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 “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
CLM-429959	CLM	Jerry Dean	1977-11-14	—	—	5719 Lincoln Way, Charlotte, NC	0.64	Name re-cased Phone missing area code City re-cased ZIP missing+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-428640	CLM	Austin Allen	1939-03-24	UHC-32273-69	3993604770	2083 Cedar Ln, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-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-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-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-414922	CLM	Jessica Cunningham	1978-09-04	UHC-94194-72	—	6160 Central Ave, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-414304	CLM	Knight Kathleen	1981-08-22	—	2336873624	3149 Park Pl, Dallas, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416749	CLM	Lauren Riley	1952-01-08	UHC-01311-77	—	1156 Hillcrest Rd, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409822	CLM	Frances Graham	1971-04-22	UHC-93802-82	4645193646	1867 Ocean Ave, Nashville, TN	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428701	CLM	Susan Hamilton	1983-12-09	UHC-49973-47	—	4288 Church St, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418953	CLM	Oar Hunt	1938-05-20	UHC-97434-51	4543629865	9314 Bayshore Dr, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407621	CLM	Teressa Z Porter	1983-10-23	—	7316388441	8615 Hillcrest Rd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417528	CLM	Ailce Griffin	1973-02-01	UHC-73266-95	4854263168	393 Park Pl, Denver, CO	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405030	CLM	Christopher Cunningham	1946-04-04	—	2956630065	3285 River Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408098	CLM	Ryan Richards	1980-05-09	UHC-91216-27	—	8087 Mesa Dr, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412623	CLM	Vincent George	1996-04-01	—	4012294419	1886 Market St, Miami, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-431122	CLM	Bradley Clark	2005-09-18	—	4464295367	1924 Sage Ct, Tampa, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406229	CLM	Billy Contreras	1984-05-25	—	—	1811 Valley View Dr, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-417491	CLM	Richard Q Hawkins	1963-06-14	UHC-05462-25	—	8626 Indian School Rd, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-423452	CLM	Amber Wells	1953-04-11	—	—	3814 Palm Dr, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424761	CLM	Shirley Munoz	1962-10-06	—	—	9750 Sage Ct, Fresno, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-402550	CLM	Jordan Porter	1970-07-21	UHC-35270-91	—	214 Washington St, Los Angeles, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
CLM-403670	CLM	Lawrence Estrada	1944-10-22	—	—	4645 Harbor Blvd, Columbus, OH	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423291	CLM	Luis Nuenz	1978-02-27	UHC-38456-51	—	967 Bayshore Dr, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427165	CLM	Nicholas H Le	1977-05-15	UHC-49251-67	8577396860	4494 Spring St, Orlando, FL	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
CLM-428431	CLM	Douglas Knight	1967-12-22	UHC-58513-50	—	427 Central Ave, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411711	CLM	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409560	CLM	Andrew L Bennett	1959-07-03	UHC-25240-08	—	7099 Cedar Ln, Las Vegas, NV	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-419697	CLM	Marcus Burke	2007-05-07	UHC-06300-95	—	8892 Meadow Ln, Minneapolis, MN	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403724	CLM	Julie Simmos	1977-12-28	—	—	3742 Forest Ave, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414179	CLM	Ann Lee	1965-09-22	UHC-72493-08	8208983586	4216 Church St, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414400	CLM	Amanda Olson	1996-07-06	—	—	4130 Hillcrest Rd, Columbus, OH	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-426422	CLM	Alan Ryan	1940-06-15	UHC-68642-08	—	5901 Grand Ave, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405382	CLM	Arjun Bradley	1959-04-16	—	7419573764	1459 Ocean Ave, Dallas, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429830	CLM	Brandon Valdez	1941-03-13	UHC-15383-35	7915389560	6227 Apache Blvd, Denver, CO	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
CLM-424306	CLM	Morrison Wei	1956-07-26	UHC-11160-33	9546831872	5478 Canyon Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412820	CLM	Hiroshi Harvey	1985-11-11	—	5002212954	2083 Park Pl, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420669	CLM	Roy Butler	1986-02-23	—	—	2332 Lake View Rd, Nashville, TN	0.64	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+2 more
CLM-400949	CLM	Heather I Lopez	1941-12-08	UHC-55811-29	5406316183	2352 Ridge Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402063	CLM	Kimberly Vazquez	1971-03-08	UHC-88315-80	2569427753	866 Maple Ave, Nashville, TN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414638	CLM	Hiroshi Gonzalez	1939-03-20	UHC-77778-93	7762634025	6699 Willow Ct, Scottsdale, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-414534	CLM	Patricya Wang	1950-08-14	UHC-99901-23	—	8628 Maple Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431465	CLM	Mary Munoz	1956-02-24	UHC-13183-92	—	6326 Hillcrest Rd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407311	CLM	Christopher B Cooper	1968-04-23	—	—	3094 Willow Ct, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-422393	CLM	Josh Payne	1938-09-03	UHC-40350-50	—	5146 Cedar Ln, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422392	CLM	Josh Payne	1938-09-03	UHC-40350-50	—	5146 Cedar Ln, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432674	CLM	Scott J Mills	1973-04-03	UHC-95658-73	—	5136 Desert Sky Blvd, Tampa, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400284	CLM	Adam Harper	1994-06-26	UHC-81160-12	4604830028	3915 Maple Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more

2,072 rows, page 25 of 42Previous Next