diff --git a/1.Table Extraction/Extract CSV files and Tables from Websites.ipynb b/1.Table Extraction/Extract CSV files and Tables from Websites.ipynb
index dffc3c5..5e20f07 100644
--- a/1.Table Extraction/Extract CSV files and Tables from Websites.ipynb	
+++ b/1.Table Extraction/Extract CSV files and Tables from Websites.ipynb	
@@ -2,13 +2,18 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
    "id": "9bcec48b",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T04:54:47.969482Z",
+     "start_time": "2025-11-17T04:54:47.678799Z"
+    }
+   },
    "source": [
     "import pandas as pd"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 6
   },
   {
    "cell_type": "markdown",
@@ -28,23 +33,78 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
    "id": "62ad1716",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T04:55:16.088685Z",
+     "start_time": "2025-11-17T04:55:14.726566Z"
+    }
+   },
    "source": [
     "# reading 1 csv file from the website\n",
-    "df_premier21 = pd.read_csv('https://www.football-data.co.uk/mmz4281/2122/E0.csv')"
-   ]
+    "df_premier25 = pd.read_csv('https://www.football-data.co.uk/mmz4281/2526/E0.csv')"
+   ],
+   "outputs": [],
+   "execution_count": 7
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
    "id": "e0b6be7b",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T04:55:23.155786Z",
+     "start_time": "2025-11-17T04:55:23.132682Z"
+    }
+   },
+   "source": [
+    "# showing dataframe\n",
+    "df_premier25"
+   ],
    "outputs": [
     {
      "data": {
+      "text/plain": [
+       "    Div        Date   Time        HomeTeam     AwayTeam  FTHG  FTAG FTR  HTHG  \\\n",
+       "0    E0  15/08/2025  20:00       Liverpool  Bournemouth     4     2   H     1   \n",
+       "1    E0  16/08/2025  12:30     Aston Villa    Newcastle     0     0   D     0   \n",
+       "2    E0  16/08/2025  15:00        Brighton       Fulham     1     1   D     0   \n",
+       "3    E0  16/08/2025  15:00      Sunderland     West Ham     3     0   H     0   \n",
+       "4    E0  16/08/2025  15:00       Tottenham      Burnley     3     0   H     1   \n",
+       "..   ..         ...    ...             ...          ...   ...   ...  ..   ...   \n",
+       "105  E0  09/11/2025  14:00     Aston Villa  Bournemouth     4     0   H     2   \n",
+       "106  E0  09/11/2025  14:00       Brentford    Newcastle     3     1   H     0   \n",
+       "107  E0  09/11/2025  14:00  Crystal Palace     Brighton     0     0   D     0   \n",
+       "108  E0  09/11/2025  14:00   Nott'm Forest        Leeds     3     1   H     1   \n",
+       "109  E0  09/11/2025  16:30        Man City    Liverpool     3     0   H     2   \n",
+       "\n",
+       "     HTAG  ... B365CAHH B365CAHA  PCAHH  PCAHA  MaxCAHH  MaxCAHA  AvgCAHH  \\\n",
+       "0       0  ...     2.03     1.78   2.07   1.85     2.03     1.88     1.94   \n",
+       "1       0  ...     2.05     1.80   2.02   1.89     2.06     1.80     1.95   \n",
+       "2       0  ...     1.83     2.03   1.93   2.00     1.84     2.03     1.80   \n",
+       "3       0  ...     1.95     1.90   1.97   1.95     1.95     1.94     1.86   \n",
+       "4       0  ...     1.98     1.88   1.99   1.93     1.98     1.91     1.88   \n",
+       "..    ...  ...      ...      ...    ...    ...      ...      ...      ...   \n",
+       "105     0  ...     2.00     1.85   2.05   1.88     2.00     1.85     1.95   \n",
+       "106     1  ...     2.05     1.80   2.14   1.81     2.05     1.83     2.02   \n",
+       "107     0  ...     2.05     1.80   2.10   1.84     2.05     1.80     2.01   \n",
+       "108     1  ...     1.88     1.98   1.91   2.02     1.92     1.98     1.87   \n",
+       "109     0  ...     1.83     2.03   1.94   1.98     1.93     2.03     1.86   \n",
+       "\n",
+       "     AvgCAHA  BFECAHH  BFECAHA  \n",
+       "0       1.76     2.14     1.86  \n",
+       "1       1.74     2.14     1.86  \n",
+       "2       1.96     1.91     2.08  \n",
+       "3       1.78     2.02     1.97  \n",
+       "4       1.83     2.07     1.92  \n",
+       "..       ...      ...      ...  \n",
+       "105     1.83     2.09     1.91  \n",
+       "106     1.76     2.19     1.83  \n",
+       "107     1.77     2.12     1.88  \n",
+       "108     1.90     1.97     2.01  \n",
+       "109     1.91     1.94     2.05  \n",
+       "\n",
+       "[110 rows x 132 columns]"
+      ],
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -75,8 +135,6 @@
        "      <th>HTHG</th>\n",
        "      <th>HTAG</th>\n",
        "      <th>...</th>\n",
-       "      <th>AvgC&lt;2.5</th>\n",
-       "      <th>AHCh</th>\n",
        "      <th>B365CAHH</th>\n",
        "      <th>B365CAHA</th>\n",
        "      <th>PCAHH</th>\n",
@@ -85,128 +143,130 @@
        "      <th>MaxCAHA</th>\n",
        "      <th>AvgCAHH</th>\n",
        "      <th>AvgCAHA</th>\n",
+       "      <th>BFECAHH</th>\n",
+       "      <th>BFECAHA</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>E0</td>\n",
-       "      <td>13/08/2021</td>\n",
+       "      <td>15/08/2025</td>\n",
        "      <td>20:00</td>\n",
-       "      <td>Brentford</td>\n",
-       "      <td>Arsenal</td>\n",
+       "      <td>Liverpool</td>\n",
+       "      <td>Bournemouth</td>\n",
+       "      <td>4</td>\n",
        "      <td>2</td>\n",
-       "      <td>0</td>\n",
        "      <td>H</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.62</td>\n",
-       "      <td>0.50</td>\n",
-       "      <td>1.75</td>\n",
-       "      <td>2.05</td>\n",
-       "      <td>1.81</td>\n",
-       "      <td>2.13</td>\n",
-       "      <td>2.05</td>\n",
