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-408568	CLM	Vincent L Pena	1944-02-06	—	—	3385 Hillcrest Rd, Minneapolis, MN, 55480	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420593	CLM	Beverly Chapman	1975-07-20	UHC-43755-58	6443071954	2771 Lake View Rd, Las Vegas, NV, 89180	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427724	CLM	Mark Reid	2001-09-25	UHC-02756-65	—	4841 Union St, Eden Prairie, MN, 55317	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-431929	CLM	Patrick W Jenkins	1987-04-22	UHC-24809-52	—	975 Valley View Dr, Jacksonville, FL, 32234	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
CLM-407849	CLM	Amanda Peters	1967-11-03	UHC-92760-81	9289689090	2524 Spring St, Minneapolis, MN, 55488	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
CLM-408133	CLM	Andrea C Coleman	1998-03-17	—	5059686150	7471 Washington St, Tempe, AZ, 85232	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420486	CLM	Jose S Kennedy	1954-07-19	UHC-68721-38	—	312 Harbor Blvd, Denver, CO, 80222	0.80	Date of birth reformatted Gender normalised Plan code upper-cased Placeholder values cleared
CLM-424573	CLM	Gary Knight	1974-09-02	UHC-98151-65	—	2037 Camelback Rd # 832, Sacramento, CA, 95891	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-432645	CLM	Prriya Elis	1997-01-20	UHC-18180-64	—	6657 Meadow Ln, San Diego, CA, 92106	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415776	CLM	Sara Estrada	1989-09-14	UHC-50584-31	8857278051	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-413987	CLM	Andrea Kelly	1940-11-02	UHC-21701-06	—	2445 Forest Ave, Nashville, TN, 37253	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428723	CLM	Christina Harris	1967-08-06	—	—	4422 Palm Dr, Denver, CO, 80253	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-427683	CLM	Jesse Peterson	1963-11-24	UHC-22892-68	—	3424 Maple Ave, Los Angeles, CA, 90098	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420875	CLM	Sandra Carlson	1941-04-05	—	—	990 Ocean Ave, Charlotte, NC, 28213	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420876	CLM	Sandra Carlson	1941-04-05	—	—	990 Ocean Ave, Charlotte, NC, 28213	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404698	CLM	Brenda L Stephens	2000-03-02	—	8762196814	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404697	CLM	Brenda L Stephens	2000-03-02	—	8762196814	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431503	CLM	Martha J Harvey	1988-01-08	—	—	6664 Union St, Denver, CO	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-406751	CLM	Janice Alexander	2008-05-23	UHC-43589-03	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-402727	CLM	Ana I Coleman	1941-03-12	UHC-92968-09	—	4247 Grand Ave, Los Angeles, CA, 90003	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406016	CLM	Deborah Riley	2002-05-03	—	—	6318 Palm Dr, Glendale, AZ, 85338	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-423316	CLM	Willie Hill	1954-02-17	—	4047319190	6950 Camelback Rd Apt 20, Gilbert, AZ, 85250	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-411733	CLM	Kevin W Andrews	1969-12-10	UHC-24248-55	—	3176 Washington St, San Diego, CA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-403107	CLM	Ethan O Stevens	1961-05-25	UHC-83036-06	—	7486 River Rd # 171, Dallas, TX, 75285	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-422385	CLM	Teresa Gonzales	1942-04-21	—	—	7497 Park Pl, Austin, TX, 78716	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-412328	CLM	Juan Harris	1964-11-17	UHC-78189-72	7794991234	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412327	CLM	Juan Harris	1964-11-17	UHC-78189-72	7794991234	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430860	CLM	Benjamin K Vasquez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr Apt 34, Orlando, FL, 32879	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-415197	CLM	Willie T Gonzales	1977-08-26	UHC-39002-37	—	7499 Canyon Rd, San Antonio, TX, 78299	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410211	CLM	Philip Q George	1973-10-03	UHC-42855-64	6342069013	3287 Main St, Phoenix, AZ, 85055	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423420	CLM	Joyce F Jensen	1953-09-21	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409245	CLM	Emma Robertson	1974-03-04	UHC-78323-03	—	434 Pine Dr, Tempe, AZ, 85242	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424264	CLM	Frances Watkins	1946-10-08	—	—	983 Highland Ave, Orlando, FL, 32864	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411222	CLM	Carlos Spencer	1952-05-26	UHC-03040-35	—	1250 Sage Ct, Minneapolis, MN, 55429	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-404629	CLM	Jacqueline Bailey	1939-06-16	UHC-30577-17	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424910	CLM	Russell Dunn	2005-11-05	—	—	206 Harbor Blvd, Fresno, CA, 93751	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-402355	CLM	—Junk	2006-05-10	UHC-93207-47	—	—	0.80	Date of birth reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-427208	CLM	Julie Franklin	1967-09-25	—	—	6590 Hillcrest Rd, Houston, TX, 77018	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414240	CLM	Gabriel Roberts	1981-03-20	UHC-70715-12	—	5611 Maple Ave, Nashville, TN, 37233	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-411523	CLM	Kimberly Berry	1983-04-14	UHC-52540-52	6779848631	8813 Apache Blvd, Mesa, AZ, 85226	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-403714	CLM	Lisa S Morrison	1994-02-08	—	5939227666	993 Indian School Rd, Austin, TX, 78735	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412330	CLM	Amber S Adams	1973-09-14	UHC-14192-29	5052656345	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-409454	CLM	Pamela Yang	1945-01-06	—	—	4873 Market St, Dallas, TX, 75230	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408668	CLM	Ruth I Fisher	1968-10-20	—	—	5096 Broadway, Los Angeles, CA, 90091	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-408547	CLM	Donna Castro	1939-11-21	UHC-02435-42	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400570	CLM	Maosn Gonzalez	1962-12-23	UHC-48888-88	—	7688 Valley View Dr, Minneapolis, MN, 55413	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417326	CLM	Dennis U Carroll	1943-02-20	—	—	7211 Broadway, Glendale, AZ, 85375	0.80	Date of birth reformatted Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-407151	CLM	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-407150	CLM	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-421971	CLM	Jonathan Bowman	1971-02-14	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared

10,559 rows, page 128 of 212Previous Next