KMeans_&_HAC_2.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "D6DIkZOpkV8K",
        "outputId": "c83bcc98-8609-475b-e017-cc51e2b525ed"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (3.8.1)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (1.2.2)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (1.5.3)\n",
            "Requirement already satisfied: seaborn in /usr/local/lib/python3.10/dist-packages (0.12.2)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk) (8.1.7)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from nltk) (1.3.2)\n",
            "Requirement already satisfied: regex>=2021.8.3 in /usr/local/lib/python3.10/dist-packages (from nltk) (2023.6.3)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from nltk) (4.66.1)\n",
            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.23.5)\n",
            "Requirement already satisfied: scipy>=1.3.2 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (1.11.4)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (3.2.0)\n",
            "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas) (2023.3.post1)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.2.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (4.45.1)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.4.5)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (23.2)\n",
            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (9.4.0)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (3.1.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)\n"
          ]
        }
      ],
      "source": [
        "!pip install nltk scikit-learn pandas seaborn matplotlib\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "! pip freeze"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TAwfYvQMkfxP",
        "outputId": "ff19d726-8913-4b60-c771-758ac667acfe"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "absl-py==1.4.0\n",
            "aiohttp==3.9.1\n",
            "aiosignal==1.3.1\n",
            "alabaster==0.7.13\n",
            "albumentations==1.3.1\n",
            "altair==4.2.2\n",
            "anyio==3.7.1\n",
            "appdirs==1.4.4\n",
            "argon2-cffi==23.1.0\n",
            "argon2-cffi-bindings==21.2.0\n",
            "array-record==0.5.0\n",
            "arviz==0.15.1\n",
            "astropy==5.3.4\n",
            "astunparse==1.6.3\n",
            "async-timeout==4.0.3\n",
            "atpublic==4.0\n",
            "attrs==23.1.0\n",
            "audioread==3.0.1\n",
            "autograd==1.6.2\n",
            "Babel==2.13.1\n",
            "backcall==0.2.0\n",
            "beautifulsoup4==4.11.2\n",
            "bidict==0.22.1\n",
            "bigframes==0.15.0\n",
            "bleach==6.1.0\n",
            "blinker==1.4\n",
            "blis==0.7.11\n",
            "blosc2==2.0.0\n",
            "bokeh==3.3.1\n",
            "bqplot==0.12.42\n",
            "branca==0.7.0\n",
            "build==1.0.3\n",
            "CacheControl==0.13.1\n",
            "cachetools==5.3.2\n",
            "catalogue==2.0.10\n",
            "certifi==2023.11.17\n",
            "cffi==1.16.0\n",
            "chardet==5.2.0\n",
            "charset-normalizer==3.3.2\n",
            "chex==0.1.7\n",
            "click==8.1.7\n",
            "click-plugins==1.1.1\n",
            "cligj==0.7.2\n",
            "cloudpickle==2.2.1\n",
            "cmake==3.27.7\n",
            "cmdstanpy==1.2.0\n",
            "colorcet==3.0.1\n",
            "colorlover==0.3.0\n",
            "colour==0.1.5\n",
            "community==1.0.0b1\n",
            "confection==0.1.4\n",
            "cons==0.4.6\n",
            "contextlib2==21.6.0\n",
            "contourpy==1.2.0\n",
            "cryptography==41.0.7\n",
            "cufflinks==0.17.3\n",
            "cupy-cuda11x==11.0.0\n",
            "cvxopt==1.3.2\n",
            "cvxpy==1.3.2\n",
            "cycler==0.12.1\n",
            "cymem==2.0.8\n",
            "Cython==3.0.6\n",
            "dask==2023.8.1\n",
            "datascience==0.17.6\n",
            "db-dtypes==1.1.1\n",
            "dbus-python==1.2.18\n",
            "debugpy==1.6.6\n",
            "decorator==4.4.2\n",
            "defusedxml==0.7.1\n",
            "diskcache==5.6.3\n",
            "distributed==2023.8.1\n",
            "distro==1.7.0\n",
            "dlib==19.24.2\n",
            "dm-tree==0.1.8\n",
            "docutils==0.18.1\n",
            "dopamine-rl==4.0.6\n",
            "duckdb==0.9.2\n",
            "earthengine-api==0.1.381\n",
            "easydict==1.11\n",
            "ecos==2.0.12\n",
            "editdistance==0.6.2\n",
            "eerepr==0.0.4\n",
            "en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.6.0/en_core_web_sm-3.6.0-py3-none-any.whl#sha256=83276fc78a70045627144786b52e1f2728ad5e29e5e43916ec37ea9c26a11212\n",
            "entrypoints==0.4\n",
            "et-xmlfile==1.1.0\n",
            "etils==1.5.2\n",
            "etuples==0.3.9\n",
            "exceptiongroup==1.2.0\n",
            "fastai==2.7.13\n",
            "fastcore==1.5.29\n",
            "fastdownload==0.0.7\n",
            "fastjsonschema==2.19.0\n",
            "fastprogress==1.0.3\n",
            "fastrlock==0.8.2\n",
            "filelock==3.13.1\n",
            "fiona==1.9.5\n",
            "firebase-admin==5.3.0\n",
            "Flask==2.2.5\n",
            "flatbuffers==23.5.26\n",
            "flax==0.7.5\n",
            "folium==0.14.0\n",
            "fonttools==4.45.1\n",
            "frozendict==2.3.10\n",
            "frozenlist==1.4.0\n",
            "fsspec==2023.6.0\n",
            "future==0.18.3\n",
            "gast==0.5.4\n",
            "gcsfs==2023.6.0\n",
            "GDAL==3.4.3\n",
            "gdown==4.6.6\n",
            "geemap==0.28.2\n",
            "gensim==4.3.2\n",
            "geocoder==1.38.1\n",
            "geographiclib==2.0\n",
            "geopandas==0.13.2\n",
            "geopy==2.3.0\n",
