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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421198	CLM	Madison Guzman	2008-05-25	UHC-78690-13	—	9638 Park Pl, Glendale, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-423337	CLM	Catherine C Hart	1973-11-23	—	5057342813	1502 Oak St, Gilbert, AZ, 85208	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-417022	CLM	Peter Arnold	1994-08-02	—	8313924397	1574 Oak St, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403246	CLM	Kenneth Martinez	1966-11-26	—	4136454750	6621 Sage Ct, Fresno, CA, 93735	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415362	CLM	Ruth West	1976-01-09	UHC-47531-91	—	8654 Lake View Rd, Glendale, AZ, 85342	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-425230	CLM	Braldey R Cole	1966-12-02	—	3476095712	8014 Central Ave, San Diego, CA, 92159	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427273	CLM	Walter Murray	1990-02-28	—	—	2846 Ridge Rd, San Diego, CA, 92150	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405902	CLM	Alexander Reed	1960-08-02	UHC-32257-08	—	7671 Church St, Austin, TX, 78717	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-410011	CLM	Cynthia O Contreras	—	—	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-412855	CLM	Danielle Z Phillips	1992-06-04	UHC-60897-94	7368254868	8140 Canyon Rd, Scottsdale, AZ, 85256	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405583	CLM	George Sanchez	1978-02-18	UHC-41321-44	—	2945 Elm St, Miami, FL, 33182	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427384	CLM	Lori Armstrong	1939-08-17	UHC-85173-78	2402251345	319 River Rd, Charlotte, NC, 28225	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403764	CLM	Alice Robinson	1955-12-26	UHC-97366-44	—	8625 Spring St, Eden Prairie, MN, 55365	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423606	CLM	Brandon Delgado	—	—	7115510942	2505 Hillcrest Rd, Tempe, AZ, 85267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-404226	CLM	Marcus Little	2001-03-28	—	—	9687 Ridge Rd # 951, Gilbert, AZ, 85266	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-424036	CLM	Jerry Martin	1994-11-16	UHC-95865-44	—	9420 Baseline Rd Apt 19, Houston, TX, 77025	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420947	CLM	Jason Murray	1983-04-12	UHC-52531-44	7347411955	4758 Market St, Dallas, TX, 75278	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426684	CLM	Kelly Mason	1950-04-08	UHC-40432-40	6127365124	527 Jefferson Ave, Eden Prairie, MN, 55374	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-401002	CLM	Maria Harrison	1998-01-02	UHC-00391-32	—	2840 Oak St, Columbus, OH, 43297	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-405032	CLM	Christopher X Cunningham	1946-04-04	—	—	3285 River Rd, Charlotte, NC, 28253	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-428345	CLM	Yuki Willis	1985-12-25	UHC-15526-71	—	5308 Meadow Ln, Miami, FL, 33177	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-428346	CLM	Yuki Willis	1985-12-25	UHC-15526-71	—	5308 Meadow Ln, Miami, FL, 33177	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426291	CLM	Ronald Li	—	—	—	7230 Lake View Rd, Houston, TX, 77031	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
CLM-405999	CLM	Wayne Santos	1967-08-04	—	—	9077 Lake View Rd, Nashville, TN, 37234	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-417954	CLM	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd # 259, Denver, CO	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-414865	CLM	Gregory Ramos	1984-08-11	UHC-69287-98	—	843 Harbor Blvd, Nashville, TN, 37202	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413300	CLM	Teresa Ford	2007-08-17	—	8533456001	9494 Market St, Gilbert, AZ, 85259	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426181	CLM	Kevin Tucker	1951-06-09	—	—	1128 Harbor Blvd, Columbus, OH, 43242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403483	CLM	Bryan Green	1995-07-18	UHC-72511-86	—	6662 Camelback Rd, Seattle, WA, 98167	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417985	CLM	Abigail Owens	1964-11-24	UHC-36998-88	—	9000 Valley View Dr, Chandler, AZ	0.62	Name re-cased City re-cased ZIP missing Email lower-cased+3 more
CLM-407751	CLM	Christina Young	1946-01-15	UHC-65599-85	4533544179	1509 Maple Ave, Denver, CO, 80225	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425514	CLM	Walter Morrsi	1945-08-18	—	7528552367	9310 Forest Ave, Las Vegas, NV, 89124	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423904	CLM	Camila Bennett	1992-08-15	—	2669895476	5969 Elm St, Atlanta, GA, 30337	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417074	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423573	CLM	Albert Rios	1958-01-26	UHC-29234-95	5395657540	6504 Jefferson Ave, Eden Prairie, MN, 55364	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419261	CLM	Stephen Grant	1948-05-25	UHC-44427-94	9095161196	2957 Desert Sky Blvd, Las Vegas, NV, 89117	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407013	CLM	Jacob Kim	—	UHC-18672-96	4877489624	8072 Elm St, Jacksonville, FL, 32291	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421692	CLM	Judy J Henderson	1973-01-23	UHC-53252-69	8753161429	4191 Ridge Rd, Eden Prairie, MN, 55354	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404550	CLM	Andrew D Freeman	1959-01-14	UHC-02052-01	3559211510	4715 Palm Dr, Tucson, AZ, 85772	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425476	CLM	Boby Chen	2003-07-10	—	8082970122	7936 Pine Dr, San Antonio, TX, 78210	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403128	CLM	Charlotte Gray	1975-04-20	—	—	7259 Camelback Rd, Tucson, AZ, 85709	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413812	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	8576361853	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422026	CLM	Cynthia D Jenkinns	1996-07-15	UHC-84353-34	—	3297 Ridge Rd, San Antonio, TX, 78254	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-403126	CLM	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd # 759, Orlando, FL, 32843	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-400090	CLM	Mark Z Burke	1994-05-26	UHC-86223-27	—	4572 Forest Ave, Nashville, TN, 37289	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410817	CLM	Stephen Graham	1938-09-27	—	—	3890 Jefferson Ave # 234, Houston, TX, 77024	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407877	CLM	Samantha Elliott	1975-08-03	UHC-46587-22	—	5177 Highland Ave, Scottsdale, AZ, 85223	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409025	CLM	Laura Gomez	1964-03-17	—	—	8549 Desert Sky Blvd Apt 5, Charlotte, NC, 28241	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426947	CLM	Ahmed Vega	1953-09-25	UHC-03347-26	—	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-408192	CLM	Larry Patterson	1993-11-15	UHC-30933-70	—	8912 Ocean Ave, San Antonio, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

5,235 rows, page 24 of 105Previous Next