valentines-analysis.ipynb

{
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  {
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   "source": [
    "# Valentine's Day Spending Analysis\n",
    "\n",
    "The National Retail Federation in the United States has been conducting surveys on how people plan to celebrate Valentine's Day for over a decade. We'll use their survey data for our analysis, which  you can download from Kaggle, and is free to use under the Creative Commons Public Domain license.\n",
    "\n",
    "Some interesting questions we can ask on this dataset are:\n",
    "1. Historical Spending Trends: How has the average spending per person on Valentine's Day changed over the last decade, and which gift categories have seen the most significant increase or decrease in spending?\n",
    "2. Gender Differences in Gift Preferences: How do the spending patterns on different gift categories for Valentine's Day differ between men and women?\n",
    "3. Age Group Preferences: What are the preferred gift categories for Valentine's Day among different age groups, and how does this preference change with age?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import relevant libraries\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the datasets\n",
    "historical_spending = pd.read_csv('data/historical_spending.csv')\n",
    "gifts_gender = pd.read_csv('data/gifts_gender.csv')\n",
    "gifts_age = pd.read_csv('data/gifts_age.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>PercentCelebrating</th>\n",
       "      <th>PerPerson</th>\n",
       "      <th>Candy</th>\n",
       "      <th>Flowers</th>\n",
       "      <th>Jewelry</th>\n",
       "      <th>GreetingCards</th>\n",
       "      <th>EveningOut</th>\n",
       "      <th>Clothing</th>\n",
       "      <th>GiftCards</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010</td>\n",
       "      <td>60</td>\n",
       "      <td>103.00</td>\n",
       "      <td>8.60</td>\n",
       "      <td>12.33</td>\n",
       "      <td>21.52</td>\n",
       "      <td>5.91</td>\n",
       "      <td>23.76</td>\n",
       "      <td>10.93</td>\n",
       "      <td>8.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011</td>\n",
       "      <td>58</td>\n",
       "      <td>116.21</td>\n",
       "      <td>10.75</td>\n",
       "      <td>12.62</td>\n",
       "      <td>26.18</td>\n",
       "      <td>8.09</td>\n",
       "      <td>24.86</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012</td>\n",
       "      <td>59</td>\n",
       "      <td>126.03</td>\n",
       "      <td>10.85</td>\n",
       "      <td>13.49</td>\n",
       "      <td>29.60</td>\n",
       "      <td>6.93</td>\n",
       "      <td>25.66</td>\n",
       "      <td>10.42</td>\n",
       "      <td>8.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013</td>\n",
       "      <td>60</td>\n",
       "      <td>130.97</td>\n",
       "      <td>11.64</td>\n",
       "      <td>13.48</td>\n",
       "      <td>30.94</td>\n",
       "      <td>8.32</td>\n",
       "      <td>27.93</td>\n",
       "      <td>11.46</td>\n",
       "      <td>10.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014</td>\n",
       "      <td>54</td>\n",
       "      <td>133.91</td>\n",
       "      <td>10.80</td>\n",
       "      <td>15.00</td>\n",
       "      <td>30.58</td>\n",
       "      <td>7.97</td>\n",
       "      <td>27.48</td>\n",
       "      <td>13.37</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year  PercentCelebrating  PerPerson  Candy  Flowers  Jewelry  \\\n",
       "0  2010                  60     103.00   8.60    12.33    21.52   \n",
       "1  2011                  58     116.21  10.75    12.62    26.18   \n",
       "2  2012                  59     126.03  10.85    13.49    29.60   \n",
       "3  2013                  60     130.97  11.64    13.48    30.94   \n",
       "4  2014                  54     133.91  10.80    15.00    30.58   \n",
       "\n",
       "   GreetingCards  EveningOut  Clothing  GiftCards  \n",
       "0           5.91       23.76     10.93       8.42  \n",
       "1           8.09       24.86     12.00      11.21  \n",
       "2           6.93       25.66     10.42       8.43  \n",
       "3           8.32       27.93     11.46      10.23  \n",
       "4           7.97       27.48     13.37       9.00  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "historical_spending.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gender</th>\n",
       "      <th>SpendingCelebrating</th>\n",
       "      <th>Candy</th>\n",
       "      <th>Flowers</th>\n",
       "      <th>Jewelry</th>\n",
       "      <th>GreetingCards</th>\n",
       "      <th>EveningOut</th>\n",
       "      <th>Clothing</th>\n",
       "      <th>GiftCards</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Men</td>\n",
       "      <td>27</td>\n",
       "      <td>52</td>\n",
       "      <td>56</td>\n",
       "      <td>30</td>\n",
       "      <td>37</td>\n",
       "      <td>33</td>\n",
       "      <td>20</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Women</td>\n",
       "      <td>27</td>\n",
       "      <td>59</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "  Gender  SpendingCelebrating  Candy  Flowers  Jewelry  GreetingCards  \\\n",
       "0    Men                   27     52       56       30             37   \n",
       "1  Women                   27     59       19       14             43   \n",
       "\n",
       "   EveningOut  Clothing  GiftCards  \n",
       "0          33        20         18  \n",
       "1          29        24         24  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gifts_gender.head(5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>SpendingCelebrating</th>\n",
       "      <th>Candy</th>\n",
       "      <th>Flowers</th>\n",
       "      <th>Jewelry</th>\n",