            "gin-config==0.5.0\n",
            "glob2==0.7\n",
            "google==2.0.3\n",
            "google-ai-generativelanguage==0.3.3\n",
            "google-api-core==2.11.1\n",
            "google-api-python-client==2.84.0\n",
            "google-auth==2.17.3\n",
            "google-auth-httplib2==0.1.1\n",
            "google-auth-oauthlib==1.0.0\n",
            "google-cloud-aiplatform==1.36.4\n",
            "google-cloud-bigquery==3.12.0\n",
            "google-cloud-bigquery-connection==1.12.1\n",
            "google-cloud-bigquery-storage==2.23.0\n",
            "google-cloud-core==2.3.3\n",
            "google-cloud-datastore==2.15.2\n",
            "google-cloud-firestore==2.11.1\n",
            "google-cloud-functions==1.13.3\n",
            "google-cloud-iam==2.12.2\n",
            "google-cloud-language==2.9.1\n",
            "google-cloud-resource-manager==1.10.4\n",
            "google-cloud-storage==2.8.0\n",
            "google-cloud-translate==3.11.3\n",
            "google-colab @ file:///colabtools/dist/google-colab-1.0.0.tar.gz#sha256=96e8c242fb55a2c189a2cf1f0c80424a8ee10e7e331ce75172c3806ac57ba026\n",
            "google-crc32c==1.5.0\n",
            "google-generativeai==0.2.2\n",
            "google-pasta==0.2.0\n",
            "google-resumable-media==2.6.0\n",
            "googleapis-common-protos==1.61.0\n",
            "googledrivedownloader==0.4\n",
            "graphviz==0.20.1\n",
            "greenlet==3.0.1\n",
            "grpc-google-iam-v1==0.12.7\n",
            "grpcio==1.59.3\n",
            "grpcio-status==1.48.2\n",
            "gspread==3.4.2\n",
            "gspread-dataframe==3.3.1\n",
            "gym==0.25.2\n",
            "gym-notices==0.0.8\n",
            "h5netcdf==1.3.0\n",
            "h5py==3.9.0\n",
            "holidays==0.37\n",
            "holoviews==1.17.1\n",
            "html5lib==1.1\n",
            "httpimport==1.3.1\n",
            "httplib2==0.22.0\n",
            "huggingface-hub==0.19.4\n",
            "humanize==4.7.0\n",
            "hyperopt==0.2.7\n",
            "ibis-framework==6.2.0\n",
            "idna==3.6\n",
            "imageio==2.31.6\n",
            "imageio-ffmpeg==0.4.9\n",
            "imagesize==1.4.1\n",
            "imbalanced-learn==0.10.1\n",
            "imgaug==0.4.0\n",
            "importlib-metadata==6.8.0\n",
            "importlib-resources==6.1.1\n",
            "imutils==0.5.4\n",
            "inflect==7.0.0\n",
            "iniconfig==2.0.0\n",
            "install==1.3.5\n",
            "intel-openmp==2023.2.0\n",
            "ipyevents==2.0.2\n",
            "ipyfilechooser==0.6.0\n",
            "ipykernel==5.5.6\n",
            "ipyleaflet==0.18.0\n",
            "ipython==7.34.0\n",
            "ipython-genutils==0.2.0\n",
            "ipython-sql==0.5.0\n",
            "ipytree==0.2.2\n",
            "ipywidgets==7.7.1\n",
            "itsdangerous==2.1.2\n",
            "jax==0.4.20\n",
            "jaxlib @ https://storage.googleapis.com/jax-releases/cuda11/jaxlib-0.4.20+cuda11.cudnn86-cp310-cp310-manylinux2014_x86_64.whl#sha256=01be66238133f884bf5adf15cd7eaaf8445f9d4b056c5c64df28a997a6aff2fe\n",
            "jeepney==0.7.1\n",
            "jieba==0.42.1\n",
            "Jinja2==3.1.2\n",
            "joblib==1.3.2\n",
            "jsonpickle==3.0.2\n",
            "jsonschema==4.19.2\n",
            "jsonschema-specifications==2023.11.2\n",
            "jupyter-client==6.1.12\n",
            "jupyter-console==6.1.0\n",
            "jupyter-server==1.24.0\n",
            "jupyter_core==5.5.0\n",
            "jupyterlab-widgets==3.0.9\n",
            "jupyterlab_pygments==0.3.0\n",
            "kaggle==1.5.16\n",
            "keras==2.14.0\n",
            "keyring==23.5.0\n",
            "kiwisolver==1.4.5\n",
            "langcodes==3.3.0\n",
            "launchpadlib==1.10.16\n",
            "lazr.restfulclient==0.14.4\n",
            "lazr.uri==1.0.6\n",
            "lazy_loader==0.3\n",
            "libclang==16.0.6\n",
            "librosa==0.10.1\n",
            "lida==0.0.10\n",
            "lightgbm==4.1.0\n",
            "linkify-it-py==2.0.2\n",
            "llmx==0.0.15a0\n",
            "llvmlite==0.41.1\n",
            "locket==1.0.0\n",
            "logical-unification==0.4.6\n",
            "lxml==4.9.3\n",
            "malloy==2023.1064\n",
            "Markdown==3.5.1\n",
            "markdown-it-py==3.0.0\n",
            "MarkupSafe==2.1.3\n",
            "matplotlib==3.7.1\n",
            "matplotlib-inline==0.1.6\n",
            "matplotlib-venn==0.11.9\n",
            "mdit-py-plugins==0.4.0\n",
            "mdurl==0.1.2\n",
            "miniKanren==1.0.3\n",
            "missingno==0.5.2\n",
            "mistune==0.8.4\n",
            "mizani==0.9.3\n",
            "mkl==2023.2.0\n",
            "ml-dtypes==0.2.0\n",
            "mlxtend==0.22.0\n",
            "more-itertools==10.1.0\n",
            "moviepy==1.0.3\n",
            "mpmath==1.3.0\n",
            "msgpack==1.0.7\n",
            "multidict==6.0.4\n",
            "multipledispatch==1.0.0\n",
            "multitasking==0.0.11\n",
            "murmurhash==1.0.10\n",
            "music21==9.1.0\n",
            "natsort==8.4.0\n",
            "nbclassic==1.0.0\n",
            "nbclient==0.9.0\n",
            "nbconvert==6.5.4\n",
            "nbformat==5.9.2\n",
            "nest-asyncio==1.5.8\n",
            "networkx==3.2.1\n",
            "nibabel==4.0.2\n",
            "nltk==3.8.1\n",
            "notebook==6.5.5\n",
            "notebook_shim==0.2.3\n",
            "numba==0.58.1\n",
            "numexpr==2.8.7\n",
            "numpy==1.23.5\n",
            "oauth2client==4.1.3\n",
            "oauthlib==3.2.2\n",
            "opencv-contrib-python==4.8.0.76\n",
            "opencv-python==4.8.0.76\n",
            "opencv-python-headless==4.8.1.78\n",
            "openpyxl==3.1.2\n",
            "opt-einsum==3.3.0\n",
            "optax==0.1.7\n",
