Matplotlib_P2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b60a0edb-d0ad-4615-9520-70b4739201ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2b96eb8a-f730-4b0d-bcac-15b33c521c2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Australia</th>\n",
       "      <th>Canada</th>\n",
       "      <th>France</th>\n",
       "      <th>Germany</th>\n",
       "      <th>Italy</th>\n",
       "      <th>Japan</th>\n",
       "      <th>Mexico</th>\n",
       "      <th>South Korea</th>\n",
       "      <th>UK</th>\n",
       "      <th>USA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.87</td>\n",
       "      <td>3.63</td>\n",
       "      <td>2.65</td>\n",
       "      <td>4.59</td>\n",
       "      <td>3.16</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.82</td>\n",
       "      <td>1.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1991</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.92</td>\n",
       "      <td>3.45</td>\n",
       "      <td>2.90</td>\n",
       "      <td>4.50</td>\n",
       "      <td>3.46</td>\n",
       "      <td>1.30</td>\n",
       "      <td>2.49</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1992</td>\n",
       "      <td>1.89</td>\n",
       "      <td>1.73</td>\n",
       "      <td>3.56</td>\n",
       "      <td>3.27</td>\n",
       "      <td>4.53</td>\n",
       "      <td>3.58</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.65</td>\n",
       "      <td>3.06</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1993</td>\n",
       "      <td>1.73</td>\n",
       "      <td>1.57</td>\n",
       "      <td>3.41</td>\n",
       "      <td>3.07</td>\n",
       "      <td>3.68</td>\n",
       "      <td>4.16</td>\n",
       "      <td>1.56</td>\n",
       "      <td>2.88</td>\n",
       "      <td>2.84</td>\n",
       "      <td>1.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1994</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1.45</td>\n",
       "      <td>3.59</td>\n",
       "      <td>3.52</td>\n",
       "      <td>3.70</td>\n",
       "      <td>4.36</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2.87</td>\n",
       "      <td>2.99</td>\n",
       "      <td>1.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1995</td>\n",
       "      <td>1.95</td>\n",
       "      <td>1.53</td>\n",
       "      <td>4.26</td>\n",
       "      <td>3.96</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.43</td>\n",
       "      <td>1.11</td>\n",
       "      <td>2.94</td>\n",
       "      <td>3.21</td>\n",
       "      <td>1.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1996</td>\n",
       "      <td>2.12</td>\n",
       "      <td>1.61</td>\n",
       "      <td>4.41</td>\n",
       "      <td>3.94</td>\n",
       "      <td>4.39</td>\n",
       "      <td>3.64</td>\n",
       "      <td>1.25</td>\n",
       "      <td>3.18</td>\n",
       "      <td>3.34</td>\n",
       "      <td>1.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1997</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.62</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.53</td>\n",
       "      <td>4.07</td>\n",
       "      <td>3.26</td>\n",
       "      <td>1.47</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.83</td>\n",
       "      <td>1.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1998</td>\n",
       "      <td>1.63</td>\n",
       "      <td>1.38</td>\n",
       "      <td>3.87</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.84</td>\n",
       "      <td>2.82</td>\n",
       "      <td>1.49</td>\n",
       "      <td>3.04</td>\n",
       "      <td>4.06</td>\n",
       "      <td>1.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1999</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1.52</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.42</td>\n",
       "      <td>3.87</td>\n",
       "      <td>3.27</td>\n",
       "      <td>1.79</td>\n",
       "      <td>3.80</td>\n",
       "      <td>4.29</td>\n",
       "      <td>1.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2000</td>\n",
       "      <td>1.94</td>\n",
       "      <td>1.86</td>\n",
       "      <td>3.80</td>\n",
       "      <td>3.45</td>\n",
       "      <td>3.77</td>\n",
       "      <td>3.65</td>\n",
       "      <td>2.01</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.58</td>\n",
       "      <td>1.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2001</td>\n",
       "      <td>1.71</td>\n",
       "      <td>1.72</td>\n",
       "      <td>3.51</td>\n",
       "      <td>3.40</td>\n",
       "      <td>3.57</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.20</td>\n",
       "      <td>3.76</td>\n",
       "      <td>4.13</td>\n",
       "      <td>1.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2002</td>\n",
       "      <td>1.76</td>\n",
       "      <td>1.69</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.67</td>\n",
       "      <td>3.74</td>\n",
       "      <td>3.15</td>\n",
       "      <td>2.24</td>\n",
       "      <td>3.84</td>\n",
       "      <td>4.16</td>\n",
       "      <td>1.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2003</td>\n",
       "      <td>2.19</td>\n",
       "      <td>1.99</td>\n",
       "      <td>4.35</td>\n",
       "      <td>4.59</td>\n",
       "      <td>4.53</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.04</td>\n",
       "      <td>4.11</td>\n",
       "      <td>4.70</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2004</td>\n",
