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-410495	CLM	Kathleen Berry	1952-08-18	UHC-82564-45	2624806532	5038 River Rd, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419037	CLM	Becky Wylliams	1980-04-20	UHC-32568-63	—	1967 Union St, Charlotte, NC, 28278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417124	CLM	Wayne Moris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-429045	CLM	Kyle Howell	1986-12-25	—	3252676589	274 Highland Ave, Miami, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-421981	CLM	Grace Stephens	1956-03-05	UHC-10502-17	—	1151 Palm Dr, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417181	CLM	Melissa Santiago	1992-03-10	UHC-16590-48	—	1606 Washington St, Denver, CO, 80259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426697	CLM	Dennis Harris	1980-02-23	—	—	9387 Valley View Dr, Sacramento, CA, 95868	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413803	CLM	Henry Johnsun	1982-05-24	—	7369763592	8640 Willow Ct, Tucson, AZ, 85757	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412906	CLM	Ryan Dominguez	1939-09-20	UHC-98592-45	7269162865	3654 Hillcrest Rd, Tempe, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419832	CLM	Daniel Elliott	1944-03-10	—	—	8182 Washington St, San Diego, CA, 92172	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425926	CLM	Benjamin Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425888	CLM	Randy Edwards	1967-04-07	—	9118890062	1054 Washington St, Miami, FL, 33128	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423403	CLM	Carolyn Martin	1986-03-17	—	4282790462	5919 Church St, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-403337	CLM	Liz Robinson	1970-03-06	—	—	1232 Pine Dr, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419115	CLM	Zachary Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-432211	CLM	Catherine B Contreras	2003-10-05	UHC-25346-21	—	8672 Sage Ct, Scottsdale, AZ, 85289	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408677	CLM	Janice Burton	1955-04-03	—	—	5988 Baseline Rd, Seattle, WA, 98179	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416831	CLM	Priya Reynolds	1995-05-20	—	—	3380 Camelback Rd, Tucson, AZ, 85754	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404921	CLM	Jeszica Tores	1971-07-02	—	—	1126 Elm St, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403118	CLM	Doris H Weber	1959-08-24	—	—	851 Mountain View Dr Apt 40, Chandler, AZ, 85236	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423350	CLM	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401818	CLM	Carlos Wood	2002-12-16	UHC-66810-53	—	7823 Market St, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432591	CLM	Christine Sims	1992-06-03	UHC-77833-63	8088724520	5333 Bayshore Dr # 847, Los Angeles, CA, 90025	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-422341	CLM	Albert Gardner	1993-09-01	UHC-51913-36	3099985364	232 Jefferson Ave, Mesa, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426849	CLM	Kathryn J Thompson	1988-02-25	UHC-66658-75	—	9214 Forest Ave, Minneapolis, MN, 55416	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419444	CLM	Joe Bishop	1966-10-26	UHC-58513-77	9089607735	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431164	CLM	Rachel Walker	1993-07-16	UHC-21829-60	—	5745 Willow Ct, Denver, CO, 80251	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-408441	CLM	Sean V Sanders	2004-02-05	UHC-48053-23	—	3327 Grand Ave, Scottsdale, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424789	CLM	Stephanie B Jenkins	1972-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430851	CLM	Gabriel Snyder	1939-07-15	—	—	3508 Broadway, Miami, FL	0.64	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-405846	CLM	Lori Allen	1972-01-06	UHC-66446-36	6232845986	8219 Bayshore Dr, Denver, CO, 80213	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418570	CLM	Susan Alvarez	1965-11-01	UHC-58484-22	—	8399 River Rd, San Diego, CA, 92108	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417146	CLM	Lucia White	1991-07-18	UHC-66434-91	—	4563 Lincoln Way, Sacramento, CA, 95853	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421900	CLM	Alexis Price	1958-09-09	—	9034940566	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-414294	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone missing area code City re-cased ZIP missing+2 more
CLM-402504	CLM	Heather Howard	1954-04-18	UHC-56509-49	8185394398	784 Forest Ave, Houston, TX, 77048	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428134	CLM	Judith Espinoza	1987-06-10	—	—	403 Spring St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428085	CLM	Kelley Arthur	1988-04-25	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402894	CLM	Beverly Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425808	CLM	Gary N Kelly	1969-12-25	UHC-44852-79	—	9565 Valley View Dr, San Antonio, TX, 78237	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427047	CLM	Hiroshi A Martinez	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr Apt 2, Fresno, CA, 93756	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-407034	CLM	Eugene Porter	1966-07-22	UHC-60023-22	—	4072 Maple Ave, Nashville, TN, 37291	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410407	CLM	Christine James	1949-11-18	—	—	4126 Highland Ave Apt 9, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-421624	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	9682994643	8846 Apache Blvd, Seattle, WA	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-408908	CLM	Jose D Crafword	1991-06-13	—	—	2181 Willow Ct # 513, Chandler, AZ, 85241	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419877	CLM	Mariana Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-417610	CLM	Mari Perkins	1947-08-16	—	—	9426 Camelback Rd, Charlotte, NC, 28202	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414591	CLM	Vincent Vasquez	1990-10-25	—	—	9056 Willow Ct, Orlando, FL, 32868	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411824	CLM	Willie Balck	2001-09-22	UHC-22972-70	—	4399 Sunset Blvd, Tucson, AZ, 85789	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427362	CLM	Naathan Gilbert	—	UHC-54667-70	—	9116 Sunset Blvd, Charlotte, NC, 28217	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more

10,559 rows, page 51 of 212Previous Next