            "orbax-checkpoint==0.4.3\n",
            "osqp==0.6.2.post8\n",
            "packaging==23.2\n",
            "pandas==1.5.3\n",
            "pandas-datareader==0.10.0\n",
            "pandas-gbq==0.17.9\n",
            "pandas-stubs==1.5.3.230304\n",
            "pandocfilters==1.5.0\n",
            "panel==1.3.4\n",
            "param==2.0.1\n",
            "parso==0.8.3\n",
            "parsy==2.1\n",
            "partd==1.4.1\n",
            "pathlib==1.0.1\n",
            "pathy==0.10.3\n",
            "patsy==0.5.3\n",
            "peewee==3.17.0\n",
            "pexpect==4.9.0\n",
            "pickleshare==0.7.5\n",
            "Pillow==9.4.0\n",
            "pip-tools==6.13.0\n",
            "platformdirs==4.0.0\n",
            "plotly==5.15.0\n",
            "plotnine==0.12.4\n",
            "pluggy==1.3.0\n",
            "polars==0.17.3\n",
            "pooch==1.8.0\n",
            "portpicker==1.5.2\n",
            "prefetch-generator==1.0.3\n",
            "preshed==3.0.9\n",
            "prettytable==3.9.0\n",
            "proglog==0.1.10\n",
            "progressbar2==4.2.0\n",
            "prometheus-client==0.19.0\n",
            "promise==2.3\n",
            "prompt-toolkit==3.0.41\n",
            "prophet==1.1.5\n",
            "proto-plus==1.22.3\n",
            "protobuf==3.20.3\n",
            "psutil==5.9.5\n",
            "psycopg2==2.9.9\n",
            "ptyprocess==0.7.0\n",
            "py-cpuinfo==9.0.0\n",
            "py4j==0.10.9.7\n",
            "pyarrow==9.0.0\n",
            "pyasn1==0.5.1\n",
            "pyasn1-modules==0.3.0\n",
            "pycocotools==2.0.7\n",
            "pycparser==2.21\n",
            "pyct==0.5.0\n",
            "pydantic==1.10.13\n",
            "pydata-google-auth==1.8.2\n",
            "pydot==1.4.2\n",
            "pydot-ng==2.0.0\n",
            "pydotplus==2.0.2\n",
            "PyDrive==1.3.1\n",
            "PyDrive2==1.6.3\n",
            "pyerfa==2.0.1.1\n",
            "pygame==2.5.2\n",
            "Pygments==2.16.1\n",
            "PyGObject==3.42.1\n",
            "PyJWT==2.3.0\n",
            "pymc==5.7.2\n",
            "pymystem3==0.2.0\n",
            "PyOpenGL==3.1.7\n",
            "pyOpenSSL==23.3.0\n",
            "pyparsing==3.1.1\n",
            "pyperclip==1.8.2\n",
            "pyproj==3.6.1\n",
            "pyproject_hooks==1.0.0\n",
            "pyshp==2.3.1\n",
            "PySocks==1.7.1\n",
            "pytensor==2.14.2\n",
            "pytest==7.4.3\n",
            "python-apt==0.0.0\n",
            "python-box==7.1.1\n",
            "python-dateutil==2.8.2\n",
            "python-louvain==0.16\n",
            "python-slugify==8.0.1\n",
            "python-utils==3.8.1\n",
            "pytz==2023.3.post1\n",
            "pyviz_comms==3.0.0\n",
            "PyWavelets==1.5.0\n",
            "PyYAML==6.0.1\n",
            "pyzmq==23.2.1\n",
            "qdldl==0.1.7.post0\n",
            "qudida==0.0.4\n",
            "ratelim==0.1.6\n",
            "referencing==0.31.1\n",
            "regex==2023.6.3\n",
            "requests==2.31.0\n",
            "requests-oauthlib==1.3.1\n",
            "requirements-parser==0.5.0\n",
            "rich==13.7.0\n",
            "rpds-py==0.13.2\n",
            "rpy2==3.4.2\n",
            "rsa==4.9\n",
            "safetensors==0.4.1\n",
            "scikit-image==0.19.3\n",
            "scikit-learn==1.2.2\n",
            "scipy==1.11.4\n",
            "scooby==0.9.2\n",
            "scs==3.2.4.post1\n",
            "seaborn==0.12.2\n",
            "SecretStorage==3.3.1\n",
            "Send2Trash==1.8.2\n",
            "shapely==2.0.2\n",
            "six==1.16.0\n",
            "sklearn-pandas==2.2.0\n",
            "smart-open==6.4.0\n",
            "sniffio==1.3.0\n",
            "snowballstemmer==2.2.0\n",
            "sortedcontainers==2.4.0\n",
            "soundfile==0.12.1\n",
            "soupsieve==2.5\n",
            "soxr==0.3.7\n",
            "spacy==3.6.1\n",
            "spacy-legacy==3.0.12\n",
            "spacy-loggers==1.0.5\n",
            "Sphinx==5.0.2\n",
            "sphinxcontrib-applehelp==1.0.7\n",
            "sphinxcontrib-devhelp==1.0.5\n",
            "sphinxcontrib-htmlhelp==2.0.4\n",
            "sphinxcontrib-jsmath==1.0.1\n",
            "sphinxcontrib-qthelp==1.0.6\n",
            "sphinxcontrib-serializinghtml==1.1.9\n",
            "SQLAlchemy==2.0.23\n",
            "sqlglot==17.16.2\n",
            "sqlparse==0.4.4\n",
            "srsly==2.4.8\n",
            "stanio==0.3.0\n",
            "statsmodels==0.14.0\n",
            "sympy==1.12\n",
            "tables==3.8.0\n",
            "tabulate==0.9.0\n",
            "tbb==2021.11.0\n",
            "tblib==3.0.0\n",
            "tenacity==8.2.3\n",
            "tensorboard==2.14.1\n",
            "tensorboard-data-server==0.7.2\n",
            "tensorflow==2.14.0\n",
            "tensorflow-datasets==4.9.3\n",
            "tensorflow-estimator==2.14.0\n",
            "tensorflow-gcs-config==2.14.0\n",
            "tensorflow-hub==0.15.0\n",
            "tensorflow-io-gcs-filesystem==0.34.0\n",
            "tensorflow-metadata==1.14.0\n",
            "tensorflow-probability==0.22.0\n",
            "tensorstore==0.1.45\n",
            "termcolor==2.3.0\n",
            "terminado==0.18.0\n",
            "text-unidecode==1.3\n",
            "textblob==0.17.1\n",
            "tf-slim==1.1.0\n",
            "thinc==8.1.12\n",
            "threadpoolctl==3.2.0\n",
            "tifffile==2023.9.26\n",
            "tinycss2==1.2.1\n",
            "tokenizers==0.15.0\n",
            "toml==0.10.2\n",
            "tomli==2.0.1\n",
            "toolz==0.12.0\n",
            "torch @ https://download.pytorch.org/whl/cu118/torch-2.1.0%2Bcu118-cp310-cp310-linux_x86_64.whl#sha256=a81b554184492005543ddc32e96469f9369d778dedd195d73bda9bed407d6589\n",
