visualize.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.lines import Line2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_excel(\"data/sentiment.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert 'date' column to datetime\n",
    "# df['date'] = pd.to_datetime(df['date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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    "# Group the data by year and sentiment and calculate the counts\n",
    "grouped = df.groupby([df['date'].dt.year, 'sentiment_nossplit'])['sentiment_nossplit'].count().unstack(fill_value=0)\n",
    "\n",
    "# Create a 100% stacked bar chart\n",
    "ax = grouped.div(grouped.sum(1), axis=0).plot(kind='bar', stacked=True, figsize=(12, 6))\n",
    "\n",
    "# Set labels and title\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_ylabel('Sentiment Distribution')\n",
    "plt.title('Sentiment Analysis Over Time')\n",
    "\n",
    "# Show the percentage labels on each bar (only for values > 0%)\n",
    "for p in ax.patches:\n",
    "    width, height = p.get_width(), p.get_height()\n",
    "    x, y = p.get_xy()\n",
    "    percentage = height * 100\n",
    "    if percentage > 0:\n",
    "        ax.annotate(f'{percentage:.2f}%', (x + width / 2, y + height / 2), ha='center', va='center')\n",
    "\n",
    "# Define custom legend labels and handles\n",
    "legend_labels = ['negative', 'neutral', 'positive']\n",
    "\n",
    "# Add the custom legend\n",
    "ax.legend(legend_labels, title='Sentiment', loc='upper left', bbox_to_anchor=(1, 1))\n",
    "\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage Difference (Positive - Negative):\n",
      "date\n",
      "2009    0.000000\n",
      "2010    0.027273\n",
      "2011   -0.002890\n",
      "2012    0.090164\n",
      "2013    0.194079\n",
      "2014   -0.053846\n",
      "2015   -0.091384\n",
      "2016   -0.134328\n",
      "2017   -0.214437\n",
      "2018   -0.084016\n",
      "2019   -0.020443\n",
      "2020   -0.004396\n",
      "2021    0.027397\n",
      "2022   -0.080997\n",
      "2023   -0.149522\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Group the data by year and sentiment and calculate the counts\n",
    "grouped = df.groupby([df['date'].dt.year, 'sentiment_nossplit'])['sentiment_nossplit'].count().unstack(fill_value=0)\n",
    "\n",
    "# Calculate the percentage of each sentiment category for each year\n",
    "percentage_data = grouped.div(grouped.sum(axis=1), axis=0)\n",
    "\n",
    "# Calculate the difference between positive and negative sentiment percentages\n",
    "result = percentage_data[2] - percentage_data[0]  # 2 represents positive, 0 represents negative\n",
    "\n",
    "# Print the result\n",
    "print(\"Percentage Difference (Positive - Negative):\")\n",
    "print(result)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "image/svg+xml": [
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       " <metadata>\n",
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       "    <dc:date>2023-09-09T17:38:46.870195</dc:date>\n",
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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# Filter the data for positive and negative sentiment\n",
    "positive_data = df[df['sentiment_nossplit'] == 2]\n",
    "negative_data = df[df['sentiment_nossplit'] == 0]\n",
    "\n",
    "# Group data by year and count the sentiments\n",
    "positive_counts_by_year = positive_data.groupby(positive_data['date'].dt.year)['sentiment_nossplit'].count()\n",
    "negative_counts_by_year = negative_data.groupby(negative_data['date'].dt.year)['sentiment_nossplit'].count()\n",
    "\n",
    "# Get a list of unique years\n",
    "years = positive_counts_by_year.index.tolist()\n",
    "\n",
    "# Set the width of each bar\n",
    "bar_width = 0.4\n",
    "\n",
    "# Create an array of indices for the years\n",
    "x_indices = np.arange(len(years))\n",
    "\n",
    "# Create a bar chart with positive and negative sentiments side by side\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(x_indices - bar_width/2, positive_counts_by_year.values, bar_width, color='b', label='Positive Sentiment')\n",
    "plt.bar(x_indices + bar_width/2, negative_counts_by_year.values, bar_width, color='r', label='Negative Sentiment')\n",
    "\n",
    "plt.title('Sentiment Analysis Over the Years')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Count of Sentiments')\n",
    "plt.xticks(x_indices, years)\n",
    "plt.grid(True)\n",
    "\n",
    "# Add a legend\n",
    "plt.legend()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
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   "source": [
    "# Filter the data for positive sentiment (sentiment == 2)\n",
    "positive_data = df[df['sentiment_nossplit'] == 2]\n",
    "negative_data = df[df['sentiment_nossplit'] == 0]\n",
    "\n",
    "# Group data by year and count the positive sentiments\n",
    "positive_counts_by_year = positive_data.groupby(positive_data['date'].dt.year)['sentiment_nossplit'].count()\n",
    "negative_counts_by_year = negative_data.groupby(negative_data['date'].dt.year)['sentiment_nossplit'].count()\n",
    "\n",
    "# Create a line plot for positive sentiment\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(positive_counts_by_year.index, positive_counts_by_year.values, marker='o', linestyle='-', color='b', label='Positive Sentiment')\n",
    "\n",
    "# Create a line plot for negative sentiment\n",
    "plt.plot(negative_counts_by_year.index, negative_counts_by_year.values, marker='o', linestyle='-', color='r', label='Negative Sentiment')\n",
    "\n",
    "plt.title('Positive vs Negative Sentiment Analysis of ANZ in Twitter from 2009 to 2023')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Count of Sentiments')\n",
    "plt.grid(False)\n",
    "\n",
    "# Set the x-axis limits to start from 2010\n",
    "plt.xlim(2009, max(positive_counts_by_year.index))\n",
    "\n",
    "# Add a legend\n",
    "plt.legend()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filter the data for positive sentiment (sentiment == 2)\n",
    "positive_data = df[df['sentiment_nossplit'] == 2]\n",
    "\n",
    "# Group data by year and count the positive sentiments\n",
    "positive_counts_by_year = positive_data.groupby(positive_data['date'].dt.year)['sentiment_nossplit'].count()\n",
    "\n",
    "# Create a line plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(positive_counts_by_year.index, positive_counts_by_year.values, marker='o', linestyle='-', color='b')\n",
    "plt.title('Positive Sentiment Over the Years')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Count of Positive Sentiments')\n",
    "plt.grid(True)\n",
    "\n",
    "# Set the x-axis limits to start from 2010\n",
    "plt.xlim(2010, max(positive_counts_by_year.index))\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  }
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