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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404862	CLM	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422411	CLM	Joseph Carter	—	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-423537	CLM	Megan Jimenez	1951-04-18	UHC-30141-52	9079492053	7961 Maple Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421478	CLM	Ahmed Cunningham	1967-12-02	UHC-90142-41	5813223773	9547 Baseline Rd, Dallas, TX, 75238	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-406571	CLM	Jean Ward	1942-05-13	—	7902441502	2434 River Rd # 772, San Diego, CA, 92146	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405322	CLM	Dick Jimenez	1941-09-12	UHC-48141-59	3878462631	792 Desert Sky Blvd, Sacramento, CA, 95859	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410330	CLM	Ronald I Watkins	2008-06-26	—	9492320415	21 Washington St, Fresno, CA, 93792	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-418449	CLM	Scott Alvarado	—	UHC-03782-04	9649297388	5896 Hillcrest Rd # 565, Glendale, AZ, 85399	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-413933	CLM	Tim Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428354	CLM	Keith Thompson	1963-12-21	UHC-58395-71	8266693309	6960 Indian School Rd # 152, Jacksonville, FL, 32274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408145	CLM	Yuki C Wagnner	—	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-419845	CLM	Paul Le	1992-11-08	UHC-35140-55	3597307891	3605 Oak St # 834, Minneapolis, MN, 55455	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-412835	CLM	William Black	1967-03-21	—	2109342109	5405 Sunset Blvd, Jacksonville, FL, 32243	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-405764	CLM	Peter Mendoza	1959-08-05	UHC-10519-63	7336488244	4978 Valley View Dr, Austin, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-409918	CLM	Gerald Cllins	2008-05-28	—	4663358492	4668 Oak St, Glendale, AZ, 85381	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409328	CLM	Jose Campbell	1993-11-18	UHC-25523-06	6243263156	8087 Market St, Tempe, AZ, 85238	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429373	CLM	Jennifer Parker	1977-11-09	UHC-33407-88	4946594255	241 Forest Ave, Austin, TX, 78716	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-401236	CLM	Jordan Cruz	2008-01-23	UHC-28356-94	9724552637	4114 Spring St, Plano, TX, 75047	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426436	CLM	Jennifre L Carroll	1946-04-23	—	7942064822	4830 River Rd # 414, Las Vegas, NV, 89128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413849	CLM	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ, 85745	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421125	CLM	Madison Wilson	2002-03-26	UHC-28652-33	9572336299	5217 Ocean Ave, San Antonio, TX, 78227	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-418843	CLM	David Masson	—	UHC-84212-31	7909647933	4860 Mountain View Dr, Jacksonville, FL, 32255	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-425200	CLM	Jean W Gonzales	1941-09-26	UHC-86751-24	3584757496	6416 Canyon Rd, San Antonio, TX, 78277	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-421183	CLM	Gary M Guerrero	1985-12-10	—	4105945149	5571 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419888	CLM	Brian Walsh	1969-11-11	UHC-92358-31	8335883813	83 Lincoln Way, Houston, TX, 77096	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-415255	CLM	Ralph Pena	—	—	4703598893	154 Central Ave, Jacksonville, FL, 32215	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-426102	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.50	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+3 more
CLM-408238	CLM	Julia Estrada	1999-12-16	—	8419428442	9472 Bayshore Dr # 137, San Diego, CA	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-430362	CLM	Janet Reed	1958-05-16	—	7635444301	95 Valley View Dr, Tempe, AZ, 85284	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428694	CLM	Lucia Rios	1939-04-02	—	5095694502	5436 Camelback Rd, Denver, CO, 80248	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-423312	CLM	Liz Simpson	—	UHC-88527-17	5783778188	7249 Valley View Dr, Las Vegas, NV, 89102	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-405323	CLM	Frances Miller	1989-06-26	UHC-20698-15	4282930984	2646 River Rd, Minneapolis, MN	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-412185	CLM	Christina Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr # 927, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412186	CLM	Christina Hayes	1990-03-27	UHC-00491-77	9383772721	8571 Mesa Dr # 927, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432156	CLM	Kelly Gutierrez	1990-10-16	—	8907917505	6693 Maple Ave, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-412240	CLM	Frances Franklin	1938-06-05	UHC-89412-68	4502794185	9513 Sage Ct, Dallas, TX, 75243	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423080	CLM	Scott Sanchez	2004-01-20	UHC-28082-14	8129340977	2598 Ocean Ave, Scottsdale, AZ, 85278	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406195	CLM	Fatima Perkins	1992-04-14	—	6414426679	107 Central Ave Apt 40, Jacksonville, FL, 32210	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400938	CLM	Kevin Payne	2008-05-06	UHC-21244-87	8747611782	288 Spring St, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423998	CLM	Frank L Richards	1983-06-28	UHC-92254-86	3834850609	7748 Meadow Ln, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430241	CLM	Austin Robinson	1955-04-05	—	2439902597	1519 Ridge Rd, Tampa, FL, 33661	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432052	CLM	Abigail Wbeb	—	UHC-21830-24	7767183780	7718 Harbor Blvd, Chandler, AZ	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-406330	CLM	Victoria Mitchell	1952-10-11	UHC-81119-53	4719495879	5839 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410100	CLM	Theresa Roberts	1951-02-05	UHC-10775-37	3672731143	432 Ocean Ave, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402086	CLM	Thomas V Johnston	1982-01-26	—	9517046677	2797 Market St, Scottsdale, AZ, 85273	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422589	CLM	EdwardJunk	1994-11-09	—	2384791538	1320 River Rd, Seattle, WA, 98154	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410205	CLM	Julia Woong	1994-10-19	UHC-71698-20	5553090844	8868 Main St, Seattle, WA, 98108	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430331	CLM	Chukc X Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431664	CLM	James Porter	—	UHC-83196-09	7933835208	7495 Ocean Ave, Tempe, AZ, 85253	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423567	CLM	Ajun V Howell	—	UHC-84566-92	8139412648	—	0.50	Middle initial moved out of first name Date of birth missing Phone reformatted Gender normalised+3 more

11,960 rows, page 14 of 240Previous Next