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7485602 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 | """Task definitions for the Financial Task Environment.
Contains 10 tasks backed by real Excel workbooks covering diverse enterprise
finance & accounting workflows (QA, calculation, validation, data entry,
formatting, modeling, consolidation). Each task ships a source .xlsx that
the agent must read or modify via Python code execution.
"""
from __future__ import annotations
import os
from pathlib import Path
from typing import Any, Dict, List
# Base directory where xlsx files live (data/<task_id>/)
DATA_DIR = Path(os.environ.get("FINANCIAL_ENV_DATA_DIR", Path(__file__).parent / "data"))
TASKS: Dict[str, Dict[str, Any]] = {}
# ---------------------------------------------------------------------------
# Helper to build source / reference paths
# ---------------------------------------------------------------------------
def _paths(task_id: str, src: str, ref: str | None = None):
"""Return dict with resolved source and optional reference paths."""
d: Dict[str, Any] = {
"source_file": str(DATA_DIR / task_id / src),
}
if ref:
d["reference_file"] = str(DATA_DIR / task_id / ref)
return d
# ββ EASY ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Task 1 β QA: count rows (Calculation)
TASKS["task_1"] = {
"id": "task_1",
"orig_id": "119",
"title": "Count Plants in Spreadsheet",
"difficulty": "easy",
"task_type": "QA",
"category": "Calculation",
"instruction": "How many plants are recorded in the spreadsheet?",
"constraints": "",
"reference_answer": "85",
**_paths("119", "119_src_0.xlsx"),
}
# Task 2 β QA: value retrieval (Cross-sheet Retrieval)
TASKS["task_2"] = {
"id": "task_2",
"orig_id": "118",
"title": "Retrieve TW EOL Charge",
"difficulty": "easy",
"task_type": "QA",
"category": "Cross-sheet/file Retrieval",
"instruction": "What is the TW EOL charge for 2002? Please provide just the amount.",
"constraints": "",
"reference_answer": "113291",
**_paths("118", "118_src_0.xlsx"),
}
# Task 3 β QA: multi-step calculation (Calculation)
TASKS["task_3"] = {
"id": "task_3",
"orig_id": "34",
"title": "Portfolio Mark-to-Market Change",
"difficulty": "easy",
"task_type": "QA",
"category": "Calculation",
"instruction": (
"Assume the following changes occur in the Jul\u2013Dec 2002 market: "
"Flat curve prices increase uniformly by $2/MWh; Peak 6x16 curve prices "
"increase uniformly by $5/MWh; monthly contract volumes (Flat and Peak "
"Total MWh) remain unchanged. Based on the 2002 table, calculate: "
"(1) the total added value (mark-to-market change) for the combined "
"Flat + Peak portfolio; and (2) what percentage of this added value "
"comes from the Peak 6x16 contracts rather than the Flat contracts."
),
"constraints": "",
"reference_answer": (
"The total added value of the July\u2013December 2002 portfolio is "
"$1,989,600 (in absolute terms). Of this amount, approximately 27.9% "
"(about 28%) comes from the Peak 6x16 contracts, with the remaining "
"~72.1% coming from the Flat contracts."
),
**_paths("34", "34_src_0.xlsx"),
}
# ββ MEDIUM ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Task 4 β Modify: summarise imbalances (Calculation + modify)
TASKS["task_4"] = {
"id": "task_4",
"orig_id": "35",
"title": "Summarize Pipeline Imbalances",
"difficulty": "medium",
"task_type": "MODIFY",
"category": "Calculation",
"instruction": (
"Summarize the volume and dollar imbalances that exist between the "
"various pipeline operators (Operators) and Transwestern."
),
"constraints": (
"You will be given an Excel file as input. Perform all required "
"operations by modifying the existing workbook. You may add new sheets "
"if necessary, but you must preserve all original sheets and their "
"contents. Return the full updated workbook."
),
**_paths("35", "35_src_0.xlsx", "35_ref_0.xlsx"),
}
# Task 5 β Modify: audit & fix formulas (Validation / Review)
TASKS["task_5"] = {
"id": "task_5",
"orig_id": "40",
"title": "Audit and Correct Formula Errors",
"difficulty": "medium",
"task_type": "MODIFY",
"category": "Validation / Review, Calculation",
"instruction": (
"Audit the workbook and correct the formula errors in place so numbers "
"calculate properly."
),
"constraints": (
"You will be given an Excel file as input. Perform all required "
"operations by modifying the existing workbook. You may add new sheets "
"if necessary, but you must preserve all original sheets and their "
"contents. Return the full updated workbook."
),
**_paths("40", "40_src_0.xlsx", "40_ref_0.xlsx"),
}
# Task 6 β Modify: create table + filter (Structuring / Formatting)
TASKS["task_6"] = {
"id": "task_6",
"orig_id": "60",
"title": "Create Table and Apply Filter",
"difficulty": "medium",
"task_type": "MODIFY",
"category": "Structuring / Formatting",
"instruction": (
"On the All Natural Gas sheet, create an Excel table and filter to "
"show only the COUNTERPARTY entries highlighted in red."
),
"constraints": (
"You will be given an Excel file as input. Perform all required "
"operations by modifying the existing workbook. You may add new sheets "
"if necessary, but you must preserve all original sheets and their "
"contents. Return the full updated workbook."
