17 rows × 4 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 4 variant spelling(s) into canonical labels.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

company

Explanation: Trimmed leading/trailing and doubled spaces.

Explanation: Value -100 is implausible for 'amount'; flagged for human review, not auto-changed.


36 rows × 8 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.


15 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

industry

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.


signup_date currency country state company phone col_x

11 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.


21 rows × 5 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

industry

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


44 rows × 5 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.


amount state unit country status company

38 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

state

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.


13 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.


39 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

currency

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


12 rows × 4 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

currency

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


amount rate currency signup_date phone company

17 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

rate

Explanation: Parsed percent text to a fraction.

currency

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

company

Explanation: Trimmed leading/trailing and doubled spaces.


state country signup_date currency city unit col_x

19 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 3 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.


name phone country job_title rate company industry state

52 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

phone

Explanation: Standardized phone formatting.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 30 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 23 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 24 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.


20 rows × 4 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

Explanation: Value 9999999 is implausible for 'amount'; flagged for human review, not auto-changed.


12 rows × 4 columns. 4 column(s) need cleanup, 0 table-level fix(es).

unit

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.


21 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


company department rate city industry unit

63 rows × 6 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 26 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 32 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.


country rate signup_date city status department industry is_active unnamed

40 rows × 9 columns. 8 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.


20 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

name

Explanation: Trimmed leading/trailing and doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.


13 rows × 5 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.


signup_date rate industry unit amount notes2

30 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

rate

Explanation: Parsed percent text to a fraction.

industry

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

Explanation: Value -100 is implausible for 'amount'; flagged for human review, not auto-changed.


28 rows × 5 columns. 4 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


job_title status currency company signup_date state

24 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

state

Explanation: Trimmed surrounding/doubled spaces.


16 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.


amount department status currency job_title signup_date extra

60 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 27 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 34 variant spelling(s) into canonical labels.


25 rows × 5 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

industry

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

phone

Explanation: Standardized phone formatting.

Explanation: Value 9999999 is implausible for 'amount'; flagged for human review, not auto-changed.


DEMOCRATIC REPUBLIC OF SAO TOME AND PRINCIPE

democratic republic of sao tome and principe

email is_active phone country state company amount rate col_x

53 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

phone

Explanation: Standardized phone formatting.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 26 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

company

Explanation: Trimmed leading/trailing and doubled spaces.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

rate

Explanation: Parsed percent text to a fraction.


33 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.


28 rows × 6 columns. 5 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

currency

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.


phone amount email company status unit unnamed

17 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

email

Explanation: Lowercased and trimmed email addresses.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.


13 rows × 4 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Value -100 is implausible for 'amount'; flagged for human review, not auto-changed.


20 rows × 3 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.


phone status state currency company department email unit unnamed

57 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 27 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 24 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

unit

Explanation: Trimmed surrounding/doubled spaces.


unit job_title amount company name city is_active

51 rows × 8 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

company

Explanation: Trimmed leading/trailing and doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.


32 rows × 9 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 22 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 23 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


is_active amount name phone city status job_title extra

35 rows × 8 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

phone

Explanation: Standardized phone formatting.

city

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.


11 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

email

Explanation: Lowercased and trimmed email addresses.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 4 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

Explanation: Value 9999999 is implausible for 'amount'; flagged for human review, not auto-changed.


19 rows × 6 columns. 5 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.


60 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

status

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 25 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.


is_active rate phone status company unnamed

10 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

rate

Explanation: Parsed percent text to a fraction.

phone

Explanation: Standardized phone formatting.


status company country city email unit is_active notes2

54 rows × 8 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

company

Explanation: Trimmed leading/trailing and doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.


signup_date status currency company is_active industry

19 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

status

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.


16 rows × 3 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.


35 rows × 8 columns. 8 column(s) need cleanup, 0 table-level fix(es).

currency

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.


45 rows × 7 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.


company amount status city department notes2

32 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

status

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.


34 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

email

Explanation: Lowercased and trimmed email addresses.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.


12 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 4 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

email

Explanation: Lowercased and trimmed email addresses.


country status company city job_title amount email

38 rows × 7 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 22 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

company

Explanation: Trimmed leading/trailing and doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Value 0 is implausible for 'amount'; flagged for human review, not auto-changed.