-       "      <td>2.17</td>\n",
-       "      <td>1.80</td>\n",
-       "      <td>2.09</td>\n",
+       "      <td>2.03</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>2.03</td>\n",
+       "      <td>1.88</td>\n",
+       "      <td>1.94</td>\n",
+       "      <td>1.76</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>1.86</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>E0</td>\n",
-       "      <td>14/08/2021</td>\n",
+       "      <td>16/08/2025</td>\n",
        "      <td>12:30</td>\n",
-       "      <td>Man United</td>\n",
-       "      <td>Leeds</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>H</td>\n",
-       "      <td>1</td>\n",
+       "      <td>Aston Villa</td>\n",
+       "      <td>Newcastle</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>D</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.25</td>\n",
-       "      <td>-1.00</td>\n",
        "      <td>2.05</td>\n",
-       "      <td>1.75</td>\n",
-       "      <td>2.17</td>\n",
-       "      <td>1.77</td>\n",
-       "      <td>2.19</td>\n",
-       "      <td>1.93</td>\n",
-       "      <td>2.10</td>\n",
-       "      <td>1.79</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>2.02</td>\n",
+       "      <td>1.89</td>\n",
+       "      <td>2.06</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>1.74</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>1.86</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>E0</td>\n",
-       "      <td>14/08/2021</td>\n",
+       "      <td>16/08/2025</td>\n",
        "      <td>15:00</td>\n",
-       "      <td>Burnley</td>\n",
        "      <td>Brighton</td>\n",
+       "      <td>Fulham</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>A</td>\n",
        "      <td>1</td>\n",
+       "      <td>D</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.62</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>1.79</td>\n",
-       "      <td>2.15</td>\n",
-       "      <td>1.81</td>\n",
-       "      <td>2.14</td>\n",
-       "      <td>1.82</td>\n",
-       "      <td>2.19</td>\n",
-       "      <td>1.79</td>\n",
-       "      <td>2.12</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td>2.03</td>\n",
+       "      <td>1.93</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>1.84</td>\n",
+       "      <td>2.03</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>1.96</td>\n",
+       "      <td>1.91</td>\n",
+       "      <td>2.08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>E0</td>\n",
-       "      <td>14/08/2021</td>\n",
+       "      <td>16/08/2025</td>\n",
        "      <td>15:00</td>\n",
-       "      <td>Chelsea</td>\n",
-       "      <td>Crystal Palace</td>\n",
+       "      <td>Sunderland</td>\n",
+       "      <td>West Ham</td>\n",
        "      <td>3</td>\n",
        "      <td>0</td>\n",
        "      <td>H</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>1.90</td>\n",
+       "      <td>1.97</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>1.95</td>\n",
        "      <td>1.94</td>\n",
-       "      <td>-1.50</td>\n",
-       "      <td>2.05</td>\n",
-       "      <td>1.75</td>\n",
-       "      <td>2.12</td>\n",
-       "      <td>1.81</td>\n",
-       "      <td>2.16</td>\n",
-       "      <td>1.93</td>\n",
-       "      <td>2.06</td>\n",
-       "      <td>1.82</td>\n",
+       "      <td>1.86</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.02</td>\n",
+       "      <td>1.97</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>E0</td>\n",
-       "      <td>14/08/2021</td>\n",
+       "      <td>16/08/2025</td>\n",
        "      <td>15:00</td>\n",
-       "      <td>Everton</td>\n",
-       "      <td>Southampton</td>\n",
+       "      <td>Tottenham</td>\n",
+       "      <td>Burnley</td>\n",
        "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>H</td>\n",
        "      <td>0</td>\n",
+       "      <td>H</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.67</td>\n",
-       "      <td>-0.50</td>\n",
-       "      <td>2.05</td>\n",
+       "      <td>1.98</td>\n",
        "      <td>1.88</td>\n",
-       "      <td>2.05</td>\n",
+       "      <td>1.99</td>\n",
+       "      <td>1.93</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>1.91</td>\n",
        "      <td>1.88</td>\n",
-       "      <td>2.08</td>\n",
-       "      <td>1.90</td>\n",
-       "      <td>2.03</td>\n",
-       "      <td>1.86</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>1.92</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -233,206 +293,216 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>210</th>\n",
+       "      <th>105</th>\n",
        "      <td>E0</td>\n",
-       "      <td>23/01/2022</td>\n",
+       "      <td>09/11/2025</td>\n",
        "      <td>14:00</td>\n",
-       "      <td>Arsenal</td>\n",
-       "      <td>Burnley</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>D</td>\n",
+       "      <td>Aston Villa</td>\n",
+       "      <td>Bournemouth</td>\n",
+       "      <td>4</td>\n",
        "      <td>0</td>\n",
+       "      <td>H</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.32</td>\n",
-       "      <td>-1.50</td>\n",
-       "      <td>1.92</td>\n",
-       "      <td>2.01</td>\n",
-       "      <td>1.93</td>\n",
        "      <td>2.00</td>\n",
-       "      <td>1.93</td>\n",
-       "      <td>2.11</td>\n",
-       "      <td>1.90</td>\n",
-       "      <td>1.98</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>1.88</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td>2.09</td>\n",
+       "      <td>1.91</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>211</th>\n",