),
**_paths("60", "60_src_0.xlsx", "60_ref_0.xlsx"),
}
# Task 7 β Modify: data entry + formatting (Data Entry / Import)
TASKS["task_7"] = {
"id": "task_7",
"orig_id": "21",
"title": "Add Weekday Row and Data Entry",
"difficulty": "medium",
"task_type": "MODIFY",
"category": "Data Entry / Import, Structuring / Formatting",
"instruction": (
"Add a weekday line directly below the date headers and update the "
"12/31/2001 (Mon) column. For that day, there are no \"Receipts\"; "
"record disbursements of $1,980,800 to Calpine (Power Purchases) and "
"$100,000 to an unspecified vendor (Gas Purchases). Under Enron Facility "
"Services, enter $3,101,855 for \"$2.5 per day\" and -$2,081,386 for "
"\"estimate receipt\"; in Personnel, EES is $584,500; leave all other "
"items as \"-\"."
),
"constraints": (
"You will be given an Excel file as input. Perform all required "
"operations by modifying the existing workbook. You may add new sheets "
"if necessary, but you must preserve all original sheets and their "
"contents. Return the full updated workbook."
),
**_paths("21", "21_src_0.xlsx", "21_ref_0.xlsx"),
}
# ββ HARD ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Task 8 β Modify: balance-sheet validation + indicator calcs
TASKS["task_8"] = {
"id": "task_8",
"orig_id": "0",
"title": "Balance Sheet Validation and Indicators",
"difficulty": "hard",
"task_type": "MODIFY",
"category": "Validation / Review, Calculation, Structuring / Formatting",
"instruction": (
"Complete the validation and indicator calculations as follows: on the "
"Balance Sheet, add a control to ensure TOTAL ASSETS equals TOTAL "
"LIABILITIES AND EQUITY; on the Income Statement (Revenue & Expenses), "
"add an Equity Roll Forward Test to reconcile equity movement and "
"highlight any differences."
),
"constraints": (
"You will be given an Excel file as input. Perform all required "
"operations by modifying the existing workbook. You may add new sheets "
"if necessary, but you must preserve all original sheets and their "
"contents. Return the full updated workbook."
),
**_paths("0", "0_src_0.xlsx", "0_ref_0.xlsx"),
}
# Task 9 β Modify: add new sheet mirroring structure (Financial Modeling)
TASKS["task_9"] = {
"id": "task_9",
"orig_id": "24",
"title": "Create Scenario3 Worksheet",
"difficulty": "hard",
"task_type": "MODIFY",
"category": "Structuring / Formatting, Financial Modeling",
"instruction": (
'Add a new worksheet named "Scenario3" to the same workbook, mirroring '
"the structure, row/column layout, monthly detail table, and chart area "
'of "Scenario1". For Scenario3, update the hedging assumptions to a '
"balanced allocation: 10-Yr 25%, 5-Yr 20%, 1-Yr 15%, May-Sep 20%, "
"Q3 15%. Keep the note \"Maximum Monthly Average Short Position to "
'Cover (July Peak) = 30,508 MW" unchanged; only the new sheet should '
"be added, and formulas may be used within it."
),
"constraints": (
"You will be given an Excel file as input. Perform all required "
"operations by modifying the existing workbook. You may add new sheets "
"if necessary, but you must preserve all original sheets and their "
"contents. Return the full updated workbook."
),
**_paths("24", "24_src_0.xlsx", "24_ref_0.xlsx"),
}
# Task 10 β Modify: cross-sheet consolidation (multi-type)
TASKS["task_10"] = {
"id": "task_10",
"orig_id": "67",
"title": "Consolidate by Type and Area",
"difficulty": "hard",
"task_type": "MODIFY",
"category": "Structuring / Formatting, Calculation, Validation / Review, Cross-sheet Retrieval",
"instruction": (
"Create a new 'by type_area' worksheet based on the Summary and the "
"other tabs. It should present two separate tables summarized by "
"Imbal Type; within each table, consolidate by area, include Volume, "
"Value and Date, and calculate totals. Finally, confirm that the value "
"and volume totals tie to the totals shown on the Summary."
),
"constraints": (
"You will be given an Excel file as input. Perform all required "
"operations by modifying the existing workbook. You may add new sheets "
"if necessary, but you must preserve all original sheets and their "
"contents. Return the full updated workbook."
),
**_paths("67", "67_src_0.xlsx", "67_ref_0.xlsx"),
}
# ---------------------------------------------------------------------------
# Helper accessors
# ---------------------------------------------------------------------------
TASK_IDS: List[str] = sorted(TASKS.keys(), key=lambda x: int(x.split("_")[1]))
def get_task(task_id: str) -> Dict[str, Any]:
"""Return a task dict by ID or raise KeyError."""
if task_id not in TASKS:
raise KeyError(
f"Unknown task_id '{task_id}'. Available: {', '.join(TASK_IDS)}"
)
return TASKS[task_id]
def list_tasks() -> List[Dict[str, str]]:
"""Return a summary list of all tasks."""
return [
{
"id": t["id"],
"title": t["title"],
"difficulty": t["difficulty"],
"task_type": t["task_type"],
"category": t["category"],
}
for t in (TASKS[tid] for tid in TASK_IDS)
]
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