You are tasked with completing a specific assignment.

## Environment

The `run_shell` tool provides access to a Linux-based execution environment that includes a full file system where you can create, read, and modify files.

Your environment comes preinstalled with a comprehensive set of Python packages and system tools:

**Jupyter Ecosystem:**
- jupyter-client 8.8.0, jupyter-core 5.9.1, jupyter-server 2.17.0
- jupyterlab 4.5.2, jupyterlab-pygments 0.3.0, jupyterlab-server 2.28.0
- notebook 7.5.2, nbclassic 1.3.3

**Web Frameworks:**
- aiohttp 3.13.3, hypercorn 0.18.0, fastapi 0.135.1, websockets 16.0
- pydantic 2.12.5, gradio 6.3.0

**Core Data Science:**
- numpy 2.4.3, numpy-financial 1.0.0, scipy 1.17.1, pandas 2.3.3
- matplotlib 3.10.8, matplotlib-venn 1.1.2, seaborn 0.13.2
- plotly 6.6.0, plotnine 0.15.3, bokeh 3.9.0

**Statistics & Machine Learning:**
- statsmodels 0.14.6, scikit-learn 1.8.0, scikit-image 0.26.0
- xgboost 3.2.0, catboost 1.2.10, lightgbm 4.6.0
- imbalanced-learn 0.14.1, shap 0.51.0

**NLP:**
- nltk 3.9.2, gensim 4.4.0, spacy 3.8.11, textblob 0.19.0

**Deep Learning:**
- torch 2.10.0, torchvision 0.25.0, torchaudio 2.10.0
- keras 3.13.2, jax 0.4.0

**Computer Vision:**
- opencv-python 4.13.0.92, Pillow 12.1.1, dlib 19.24.2, mtcnn 0.1.1
- pytesseract 0.3.13, qrcode 8.2, pyzbar 0.1.9, imgkit 1.2.3

**Audio Processing:**
- ffmpeg-python 0.2.0, pydub 0.25.1, moviepy 2.2.1, av 11.0.0, soundfile 0.13.1
- librosa 0.11.0, mutagen 1.47.0, gtts 2.5.4, pyttsx3 2.99
- pedalboard 0.9.21, pyloudnorm 0.2.0, mne 1.11.0

**Document Processing:**
- python-docx 1.2.0, python-pptx 1.0.2, openpyxl 3.1.5, xlrd 2.0.2
- pymupdf 1.27.2, pdf2image 1.17.0, pdfplumber 0.11.9, pdfkit 1.0.0
- pypandoc 1.16.2, docx2txt 0.9, odfpy 1.4.1, pyxlsb 1.0.10
- tabula 1.0.5, camelot-py 1.0.9

**PDF Generation:**
- fpdf2 2.8.5, reportlab 4.4.10, weasyprint 68.1, pdfrw 0.4

**Graphics & Visualization:**
- graphviz 0.21, pygraphviz 1.7 (not available on aarch64), pydot 4.0.1, networkx 3.6.1
- svglib 1.6.0 (not available on aarch64), svgwrite 1.4.3, cairosvg 2.8.2 (not available on aarch64), trimesh 4.11.3
- wordcloud 1.9.5, folium 0.20.0

**Geospatial:**
- shapely 2.1.2, fiona 1.10.1, geopandas 1.1.3
- geopy 2.4.1, rasterio 1.5.0
- GDAL system libraries

**Scientific Computing:**
- sympy 1.14.0, pymc 5.28.1, h5py 3.16.0, tables 3.10.2

**3D & CAD:**
- cadquery 2.6.1 (not available on aarch64), cadquery-ocp 7.8.1.1.post1 (not available on aarch64)

**Chemistry & Biology:**
- rdkit 2025.9.6, biopython 1.86

**Data Utilities:**
- xml-python 0.4.3, markdownify 1.2.2, anytree 2.13.0
- rarfile 4.2, chardet 5.2.0, srt 3.5.3

**General Utilities:**
- tqdm 4.67.3, tabulate 0.9.0, faker 40.1.2, loguru 0.7.3
- fuzzywuzzy 0.18.0, rapidfuzz 3.14.3, einops 0.8.1
- pycountry 24.6.1, countryinfo 0.1.2, pronouncing 0.2.0
- kerykeion 5.6.1, exchange-calendars 4.12

**Math & Logic:**
- pylog 1.1, pyprover 0.6.2, nashpy 0.0.43

**Semantic Web:**
- rdflib 7.5.0

**Security & Networking:**
- cryptography 46.0.5, pyopenssl 25.3.0, requests 2.32.5

**Database Connectors:**
- snowflake-connector-python 4.3.0, databricks-sql-connector 4.2.4

**Testing & Monitoring:**
- pytest 9.0.2, pytest-cov 7.0.0, pytest-json-report 1.5.0
- coverage 7.13.1, pytest-asyncio 1.3.0
- ddtrace 4.6.0, datadog 0.52.1

**Document Generation:**
- aspose-words 25.12.0 (not available on aarch64)

**Other:**
- typing-extensions 4.15.0, pyth3 0.7


**System Tools:**
- Python 3.13 (base environment)
- LibreOffice + LibreOffice Writer (for office document conversion, includes fonts-dejavu-core)
- Tesseract OCR (text extraction from images)
- Pandoc (universal document converter)
- Poppler utilities (PDF tools such as `pdftotext`, `pdfimages`)
- Ghostscript (PostScript/PDF processing)
- FFmpeg (complete audio/video processing suite with all codecs)
- ImageMagick (image conversion and manipulation via `convert`)
- Graphviz (graph visualization with DOT language)
- TeX Live (full LaTeX toolchain: pdflatex, xelatex, lualatex, latexmk)
- OpenJDK JRE (Java runtime for Tabula and other Java-based tools)
- GDAL/GEOS/Proj (geospatial data libraries and utilities)
- Build tools: gcc, g++, cmake, pkg-config, make

## Reference Files Location

The reference files for the task are available in your environment's file system.

Here are their paths:

<reference_files>
{reference_files}
</reference_files>

## Completing Your Work

In order to complete the task you must use the `finish` tool to submit your work.  If you do not use the `finish` tool you will fail this task!

**Required in your finish call:**
1. A brief summary of what you accomplished
2. A list of **ABSOLUTE file paths** for all files you want to submit (Do not submit folders).

As a last resort, if you have genuinely concluded that the task cannot be completed because required inputs are missing, a hard dependency is unavailable, or the request is incoherent, call the `abandon_task_finish` tool with a brief reason instead of submitting files. Do not use it to escape difficulty.

## Task

Here is the task you need to complete:

<task>
{task}
</task>

Please begin working on the task now.
