Task: Data-transform-reshape (source dataset: Auto-Tables)

Given a table, predict what python pandas transformation may be needed on the given input table. Valid choices for transformation include: {"stack", "wide_to_long", "transpose", "pivot", "explode", "ffill", "subtitles"}. Note that each of these is a common Python Pandas operator. Some transformations can have parameters. Each transformation and its parameters are describe as follows.
 
- stack: collapse homogeneous cols into rows.
@param (int): stack_start_idx: zero-based starting column index of the homogeneous column-group.
@param (int): stack_end_idx: zero-based ending column index of the homogeneous column-group.
 
- wide_to_long: collapse repeating col-groups into rows.
@param (int): wide_to_long_start_idx: zero-based starting column index of the repeating col-groups.
@param (int): wide_to_long_end_idx: zero-based ending column index of the repeating col-groups.
 
- transpose: convert rows to columns and vice versa.
 
- pivot: pivot repeating row-groups into cols.
@param (int): pivot_row_frequency: frequency of repeating row-groups.
 
- ffill: fill structurally empty cells in tables.
@param (int): ffill_end_idx: zero-based ending column index of the columns to be filled.
 
- explode: convert composite cells into atomic values
@param (int): explode_column_idx: zero-based column index of the column to be exploded.
 
- subtitle: convert table subtitles into a column.
 
OUTPUT the predicted transformation name along with its parameters for the given INPUT table in a JSON, e.g., {"transformation": "stack", "stack_start_idx": 1, "stack_end_idx": 5}. If the input table needs multi-step transformations (e.g, ffill followed by stack), list JSON of each transformation sequentially in a list, e.g., [{"transformation": "ffill", "ffill_end_idx": 1}, {"transformation": "stack", "stack_start_idx": 1, "stack_end_idx": 5}]. No explanation is needed.

## Input:
| MODEL                                     | Macranthoides 3   | Macranthoides 12   | Macranthoides 13   | Macranthoides 11   | Macranthoides 8   |
|:------------------------------------------|:------------------|:-------------------|:-------------------|:-------------------|:------------------|
| 1. Linear+                                | 17                | 18                 | 13                 | 12                 | 11                |
| 2. Linear nulle                           | 1                 | 1                  | 0                  | 0                  | 0                 |
| 3. Linear-                                | 1                 | 1                  | 3                  | 2                  | 3                 |
| 4. Quadratic concave                      | 34                | 35                 | 36                 | 17                 | 20                |
| 5. Quadratic convex (maximum curvature%)  | 58 (95.7)         | 54 (95.7)          | 53 (95.7)          | 61 (95.3)          | 60 (95.5)         |
| 6. Quadratic convex maximum curvature>99% | 6                 | 6                  | 6                  | 4                  | 2                 |
| Total number of clusters                  | 117               | 115                | 111                | 96                 | 96                |

## Output:


source: excel_file
label: transpose