gpus_comparison.ipynb

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    "## NVIDIA GPUs Performace Comparison (value per price)\n",
    "Data source: https://en.wikipedia.org/wiki/List_of_Nvidia_graphics_processing_units#GeForce_30_series\n",
    "### Results (https://i.imgur.com/LqTnL20.png)\n",
    "![alt](https://i.imgur.com/LqTnL20.png)"
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       "<table id=\"T_e4a05\">\n",
       "  <caption>NVIDIA GPUs Performace Comparison (value per 1$)</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_e4a05_level0_col0\" class=\"col_heading level0 col0\" >name</th>\n",
       "      <th id=\"T_e4a05_level0_col1\" class=\"col_heading level0 col1\" >release_date</th>\n",
       "      <th id=\"T_e4a05_level0_col2\" class=\"col_heading level0 col2\" >price</th>\n",
       "      <th id=\"T_e4a05_level0_col3\" class=\"col_heading level0 col3\" >tdp_watts</th>\n",
       "      <th id=\"T_e4a05_level0_col4\" class=\"col_heading level0 col4\" >ray_traycing_tflops</th>\n",
       "      <th id=\"T_e4a05_level0_col5\" class=\"col_heading level0 col5\" >tensor_compute_tflops</th>\n",
       "      <th id=\"T_e4a05_level0_col6\" class=\"col_heading level0 col6\" >half_precision_tflops</th>\n",
       "      <th id=\"T_e4a05_level0_col7\" class=\"col_heading level0 col7\" >double_precision_tflops</th>\n",
       "      <th id=\"T_e4a05_level0_col8\" class=\"col_heading level0 col8\" >single_precision_tflops</th>\n",
       "      <th id=\"T_e4a05_level0_col9\" class=\"col_heading level0 col9\" >fillrate_gts</th>\n",
       "      <th id=\"T_e4a05_level0_col10\" class=\"col_heading level0 col10\" >fillrate_gps</th>\n",
       "      <th id=\"T_e4a05_level0_col11\" class=\"col_heading level0 col11\" >clock_speed_mhz</th>\n",
       "      <th id=\"T_e4a05_level0_col12\" class=\"col_heading level0 col12\" >mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row0\" class=\"row_heading level0 row0\" >3</th>\n",
       "      <td id=\"T_e4a05_row0_col0\" class=\"data row0 col0\" >GeForce RTX 4070</td>\n",
       "      <td id=\"T_e4a05_row0_col1\" class=\"data row0 col1\" >April 13, 2023</td>\n",
       "      <td id=\"T_e4a05_row0_col2\" class=\"data row0 col2\" >875.47</td>\n",
       "      <td id=\"T_e4a05_row0_col3\" class=\"data row0 col3\" >-4.38</td>\n",
       "      <td id=\"T_e4a05_row0_col4\" class=\"data row0 col4\" >nan</td>\n",
       "      <td id=\"T_e4a05_row0_col5\" class=\"data row0 col5\" >nan</td>\n",
       "      <td id=\"T_e4a05_row0_col6\" class=\"data row0 col6\" >38.74</td>\n",
       "      <td id=\"T_e4a05_row0_col7\" class=\"data row0 col7\" >2480.08</td>\n",
       "      <td id=\"T_e4a05_row0_col8\" class=\"data row0 col8\" >38.74</td>\n",
       "      <td id=\"T_e4a05_row0_col9\" class=\"data row0 col9\" >1.92</td>\n",
       "      <td id=\"T_e4a05_row0_col10\" class=\"data row0 col10\" >5.53</td>\n",
       "      <td id=\"T_e4a05_row0_col11\" class=\"data row0 col11\" >0.46</td>\n",
       "      <td id=\"T_e4a05_row0_col12\" class=\"data row0 col12\" >365.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row1\" class=\"row_heading level0 row1\" >7</th>\n",
       "      <td id=\"T_e4a05_row1_col0\" class=\"data row1 col0\" >GeForce RTX 3080</td>\n",