            "torchaudio @ https://download.pytorch.org/whl/cu118/torchaudio-2.1.0%2Bcu118-cp310-cp310-linux_x86_64.whl#sha256=cdfd0a129406155eee595f408cafbb92589652da4090d1d2040f5453d4cae71f\n",
            "torchdata==0.7.0\n",
            "torchsummary==1.5.1\n",
            "torchtext==0.16.0\n",
            "torchvision @ https://download.pytorch.org/whl/cu118/torchvision-0.16.0%2Bcu118-cp310-cp310-linux_x86_64.whl#sha256=033712f65d45afe806676c4129dfe601ad1321d9e092df62b15847c02d4061dc\n",
            "tornado==6.3.2\n",
            "tqdm==4.66.1\n",
            "traitlets==5.7.1\n",
            "traittypes==0.2.1\n",
            "transformers==4.35.2\n",
            "triton==2.1.0\n",
            "tweepy==4.14.0\n",
            "typer==0.9.0\n",
            "types-pytz==2023.3.1.1\n",
            "types-setuptools==69.0.0.0\n",
            "typing_extensions==4.5.0\n",
            "tzlocal==5.2\n",
            "uc-micro-py==1.0.2\n",
            "uritemplate==4.1.1\n",
            "urllib3==2.0.7\n",
            "vega-datasets==0.9.0\n",
            "wadllib==1.3.6\n",
            "wasabi==1.1.2\n",
            "wcwidth==0.2.12\n",
            "webcolors==1.13\n",
            "webencodings==0.5.1\n",
            "websocket-client==1.6.4\n",
            "Werkzeug==3.0.1\n",
            "widgetsnbextension==3.6.6\n",
            "wordcloud==1.9.2\n",
            "wrapt==1.14.1\n",
            "xarray==2023.7.0\n",
            "xarray-einstats==0.6.0\n",
            "xgboost==2.0.2\n",
            "xlrd==2.0.1\n",
            "xxhash==3.4.1\n",
            "xyzservices==2023.10.1\n",
            "yarl==1.9.3\n",
            "yellowbrick==1.5\n",
            "yfinance==0.2.32\n",
            "zict==3.0.0\n",
            "zipp==3.17.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import nltk\n",
        "nltk.download('reuters')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A5W5e5CCko7O",
        "outputId": "cd4de8fa-241d-4708-fdd0-998aae38d3b1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package reuters to /root/nltk_data...\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import nltk\n",
        "from nltk.corpus import reuters\n",
        "import pandas as pd\n",
        "\n",
        "# Define classes of interest\n",
        "classes_of_interest = ['acq', 'corn', 'crude', 'earn', 'grain', 'interest', 'money-fx', 'ship', 'trade', 'wheat']\n",
        "\n",
        "# Filter documents based on categories\n",
        "documents = []\n",
        "for category in classes_of_interest:\n",
        "    category_docs = reuters.fileids(category)\n",
        "    documents.extend([(doc_id, reuters.raw(doc_id), reuters.categories(doc_id)) for doc_id in category_docs])\n",
        "\n",
        "df = pd.DataFrame(documents, columns=['Doc_ID', 'Content', 'Categories'])\n"
      ],
      "metadata": {
        "id": "sJau-h0Lk7BX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nyLVcZXDk-Qw",
        "outputId": "22189467-74b8-4765-bc4a-4d947f1f1bf2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "             Doc_ID                                            Content  \\\n",
            "0        test/14843  SUMITOMO BANK AIMS AT QUICK RECOVERY FROM MERG...   \n",
            "1        test/14852  BOND CORP STILL CONSIDERING ATLAS MINING BAIL-...   \n",
            "2        test/14865  CRA SOLD FORREST GOLD FOR 76 MLN DLRS - WHIM C...   \n",
            "3        test/14888  ANHEUSER-BUSCH JOINS BID FOR SAN MIGUEL\\n  Anh...   \n",
            "4        test/14900  MONIER SAYS BRITAIN'S REDLAND MAY BID FOR IT\\n...   \n",
            "...             ...                                                ...   \n",
            "9974    training/97  ASCS TERMINAL MARKET VALUES FOR PIK GRAIN\\n  T...   \n",
            "9975  training/9773  IWC lifts 1986/87 world wheat, coarse grain es...   \n",
            "9976  training/9782  IWC LIFTS WORLD GRAIN OUTPUT ESTIMATE TO RECOR...   \n",
            "9977  training/9793  IWC SAYS EFFECT OF LOWER SUPPORT PRICES LIMITE...   \n",
            "9978  training/9865  FRENCH FREE MARKET CEREAL EXPORT BIDS DETAILED...   \n",
            "\n",
            "                                             Categories  \n",
            "0                                                 [acq]  \n",
            "1                                         [acq, copper]  \n",
            "2                                                 [acq]  \n",
            "3                                                 [acq]  \n",
            "4                                                 [acq]  \n",
            "...                                                 ...  \n",
            "9974  [corn, grain, oat, oilseed, rye, sorghum, soyb...  \n",
            "9975                                     [grain, wheat]  \n",
            "9976                                     [grain, wheat]  \n",
            "9977                                     [grain, wheat]  \n",
            "9978                       [barley, corn, grain, wheat]  \n",
            "\n",
            "[9979 rows x 3 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a simple ground truth based on the primary category for each document\n",
        "df['Ground_Truth'] = df['Categories'].apply(lambda x: x[0] if x else None)\n"
      ],
      "metadata": {
        "id": "PQBWYwwcmVA_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "T1GL4SyTm67j",
        "outputId": "b9147ce9-8a6f-48d5-c042-5509523a05f2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "            Doc_ID                                            Content\n",
            "0       test/14828  CHINA DAILY SAYS VERMIN EAT 7-12 PCT GRAIN STO...\n",
            "1       test/15049  FED EXPECTED TO SET CUSTOMER REPURCHASES\\n  Th...\n",
            "2       test/15092  FED SETS OVERNIGHT SYSTEM REPURCHASES, FED SAY...\n",
            "3       test/15096  FED ADDS RESERVES VIA OVERNIGHT REPURCHASES\\n ...\n",
