629	ENR	Ahmed Harper	1942-12-22	UHC-66686-95	4976231381	8851 Valley View Dr Apt 9, Dallas, TX, 75254	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-112155	ENR	Douglas R Crawford	1943-12-25	UHC-51847-36	3834148438	6684 Washington St Apt 38, Sacramento, CA, 95870	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110758	ENR	Carolyn V Lane	1982-03-16	UHC-62433-43	6503042761	9521 Highland Ave, Glendale, AZ, 85367	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115635	ENR	Ana O Roberts	2005-04-15	UHC-47420-21	7192319687	8898 Sage Ct, Nashville, TN, 37207	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102343	ENR	Kathryn N Perez	1969-12-20	UHC-32681-65	3846247323	1122 Main St, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-115237	ENR	Luis U Burton	1967-03-23	UHC-35481-18	—	5724 Central Ave, Minneapolis, MN, 55403	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-101412	ENR	Anthony Z Rose	1996-09-22	UHC-32318-01	8817142549	7414 Desert Sky Blvd, Scottsdale, AZ, 85229	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122839	ENR	Anna N Ortiz	1990-09-17	—	—	1073 Canyon Rd, Gilbert, AZ, 85298	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101022	ENR	Julia S Sullivan	1981-08-10	UHC-01329-60	6585396177	1151 Apache Blvd, Tempe, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108452	ENR	Angela F King	1998-07-19	UHC-52357-03	8092970983	5763 River Rd, Eden Prairie, MN, 55354	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119067	ENR	Crlos F Perry	2003-05-14	UHC-74538-98	5754178557	872 Mesa Dr, Seattle, WA, 98149	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141468	ENR	Martha Robinson	1958-01-19	UHC-03086-02	5726353329	788 Baseline Rd, Miami, FL, 33125	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135216	ENR	Sean X Barnes	1988-07-02	UHC-81350-59	9827299022	4382 Indian School Rd, Denver, CO, 80231	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126573	ENR	Mari Peterson	1961-12-26	UHC-50763-19	2748217861	8556 Maple Ave # 499, Plano, TX, 75034	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125397	ENR	Stephen W Grant	1948-05-25	UHC-44427-94	9095161196	2957 Desert Sky Blvd, Las Vegas, NV, 89117	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-124581	ENR	Johnny Bowman	1964-04-19	UHC-78926-72	4436490297	5881 Jefferson Ave, Denver, CO	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131325	ENR	Diego Y Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-127435	ENR	Ana Gordon	1985-02-13	UHC-69387-46	7134699142	4498 Washington St, Columbus, OH, 43210	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-120003	ENR	Bradley Oliver	1951-09-07	UHC-67161-27	8386186289	5188 Union St, Tampa, FL, 33656	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110001	ENR	Edward T Jones	1980-01-23	UHC-95903-88	9737996391	2430 Canyon Rd, Gilbert, AZ, 85235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137172	ENR	Fatima G Pena	2003-02-23	UHC-87570-72	6183729935	6951 Washington St, Charlotte, NC, 28285	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-138355	ENR	Grace Y Perry	1939-10-05	—	4417174547	5055 Washington St, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,310 rows, page 62 of 347Previous Next