       "      <td id=\"T_e4a05_row1_col1\" class=\"data row1 col1\" >January 27, 2022</td>\n",
       "      <td id=\"T_e4a05_row1_col2\" class=\"data row1 col2\" >900.77</td>\n",
       "      <td id=\"T_e4a05_row1_col3\" class=\"data row1 col3\" >-2.57</td>\n",
       "      <td id=\"T_e4a05_row1_col4\" class=\"data row1 col4\" >14.69</td>\n",
       "      <td id=\"T_e4a05_row1_col5\" class=\"data row1 col5\" >4.99</td>\n",
       "      <td id=\"T_e4a05_row1_col6\" class=\"data row1 col6\" >39.86</td>\n",
       "      <td id=\"T_e4a05_row1_col7\" class=\"data row1 col7\" >2551.76</td>\n",
       "      <td id=\"T_e4a05_row1_col8\" class=\"data row1 col8\" >39.86</td>\n",
       "      <td id=\"T_e4a05_row1_col9\" class=\"data row1 col9\" >2.55</td>\n",
       "      <td id=\"T_e4a05_row1_col10\" class=\"data row1 col10\" >6.88</td>\n",
       "      <td id=\"T_e4a05_row1_col11\" class=\"data row1 col11\" >0.71</td>\n",
       "      <td id=\"T_e4a05_row1_col12\" class=\"data row1 col12\" >295.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_e4a05_row2_col0\" class=\"data row2 col0\" >GeForce RTX 4070 Ti</td>\n",
       "      <td id=\"T_e4a05_row2_col1\" class=\"data row2 col1\" >January 5, 2023</td>\n",
       "      <td id=\"T_e4a05_row2_col2\" class=\"data row2 col2\" >1226.36</td>\n",
       "      <td id=\"T_e4a05_row2_col3\" class=\"data row2 col3\" >-4.30</td>\n",
       "      <td id=\"T_e4a05_row2_col4\" class=\"data row2 col4\" >13.23</td>\n",
       "      <td id=\"T_e4a05_row2_col5\" class=\"data row2 col5\" >8.64</td>\n",
       "      <td id=\"T_e4a05_row2_col6\" class=\"data row2 col6\" >34.55</td>\n",
       "      <td id=\"T_e4a05_row2_col7\" class=\"data row2 col7\" >2213.65</td>\n",
       "      <td id=\"T_e4a05_row2_col8\" class=\"data row2 col8\" >34.55</td>\n",
       "      <td id=\"T_e4a05_row2_col9\" class=\"data row2 col9\" >1.96</td>\n",
       "      <td id=\"T_e4a05_row2_col10\" class=\"data row2 col10\" >5.87</td>\n",
       "      <td id=\"T_e4a05_row2_col11\" class=\"data row2 col11\" >0.53</td>\n",
       "      <td id=\"T_e4a05_row2_col12\" class=\"data row2 col12\" >256.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row3\" class=\"row_heading level0 row3\" >8</th>\n",
       "      <td id=\"T_e4a05_row3_col0\" class=\"data row3 col0\" >GeForce RTX 3070 Ti</td>\n",
       "      <td id=\"T_e4a05_row3_col1\" class=\"data row3 col1\" >June 10, 2021</td>\n",
       "      <td id=\"T_e4a05_row3_col2\" class=\"data row3 col2\" >910.68</td>\n",
       "      <td id=\"T_e4a05_row3_col3\" class=\"data row3 col3\" >-3.14</td>\n",
       "      <td id=\"T_e4a05_row3_col4\" class=\"data row3 col4\" >20.94</td>\n",
       "      <td id=\"T_e4a05_row3_col5\" class=\"data row3 col5\" >5.88</td>\n",
       "      <td id=\"T_e4a05_row3_col6\" class=\"data row3 col6\" >47.06</td>\n",
       "      <td id=\"T_e4a05_row3_col7\" class=\"data row3 col7\" >3015.50</td>\n",
       "      <td id=\"T_e4a05_row3_col8\" class=\"data row3 col8\" >47.06</td>\n",
       "      <td id=\"T_e4a05_row3_col9\" class=\"data row3 col9\" >3.01</td>\n",
       "      <td id=\"T_e4a05_row3_col10\" class=\"data row3 col10\" >6.02</td>\n",
       "      <td id=\"T_e4a05_row3_col11\" class=\"data row3 col11\" >0.58</td>\n",