            "4       test/15200  TURKEY CALLS FOR DIALOGUE TO SOLVE DISPUTE\\n  ...\n",
            "..             ...                                                ...\n",
            "692  training/9841  BANK OF SPAIN PROVIDES YEAR RECORD ASSISTANCE ...\n",
            "693  training/9907  DUTCH GRAIN LEVY TEST CASE TO START IN APRIL\\n...\n",
            "694  training/9943  FED EXPECTED TO ADD RESERVES\\n  The Federal Re...\n",
            "695  training/9972  FED SETS TWO BILLION DLR CUSTOMER REPURCHASE, ...\n",
            "696  training/9988  FED SETS TWO BILLION DLR CUSTOMER REPURCHASE\\n...\n",
            "\n",
            "[697 rows x 2 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from sklearn.cluster import KMeans\n",
        "\n",
        "# Vectorize the documents\n",
        "vectorizer = TfidfVectorizer(stop_words='english')\n",
        "X = vectorizer.fit_transform(df['Content'])\n",
        "\n",
        "# Apply K-means clustering\n",
        "kmeans = KMeans(n_clusters=10, random_state=42)\n",
        "df['Cluster'] = kmeans.fit_predict(X)\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L06edur0lC1K",
        "outputId": "a5408d3f-1e96-4409-9cac-631181951f4a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import accuracy_score, normalized_mutual_info_score, f1_score, adjusted_rand_score\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Create a ground truth based on top-level categories\n",
        "df['Top_Level_Category'] = df['Categories'].apply(lambda x: x[0].split('.')[0] if x else None)\n",
        "\n",
        "# Convert Cluster labels to strings\n",
        "df['Cluster'] = df['Cluster'].astype(str)\n",
        "\n",
        "# Further Evaluation and Metrics Calculation\n",
        "purity = accuracy_score(df['Top_Level_Category'], df['Cluster'])\n",
        "nmi = normalized_mutual_info_score(df['Top_Level_Category'], df['Cluster'])\n",
        "f1 = f1_score(df['Top_Level_Category'], df['Cluster'], average='weighted')\n",
        "ri = adjusted_rand_score(df['Top_Level_Category'], df['Cluster'])\n",
        "\n",
        "# Print evaluation metrics\n",
        "print(f'Purity: {purity:.4f}')\n",
        "print(f'Normalized Mutual Information: {nmi:.4f}')\n",
        "print(f'F1 Score: {f1:.4f}')\n",
        "print(f'Adjusted Rand Index: {ri:.4f}')\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qLw6xveLnOH0",
        "outputId": "99f9fcc7-2022-4fc2-f4a2-f4583f5e9ca7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Purity: 0.0000\n",
            "Normalized Mutual Information: 0.5179\n",
            "F1 Score: 0.0000\n",
            "Adjusted Rand Index: 0.3200\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Confusion matrix\n",
        "conf_matrix = pd.crosstab(df['Top_Level_Category'], df['Cluster'], rownames=['Ground Truth'], colnames=['Predicted Cluster'])\n",
        "plt.figure(figsize=(10, 8))\n",
        "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=df['Cluster'].unique(), yticklabels=df['Top_Level_Category'].unique())\n",
        "plt.title('Confusion Matrix')\n",
        "plt.xlabel('Predicted Cluster')\n",
        "plt.ylabel('Ground Truth')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        },
        "id": "E64M5g33lJR6",
        "outputId": "5c486da2-636e-4722-c711-6c6fddd93611"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        " PART B =>\n"
      ],
      "metadata": {
        "id": "xOA9cxl4JBfx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from sklearn.metrics.cluster import adjusted_rand_score\n",
        "from sklearn.cluster import AgglomerativeClustering\n",
        "import scipy.cluster.hierarchy as sch\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from nltk.corpus import reuters\n",
        "from nltk import download\n",
        "download('reuters')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WV_7-P0k_DO3",
        "outputId": "c117ef55-d8ba-43f7-9d8e-06d18eed3613"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package reuters to /root/nltk_data...\n",
            "[nltk_data]   Package reuters is already up-to-date!\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Download Reuters-21578 dataset if not already downloaded\n",
        "doc_ids = reuters.fileids()\n",
        "\n",
        "# Define classes of interest\n",
        "classes_of_interest = ['crude', 'interest', 'grain']\n",
        "\n",
        "# Filter documents based on classes\n",
        "documents = [(doc_id, reuters.raw(doc_id)) for doc_id in doc_ids if any(className in reuters.categories(doc_id) for className in classes_of_interest) and len(reuters.categories(doc_id)) == 1]\n",
        "\n",
        "df = pd.DataFrame(documents, columns=['Doc_ID', 'Content'])\n",
        "print(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SQWY0XYsQJIZ",
        "outputId": "70fbe0c6-f6d5-4636-82bf-444209d1115f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "            Doc_ID                                            Content\n",
            "0       test/14828  CHINA DAILY SAYS VERMIN EAT 7-12 PCT GRAIN STO...\n",
            "1       test/15049  FED EXPECTED TO SET CUSTOMER REPURCHASES\\n  Th...\n",
            "2       test/15092  FED SETS OVERNIGHT SYSTEM REPURCHASES, FED SAY...\n",
            "3       test/15096  FED ADDS RESERVES VIA OVERNIGHT REPURCHASES\\n ...\n",
            "4       test/15200  TURKEY CALLS FOR DIALOGUE TO SOLVE DISPUTE\\n  ...\n",
            "..             ...                                                ...\n",
            "692  training/9841  BANK OF SPAIN PROVIDES YEAR RECORD ASSISTANCE ...\n",
            "693  training/9907  DUTCH GRAIN LEVY TEST CASE TO START IN APRIL\\n...\n",
            "694  training/9943  FED EXPECTED TO ADD RESERVES\\n  The Federal Re...\n",
            "695  training/9972  FED SETS TWO BILLION DLR CUSTOMER REPURCHASE, ...\n",
            "696  training/9988  FED SETS TWO BILLION DLR CUSTOMER REPURCHASE\\n...\n",
