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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402442	CLM	Richard Patterson	1998-06-23	UHC-63925-81	—	2676 Market St, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421577	CLM	Hanson Michael	1983-07-01	—	—	3342 Sage Ct, Fresno, CA, 93738	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428292	CLM	Breda K Price	1950-07-23	UHC-49836-10	—	553 Forest Ave, Atlanta, GA, 30397	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424566	CLM	Diana Castro	1977-10-11	UHC-13008-27	—	2172 Ocean Ave, Orlando, FL, 32838	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401195	CLM	Noah Wast	2008-12-14	UHC-54131-68	3956248427	5602 Central Ave, Denver, CO, 80264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401194	CLM	Noah Wast	2008-12-14	UHC-54131-68	3956248427	5602 Central Ave, Denver, CO, 80264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431853	CLM	Gomez Betty	1969-12-05	—	5778885753	7051 Spring St, Sacramento, CA, 95848	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422776	CLM	Daniel Reid	1980-05-26	UHC-60165-93	—	7481 Park Pl, Houston, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411666	CLM	Heather M Rodriguez	1960-12-16	—	5688503537	5388 Valley View Dr, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431154	CLM	Patrick C Rios	1957-01-19	—	9317699026	2799 Washington St, Plano, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401509	CLM	Mary Murray	1979-11-05	—	—	4644 Indian School Rd, Atlanta, GA, 30358	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429476	CLM	Megan Mejia	1982-04-28	—	3818811128	2979 Ridge Rd, Gilbert, AZ, 85297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421540	CLM	Frances Ruiz	1994-03-16	UHC-53327-52	—	9212 Main St, Atlanta, GA, 30353	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431201	CLM	Bradley Jnes	1962-03-17	UHC-59050-84	—	6499 Bayshore Dr, Houston, TX, 77064	0.64	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-429695	CLM	Robert Brooks	1999-02-24	UHC-69296-55	5805595575	5314 Palm Dr, Fresno, CA, 93722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430478	CLM	Nicholas Oliver	1967-01-18	—	—	7570 Lake View Rd, Houston, TX, 77050	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401636	CLM	Lucia Gutierrez	1993-06-18	UHC-40274-73	3536013288	9828 Maple Ave, Atlanta, GA, 30384	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423551	CLM	Doris Castillo	1982-09-17	—	—	9025 Highland Ave, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-418765	CLM	Tyler Vargas	1980-01-13	—	4346315874	6278 Highland Ave, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406215	CLM	Jerry Chavez	2003-09-16	UHC-59936-83	—	5132 Baseline Rd, Phoenix, AZ, 85047	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425096	CLM	Valentina T White	1946-10-18	UHC-42715-20	5989153520	5207 Jefferson Ave, Gilbert, AZ, 85222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407201	CLM	Ralph E Perry	1979-12-08	—	6229461851	9310 Lake View Rd, Jacksonville, FL, 32247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423397	CLM	Vicky Cuok	1987-07-25	UHC-08669-16	—	2012 Ridge Rd, San Antonio, TX, 78240	0.64	Name split from “Last, First”Date of birth reformatted 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-426083	CLM	Douglas R Woods	1940-01-07	UHC-42719-19	3723233546	2430 Elm St, Columbus, OH, 43293	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-419898	CLM	Amy Castillo	1947-04-12	—	9766212067	3849 Apache Blvd, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422819	CLM	Kathleen Fowler	2000-06-27	—	—	6825 Canyon Rd, Minneapolis, MN, 55499	0.64	Date of birth reformatted Phone missing area code 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-406198	CLM	Christine Murray	2002-03-11	—	4796531114	3663 Oak St, Tempe, AZ, 85202	0.64	Date of birth reformatted Phone reformatted 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-429455	CLM	Jose J Yang	1996-12-24	UHC-79343-17	6139254564	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-417218	CLM	Edward Gomez	1995-05-03	UHC-65993-61	—	6547 Ridge Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403013	CLM	Elizabeth Carr	—	—	—	8111 Bayshore Dr, San Antonio, TX, 78246	0.64	Date of birth reformatted Date of birth unreadable SSN last four extracted City re-cased+2 more
CLM-403381	CLM	Debra Green	2003-11-26	UHC-24356-58	7233930279	4701 Washington St, Chandler, AZ, 85205	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-431655	CLM	Ken Sims	1975-11-15	UHC-21958-69	6377579304	4019 Baseline Rd, Minneapolis, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402346	CLM	Joan Vargas	1975-09-14	UHC-56474-61	—	5951 Maple Ave, Seattle, WA, 98175	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-401670	CLM	Ahmed Hart	1960-03-01	UHC-53428-16	—	4445 Jefferson Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-402275	CLM	Nicole Torres	1982-01-12	—	—	6945 Market St, San Diego, CA, 92103	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425078	CLM	Joseph Day	1968-04-14	UHC-62916-46	5583799198	8532 Palm Dr, Los Angeles, CA, 90076	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-427921	CLM	Walter Duncan	1939-05-28	UHC-68920-96	7473988264	4410 Apache Blvd, Chandler, AZ, 85233	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422285	CLM	Mari Q Cunningham	1959-10-20	—	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.64	Name re-cased Date of birth reformatted 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-414143	CLM	Dennis Contreras	1998-08-27	UHC-23357-72	—	1344 Mountain View Dr, Orlando, FL, 32830	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426276	CLM	Christopher Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424191	CLM	Timothy Alexander	1961-08-04	UHC-78547-89	—	4556 Desert Sky Blvd, Fresno, CA, 93724	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403395	CLM	Ahmed Y Ferguson	1965-04-04	—	—	7654 Valley View Dr, Charlotte, NC, 28282	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417354	CLM	Eric Bailey	1988-04-01	UHC-24801-64	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.64	Date of birth reformatted SSN last four extracted 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

10,559 rows, page 50 of 212Previous Next