       "      <td>2.72</td>\n",
       "      <td>2.37</td>\n",
       "      <td>4.99</td>\n",
       "      <td>5.24</td>\n",
       "      <td>5.29</td>\n",
       "      <td>3.93</td>\n",
       "      <td>2.03</td>\n",
       "      <td>4.51</td>\n",
       "      <td>5.56</td>\n",
       "      <td>1.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2005</td>\n",
       "      <td>3.23</td>\n",
       "      <td>2.89</td>\n",
       "      <td>5.46</td>\n",
       "      <td>5.66</td>\n",
       "      <td>5.74</td>\n",
       "      <td>4.28</td>\n",
       "      <td>2.22</td>\n",
       "      <td>5.28</td>\n",
       "      <td>5.97</td>\n",
       "      <td>2.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2006</td>\n",
       "      <td>3.54</td>\n",
       "      <td>3.26</td>\n",
       "      <td>5.88</td>\n",
       "      <td>6.03</td>\n",
       "      <td>6.10</td>\n",
       "      <td>4.47</td>\n",
       "      <td>2.31</td>\n",
       "      <td>5.92</td>\n",
       "      <td>6.36</td>\n",
       "      <td>2.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2007</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.59</td>\n",
       "      <td>6.60</td>\n",
       "      <td>6.88</td>\n",
       "      <td>6.73</td>\n",
       "      <td>4.49</td>\n",
       "      <td>2.40</td>\n",
       "      <td>6.21</td>\n",
       "      <td>7.13</td>\n",
       "      <td>2.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2008</td>\n",
       "      <td>4.45</td>\n",
       "      <td>4.08</td>\n",
       "      <td>7.51</td>\n",
       "      <td>7.75</td>\n",
       "      <td>7.63</td>\n",
       "      <td>5.74</td>\n",
       "      <td>2.45</td>\n",
       "      <td>5.83</td>\n",
       "      <td>7.42</td>\n",
       "      <td>3.27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Year  Australia  Canada  France  Germany  Italy  Japan  Mexico  \\\n",
       "0   1990        NaN    1.87    3.63     2.65   4.59   3.16    1.00   \n",
       "1   1991       1.96    1.92    3.45     2.90   4.50   3.46    1.30   \n",
       "2   1992       1.89    1.73    3.56     3.27   4.53   3.58    1.50   \n",
       "3   1993       1.73    1.57    3.41     3.07   3.68   4.16    1.56   \n",
       "4   1994       1.84    1.45    3.59     3.52   3.70   4.36    1.48   \n",
       "5   1995       1.95    1.53    4.26     3.96   4.00   4.43    1.11   \n",
       "6   1996       2.12    1.61    4.41     3.94   4.39   3.64    1.25   \n",
       "7   1997       2.05    1.62    4.00     3.53   4.07   3.26    1.47   \n",
       "8   1998       1.63    1.38    3.87     3.34   3.84   2.82    1.49   \n",
       "9   1999       1.72    1.52    3.85     3.42   3.87   3.27    1.79   \n",
       "10  2000       1.94    1.86    3.80     3.45   3.77   3.65    2.01   \n",
       "11  2001       1.71    1.72    3.51     3.40   3.57   3.27    2.20   \n",
       "12  2002       1.76    1.69    3.62     3.67   3.74   3.15    2.24   \n",
       "13  2003       2.19    1.99    4.35     4.59   4.53   3.47    2.04   \n",
       "14  2004       2.72    2.37    4.99     5.24   5.29   3.93    2.03   \n",
       "15  2005       3.23    2.89    5.46     5.66   5.74   4.28    2.22   \n",
       "16  2006       3.54    3.26    5.88     6.03   6.10   4.47    2.31   \n",
       "17  2007       3.85    3.59    6.60     6.88   6.73   4.49    2.40   \n",
       "18  2008       4.45    4.08    7.51     7.75   7.63   5.74    2.45   \n",
       "\n",
       "    South Korea    UK   USA  \n",
       "0          2.05  2.82  1.16  \n",
       "1          2.49  3.01  1.14  \n",
       "2          2.65  3.06  1.13  \n",
       "3          2.88  2.84  1.11  \n",
       "4          2.87  2.99  1.11  \n",
       "5          2.94  3.21  1.15  \n",
       "6          3.18  3.34  1.23  \n",
       "7          3.34  3.83  1.23  \n",
       "8          3.04  4.06  1.06  \n",
       "9          3.80  4.29  1.17  \n",
       "10         4.18  4.58  1.51  \n",
       "11         3.76  4.13  1.46  \n",
       "12         3.84  4.16  1.36  \n",
       "13         4.11  4.70  1.59  \n",
       "14         4.51  5.56  1.88  \n",
       "15         5.28  5.97  2.30  \n",
       "16         5.92  6.36  2.59  \n",
       "17         6.21  7.13  2.80  \n",
       "18         5.83  7.42  3.27  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gas = pd.read_csv(\"gas_prices.csv\")\n",
    "gas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fb9fcfb9-2eee-443f-9569-795a3bf2b6ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 5))\n",
    "\n",
    "# plt.plot(gas.Year, gas.Canada, label='Canada')\n",
    "# plt.plot(gas.Year, gas.Germany, label='Germany')\n",
    "# plt.plot(gas.Year, gas.France, label='France')\n",
    "# plt.plot(gas.Year, gas.Mexico, label='Mexico')\n",
    "# plt.plot(gas.Year, gas.Japan, label='Japan')\n",
    "\n",
    "countries = ['Canada', 'Germany', 'France', 'Mexico', 'Japan']\n",
    "\n",
    "for country in countries:\n",
    "    plt.plot(gas.Year, gas[country],  '--o', label=country)\n",
    "\n",
    "plt.title(\"Gas Prices over time (in USD)\", fontdict={\"fontweight\": 'bold', 'fontsize': 20})\n",
    "\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('US Dollars')\n",
    "\n",
    "plt.xticks(gas.Year[::3])\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.savefig('gas_prices.png', dpi=300)\n",
    "\n",
    "plt.show()"
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