Eve  Cruz

saint helena, ascension and tristan da cunha

Frank Petrov

Saint Helena, Ascension and Tristan da Cunha

37 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.


amount is_active status country industry name unnamed

22 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

status

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.


rate country status is_active email extra

23 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

rate

Explanation: Parsed percent text to a fraction.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.


19 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

city

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


amount city currency company status notes2

31 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

city

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.


unit amount phone country currency signup_date job_title name

44 rows × 8 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.


city status is_active unit signup_date email

21 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.


amount industry city name currency state extra

15 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

industry

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

name

Explanation: Trimmed leading/trailing and doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.


is_active department amount currency email job_title

15 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Value -100 is implausible for 'amount'; flagged for human review, not auto-changed.


signup_date amount email company phone rate notes2

41 rows × 7 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

Explanation: Lowercased and trimmed email addresses.

phone

Explanation: Standardized phone formatting.

rate

Explanation: Parsed percent text to a fraction.


city signup_date currency phone is_active unnamed

22 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

city

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


12 rows × 5 columns. 5 column(s) need cleanup, 0 table-level fix(es).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 3 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.


city email department unit signup_date company

19 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

city

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.


city country rate currency job_title col_x

16 rows × 6 columns. 5 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.


signup_date company unit amount city is_active department

47 rows × 8 columns. 7 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

unit

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 28 variant spelling(s) into canonical labels.

Explanation: Value 0 is implausible for 'amount'; flagged for human review, not auto-changed.


18 rows × 4 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


is_active name department industry rate unnamed

21 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

industry

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


job_title country unit status state email

13 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.


27 rows × 5 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

email

Explanation: Lowercased and trimmed email addresses.

status

Explanation: Trimmed surrounding/doubled spaces.


Priya Cruz

United Kingdom of Great Britain and Northern Ireland

country department is_active name amount unit phone state col_x

25 rows × 9 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

state

Explanation: Trimmed surrounding/doubled spaces.


phone industry status signup_date department state email city extra

59 rows × 9 columns. 8 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 26 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 22 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.


17 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


16 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

city

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


state is_active amount signup_date status unit rate email unnamed

34 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

status

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

email

Explanation: Lowercased and trimmed email addresses.


city amount currency rate status name col_x

43 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

status

Explanation: Trimmed surrounding/doubled spaces.

name

Explanation: Trimmed leading/trailing and doubled spaces.

Explanation: Value 0 is implausible for 'amount'; flagged for human review, not auto-changed.


19 rows × 4 columns. 4 column(s) need cleanup, 0 table-level fix(es).

phone

Explanation: Standardized phone formatting.

currency

Explanation: Trimmed surrounding/doubled spaces.


is_active email department country unit notes2

40 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

email

Explanation: Lowercased and trimmed email addresses.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 27 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.


18 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

state

Explanation: Trimmed surrounding/doubled spaces.


35 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

email

Explanation: Lowercased and trimmed email addresses.


14 rows × 4 columns. 4 column(s) need cleanup, 0 table-level fix(es).

rate

Explanation: Parsed percent text to a fraction.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.


department signup_date name phone unnamed

26 rows × 5 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.


13 rows × 5 columns. 4 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 4 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.


state signup_date company is_active country email phone currency

41 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 24 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

phone

Explanation: Standardized phone formatting.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.


12 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

phone

Explanation: Standardized phone formatting.


company email country status currency city is_active unit

61 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

email

Explanation: Lowercased and trimmed email addresses.

country

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.


27 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

state

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

company

Explanation: Trimmed leading/trailing and doubled spaces.


name state is_active amount rate currency department country

59 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 25 variant spelling(s) into canonical labels.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

rate

Explanation: Parsed percent text to a fraction.

currency

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 22 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 31 variant spelling(s) into canonical labels.

Explanation: Value 0 is implausible for 'amount'; flagged for human review, not auto-changed.


24 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

unit

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


company city phone state is_active country rate notes2

56 rows × 8 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


27 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.


44 rows × 8 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

status

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Trimmed surrounding/doubled spaces.


city signup_date status email country notes2

15 rows × 6 columns. 5 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 1 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

country

Explanation: Trimmed surrounding/doubled spaces.


28 rows × 4 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

unit

Explanation: Trimmed surrounding/doubled spaces.