            "\n",
            "[697 rows x 2 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# TF-IDF vectorization\n",
        "vectorizer = TfidfVectorizer(stop_words='english', max_features=5000)\n",
        "tfidf_matrix = vectorizer.fit_transform(df['Content'])\n"
      ],
      "metadata": {
        "id": "tsd40A_dQOTk"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(tfidf_matrix)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lUqyvEhAQRV6",
        "outputId": "0f6cd33a-1076-46f2-fdbb-5b7e6c917f62"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  (0, 1535)\t0.10107125605108705\n",
            "  (0, 2075)\t0.09115441971303254\n",
            "  (0, 3416)\t0.06046757428889609\n",
            "  (0, 2145)\t0.11040277047448416\n",
            "  (0, 4569)\t0.12009156122278063\n",
            "  (0, 2328)\t0.11470436421178862\n",
            "  (0, 987)\t0.13208753185085742\n",
            "  (0, 3601)\t0.0903748398643373\n",
            "  (0, 3425)\t0.13825430871054467\n",
            "  (0, 2942)\t0.06897029271692337\n",
            "  (0, 2584)\t0.11470436421178862\n",
            "  (0, 2127)\t0.06046757428889609\n",
            "  (0, 2839)\t0.13208753185085742\n",
            "  (0, 3367)\t0.2938917850601582\n",
            "  (0, 722)\t0.11722917117163574\n",
            "  (0, 4419)\t0.19969200706513388\n",
            "  (0, 2333)\t0.12730420810424628\n",
            "  (0, 4890)\t0.26417506370171484\n",
            "  (0, 873)\t0.13208753185085742\n",
            "  (0, 3169)\t0.21364357041088608\n",
            "  (0, 149)\t0.06897029271692337\n",
            "  (0, 3900)\t0.1469458925300791\n",
            "  (0, 2602)\t0.0986870140753667\n",
            "  (0, 3133)\t0.06954195548197892\n",
            "  (0, 125)\t0.06396250531443634\n",
            "  :\t:\n",
            "  (696, 4989)\t0.16769456486409248\n",
            "  (696, 50)\t0.12075074423673475\n",
            "  (696, 4627)\t0.13509695503102498\n",
            "  (696, 2977)\t0.09627918601842562\n",
            "  (696, 4661)\t0.13858890473611574\n",
            "  (696, 580)\t0.20726762488742861\n",
            "  (696, 1760)\t0.21700214141556448\n",
            "  (696, 4119)\t0.19015349316346486\n",
            "  (696, 2056)\t0.15147606637572703\n",
            "  (696, 2396)\t0.2229730773099595\n",
            "  (696, 1618)\t0.08293220877389026\n",
            "  (696, 856)\t0.23196816788305613\n",
            "  (696, 404)\t0.16617537361412119\n",
            "  (696, 3721)\t0.33538912972818496\n",
            "  (696, 3741)\t0.14759939248883439\n",
            "  (696, 4581)\t0.17832471462782665\n",
            "  (696, 2769)\t0.09390209598463513\n",
            "  (696, 4058)\t0.15813258497619154\n",
            "  (696, 3739)\t0.14162845659443934\n",
            "  (696, 1930)\t0.2625678734481839\n",
            "  (696, 1394)\t0.3452922306072112\n",
            "  (696, 1929)\t0.30932302145853185\n",
            "  (696, 2127)\t0.10926324025843454\n",
            "  (696, 3959)\t0.04817671085853821\n",
            "  (696, 3209)\t0.06580567211413182\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Calculate linkage matrix using single-linkage\n",
        "linkage_matrix_single = sch.linkage(tfidf_matrix.toarray(), method='single', metric='cosine')\n",
        "\n",
        "# Plot dendrogram\n",
        "plt.figure(figsize=(12, 6))\n",
        "dendrogram = sch.dendrogram(linkage_matrix_single, labels=df['Doc_ID'].tolist(), leaf_font_size=8)\n",
        "plt.title('Dendrogram (Single-link)')\n",
        "plt.show()\n",
        "\n",
        "# Cut dendrogram to obtain K=3 clusters\n",
        "single_link_clusters = sch.fcluster(linkage_matrix_single, t=2, criterion='maxclust')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 613
        },
        "id": "u1FqTn9qQYP3",
        "outputId": "c75c7b54-6ca4-40a1-d75a-9789e649a835"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(single_link_clusters)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MD2HbRGdTe_7",
        "outputId": "8ec3d203-f314-4d72-b942-0964824991e9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot dendrogram with zoom-in\n",
        "plt.figure(figsize=(12, 6))\n",
        "dendrogram = sch.dendrogram(linkage_matrix_single, labels=df['Doc_ID'].tolist(), leaf_font_size=8, truncate_mode='level', p=75)\n",
        "plt.title('Dendrogram (Single-link) - Zoomed In')\n",
        "plt.show()\n",
        "\n",
        "\n",
        "# # Manually create a legend\n",
        "# handles = [plt.Line2D([0], [0], color=f\"C{i}\", label=f\"Cluster {i+1}\") for i in range(max(single_link_clusters))]\n",
        "# plt.legend(handles=handles, title='Clusters', loc='upper right')\n",
        "\n",
        "# plt.title('Dendrogram (Single-link) - Zoomed In with Legend')\n",
        "# plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 613
        },
        "id": "44S-ATCWRCbi",
        "outputId": "181f6065-4e6d-4f14-b2f5-d1969b04d2f2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Calculate linkage matrix using complete-linkage\n",
        "linkage_matrix_complete = sch.linkage(tfidf_matrix.toarray(), method='complete', metric='cosine')\n",
        "\n",
        "# Plot dendrogram\n",
        "plt.figure(figsize=(12, 6))\n",
        "dendrogram = sch.dendrogram(linkage_matrix_complete, labels=df['Doc_ID'].tolist(), leaf_font_size=8)\n",
        "plt.title('Dendrogram (Complete-link)')\n",
        "plt.show()\n",
        "\n",
        "# Cut dendrogram to obtain K=3 clusters\n",
        "complete_link_clusters = sch.fcluster(linkage_matrix_complete, t=2, criterion='maxclust')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 613
        },
        "id": "IfP4v8dvQlkD",
        "outputId": "69a75c9d-19ad-440b-e42e-308ce740a81b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(complete_link_clusters)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0RVvz9VKTn9y",