       "      <td id=\"T_e4a05_row3_col12\" class=\"data row3 col12\" >349.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row4\" class=\"row_heading level0 row4\" >6</th>\n",
       "      <td id=\"T_e4a05_row4_col0\" class=\"data row4 col0\" >GeForce RTX 3080 Ti</td>\n",
       "      <td id=\"T_e4a05_row4_col1\" class=\"data row4 col1\" >June 3, 2021</td>\n",
       "      <td id=\"T_e4a05_row4_col2\" class=\"data row4 col2\" >1177.12</td>\n",
       "      <td id=\"T_e4a05_row4_col3\" class=\"data row4 col3\" >-3.36</td>\n",
       "      <td id=\"T_e4a05_row4_col4\" class=\"data row4 col4\" >17.26</td>\n",
       "      <td id=\"T_e4a05_row4_col5\" class=\"data row4 col5\" >5.15</td>\n",
       "      <td id=\"T_e4a05_row4_col6\" class=\"data row4 col6\" >41.95</td>\n",
       "      <td id=\"T_e4a05_row4_col7\" class=\"data row4 col7\" >2687.49</td>\n",
       "      <td id=\"T_e4a05_row4_col8\" class=\"data row4 col8\" >41.20</td>\n",
       "      <td id=\"T_e4a05_row4_col9\" class=\"data row4 col9\" >2.68</td>\n",
       "      <td id=\"T_e4a05_row4_col10\" class=\"data row4 col10\" >7.67</td>\n",
       "      <td id=\"T_e4a05_row4_col11\" class=\"data row4 col11\" >0.86</td>\n",
       "      <td id=\"T_e4a05_row4_col12\" class=\"data row4 col12\" >311.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row5\" class=\"row_heading level0 row5\" >4</th>\n",
       "      <td id=\"T_e4a05_row5_col0\" class=\"data row5 col0\" >GeForce RTX 3090 Ti</td>\n",
       "      <td id=\"T_e4a05_row5_col1\" class=\"data row5 col1\" >March 29, 2022</td>\n",
       "      <td id=\"T_e4a05_row5_col2\" class=\"data row5 col2\" >1368.88</td>\n",
       "      <td id=\"T_e4a05_row5_col3\" class=\"data row5 col3\" >-3.04</td>\n",
       "      <td id=\"T_e4a05_row5_col4\" class=\"data row5 col4\" >17.13</td>\n",
       "      <td id=\"T_e4a05_row5_col5\" class=\"data row5 col5\" >5.09</td>\n",
       "      <td id=\"T_e4a05_row5_col6\" class=\"data row5 col6\" >40.86</td>\n",
       "      <td id=\"T_e4a05_row5_col7\" class=\"data row5 col7\" >2612.37</td>\n",
       "      <td id=\"T_e4a05_row5_col8\" class=\"data row5 col8\" >40.86</td>\n",
       "      <td id=\"T_e4a05_row5_col9\" class=\"data row5 col9\" >2.61</td>\n",
       "      <td id=\"T_e4a05_row5_col10\" class=\"data row5 col10\" >7.84</td>\n",
       "      <td id=\"T_e4a05_row5_col11\" class=\"data row5 col11\" >0.88</td>\n",
       "      <td id=\"T_e4a05_row5_col12\" class=\"data row5 col12\" >302.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row6\" class=\"row_heading level0 row6\" >1</th>\n",
       "      <td id=\"T_e4a05_row6_col0\" class=\"data row6 col0\" >GeForce RTX 4080</td>\n",
       "      <td id=\"T_e4a05_row6_col1\" class=\"data row6 col1\" >November 16, 2022</td>\n",
       "      <td id=\"T_e4a05_row6_col2\" class=\"data row6 col2\" >1441.61</td>\n",
       "      <td id=\"T_e4a05_row6_col3\" class=\"data row6 col3\" >-4.51</td>\n",
       "      <td id=\"T_e4a05_row6_col4\" class=\"data row6 col4\" >12.79</td>\n",
       "      <td id=\"T_e4a05_row6_col5\" class=\"data row6 col5\" >8.38</td>\n",
       "      <td id=\"T_e4a05_row6_col6\" class=\"data row6 col6\" >33.53</td>\n",
       "      <td id=\"T_e4a05_row6_col7\" class=\"data row6 col7\" >2145.25</td>\n",