+       "      <th>106</th>\n",
        "      <td>E0</td>\n",
-       "      <td>23/01/2022</td>\n",
+       "      <td>09/11/2025</td>\n",
        "      <td>14:00</td>\n",
-       "      <td>Crystal Palace</td>\n",
-       "      <td>Liverpool</td>\n",
-       "      <td>1</td>\n",
+       "      <td>Brentford</td>\n",
+       "      <td>Newcastle</td>\n",
        "      <td>3</td>\n",
-       "      <td>A</td>\n",
+       "      <td>1</td>\n",
+       "      <td>H</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.11</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>1.96</td>\n",
-       "      <td>1.97</td>\n",
-       "      <td>1.94</td>\n",
-       "      <td>1.97</td>\n",
-       "      <td>2.07</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>1.81</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>1.83</td>\n",
        "      <td>2.02</td>\n",
-       "      <td>1.92</td>\n",
-       "      <td>1.96</td>\n",
+       "      <td>1.76</td>\n",
+       "      <td>2.19</td>\n",
+       "      <td>1.83</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>212</th>\n",
+       "      <th>107</th>\n",
        "      <td>E0</td>\n",
-       "      <td>23/01/2022</td>\n",
+       "      <td>09/11/2025</td>\n",
        "      <td>14:00</td>\n",
-       "      <td>Leicester</td>\n",
+       "      <td>Crystal Palace</td>\n",
        "      <td>Brighton</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>D</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>1.80</td>\n",
        "      <td>2.10</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>1.92</td>\n",
-       "      <td>2.01</td>\n",
-       "      <td>1.93</td>\n",
-       "      <td>1.99</td>\n",
-       "      <td>1.94</td>\n",
-       "      <td>2.13</td>\n",
-       "      <td>1.87</td>\n",
+       "      <td>1.84</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>1.80</td>\n",
        "      <td>2.01</td>\n",
+       "      <td>1.77</td>\n",
+       "      <td>2.12</td>\n",
+       "      <td>1.88</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>213</th>\n",
+       "      <th>108</th>\n",
        "      <td>E0</td>\n",
-       "      <td>23/01/2022</td>\n",
-       "      <td>16:30</td>\n",
-       "      <td>Chelsea</td>\n",
-       "      <td>Tottenham</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
+       "      <td>09/11/2025</td>\n",
+       "      <td>14:00</td>\n",
+       "      <td>Nott'm Forest</td>\n",
+       "      <td>Leeds</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
        "      <td>H</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.84</td>\n",
-       "      <td>-0.75</td>\n",
-       "      <td>1.99</td>\n",
-       "      <td>1.94</td>\n",
-       "      <td>1.97</td>\n",
-       "      <td>1.95</td>\n",
-       "      <td>2.03</td>\n",
-       "      <td>2.07</td>\n",
-       "      <td>1.96</td>\n",
+       "      <td>1.88</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>1.91</td>\n",
+       "      <td>2.02</td>\n",
        "      <td>1.92</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>1.87</td>\n",
+       "      <td>1.90</td>\n",
+       "      <td>1.97</td>\n",
+       "      <td>2.01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>214</th>\n",
+       "      <th>109</th>\n",
        "      <td>E0</td>\n",
-       "      <td>05/02/2022</td>\n",
-       "      <td>18:00</td>\n",
-       "      <td>Burnley</td>\n",
-       "      <td>Watford</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>D</td>\n",
+       "      <td>09/11/2025</td>\n",
+       "      <td>16:30</td>\n",
+       "      <td>Man City</td>\n",
+       "      <td>Liverpool</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
+       "      <td>H</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.73</td>\n",
-       "      <td>-0.25</td>\n",
-       "      <td>1.90</td>\n",
-       "      <td>2.00</td>\n",
-       "      <td>1.89</td>\n",
+       "      <td>1.83</td>\n",
        "      <td>2.03</td>\n",
+       "      <td>1.94</td>\n",
+       "      <td>1.98</td>\n",
        "      <td>1.93</td>\n",
-       "      <td>2.07</td>\n",
-       "      <td>1.87</td>\n",
-       "      <td>2.01</td>\n",
+       "      <td>2.03</td>\n",
+       "      <td>1.86</td>\n",
+       "      <td>1.91</td>\n",
+       "      <td>1.94</td>\n",
+       "      <td>2.05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>215 rows × 106 columns</p>\n",
+       "<p>110 rows × 132 columns</p>\n",
        "</div>"
-      ],
-      "text/plain": [
-       "    Div        Date   Time        HomeTeam        AwayTeam  FTHG  FTAG FTR  \\\n",
-       "0    E0  13/08/2021  20:00       Brentford         Arsenal     2     0   H   \n",
-       "1    E0  14/08/2021  12:30      Man United           Leeds     5     1   H   \n",
-       "2    E0  14/08/2021  15:00         Burnley        Brighton     1     2   A   \n",
-       "3    E0  14/08/2021  15:00         Chelsea  Crystal Palace     3     0   H   \n",
-       "4    E0  14/08/2021  15:00         Everton     Southampton     3     1   H   \n",
-       "..   ..         ...    ...             ...             ...   ...   ...  ..   \n",
-       "210  E0  23/01/2022  14:00         Arsenal         Burnley     0     0   D   \n",
-       "211  E0  23/01/2022  14:00  Crystal Palace       Liverpool     1     3   A   \n",
-       "212  E0  23/01/2022  14:00       Leicester        Brighton     1     1   D   \n",
-       "213  E0  23/01/2022  16:30         Chelsea       Tottenham     2     0   H   \n",
-       "214  E0  05/02/2022  18:00         Burnley         Watford     0     0   D   \n",