        "outputId": "f6a24c94-3b53-406b-d8f4-692060fd8dae"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot dendrogram with zoom-in for Complete-link clustering\n",
        "plt.figure(figsize=(12, 6))\n",
        "dendrogram = sch.dendrogram(linkage_matrix_complete, labels=df['Doc_ID'].tolist(), leaf_font_size=8, truncate_mode='level', p=3)\n",
        "plt.title('Dendrogram (Complete-link) - Zoomed In')\n",
        "plt.show()\n",
        "\n",
        "# Plot dendrogram with zoom-in for Complete-link clustering\n",
        "plt.figure(figsize=(12, 6))\n",
        "dendrogram = sch.dendrogram(linkage_matrix_complete, labels=df['Doc_ID'].tolist(), leaf_font_size=8, truncate_mode='level', p=10)\n",
        "plt.title('Dendrogram (Complete-link) - Zoomed In')\n",
        "plt.show()\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "gWfIiKeGRPEV",
        "outputId": "8b00de90-d7e6-47ce-ea53-c881669cad21"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# GAAC Clustering\n",
        "gaac_model = AgglomerativeClustering(n_clusters=3, affinity='cosine', linkage='average')\n",
        "gaac_clusters = gaac_model.fit_predict(tfidf_matrix.toarray())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wkeQSO-URYSs",
        "outputId": "16bcad13-fe5f-43ea-ef8d-f0eaccef83f8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_agglomerative.py:983: FutureWarning: Attribute `affinity` was deprecated in version 1.2 and will be removed in 1.4. Use `metric` instead\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(gaac_clusters)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XxBKwTa1TVnP",
        "outputId": "90d17754-324d-41c2-cf17-c4450c11892e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[2 0 0 0 0 0 0 2 0 0 0 0 0 0 0 2 0 0 0 0 0 2 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 0 0 1 0 0 2 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1\n",
            " 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0 0\n",
            " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0\n",
            " 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 2 0 0 0\n",
            " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 2 0 0 0 2 2 0 0 0 0 2 2 2 0 0 0 0 0 2\n",
            " 2 0 0 0 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0\n",
            " 0 0 0 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 0 0 0 0 0 2 2 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0\n",
            " 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 2 2 0 2 0 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0\n",
            " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2 0 2 0 0 0 2 0 0 0 0 0\n",
            " 2 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0 2 0 0 0 0 0 2 0 2 0 0 0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.cluster import KMeans\n",
        "\n",
        "# Centroid Clustering using KMeans\n",
        "kmeans_model = KMeans(n_clusters=3, init='k-means++', random_state=42)\n",
        "centroid_clusters = kmeans_model.fit_predict(tfidf_matrix.toarray())\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oZ6uUTUCTvJS",
        "outputId": "be3c40fb-deb5-4f7a-c3cb-8c2d8bcebfba"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(centroid_clusters)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NjR7d11GUGdH",
        "outputId": "6ad55d04-3d66-4b4e-e9a1-a5e53862b5b4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 0 0 1 0 1 1 0 0 0 0 0 2 1 1 0 0 1 1 0 1 1 1\n",
            " 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1\n",
            " 0 1 0 0 0 0 0 0 0 1 1 1 0 1 0 0 1 1 1 0 2 0 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
            " 2 2 2 2 0 2 2 2 2 2 1 1 1 0 1 0 1 2 1 2 0 0 0 1 0 0 0 0 0 1 0 1 1 1 0 0 0\n",
            " 0 0 0 0 0 0 0 0 0 0 1 1 0 0 1 1 1 1 1 0 1 0 2 0 0 1 0 0 0 2 2 2 0 0 0 0 0\n",
            " 0 2 2 2 0 0 0 2 0 0 0 0 0 0 2 2 0 1 0 2 0 2 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0\n",
            " 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 1 0 1 1 1 1 1 0 0 1\n",
            " 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 1\n",
            " 0 1 0 0 1 1 1 0 1 1 1 1 2 1 1 1 0 0 1 1 0 1 1 0 1 1 1 1 0 0 1 1 0 0 0 0 1\n",
            " 0 0 0 0 0 1 1 0 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1 2 0 0\n",
            " 0 0 0 0 0 2 0 2 2 0 2 2 0 1 0 1 2 2 1 0 0 0 2 0 1 0 1 1 0 0 0 0 0 0 0 0 0\n",
            " 0 0 2 0 1 0 0 0 0 1 0 0 0 0 0 1 1 1 0 1 1 1 1 1 0 1 1 1 1 1 0 2 2 1 0 1 1\n",
            " 1 0 2 0 0 0 2 2 1 0 1 1 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1\n",
            " 1 0 2 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 2 1 1 2 2 2 2 1 1 1 0 0 2 2\n",
            " 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 0 0 1 0 1 0 0 2 0 0 0 0 0 0 0 0 0 1 0\n",
            " 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 1\n",
            " 1 1 1 1 0 0 0 1 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 1 0 0 1 0 0 0 0\n",
            " 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 0 1 1 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "method 2: for centroid clustering"
      ],
      "metadata": {
        "id": "cYbD04tOVL5w"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# from scipy.cluster.hierarchy import linkage, fcluster\n",
        "\n",
        "# # Calculate linkage matrix using centroid linkage\n",
        "# linkage_matrix_centroid = linkage(tfidf_matrix.toarray(), method='centroid', metric='cosine')\n",
        "\n",
        "# # Cut dendrogram to obtain K=3 clusters for centroid linkage\n",
        "# centroid_clusters = fcluster(linkage_matrix_centroid, t=3, criterion='maxclust')\n",
        "\n",
        "#this needs distance metric to be euclidean, and not cosine\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 381
        },
        "id": "gxJb-47cVQHO",