       "      <td id=\"T_e4a05_row6_col8\" class=\"data row6 col8\" >33.53</td>\n",
       "      <td id=\"T_e4a05_row6_col9\" class=\"data row6 col9\" >1.89</td>\n",
       "      <td id=\"T_e4a05_row6_col10\" class=\"data row6 col10\" >5.14</td>\n",
       "      <td id=\"T_e4a05_row6_col11\" class=\"data row6 col11\" >0.65</td>\n",
       "      <td id=\"T_e4a05_row6_col12\" class=\"data row6 col12\" >248.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row7\" class=\"row_heading level0 row7\" >0</th>\n",
       "      <td id=\"T_e4a05_row7_col0\" class=\"data row7 col0\" >GeForce RTX 4090</td>\n",
       "      <td id=\"T_e4a05_row7_col1\" class=\"data row7 col1\" >October 12, 2022</td>\n",
       "      <td id=\"T_e4a05_row7_col2\" class=\"data row7 col2\" >2007.58</td>\n",
       "      <td id=\"T_e4a05_row7_col3\" class=\"data row7 col3\" >-4.46</td>\n",
       "      <td id=\"T_e4a05_row7_col4\" class=\"data row7 col4\" >10.51</td>\n",
       "      <td id=\"T_e4a05_row7_col5\" class=\"data row7 col5\" >6.88</td>\n",
       "      <td id=\"T_e4a05_row7_col6\" class=\"data row7 col6\" >27.46</td>\n",
       "      <td id=\"T_e4a05_row7_col7\" class=\"data row7 col7\" >1757.95</td>\n",
       "      <td id=\"T_e4a05_row7_col8\" class=\"data row7 col8\" >27.46</td>\n",
       "      <td id=\"T_e4a05_row7_col9\" class=\"data row7 col9\" >1.56</td>\n",
       "      <td id=\"T_e4a05_row7_col10\" class=\"data row7 col10\" >4.53</td>\n",
       "      <td id=\"T_e4a05_row7_col11\" class=\"data row7 col11\" >0.90</td>\n",
       "      <td id=\"T_e4a05_row7_col12\" class=\"data row7 col12\" >203.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row8\" class=\"row_heading level0 row8\" >10</th>\n",
       "      <td id=\"T_e4a05_row8_col0\" class=\"data row8 col0\" >GeForce RTX 3060 Ti</td>\n",
       "      <td id=\"T_e4a05_row8_col1\" class=\"data row8 col1\" >October 27, 2022</td>\n",
       "      <td id=\"T_e4a05_row8_col2\" class=\"data row8 col2\" >610.55</td>\n",
       "      <td id=\"T_e4a05_row8_col3\" class=\"data row8 col3\" >-3.05</td>\n",
       "      <td id=\"T_e4a05_row8_col4\" class=\"data row8 col4\" >18.84</td>\n",
       "      <td id=\"T_e4a05_row8_col5\" class=\"data row8 col5\" >5.57</td>\n",
       "      <td id=\"T_e4a05_row8_col6\" class=\"data row8 col6\" >44.57</td>\n",
       "      <td id=\"T_e4a05_row8_col7\" class=\"data row8 col7\" >2853.04</td>\n",
       "      <td id=\"T_e4a05_row8_col8\" class=\"data row8 col8\" >44.50</td>\n",
       "      <td id=\"T_e4a05_row8_col9\" class=\"data row8 col9\" >2.85</td>\n",
       "      <td id=\"T_e4a05_row8_col10\" class=\"data row8 col10\" >5.41</td>\n",
       "      <td id=\"T_e4a05_row8_col11\" class=\"data row8 col11\" >0.43</td>\n",
       "      <td id=\"T_e4a05_row8_col12\" class=\"data row8 col12\" >330.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_e4a05_row9_col0\" class=\"data row9 col0\" >GeForce RTX 3070</td>\n",
       "      <td id=\"T_e4a05_row9_col1\" class=\"data row9 col1\" >October 29, 2020</td>\n",
       "      <td id=\"T_e4a05_row9_col2\" class=\"data row9 col2\" >591.89</td>\n",
       "      <td id=\"T_e4a05_row9_col3\" class=\"data row9 col3\" >-2.69</td>\n",