-       "\n",
-       "     HTHG  HTAG  ... AvgC<2.5  AHCh  B365CAHH  B365CAHA  PCAHH  PCAHA  \\\n",
-       "0       1     0  ...     1.62  0.50      1.75      2.05   1.81   2.13   \n",
-       "1       1     0  ...     2.25 -1.00      2.05      1.75   2.17   1.77   \n",
-       "2       1     0  ...     1.62  0.25      1.79      2.15   1.81   2.14   \n",
-       "3       2     0  ...     1.94 -1.50      2.05      1.75   2.12   1.81   \n",
-       "4       0     1  ...     1.67 -0.50      2.05      1.88   2.05   1.88   \n",
-       "..    ...   ...  ...      ...   ...       ...       ...    ...    ...   \n",
-       "210     0     0  ...     2.32 -1.50      1.92      2.01   1.93   2.00   \n",
-       "211     0     2  ...     2.11  1.00      1.96      1.97   1.94   1.97   \n",
-       "212     0     0  ...     2.10  0.00      1.92      2.01   1.93   1.99   \n",
-       "213     0     0  ...     1.84 -0.75      1.99      1.94   1.97   1.95   \n",
-       "214     0     0  ...     1.73 -0.25      1.90      2.00   1.89   2.03   \n",
-       "\n",
-       "     MaxCAHH  MaxCAHA  AvgCAHH  AvgCAHA  \n",
-       "0       2.05     2.17     1.80     2.09  \n",
-       "1       2.19     1.93     2.10     1.79  \n",
-       "2       1.82     2.19     1.79     2.12  \n",
-       "3       2.16     1.93     2.06     1.82  \n",
-       "4       2.08     1.90     2.03     1.86  \n",
-       "..       ...      ...      ...      ...  \n",
-       "210     1.93     2.11     1.90     1.98  \n",
-       "211     2.07     2.02     1.92     1.96  \n",
-       "212     1.94     2.13     1.87     2.01  \n",
-       "213     2.03     2.07     1.96     1.92  \n",
-       "214     1.93     2.07     1.87     2.01  \n",
-       "\n",
-       "[215 rows x 106 columns]"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "# showing dataframe\n",
-    "df_premier21"
-   ]
+   "execution_count": 8
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
    "id": "f9bcd9f5",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T04:55:56.083414Z",
+     "start_time": "2025-11-17T04:55:56.077764Z"
+    }
+   },
    "source": [
     "# rename columns\n",
-    "df_premier21 = df_premier21.rename(columns={'Date':'date',\n",
+    "df_premier25 = df_premier25.rename(columns={'Date':'date',\n",
     "                                            'HomeTeam':'home_team',\n",
     "                                            'AwayTeam':'away_team',\n",
     "                                            'FTHG': 'home_goals',\n",
     "                                            'FTAG': 'away_goals'})"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 9
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
    "id": "a650ca82",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T04:55:59.897857Z",
+     "start_time": "2025-11-17T04:55:59.852124Z"
+    }
+   },
+   "source": [
+    "# show dataframe\n",
+    "df_premier25"
+   ],
    "outputs": [
     {
      "data": {
+      "text/plain": [
+       "    Div        date   Time       home_team    away_team  home_goals  \\\n",
+       "0    E0  15/08/2025  20:00       Liverpool  Bournemouth           4   \n",
+       "1    E0  16/08/2025  12:30     Aston Villa    Newcastle           0   \n",
+       "2    E0  16/08/2025  15:00        Brighton       Fulham           1   \n",
+       "3    E0  16/08/2025  15:00      Sunderland     West Ham           3   \n",
+       "4    E0  16/08/2025  15:00       Tottenham      Burnley           3   \n",
+       "..   ..         ...    ...             ...          ...         ...   \n",
+       "105  E0  09/11/2025  14:00     Aston Villa  Bournemouth           4   \n",
+       "106  E0  09/11/2025  14:00       Brentford    Newcastle           3   \n",
+       "107  E0  09/11/2025  14:00  Crystal Palace     Brighton           0   \n",
+       "108  E0  09/11/2025  14:00   Nott'm Forest        Leeds           3   \n",
+       "109  E0  09/11/2025  16:30        Man City    Liverpool           3   \n",
+       "\n",
+       "     away_goals FTR  HTHG  HTAG  ... B365CAHH B365CAHA  PCAHH  PCAHA  MaxCAHH  \\\n",
+       "0             2   H     1     0  ...     2.03     1.78   2.07   1.85     2.03   \n",
+       "1             0   D     0     0  ...     2.05     1.80   2.02   1.89     2.06   \n",
+       "2             1   D     0     0  ...     1.83     2.03   1.93   2.00     1.84   \n",
+       "3             0   H     0     0  ...     1.95     1.90   1.97   1.95     1.95   \n",
+       "4             0   H     1     0  ...     1.98     1.88   1.99   1.93     1.98   \n",
+       "..          ...  ..   ...   ...  ...      ...      ...    ...    ...      ...   \n",
+       "105           0   H     2     0  ...     2.00     1.85   2.05   1.88     2.00   \n",
+       "106           1   H     0     1  ...     2.05     1.80   2.14   1.81     2.05   \n",
+       "107           0   D     0     0  ...     2.05     1.80   2.10   1.84     2.05   \n",
+       "108           1   H     1     1  ...     1.88     1.98   1.91   2.02     1.92   \n",
+       "109           0   H     2     0  ...     1.83     2.03   1.94   1.98     1.93   \n",
+       "\n",
+       "     MaxCAHA  AvgCAHH  AvgCAHA  BFECAHH  BFECAHA  \n",
+       "0       1.88     1.94     1.76     2.14     1.86  \n",
+       "1       1.80     1.95     1.74     2.14     1.86  \n",
+       "2       2.03     1.80     1.96     1.91     2.08  \n",
+       "3       1.94     1.86     1.78     2.02     1.97  \n",
+       "4       1.91     1.88     1.83     2.07     1.92  \n",
+       "..       ...      ...      ...      ...      ...  \n",
+       "105     1.85     1.95     1.83     2.09     1.91  \n",
