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

Claims, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424141	CLM	Donald R Hudson	1976-01-19	UHC-43303-53	—	6764 Baseline Rd # 526, Charlotte, NC, 28284	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424652	CLM	Debra Mendez	1960-06-24	UHC-40056-84	—	1756 Cedar Ln Apt 15, Glendale, AZ, 85342	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400318	CLM	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St Apt 21, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-427378	CLM	Roger Davis	1994-04-28	—	—	4491 Elm St Apt 16, Miami, FL, 33168	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401740	CLM	Tersa Hanson	1968-11-19	—	—	6035 Indian School Rd # 188, Jacksonville, FL, 32265	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410869	CLM	Frakn Gomez	1940-12-15	—	5378475354	2750 Mesa Dr # 635, Austin, TX, 78787	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427055	CLM	Sarah Millar	1953-10-07	UHC-52058-49	4366666315	5539 Desert Sky Blvd Apt 10, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-406179	CLM	Ronald U Reed	1947-10-26	—	7372074862	9356 Forest Ave Apt 8, Jacksonville, FL, 32254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403356	CLM	Rachel Hart	1963-10-16	UHC-02912-42	—	8973 Indian School Rd Apt 4, Houston, TX, 77055	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400647	CLM	Douglas L Russell	1972-05-10	UHC-97092-57	—	2814 Washington St Apt 32, Denver, CO, 80237	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407582	CLM	Robert Obrien	1956-09-11	—	4168632056	2522 Bayshore Dr Apt 32, Phoenix, AZ, 85027	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-426042	CLM	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr Apt 35, Scottsdale, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-430377	CLM	Parker Brenda	1959-12-24	UHC-50412-36	—	6506 Elm St Apt 21, Austin, TX, 78775	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420779	CLM	Benjamin Gibson	1990-11-28	—	—	559 Canyon Rd Apt 35, Columbus, OH, 43281	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432375	CLM	Debra Aguilar	1995-07-07	UHC-12963-51	—	6008 Sage Ct Apt 24, Gilbert, AZ, 85294	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405737	CLM	Christopher A Austin	1944-12-09	—	5496283430	8029 Highland Ave Apt 12, Austin, TX, 78715	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-425031	CLM	Obrien E Wayne	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr Apt 37, Denver, CO, 80293	0.64	Name split from “Last, First”Name re-cased Date of birth reformatted Unit split from street+2 more
CLM-429059	CLM	Arjun Hudson	1999-04-14	—	—	4237 Sunset Blvd Apt 20, Gilbert, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-428971	CLM	Cynthia Weber	1989-03-13	UHC-51670-82	—	4461 Pine Dr Apt 35, Tampa, FL, 33645	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-415070	CLM	Karne Roberts	1944-08-03	UHC-49232-31	—	3071 Cedar Ln Apt 3, San Diego, CA, 92160	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412360	CLM	Janice Hanson	1966-12-14	—	—	5303 Willow Ct Apt 9, Tempe, AZ, 85271	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409672	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	8589214752	6249 Mesa Dr Apt 31, Atlanta, GA, 30366	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-418243	CLM	Brenda Lung	1958-12-20	UHC-69208-88	7212471223	4604 Washington St Apt 14, Gilbert, AZ, 85287	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425266	CLM	Alan X Wheeler	1941-03-09	—	2066442524	2513 Bayshore Dr Apt 1, Las Vegas, NV, 89167	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406061	CLM	Sara Burton	1938-03-28	UHC-95297-67	5299768788	2589 Canyon Rd Apt 22, Atlanta, GA, 30328	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-412819	CLM	Hiroshi Harvey	1985-11-11	UHC-85614-59	5002212954	2083 Park Pl # 539, Jacksonville, FL, 32289	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422660	CLM	Billy D Bradley	1998-05-18	UHC-31626-51	8413834471	2621 Palm Dr Apt 19, Atlanta, GA, 30374	0.64	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+2 more
CLM-405411	CLM	Diego Bradley	1981-06-15	UHC-63626-44	—	6733 River Rd # 668, Tempe, AZ, 85259	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405852	CLM	Kelly Aguilar	1938-11-04	UHC-52255-77	—	5312 Ridge Rd # 126, San Antonio, TX, 78246	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431734	CLM	Nicholas Adams	1953-12-23	UHC-38542-81	—	8975 Grand Ave # 955, Atlanta, GA, 30394	0.64	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+2 more
CLM-430944	CLM	Joan Z Santiago	1960-05-03	—	—	7617 Lincoln Way Apt 9, Seattle, WA, 98124	0.64	Middle initial moved out of first name Name re-cased Unit split from street City re-cased+2 more
CLM-404733	CLM	Patricia Simmons	1963-12-19	UHC-34156-49	—	320 Sage Ct Apt 1, Los Angeles, CA, 90029	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428583	CLM	Melissa Valdez	1958-04-10	—	—	1948 Lincoln Way # 203, Fresno, CA, 93740	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-418625	CLM	Edwadr Russell	1991-02-21	UHC-31057-94	4029966099	7133 Meadow Ln # 832, Tucson, AZ, 85795	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409215	CLM	Nicholas Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St Apt 19, Tempe, AZ, 85259	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-424510	CLM	Bruce I Cruz	1981-12-23	UHC-98583-63	7274964163	5953 Elm St # 125, Los Angeles, CA, 90008	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420491	CLM	Margaret F Stephens	1953-06-08	—	—	1667 Park Pl # 124, Seattle, WA, 98147	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402472	CLM	Janice Rodriguez	1992-04-26	—	—	53 Camelback Rd # 523, Dallas, TX, 75218	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421730	CLM	Kenneth Gordon	1988-08-27	UHC-87982-02	—	9879 Union St # 283, Atlanta, GA, 30361	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422718	CLM	Bobby Simpson	1980-03-27	UHC-39775-45	6924850062	4772 Highland Ave # 481, Tempe, AZ, 85220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-401356	CLM	Jesse Kelly	1979-05-10	UHC-15221-74	6164854387	419 Lake View Rd # 575, San Antonio, TX, 78283	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431832	CLM	Bruce S Johnson	1979-07-16	UHC-57855-96	3314492617	1021 Meadow Ln # 391, Plano, TX, 75019	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418999	CLM	Cynthia Mitchell	1944-10-20	UHC-17308-74	—	6540 Meadow Ln # 412, Charlotte, NC, 28219	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425645	CLM	Roy Brooks	2006-11-27	—	9293353650	6646 Sunset Blvd # 534, Orlando, FL, 32879	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418252	CLM	Sharon K Mendoaz	1971-11-23	UHC-45600-90	7394275559	8627 Willow Ct # 322, Jacksonville, FL, 32294	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420843	CLM	Kyle Silva	1968-07-18	UHC-98556-49	8197027654	4890 Bayshore Dr Apt 25, Phoenix, AZ, 85019	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422439	CLM	Emma Silva	1977-06-11	—	—	6272 Church St Apt 4, Plano, TX, 75038	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411642	CLM	Hiroshi Hamilton	1978-05-02	—	—	2346 Harbor Blvd Apt 3, Atlanta, GA, 30368	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407553	CLM	Josh Turner	2005-08-27	UHC-57288-86	—	7345 Cedar Ln # 264, Eden Prairie, MN, 55377	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414119	CLM	Joseph Greene	1966-11-03	UHC-02610-23	8104090778	2364 Palm Dr Apt 10, Tempe, AZ, 85298	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more

2,038 rows, page 24 of 41Previous Next