       "      <td id=\"T_e4a05_row9_col4\" class=\"data row9 col4\" >14.58</td>\n",
       "      <td id=\"T_e4a05_row9_col5\" class=\"data row9 col5\" >4.19</td>\n",
       "      <td id=\"T_e4a05_row9_col6\" class=\"data row9 col6\" >33.52</td>\n",
       "      <td id=\"T_e4a05_row9_col7\" class=\"data row9 col7\" >2144.53</td>\n",
       "      <td id=\"T_e4a05_row9_col8\" class=\"data row9 col8\" >33.52</td>\n",
       "      <td id=\"T_e4a05_row9_col9\" class=\"data row9 col9\" >2.14</td>\n",
       "      <td id=\"T_e4a05_row9_col10\" class=\"data row9 col10\" >4.11</td>\n",
       "      <td id=\"T_e4a05_row9_col11\" class=\"data row9 col11\" >0.39</td>\n",
       "      <td id=\"T_e4a05_row9_col12\" class=\"data row9 col12\" >248.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row10\" class=\"row_heading level0 row10\" >11</th>\n",
       "      <td id=\"T_e4a05_row10_col0\" class=\"data row10 col0\" >GeForce RTX 3060</td>\n",
       "      <td id=\"T_e4a05_row10_col1\" class=\"data row10 col1\" >September 1, 2021</td>\n",
       "      <td id=\"T_e4a05_row10_col2\" class=\"data row10 col2\" >511.45</td>\n",
       "      <td id=\"T_e4a05_row10_col3\" class=\"data row10 col3\" >-3.01</td>\n",
       "      <td id=\"T_e4a05_row10_col4\" class=\"data row10 col4\" >20.46</td>\n",
       "      <td id=\"T_e4a05_row10_col5\" class=\"data row10 col5\" >6.76</td>\n",
       "      <td id=\"T_e4a05_row10_col6\" class=\"data row10 col6\" >54.06</td>\n",
       "      <td id=\"T_e4a05_row10_col7\" class=\"data row10 col7\" >3455.74</td>\n",
       "      <td id=\"T_e4a05_row10_col8\" class=\"data row10 col8\" >54.06</td>\n",
       "      <td id=\"T_e4a05_row10_col9\" class=\"data row10 col9\" >3.46</td>\n",
       "      <td id=\"T_e4a05_row10_col10\" class=\"data row10 col10\" >8.07</td>\n",
       "      <td id=\"T_e4a05_row10_col11\" class=\"data row10 col11\" >0.39</td>\n",
       "      <td id=\"T_e4a05_row10_col12\" class=\"data row10 col12\" >400.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e4a05_level0_row11\" class=\"row_heading level0 row11\" >5</th>\n",
       "      <td id=\"T_e4a05_row11_col0\" class=\"data row11 col0\" >GeForce RTX 3090</td>\n",
       "      <td id=\"T_e4a05_row11_col1\" class=\"data row11 col1\" >September 24, 2020</td>\n",
       "      <td id=\"T_e4a05_row11_col2\" class=\"data row11 col2\" >1328.24</td>\n",
       "      <td id=\"T_e4a05_row11_col3\" class=\"data row11 col3\" >-3.79</td>\n",
       "      <td id=\"T_e4a05_row11_col4\" class=\"data row11 col4\" >18.68</td>\n",
       "      <td id=\"T_e4a05_row11_col5\" class=\"data row11 col5\" >5.65</td>\n",
       "      <td id=\"T_e4a05_row11_col6\" class=\"data row11 col6\" >45.21</td>\n",
       "      <td id=\"T_e4a05_row11_col7\" class=\"data row11 col7\" >2893.77</td>\n",
       "      <td id=\"T_e4a05_row11_col8\" class=\"data row11 col8\" >45.36</td>\n",
       "      <td id=\"T_e4a05_row11_col9\" class=\"data row11 col9\" >2.90</td>\n",
       "      <td id=\"T_e4a05_row11_col10\" class=\"data row11 col10\" >8.50</td>\n",
       "      <td id=\"T_e4a05_row11_col11\" class=\"data row11 col11\" >0.95</td>\n",
       "      <td id=\"T_e4a05_row11_col12\" class=\"data row11 col12\" >335.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x139bd6610>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import dataframe_image as dfi\n",