+       "106     1.83     2.02     1.76     2.19     1.83  \n",
+       "107     1.80     2.01     1.77     2.12     1.88  \n",
+       "108     1.98     1.87     1.90     1.97     2.01  \n",
+       "109     2.03     1.86     1.91     1.94     2.05  \n",
+       "\n",
+       "[110 rows x 132 columns]"
+      ],
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -463,8 +533,6 @@
        "      <th>HTHG</th>\n",
        "      <th>HTAG</th>\n",
        "      <th>...</th>\n",
-       "      <th>AvgC&lt;2.5</th>\n",
-       "      <th>AHCh</th>\n",
        "      <th>B365CAHH</th>\n",
        "      <th>B365CAHA</th>\n",
        "      <th>PCAHH</th>\n",
@@ -473,128 +541,130 @@
        "      <th>MaxCAHA</th>\n",
        "      <th>AvgCAHH</th>\n",
        "      <th>AvgCAHA</th>\n",
+       "      <th>BFECAHH</th>\n",
+       "      <th>BFECAHA</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>E0</td>\n",
-       "      <td>13/08/2021</td>\n",
+       "      <td>15/08/2025</td>\n",
        "      <td>20:00</td>\n",
-       "      <td>Brentford</td>\n",
-       "      <td>Arsenal</td>\n",
+       "      <td>Liverpool</td>\n",
+       "      <td>Bournemouth</td>\n",
+       "      <td>4</td>\n",
        "      <td>2</td>\n",
-       "      <td>0</td>\n",
        "      <td>H</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.62</td>\n",
-       "      <td>0.50</td>\n",
-       "      <td>1.75</td>\n",
-       "      <td>2.05</td>\n",
-       "      <td>1.81</td>\n",
-       "      <td>2.13</td>\n",
-       "      <td>2.05</td>\n",
-       "      <td>2.17</td>\n",
-       "      <td>1.80</td>\n",
-       "      <td>2.09</td>\n",
+       "      <td>2.03</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>2.03</td>\n",
+       "      <td>1.88</td>\n",
+       "      <td>1.94</td>\n",
+       "      <td>1.76</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>1.86</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>E0</td>\n",
-       "      <td>14/08/2021</td>\n",
+       "      <td>16/08/2025</td>\n",
        "      <td>12:30</td>\n",
-       "      <td>Man United</td>\n",
-       "      <td>Leeds</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>H</td>\n",
-       "      <td>1</td>\n",
+       "      <td>Aston Villa</td>\n",
+       "      <td>Newcastle</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>D</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.25</td>\n",
-       "      <td>-1.00</td>\n",
        "      <td>2.05</td>\n",
-       "      <td>1.75</td>\n",
-       "      <td>2.17</td>\n",
-       "      <td>1.77</td>\n",
-       "      <td>2.19</td>\n",
-       "      <td>1.93</td>\n",
-       "      <td>2.10</td>\n",
-       "      <td>1.79</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>2.02</td>\n",
+       "      <td>1.89</td>\n",
+       "      <td>2.06</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>1.74</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>1.86</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>E0</td>\n",
-       "      <td>14/08/2021</td>\n",
+       "      <td>16/08/2025</td>\n",
        "      <td>15:00</td>\n",
-       "      <td>Burnley</td>\n",
        "      <td>Brighton</td>\n",
+       "      <td>Fulham</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>A</td>\n",
        "      <td>1</td>\n",
+       "      <td>D</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.62</td>\n",
-       "      <td>0.25</td>\n",
-       "      <td>1.79</td>\n",
-       "      <td>2.15</td>\n",
-       "      <td>1.81</td>\n",
-       "      <td>2.14</td>\n",
-       "      <td>1.82</td>\n",
-       "      <td>2.19</td>\n",
-       "      <td>1.79</td>\n",
-       "      <td>2.12</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td>2.03</td>\n",
+       "      <td>1.93</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>1.84</td>\n",
+       "      <td>2.03</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>1.96</td>\n",
+       "      <td>1.91</td>\n",
+       "      <td>2.08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>E0</td>\n",
-       "      <td>14/08/2021</td>\n",
+       "      <td>16/08/2025</td>\n",
        "      <td>15:00</td>\n",
-       "      <td>Chelsea</td>\n",
-       "      <td>Crystal Palace</td>\n",
+       "      <td>Sunderland</td>\n",
+       "      <td>West Ham</td>\n",
        "      <td>3</td>\n",
        "      <td>0</td>\n",
        "      <td>H</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>1.90</td>\n",
+       "      <td>1.97</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>1.95</td>\n",
        "      <td>1.94</td>\n",
-       "      <td>-1.50</td>\n",
-       "      <td>2.05</td>\n",
-       "      <td>1.75</td>\n",
-       "      <td>2.12</td>\n",
-       "      <td>1.81</td>\n",
-       "      <td>2.16</td>\n",
-       "      <td>1.93</td>\n",
-       "      <td>2.06</td>\n",
-       "      <td>1.82</td>\n",
+       "      <td>1.86</td>\n",
+       "      <td>1.78</td>\n",
+       "      <td>2.02</td>\n",
+       "      <td>1.97</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>E0</td>\n",
-       "      <td>14/08/2021</td>\n",
+       "      <td>16/08/2025</td>\n",
        "      <td>15:00</td>\n",
-       "      <td>Everton</td>\n",
-       "      <td>Southampton</td>\n",
+       "      <td>Tottenham</td>\n",
+       "      <td>Burnley</td>\n",
        "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>H</td>\n",
        "      <td>0</td>\n",
+       "      <td>H</td>\n",
        "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.67</td>\n",
-       "      <td>-0.50</td>\n",