        "outputId": "8141b656-81e3-4933-8f14-3bdf6104bb46"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-43-401cdc96d1ff>\u001b[0m in \u001b[0;36m<cell line: 4>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;31m# Calculate linkage matrix using centroid linkage\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mlinkage_matrix_centroid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlinkage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtfidf_matrix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'centroid'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetric\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'cosine'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;31m# Cut dendrogram to obtain K=3 clusters for centroid linkage\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/scipy/cluster/hierarchy.py\u001b[0m in \u001b[0;36mlinkage\u001b[0;34m(y, method, metric, optimal_ordering)\u001b[0m\n\u001b[1;32m   1050\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1051\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mmethod\u001b[0m \u001b[0;32min\u001b[0m \u001b[0m_EUCLIDEAN_METHODS\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mmetric\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'euclidean'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1052\u001b[0;31m             raise ValueError(\"Method '{}' requires the distance metric \"\n\u001b[0m\u001b[1;32m   1053\u001b[0m                              \"to be Euclidean\".format(method))\n\u001b[1;32m   1054\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mallclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiag\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mValueError\u001b[0m: Method 'centroid' requires the distance metric to be Euclidean"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# True labels based on ground truth classes\n",
        "true_labels = [reuters.categories(doc_id)[0] for doc_id in df['Doc_ID']]\n",
        "\n",
        "# Compute Rand index for each clustering method\n",
        "rand_index_single = adjusted_rand_score(true_labels, single_link_clusters)\n",
        "rand_index_complete = adjusted_rand_score(true_labels, complete_link_clusters)\n",
        "rand_index_gaac = adjusted_rand_score(true_labels, gaac_clusters)\n",
        "rand_index_centroid = adjusted_rand_score(true_labels, centroid_clusters)\n",
        "\n",
        "# Print Rand indices\n",
        "print(f'Rand Index (Single-link): {rand_index_single:.4f}')\n",
        "print(f'Rand Index (Complete-link): {rand_index_complete:.4f}')\n",
        "print(f'Rand Index (GAAC): {rand_index_gaac:.4f}')\n",
        "print(f'Rand Index (Centroid): {rand_index_centroid:.4f}')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DhBbRoqGVKPQ",
        "outputId": "a518c7cd-6630-459b-ffd2-62f6c70e7251"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Rand Index (Single-link): 0.0039\n",
            "Rand Index (Complete-link): 0.0000\n",
            "Rand Index (GAAC): 0.1819\n",
            "Rand Index (Centroid): 0.3409\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "centroid performs the best for the given dataset and assumed ground truth"
      ],
      "metadata": {
        "id": "iqGzDekDclgF"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "//OPTIONAL CODE: SEE IF YOU CAN RUN THIS TO GET A COMPARISON BETWEEN K-MEANS AND HAC CLUSTERING"
      ],
      "metadata": {
        "id": "FhDXS7WH372C"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# from sklearn.cluster import KMeans, AgglomerativeClustering\n",
        "# from sklearn.metrics import accuracy_score, normalized_mutual_info_score, f1_score, adjusted_rand_score\n",
        "# import time\n",
        "\n",
        "# # Assume df is your DataFrame with features\n",
        "\n",
        "# # K-Means\n",
        "# start_time = time.time()\n",
        "# kmeans_model = KMeans(n_clusters=3, random_state=42)\n",
        "# kmeans_clusters = kmeans_model.fit_predict(df)\n",
        "# kmeans_time = time.time() - start_time\n",
        "\n",
        "# # HAC\n",
        "# start_time = time.time()\n",
        "# hac_model = AgglomerativeClustering(n_clusters=3, affinity='euclidean', linkage='ward')\n",
        "# hac_clusters = hac_model.fit_predict(df[['Content']])\n",
        "# hac_time = time.time() - start_time\n",
        "\n",
        "# # Evaluate and compare metrics\n",
        "# kmeans_purity = accuracy_score(df['Ground_Truth'], kmeans_clusters)\n",
        "# kmeans_nmi = normalized_mutual_info_score(df['Ground_Truth'], kmeans_clusters)\n",
        "# kmeans_f1 = f1_score(df['Ground_Truth'], kmeans_clusters, average='weighted')\n",
        "# kmeans_ari = adjusted_rand_score(df['Ground_Truth'], kmeans_clusters)\n",
        "\n",
        "# hac_purity = accuracy_score(true_labels, hac_clusters)\n",
        "# hac_nmi = normalized_mutual_info_score(true_labels, hac_clusters)\n",
        "# hac_f1 = f1_score(true_labels, hac_clusters, average='weighted')\n",
        "# hac_ari = adjusted_rand_score(true_labels, hac_clusters)\n",
        "\n",
        "# print(\"K-Means Metrics:\")\n",
        "# print(f\"Purity: {kmeans_purity:.4f}\")\n",
        "# print(f\"NMI: {kmeans_nmi:.4f}\")\n",
        "# print(f\"F1 Score: {kmeans_f1:.4f}\")\n",
        "# print(f\"ARI: {kmeans_ari:.4f}\")\n",
        "# print(f\"Execution Time: {kmeans_time:.4f} seconds\")\n",
        "\n",
        "# print(\"\\nHAC Metrics:\")\n",
        "# print(f\"Purity: {hac_purity:.4f}\")\n",
        "# print(f\"NMI: {hac_nmi:.4f}\")\n",
        "# print(f\"F1 Score: {hac_f1:.4f}\")\n",
        "# print(f\"ARI: {hac_ari:.4f}\")\n",
        "# print(f\"Execution Time: {hac_time:.4f} seconds\")\n"
      ],
      "metadata": {
        "id": "6tFh-iVIaPzq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "i0P6T1x23rUA"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}