15 rows × 4 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


unit city rate job_title email department col_x

24 rows × 7 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

department

Explanation: Trimmed surrounding/doubled spaces.


12 rows × 5 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

name

Explanation: Trimmed leading/trailing and doubled spaces.


city name job_title signup_date status department

18 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.


22 rows × 4 columns. 4 column(s) need cleanup, 0 table-level fix(es).

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.


is_active phone state amount unit status country col_x

29 rows × 8 columns. 7 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

phone

Explanation: Standardized phone formatting.

state

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.


phone currency industry state city company

15 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

currency

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 3 variant spelling(s) into canonical labels.


country rate name company job_title city

28 rows × 6 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.


17 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

currency

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


rate status currency job_title city name notes2

26 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

Explanation: Parsed percent text to a fraction.

status

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.


14 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

rate

Explanation: Parsed percent text to a fraction.

city

Explanation: Trimmed surrounding/doubled spaces.


33 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.


email city currency job_title rate extra

34 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

email

Explanation: Lowercased and trimmed email addresses.

city

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


12 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

industry

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.


signup_date status unit currency company job_title unnamed

18 rows × 7 columns. 6 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

company

Explanation: Trimmed leading/trailing and doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.


industry country signup_date status unit state is_active

57 rows × 7 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 25 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 27 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 26 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.


signup_date industry rate job_title amount currency

51 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 33 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

Explanation: Trimmed surrounding/doubled spaces.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

currency

Explanation: Trimmed surrounding/doubled spaces.


21 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.


industry status email department unit extra

20 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

industry

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.


18 rows × 4 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.


industry department status is_active amount extra

22 rows × 6 columns. 5 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

industry

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.


city country state phone status name job_title company

44 rows × 8 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 22 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

name

Explanation: Trimmed leading/trailing and doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.


email amount status state job_title company unit is_active

44 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

email

Explanation: Lowercased and trimmed email addresses.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Value -100 is implausible for 'amount'; flagged for human review, not auto-changed.


16 rows × 5 columns. 4 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


13 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


city unit status is_active state rate extra

28 rows × 7 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

city

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.


state unit email country industry is_active job_title

41 rows × 7 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 27 variant spelling(s) into canonical labels.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 26 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.


28 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

country

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Trimmed surrounding/doubled spaces.


Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

Explanation: Lowercased and trimmed email addresses.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.


amount department email is_active job_title rate

39 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 24 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

Explanation: Value 9999999 is implausible for 'amount'; flagged for human review, not auto-changed.


country company amount city signup_date state currency extra

46 rows × 8 columns. 7 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

Explanation: Value 0 is implausible for 'amount'; flagged for human review, not auto-changed.


signup_date phone state city currency unit name notes2

59 rows × 8 columns. 7 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

state

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

name

Explanation: Trimmed leading/trailing and doubled spaces.


rate phone industry unit signup_date name company

37 rows × 7 columns. 7 column(s) need cleanup, 0 table-level fix(es).

rate

Explanation: Parsed percent text to a fraction.

phone

Explanation: Standardized phone formatting.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 23 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.


amount company state country rate name unit col_x

48 rows × 8 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 22 variant spelling(s) into canonical labels.


27 rows × 3 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


19 rows × 3 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 2 variant spelling(s) into canonical labels.


name state city phone job_title signup_date

21 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

state

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

Explanation: Trimmed surrounding/doubled spaces.


department name country status industry is_active

17 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

department

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.


14 rows × 5 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.


unit country phone signup_date job_title email

36 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.


11 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

amount

Explanation: Stripped currency symbols/grouping; parsed to number.

unit

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


12 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Parsed percent text to a fraction.

email

Explanation: Lowercased and trimmed email addresses.

city

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.


phone name status signup_date email currency company is_active

26 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

phone

Explanation: Standardized phone formatting.

status

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.


email company job_title state city signup_date

52 rows × 6 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.


name rate status department country phone

43 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

name

Explanation: Trimmed leading/trailing and doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

status

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 28 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.


city company name department email signup_date

35 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

city

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.


currency status email city company job_title

23 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.


name unit phone department state email extra

17 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

unit

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

department

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.