    "\n",
    "plt.rcParams[\"figure.dpi\"] = 300\n",
    "plt.rcParams[\"savefig.dpi\"] = 300\n",
    "plt.rcParams[\"figure.figsize\"] = [12, 5]\n",
    "\n",
    "df = pd.DataFrame()\n",
    "df['name'] = ['GeForce RTX 4090', 'GeForce RTX 4080', 'GeForce RTX 4070 Ti', 'GeForce RTX 4070', 'GeForce RTX 3090 Ti', 'GeForce RTX 3090', 'GeForce RTX 3080 Ti', 'GeForce RTX 3080', 'GeForce RTX 3070 Ti', 'GeForce RTX 3070', 'GeForce RTX 3060 Ti', 'GeForce RTX 3060']\n",
    "df['release_date'] = ['October 12, 2022', 'November 16, 2022', 'January 5, 2023', 'April 13, 2023', 'March 29, 2022', 'September 24, 2020', 'June 3, 2021', 'January 27, 2022', 'June 10, 2021', 'October 29, 2020', 'October 27, 2022', 'September 1, 2021']\n",
    "df['price'] = [2007.58, 1441.61, 1226.36, 875.47, 1368.88, 1328.24, 1177.12, 900.77, 910.68, 591.89, 610.55, 511.45]\n",
    "df['tdp_watts'] = [450, 320, 285, 200, 450, 350, 350, 350, 290, 220, 200, 170]\n",
    "df['ray_traycing_tflops'] = [191, 112.7, 92.7, None, 79.9, 71.1, 68.2, 61.3, 43.5, 40.6, 32.4, 25]\n",
    "df['tensor_compute_tflops'] = [292, 172, 142, None, 269.1, 235.08, 228.6, 180.6, 154.8, 141.31, 109.7, 75.7]\n",
    "df['half_precision_tflops'] = [73.1, 43.0, 35.5, 22.6, 33.5, 29.38, 28.06, 22.6, 19.35, 17.66, 13.70, 9.46]\n",
    "df['double_precision_tflops'] = [1.142, 0.672, 0.554, 0.353, 0.524, 0.459, 0.438, 0.353, 0.302, 0.276, 0.214, 0.148]\n",
    "df['single_precision_tflops'] = [73.1, 43.0, 35.5, 22.6, 33.5, 29.28, 28.57, 22.6, 19.35, 17.66, 13.72, 9.46]\n",
    "df['fillrate_gts'] = [1290.2, 761.5, 626.4, 455.4, 524.2, 457.6, 438.5, 352.8, 302.36, 276.0, 214.3, 147.8]\n",
    "df['fillrate_gps'] = [443.5, 280.6, 208.8, 158.4, 174.7, 156.2, 153.5, 131.0, 151.18, 144.0, 112.8, 63.4]\n",
    "df['clock_speed_mhz'] = [2230, 2210, 2310, 1920, 1560, 1395, 1365, 1260, 1575, 1500, 1410, 1320]\n",
    "\n",
    "for column in df.columns[3:]:\n",
    "    df[column] = df['price'] / df[column]\n",
    "    \n",
    "df['tdp_watts'] = df['tdp_watts'] * -1\n",
    "df = df.sort_values(by=['release_date'], ascending=True)\n",
    "df['mean'] = df[df.columns[3:]].mean(axis=1)\n",
    "\n",
    "def pretty_panda(x):\n",
    "    return (df.style\n",
    "                .background_gradient()\n",
    "                .set_properties(**{'font-size': '10pt'})\n",
    "                .format(precision=2)\n",
    "                .set_caption(\"NVIDIA GPUs Performace Comparison (value per 1$)\")\n",
    "                .set_table_styles([\n",
    "                    {'selector': 'thead', 'props': 'text-transform: uppercase;'},\n",
    "                    {'selector': 'caption', 'props': 'font-size: 20px'}\n",
    "                ]))\n",
    "\n",
    "df = pretty_panda(df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 636,
   "id": "27062cae",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# save dataframe as png\n",
    "dfi.export(df.set_properties(**{'font-size': '16pt'}), \"gpus_comparison.png\", dpi=150)"
   ]
  }
 ],
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   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
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