06_word_similarity_heatmap.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import csv\n",
    "from gensim.models import Word2Vec\n",
    "from scipy.spatial.distance import cosine\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import gensim\n",
    "from nltk import everygrams\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import Word2Vec Model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model loaded successfully.\n"
     ]
    }
   ],
   "source": [
    "model = Word2Vec.load(\"word2vec_model.model\")\n",
    "print(\"Model loaded successfully.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load CSV:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the CSV file\n",
    "df_1 = pd.read_csv('/.../filtered_data_in.csv')\n",
    "\n",
    "# Create a dictionary where each row's first word is the key and the value is the list of all words in that row\n",
    "words_dict_1 = df_1.apply(lambda row: {row.iloc[0]: row.dropna().tolist()}, axis=1).to_dict()\n",
    "\n",
    "# Combine all dictionaries into one\n",
    "dict_1 = {}\n",
    "for d in words_dict_1.values():\n",
    "    dict_1.update(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the target CSV file\n",
    "df_2 = pd.read_csv('/.../filtered_data_output.csv')\n",
    "\n",
    "# Create a dictionary from the new CSV file\n",
    "words_dict_2 = df_2.apply(lambda row: {row.iloc[0]: row.dropna().tolist()}, axis=1).to_dict()\n",
    "\n",
    "# Combine all dictionaries into one\n",
    "dict_2 = {}\n",
    "for d in words_dict_2.values():\n",
    "    dict_2.update(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Relationship Between Two Categories:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a function to calculate the average cosine similarity between two lists of words\n",
    "def calculate_average_similarity(list1, list2, model):\n",
    "    valid_scores = []\n",
    "    for word1 in list1:\n",
    "        for word2 in list2:\n",
    "            if word1 in model.wv and word2 in model.wv:\n",
    "                similarity_score = model.wv.similarity(word1, word2)\n",
    "                valid_scores.append(similarity_score)\n",
    "    if valid_scores:\n",
    "        return np.mean(valid_scores)\n",
    "    else:\n",
    "        return 0  # Return 0 if there are no valid similarity scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x2500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initialize an empty similarity matrix\n",
    "similarity_matrix = np.zeros((len(dict_1), len(dict_2)))\n",
    "\n",
    "# Calculate the average cosine similarity for each pair of word lists in the dictionaries\n",
    "for i, (key1, words1) in enumerate(dict_1.items()):\n",
    "    for j, (key2, words2) in enumerate(dict_2.items()):\n",
    "        similarity_matrix[i][j] = calculate_average_similarity(words1, words2, model)\n",
    "\n",
    "# Set labels for the heatmap\n",
    "labels_1 = list(dict_1.keys())\n",
    "labels_2 = list(dict_2.keys())\n",
    "\n",
    "# Plot the heatmap\n",
    "sns.set(font_scale=1)  # Adjust font size as needed\n",
    "plt.figure(figsize=(15, 25))\n",
    "heatmap = sns.heatmap(similarity_matrix, annot=True, cmap='coolwarm', xticklabels=labels_2, yticklabels=labels_1)\n",
    "plt.title('Cosine Similarity Heatmap Between Two Word Lists')\n",
    "plt.xlabel('Words from Dict_2')\n",
    "plt.ylabel('Words from Dict_1')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The heatmap and similarity matrix have been saved.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the file save path\n",
    "save_path = '/.../similarity_matrix/'\n",
    "if not os.path.exists(save_path):\n",
    "    os.makedirs(save_path)  # Create directory if it does not exist\n",
    "\n",
    "#Save heatmap\n",
    "plt.tight_layout()  # Adjust layout to fit everything\n",
    "heatmap_figure = heatmap.get_figure()\n",
    "heatmap_figure.savefig(os.path.join(save_path, 'in_out_similarity_heatmap.png'), dpi=600)\n",
    "plt.close(heatmap_figure)\n",
    "\n",
    "# Save the similarity matrix to a CSV file\n",
    "df_similarity_matrix = pd.DataFrame(similarity_matrix, index=labels_1, columns=labels_2)\n",
    "csv_file_path = os.path.join(save_path, 'in_out_similarity_matrix.csv')\n",
    "df_similarity_matrix.to_csv(csv_file_path, index=True, header=True)\n",
    "\n",
    "print(f\"The heatmap and similarity matrix have been saved.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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