-       "      <td>2.05</td>\n",
+       "      <td>1.98</td>\n",
        "      <td>1.88</td>\n",
-       "      <td>2.05</td>\n",
+       "      <td>1.99</td>\n",
+       "      <td>1.93</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>1.91</td>\n",
        "      <td>1.88</td>\n",
-       "      <td>2.08</td>\n",
-       "      <td>1.90</td>\n",
-       "      <td>2.03</td>\n",
-       "      <td>1.86</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td>2.07</td>\n",
+       "      <td>1.92</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -621,182 +691,137 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>210</th>\n",
+       "      <th>105</th>\n",
        "      <td>E0</td>\n",
-       "      <td>23/01/2022</td>\n",
+       "      <td>09/11/2025</td>\n",
        "      <td>14:00</td>\n",
-       "      <td>Arsenal</td>\n",
-       "      <td>Burnley</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>D</td>\n",
+       "      <td>Aston Villa</td>\n",
+       "      <td>Bournemouth</td>\n",
+       "      <td>4</td>\n",
        "      <td>0</td>\n",
+       "      <td>H</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.32</td>\n",
-       "      <td>-1.50</td>\n",
-       "      <td>1.92</td>\n",
-       "      <td>2.01</td>\n",
-       "      <td>1.93</td>\n",
        "      <td>2.00</td>\n",
-       "      <td>1.93</td>\n",
-       "      <td>2.11</td>\n",
-       "      <td>1.90</td>\n",
-       "      <td>1.98</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>1.88</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>1.85</td>\n",
+       "      <td>1.95</td>\n",
+       "      <td>1.83</td>\n",
+       "      <td>2.09</td>\n",
+       "      <td>1.91</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>211</th>\n",
+       "      <th>106</th>\n",
        "      <td>E0</td>\n",
-       "      <td>23/01/2022</td>\n",
+       "      <td>09/11/2025</td>\n",
        "      <td>14:00</td>\n",
-       "      <td>Crystal Palace</td>\n",
-       "      <td>Liverpool</td>\n",
-       "      <td>1</td>\n",
+       "      <td>Brentford</td>\n",
+       "      <td>Newcastle</td>\n",
        "      <td>3</td>\n",
-       "      <td>A</td>\n",
+       "      <td>1</td>\n",
+       "      <td>H</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>2.11</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>1.96</td>\n",
-       "      <td>1.97</td>\n",
-       "      <td>1.94</td>\n",
-       "      <td>1.97</td>\n",
-       "      <td>2.07</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>1.80</td>\n",
+       "      <td>2.14</td>\n",
+       "      <td>1.81</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>1.83</td>\n",
        "      <td>2.02</td>\n",
-       "      <td>1.92</td>\n",
-       "      <td>1.96</td>\n",
+       "      <td>1.76</td>\n",
+       "      <td>2.19</td>\n",
+       "      <td>1.83</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>212</th>\n",
+       "      <th>107</th>\n",
        "      <td>E0</td>\n",
-       "      <td>23/01/2022</td>\n",
+       "      <td>09/11/2025</td>\n",
        "      <td>14:00</td>\n",
-       "      <td>Leicester</td>\n",
+       "      <td>Crystal Palace</td>\n",
        "      <td>Brighton</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>D</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>1.80</td>\n",
        "      <td>2.10</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>1.92</td>\n",
-       "      <td>2.01</td>\n",
-       "      <td>1.93</td>\n",
-       "      <td>1.99</td>\n",
-       "      <td>1.94</td>\n",
-       "      <td>2.13</td>\n",
-       "      <td>1.87</td>\n",
+       "      <td>1.84</td>\n",
+       "      <td>2.05</td>\n",
+       "      <td>1.80</td>\n",
        "      <td>2.01</td>\n",
+       "      <td>1.77</td>\n",
+       "      <td>2.12</td>\n",
+       "      <td>1.88</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>213</th>\n",
+       "      <th>108</th>\n",
        "      <td>E0</td>\n",
-       "      <td>23/01/2022</td>\n",
-       "      <td>16:30</td>\n",
-       "      <td>Chelsea</td>\n",
-       "      <td>Tottenham</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
+       "      <td>09/11/2025</td>\n",
+       "      <td>14:00</td>\n",
+       "      <td>Nott'm Forest</td>\n",
+       "      <td>Leeds</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
        "      <td>H</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.84</td>\n",
-       "      <td>-0.75</td>\n",
-       "      <td>1.99</td>\n",
-       "      <td>1.94</td>\n",
-       "      <td>1.97</td>\n",
-       "      <td>1.95</td>\n",
-       "      <td>2.03</td>\n",
-       "      <td>2.07</td>\n",
-       "      <td>1.96</td>\n",
+       "      <td>1.88</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>1.91</td>\n",
+       "      <td>2.02</td>\n",
        "      <td>1.92</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>1.87</td>\n",
+       "      <td>1.90</td>\n",
+       "      <td>1.97</td>\n",
+       "      <td>2.01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>214</th>\n",
+       "      <th>109</th>\n",
        "      <td>E0</td>\n",
-       "      <td>05/02/2022</td>\n",
-       "      <td>18:00</td>\n",
-       "      <td>Burnley</td>\n",
-       "      <td>Watford</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>D</td>\n",
+       "      <td>09/11/2025</td>\n",
+       "      <td>16:30</td>\n",
+       "      <td>Man City</td>\n",
+       "      <td>Liverpool</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
+       "      <td>H</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.73</td>\n",