34 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.


country name company currency email amount

18 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.


amount city state industry signup_date country extra

23 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

industry

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


job_title email unit phone industry signup_date

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 30 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 24 variant spelling(s) into canonical labels.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.


currency job_title status company rate industry

Explanation: Removed 1 exact duplicate row(s).

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.


13 rows × 5 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 4 variant spelling(s) into canonical labels.

name

Explanation: Trimmed leading/trailing and doubled spaces.

country

Explanation: Unified 6 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 1 variant spelling(s) into canonical labels.


13 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

email

Explanation: Lowercased and trimmed email addresses.

phone

Explanation: Standardized phone formatting.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

amount

Explanation: Stripped currency symbols/grouping; parsed to number.

Explanation: Value 0 is implausible for 'amount'; flagged for human review, not auto-changed.


state currency department name is_active signup_date

20 rows × 6 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.


name company signup_date amount country rate email

56 rows × 7 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 35 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Value 9999999 is implausible for 'amount'; flagged for human review, not auto-changed.


company job_title amount rate status country notes2

14 rows × 7 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

status

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.


24 rows × 3 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

phone

Explanation: Standardized phone formatting.

currency

Explanation: Trimmed surrounding/doubled spaces.


15 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

country

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

rate

Explanation: Parsed percent text to a fraction.


16 rows × 5 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


status company phone amount industry notes2

24 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.


amount department is_active country job_title unnamed

36 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

Explanation: Value -100 is implausible for 'amount'; flagged for human review, not auto-changed.


14 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

name

Explanation: Trimmed leading/trailing and doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


12 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

rate

Explanation: Parsed percent text to a fraction.

email

Explanation: Lowercased and trimmed email addresses.

city

Explanation: Unified 4 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.


37 rows × 6 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 19 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.


department country amount signup_date rate industry currency unit

38 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 22 variant spelling(s) into canonical labels.

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

rate

Explanation: Parsed percent text to a fraction.

industry

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.


27 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.


email state city status rate country amount extra

45 rows × 8 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

email

Explanation: Lowercased and trimmed email addresses.

state

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 24 variant spelling(s) into canonical labels.


25 rows × 5 columns. 4 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.


city status email department job_title unit company phone

47 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 26 variant spelling(s) into canonical labels.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

company

Explanation: Trimmed leading/trailing and doubled spaces.

phone

Explanation: Standardized phone formatting.


company unit phone amount country email is_active col_x

59 rows × 8 columns. 7 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 23 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.


15 rows × 5 columns. 5 column(s) need cleanup, 0 table-level fix(es).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


company state name currency is_active job_title city

51 rows × 7 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.


phone job_title currency department company city

15 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

phone

Explanation: Standardized phone formatting.

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.


12 rows × 4 columns. 4 column(s) need cleanup, 0 table-level fix(es).

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.


19 rows × 4 columns. 4 column(s) need cleanup, 0 table-level fix(es).

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.


15 rows × 4 columns. 3 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

amount

Explanation: Converted N/A, '-', 'null' etc. to true missing.

Explanation: Stripped currency symbols/grouping; parsed to number.

country

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.


country status industry city name job_title company

55 rows × 7 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 33 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

city

Explanation: Trimmed surrounding/doubled spaces.

name

Explanation: Trimmed leading/trailing and doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 21 variant spelling(s) into canonical labels.


state industry signup_date rate company city

19 rows × 6 columns. 6 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

city

Explanation: Trimmed surrounding/doubled spaces.


27 rows × 5 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 16 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

state

Explanation: Trimmed surrounding/doubled spaces.

department

Explanation: Trimmed surrounding/doubled spaces.


rate amount job_title company status email unnamed

25 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

rate

Explanation: Parsed percent text to a fraction.

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

Explanation: Value 0 is implausible for 'amount'; flagged for human review, not auto-changed.


rate email unit state phone currency col_x

45 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

email

Explanation: Lowercased and trimmed email addresses.

unit

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 14 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

currency

Explanation: Trimmed surrounding/doubled spaces.


20 rows × 6 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 6 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.


name status phone unit is_active rate signup_date email

54 rows × 8 columns. 8 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 fully-empty row.

status

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

rate

Explanation: Parsed percent text to a fraction.

email

Explanation: Lowercased and trimmed email addresses.


23 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

state

Explanation: Trimmed surrounding/doubled spaces.

rate

Explanation: Parsed percent text to a fraction.

industry

Explanation: Trimmed surrounding/doubled spaces.