       "      <th>GreetingCards</th>\n",
       "      <th>EveningOut</th>\n",
       "      <th>Clothing</th>\n",
       "      <th>GiftCards</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18-24</td>\n",
       "      <td>51</td>\n",
       "      <td>70</td>\n",
       "      <td>50</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>41</td>\n",
       "      <td>33</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25-34</td>\n",
       "      <td>40</td>\n",
       "      <td>62</td>\n",
       "      <td>44</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "      <td>37</td>\n",
       "      <td>27</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>35-44</td>\n",
       "      <td>31</td>\n",
       "      <td>58</td>\n",
       "      <td>41</td>\n",
       "      <td>29</td>\n",
       "      <td>42</td>\n",
       "      <td>30</td>\n",
       "      <td>26</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>45-54</td>\n",
       "      <td>19</td>\n",
       "      <td>60</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>42</td>\n",
       "      <td>31</td>\n",
       "      <td>20</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>55-64</td>\n",
       "      <td>18</td>\n",
       "      <td>50</td>\n",
       "      <td>32</td>\n",
       "      <td>13</td>\n",
       "      <td>43</td>\n",
       "      <td>29</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "     Age  SpendingCelebrating  Candy  Flowers  Jewelry  GreetingCards  \\\n",
       "0  18-24                   51     70       50       33             33   \n",
       "1  25-34                   40     62       44       34             33   \n",
       "2  35-44                   31     58       41       29             42   \n",
       "3  45-54                   19     60       37       20             42   \n",
       "4  55-64                   18     50       32       13             43   \n",
       "\n",
       "   EveningOut  Clothing  GiftCards  \n",
       "0          41        33         23  \n",
       "1          37        27         19  \n",
       "2          30        26         22  \n",
       "3          31        20         23  \n",
       "4          29        19         20  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gifts_age.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q1: Historical Spending Trends: How has the average spending per person on Valentine's Day changed over the last decade, and which gift categories have seen the most significant increase or decrease in spending?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a color palette\n",
    "palette = plt.get_cmap('Set1')\n",
    "\n",
    "# Plot each column\n",
    "num = 0\n",
    "for column in historical_spending.drop(['Year', 'PercentCelebrating'], axis=1):\n",
    "    num += 1\n",
    "    plt.plot(historical_spending['Year'], historical_spending[column], marker='', color=palette(num), linewidth=2.5, alpha=0.9, label=column)\n",
    "\n",
    "# Add legend\n",
    "plt.legend(loc=2, ncol=2)\n",
    "\n",
    "# Add titles\n",
    "plt.title(\"Historical Spending Trends on Valentine's Day (2010-2019)\", loc='left', fontsize=12, fontweight=0, color='orange')\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"Spending ($)\")\n",
    "plt.xticks(historical_spending['Year'])\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q2: Gender Differences in Gift Preferences: How do the spending patterns on different gift categories for Valentine's Day differ between men and women?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the width of the bars\n",
    "barWidth = 0.3\n",
    "\n",
    "# Remove the 'SpendingCelebrating' column which is not a gift category\n",
    "gifts_gender = gifts_gender.drop('SpendingCelebrating', axis=1)\n",
    "\n",
    "# Set position of bar on X axis\n",
    "r1 = range(len(gifts_gender.columns[1:]))\n",
    "r2 = [x + barWidth for x in r1]\n",
    "\n",
    "# Make the plot\n",
    "plt.bar(r1, gifts_gender.iloc[0, 1:], color='#7f6d5f', width=barWidth, edgecolor='grey', label='Men')\n",
    "plt.bar(r2, gifts_gender.iloc[1, 1:], color='#557f2d', width=barWidth, edgecolor='grey', label='Women')\n",
    "\n",
    "# Add xticks on the middle of the group bars\n",
    "plt.xlabel('Gift Categories', fontweight='bold')\n",
    "plt.xticks([r + barWidth for r in range(len(gifts_gender.columns[1:]))], gifts_gender.columns[1:], rotation=45)\n",
    "plt.ylabel('Percentage of Spending (%)')\n",
    "plt.title('Gift Preferences by Genders on Valentine\\'s Day')\n",
    "\n",
    "# Create legend & Show graphic\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Q3: Age Group Preferences: What are the preferred gift categories for Valentine's Day among different age groups, and how does this preference change with age?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Remove the 'SpendingCelebrating' column which is not a gift category\n",
    "gifts_age = gifts_age.drop('SpendingCelebrating', axis=1)\n",
    "\n",
    "# Set the width of the bars\n",
    "barWidth = 0.85\n",
    "\n",
    "# Set the position of the bars on the x-axis\n",
    "r = range(len(gifts_age))\n",
    "\n",
    "# Plot\n",
    "for i, col in enumerate(gifts_age.columns[1:]):\n",
    "    plt.bar(r, gifts_age[col], bottom=gifts_age[gifts_age.columns[1:i+1]].sum(axis=1), \n",
    "            edgecolor='white', width=barWidth, label=col)\n",
    "\n",
    "# Add xticks on the middle of the group bars\n",
    "plt.xlabel('Age Group', fontweight='bold')\n",
    "plt.xticks(r, gifts_age['Age'])\n",
    "plt.ylabel('Percentage of Spending (%)')\n",
    "plt.title('Preferences for Valentine\\'s Day Gifts based on Age Groups')\n",
    "\n",
    "# Create legend & Show graphic\n",
    "plt.legend(loc='upper left', bbox_to_anchor=(1,1), ncol=1)\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}