-       "      <td>-0.25</td>\n",
-       "      <td>1.90</td>\n",
-       "      <td>2.00</td>\n",
-       "      <td>1.89</td>\n",
+       "      <td>1.83</td>\n",
        "      <td>2.03</td>\n",
+       "      <td>1.94</td>\n",
+       "      <td>1.98</td>\n",
        "      <td>1.93</td>\n",
-       "      <td>2.07</td>\n",
-       "      <td>1.87</td>\n",
-       "      <td>2.01</td>\n",
+       "      <td>2.03</td>\n",
+       "      <td>1.86</td>\n",
+       "      <td>1.91</td>\n",
+       "      <td>1.94</td>\n",
+       "      <td>2.05</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>215 rows × 106 columns</p>\n",
+       "<p>110 rows × 132 columns</p>\n",
        "</div>"
-      ],
-      "text/plain": [
-       "    Div        date   Time       home_team       away_team  home_goals  \\\n",
-       "0    E0  13/08/2021  20:00       Brentford         Arsenal           2   \n",
-       "1    E0  14/08/2021  12:30      Man United           Leeds           5   \n",
-       "2    E0  14/08/2021  15:00         Burnley        Brighton           1   \n",
-       "3    E0  14/08/2021  15:00         Chelsea  Crystal Palace           3   \n",
-       "4    E0  14/08/2021  15:00         Everton     Southampton           3   \n",
-       "..   ..         ...    ...             ...             ...         ...   \n",
-       "210  E0  23/01/2022  14:00         Arsenal         Burnley           0   \n",
-       "211  E0  23/01/2022  14:00  Crystal Palace       Liverpool           1   \n",
-       "212  E0  23/01/2022  14:00       Leicester        Brighton           1   \n",
-       "213  E0  23/01/2022  16:30         Chelsea       Tottenham           2   \n",
-       "214  E0  05/02/2022  18:00         Burnley         Watford           0   \n",
-       "\n",
-       "     away_goals FTR  HTHG  HTAG  ... AvgC<2.5  AHCh  B365CAHH  B365CAHA  \\\n",
-       "0             0   H     1     0  ...     1.62  0.50      1.75      2.05   \n",
-       "1             1   H     1     0  ...     2.25 -1.00      2.05      1.75   \n",
-       "2             2   A     1     0  ...     1.62  0.25      1.79      2.15   \n",
-       "3             0   H     2     0  ...     1.94 -1.50      2.05      1.75   \n",
-       "4             1   H     0     1  ...     1.67 -0.50      2.05      1.88   \n",
-       "..          ...  ..   ...   ...  ...      ...   ...       ...       ...   \n",
-       "210           0   D     0     0  ...     2.32 -1.50      1.92      2.01   \n",
-       "211           3   A     0     2  ...     2.11  1.00      1.96      1.97   \n",
-       "212           1   D     0     0  ...     2.10  0.00      1.92      2.01   \n",
-       "213           0   H     0     0  ...     1.84 -0.75      1.99      1.94   \n",
-       "214           0   D     0     0  ...     1.73 -0.25      1.90      2.00   \n",
-       "\n",
-       "     PCAHH  PCAHA  MaxCAHH  MaxCAHA  AvgCAHH  AvgCAHA  \n",
-       "0     1.81   2.13     2.05     2.17     1.80     2.09  \n",
-       "1     2.17   1.77     2.19     1.93     2.10     1.79  \n",
-       "2     1.81   2.14     1.82     2.19     1.79     2.12  \n",
-       "3     2.12   1.81     2.16     1.93     2.06     1.82  \n",
-       "4     2.05   1.88     2.08     1.90     2.03     1.86  \n",
-       "..     ...    ...      ...      ...      ...      ...  \n",
-       "210   1.93   2.00     1.93     2.11     1.90     1.98  \n",
-       "211   1.94   1.97     2.07     2.02     1.92     1.96  \n",
-       "212   1.93   1.99     1.94     2.13     1.87     2.01  \n",
-       "213   1.97   1.95     2.03     2.07     1.96     1.92  \n",
-       "214   1.89   2.03     1.93     2.07     1.87     2.01  \n",
-       "\n",
-       "[215 rows x 106 columns]"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "# show dataframe\n",
-    "df_premier21"
-   ]
+   "execution_count": 10
   },
   {
    "cell_type": "markdown",
@@ -821,23 +846,83 @@
    ]
   },
   {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T05:01:27.115164Z",
+     "start_time": "2025-11-17T05:01:26.448947Z"
+    }
+   },
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "sacred-louisville",
-   "metadata": {},
+   "source": [
+    "import requests\n",
+    "\n",
+    "url = 'https://en.wikipedia.org/wiki/List_of_The_Simpsons_episodes_(seasons_1%E2%80%9320)'\n",
+    "headers = {\n",
+    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3'\n",
+    "}\n",
+    "\n",
+    "response = requests.get(url, headers=headers)\n"
+   ],
+   "id": "b87e0169778e57a0",
    "outputs": [],
+   "execution_count": 22
+  },
+  {
+   "cell_type": "code",
+   "id": "sacred-louisville",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T05:01:55.030355Z",
+     "start_time": "2025-11-17T05:01:54.845046Z"
+    }
+   },
    "source": [
-    "simpsons = pd.read_html('https://en.wikipedia.org/wiki/List_of_The_Simpsons_episodes_(seasons_1%E2%80%9320)')"
-   ]
+    "from io import StringIO\n",
+    "\n",
+    "html_string = StringIO(response.text)\n",
+    "\n",
+    "simpsons = pd.read_html(html_string)"
+   ],
+   "outputs": [],
+   "execution_count": 24
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
    "id": "pending-plaza",
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-11-17T05:01:59.433287Z",
+     "start_time": "2025-11-17T05:01:59.424584Z"
+    }
+   },
+   "source": [
+    "simpsons[1].head()"
+   ],
    "outputs": [
     {
      "data": {
+      "text/plain": [
+       "   No. overall  No. in season                                Title  \\\n",
+       "0            1              1  \"Simpsons Roasting on an Open Fire\"   \n",