20 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

Explanation: Trimmed surrounding/doubled spaces.


23 rows × 5 columns. 5 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

rate

Explanation: Parsed percent text to a fraction.

country

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

city

Explanation: Trimmed surrounding/doubled spaces.

unit

Explanation: Trimmed surrounding/doubled spaces.


state country job_title email unit unnamed

12 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.

unit

Explanation: Trimmed surrounding/doubled spaces.


status is_active industry phone rate company state email

56 rows × 8 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

status

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.

rate

Explanation: Parsed percent text to a fraction.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 22 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.


26 rows × 4 columns. 4 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 2 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

status

Explanation: Trimmed surrounding/doubled spaces.


city job_title department email unit signup_date rate

49 rows × 7 columns. 7 column(s) need cleanup, 1 table-level fix(es).

Explanation: Removed 1 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 17 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

unit

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified mixed date formats to ISO YYYY-MM-DD.

rate

Explanation: Parsed percent text to a fraction.


Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 1 exact duplicate row(s).

status

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 5 variant spelling(s) into canonical labels.


16 rows × 5 columns. 5 column(s) need cleanup, 0 table-level fix(es).

industry

Explanation: Trimmed surrounding/doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.


16 rows × 3 columns. 3 column(s) need cleanup, 0 table-level fix(es).

name

Explanation: Trimmed leading/trailing and doubled spaces.

city

Explanation: Trimmed surrounding/doubled spaces.


12 rows × 4 columns. 3 column(s) need cleanup, 1 table-level fix(es).

Explanation: Dropped column(s) with no data.

department

Explanation: Trimmed surrounding/doubled spaces.

state

Explanation: Trimmed surrounding/doubled spaces.

phone

Explanation: Standardized phone formatting.


17 rows × 4 columns. 3 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

amount

Explanation: Stripped currency symbols/grouping; parsed to number.

phone

Explanation: Standardized phone formatting.

country

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 11 variant spelling(s) into canonical labels.


department currency is_active email company city

20 rows × 6 columns. 6 column(s) need cleanup, 0 table-level fix(es).

department

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

email

Explanation: Lowercased and trimmed email addresses.

city

Explanation: Trimmed surrounding/doubled spaces.


name city company department industry col_x

42 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 exact duplicate row(s).

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 15 variant spelling(s) into canonical labels.

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 20 variant spelling(s) into canonical labels.

industry

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 27 variant spelling(s) into canonical labels.


is_active amount state company status extra

13 rows × 6 columns. 5 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 9 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Value -100 is implausible for 'amount'; flagged for human review, not auto-changed.


28 rows × 4 columns. 3 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

department

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 18 variant spelling(s) into canonical labels.

status

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 13 variant spelling(s) into canonical labels.

email

Explanation: Lowercased and trimmed email addresses.


rate phone company state name job_title signup_date currency extra

35 rows × 9 columns. 8 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

rate

Explanation: Parsed percent text to a fraction.

phone

Explanation: Standardized phone formatting.

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 12 variant spelling(s) into canonical labels.

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 23 variant spelling(s) into canonical labels.

currency

Explanation: Trimmed surrounding/doubled spaces.


company city phone is_active state currency col_x

27 rows × 7 columns. 6 column(s) need cleanup, 2 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 2 exact duplicate row(s).

city

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 8 variant spelling(s) into canonical labels.

phone

Explanation: Standardized phone formatting.

Explanation: Mapped Yes/Y/1/TRUE → true, No/N/0/FALSE → false.

state

Explanation: Trimmed surrounding/doubled spaces.

currency

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 10 variant spelling(s) into canonical labels.


state rate country amount industry col_x

20 rows × 6 columns. 5 column(s) need cleanup, 3 table-level fix(es).

Explanation: Dropped column(s) with no data.

Explanation: Removed 1 fully-empty row.

Explanation: Removed 2 exact duplicate row(s).

state

Explanation: Trimmed surrounding/doubled spaces.

Explanation: Unified 7 variant spelling(s) into canonical labels.

rate

Explanation: Parsed percent text to a fraction.

country

Explanation: Trimmed surrounding/doubled spaces.

industry

Explanation: Trimmed surrounding/doubled spaces.