+       "1            2              2                    \"Bart the Genius\"   \n",
+       "2            3              3                    \"Homer's Odyssey\"   \n",
+       "3            4              4      \"There's No Disgrace Like Home\"   \n",
+       "4            5              5                   \"Bart the General\"   \n",
+       "\n",
+       "                      Directed by                      Written by  \\\n",
+       "0                 David Silverman                       Mimi Pond   \n",
+       "1                 David Silverman                       Jon Vitti   \n",
+       "2                      Wes Archer  Jay Kogen & Wallace Wolodarsky   \n",
+       "3  Gregg Vanzo & Kent Butterworth            Al Jean & Mike Reiss   \n",
+       "4                 David Silverman               John Swartzwelder   \n",
+       "\n",
+       "   Original release date Prod. code U.S. viewers (millions)  \n",
+       "0  December 17, 1989[53]       7G08                26.7[54]  \n",
+       "1   January 14, 1990[55]       7G02                24.5[54]  \n",
+       "2   January 21, 1990[56]       7G03                27.5[57]  \n",
+       "3   January 28, 1990[58]       7G04                20.2[59]  \n",
+       "4   February 4, 1990[60]       7G05                27.1[61]  "
+      ],
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -857,14 +942,14 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>No.overall</th>\n",
-       "      <th>No. inseason</th>\n",
+       "      <th>No. overall</th>\n",
+       "      <th>No. in season</th>\n",
        "      <th>Title</th>\n",
        "      <th>Directed by</th>\n",
        "      <th>Written by</th>\n",
-       "      <th>Original air date</th>\n",
-       "      <th>Prod.code</th>\n",
-       "      <th>U.S. viewers(millions)</th>\n",
+       "      <th>Original release date</th>\n",
+       "      <th>Prod. code</th>\n",
+       "      <th>U.S. viewers (millions)</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -875,9 +960,9 @@
        "      <td>\"Simpsons Roasting on an Open Fire\"</td>\n",
        "      <td>David Silverman</td>\n",
        "      <td>Mimi Pond</td>\n",
-       "      <td>December 17, 1989</td>\n",
+       "      <td>December 17, 1989[53]</td>\n",
        "      <td>7G08</td>\n",
-       "      <td>26.7[46]</td>\n",
+       "      <td>26.7[54]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -886,20 +971,20 @@
        "      <td>\"Bart the Genius\"</td>\n",
        "      <td>David Silverman</td>\n",
        "      <td>Jon Vitti</td>\n",
-       "      <td>January 14, 1990</td>\n",
+       "      <td>January 14, 1990[55]</td>\n",
        "      <td>7G02</td>\n",
-       "      <td>24.5[46]</td>\n",
+       "      <td>24.5[54]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "      <td>\"Homer's Odyssey\"</td>\n",
-       "      <td>Wesley Archer</td>\n",
+       "      <td>Wes Archer</td>\n",
        "      <td>Jay Kogen &amp; Wallace Wolodarsky</td>\n",
-       "      <td>January 21, 1990</td>\n",
+       "      <td>January 21, 1990[56]</td>\n",
        "      <td>7G03</td>\n",
-       "      <td>27.5[47]</td>\n",
+       "      <td>27.5[57]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -908,9 +993,9 @@
        "      <td>\"There's No Disgrace Like Home\"</td>\n",
        "      <td>Gregg Vanzo &amp; Kent Butterworth</td>\n",
        "      <td>Al Jean &amp; Mike Reiss</td>\n",
-       "      <td>January 28, 1990</td>\n",
+       "      <td>January 28, 1990[58]</td>\n",
        "      <td>7G04</td>\n",
-       "      <td>20.2[48]</td>\n",
+       "      <td>20.2[59]</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -919,45 +1004,21 @@
        "      <td>\"Bart the General\"</td>\n",
        "      <td>David Silverman</td>\n",
        "      <td>John Swartzwelder</td>\n",
-       "      <td>February 4, 1990</td>\n",
+       "      <td>February 4, 1990[60]</td>\n",
        "      <td>7G05</td>\n",
-       "      <td>27.1[49]</td>\n",
+       "      <td>27.1[61]</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
-      ],
-      "text/plain": [
-       "   No.overall  No. inseason                                Title  \\\n",
-       "0           1             1  \"Simpsons Roasting on an Open Fire\"   \n",
-       "1           2             2                    \"Bart the Genius\"   \n",
-       "2           3             3                    \"Homer's Odyssey\"   \n",
-       "3           4             4      \"There's No Disgrace Like Home\"   \n",
-       "4           5             5                   \"Bart the General\"   \n",
-       "\n",
-       "                      Directed by                      Written by  \\\n",
-       "0                 David Silverman                       Mimi Pond   \n",
-       "1                 David Silverman                       Jon Vitti   \n",
-       "2                   Wesley Archer  Jay Kogen & Wallace Wolodarsky   \n",
-       "3  Gregg Vanzo & Kent Butterworth            Al Jean & Mike Reiss   \n",
-       "4                 David Silverman               John Swartzwelder   \n",
-       "\n",
-       "   Original air date Prod.code U.S. viewers(millions)  \n",
-       "0  December 17, 1989      7G08               26.7[46]  \n",
-       "1   January 14, 1990      7G02               24.5[46]  \n",
-       "2   January 21, 1990      7G03               27.5[47]  \n",
-       "3   January 28, 1990      7G04               20.2[48]  \n",
-       "4   February 4, 1990      7G05               27.1[49]  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "simpsons[1].head()"
-   ]
+   "execution_count": 25
   }
  ],
  "metadata": {