Chess_fp-growth.ipynb

{"cells":[{"cell_type":"markdown","id":"YjH09R6lCzFt","metadata":{"id":"YjH09R6lCzFt"},"source":["# **Chess FP-Growth-**\n","\n","Group Members:\n","1.Mohammad Nurul Abrar (2018-1-60-139)\n","2.MD Maruf (2018-1-60-140)\n"]},{"cell_type":"code","execution_count":null,"id":"GhXauuP60x0n","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":37601,"status":"ok","timestamp":1631880965787,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"GhXauuP60x0n","outputId":"77365102-c98c-49ca-bc0c-0629933c86d5"},"outputs":[{"name":"stdout","output_type":"stream","text":["Mounted at /content/gdrive\n"]}],"source":["from google.colab import drive\n","drive.mount(\"/content/gdrive\")"]},{"cell_type":"code","execution_count":null,"id":"bd595ca8","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6442,"status":"ok","timestamp":1631881005991,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"bd595ca8","outputId":"4cc9afa8-a2f4-44f2-a8c3-538a51249b06"},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting pyfpgrowth\n","  Downloading pyfpgrowth-1.0.tar.gz (1.6 MB)\n","\u001b[K     |████████████████████████████████| 1.6 MB 4.1 MB/s \n","\u001b[?25hBuilding wheels for collected packages: pyfpgrowth\n","  Building wheel for pyfpgrowth (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for pyfpgrowth: filename=pyfpgrowth-1.0-py2.py3-none-any.whl size=5504 sha256=5e1ac46dc94f21de31b908b09e4a86ef7990f950643510d6b9ea0d2c110d7804\n","  Stored in directory: /root/.cache/pip/wheels/73/97/4b/f12ac994f6bbb99597396255435824c73ad3916be1e678be55\n","Successfully built pyfpgrowth\n","Installing collected packages: pyfpgrowth\n","Successfully installed pyfpgrowth-1.0\n"]}],"source":["pip install pyfpgrowth"]},{"cell_type":"code","execution_count":null,"id":"dgLEk7iBE9H-","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3570,"status":"ok","timestamp":1631881012762,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"dgLEk7iBE9H-","outputId":"13b2ca07-0550-4ca1-98a0-b2965e14d80d"},"outputs":[{"name":"stdout","output_type":"stream","text":["Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (1.19.5)\n"]}],"source":["%pip install numpy"]},{"cell_type":"code","execution_count":null,"id":"e7b8d93e","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3810,"status":"ok","timestamp":1631881019833,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"e7b8d93e","outputId":"39075ec4-94dc-4d6d-f8b7-36272fb142ef"},"outputs":[{"name":"stdout","output_type":"stream","text":["Requirement already satisfied: mlxtend in /usr/local/lib/python3.7/dist-packages (0.14.0)\n","Collecting mlxtend\n","  Downloading mlxtend-0.19.0-py2.py3-none-any.whl (1.3 MB)\n","\u001b[K     |████████████████████████████████| 1.3 MB 4.1 MB/s \n","\u001b[?25hRequirement already satisfied: numpy>=1.16.2 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (1.19.5)\n","Requirement already satisfied: scikit-learn>=0.20.3 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (0.22.2.post1)\n","Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from mlxtend) (57.4.0)\n","Requirement already satisfied: scipy>=1.2.1 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (1.4.1)\n","Requirement already satisfied: matplotlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (3.2.2)\n","Requirement already satisfied: joblib>=0.13.2 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (1.0.1)\n","Requirement already satisfied: pandas>=0.24.2 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (1.1.5)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.0->mlxtend) (1.3.1)\n","Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.0->mlxtend) (2.8.2)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.0->mlxtend) (0.10.0)\n","Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=3.0.0->mlxtend) (2.4.7)\n","Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from cycler>=0.10->matplotlib>=3.0.0->mlxtend) (1.15.0)\n","Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24.2->mlxtend) (2018.9)\n","Installing collected packages: mlxtend\n","  Attempting uninstall: mlxtend\n","    Found existing installation: mlxtend 0.14.0\n","    Uninstalling mlxtend-0.14.0:\n","      Successfully uninstalled mlxtend-0.14.0\n","Successfully installed mlxtend-0.19.0\n"]}],"source":["%pip install mlxtend --upgrade"]},{"cell_type":"code","execution_count":null,"id":"0c2c3cca","metadata":{"id":"0c2c3cca"},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import pyfpgrowth\n","import os"]},{"cell_type":"code","execution_count":null,"id":"RHyee3n8UcPV","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"elapsed":1564,"status":"ok","timestamp":1631881032704,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"RHyee3n8UcPV","outputId":"da8aef24-c109-459e-a1ee-702e443a8d3c"},"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>0</th>\n","      <th>1</th>\n","      <th>2</th>\n","      <th>3</th>\n"," 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<td>48</td>\n","      <td>51</td>\n","      <td>52</td>\n","      <td>54</td>\n","      <td>56</td>\n","      <td>58</td>\n","      <td>61</td>\n","      <td>62</td>\n","      <td>64</td>\n","      <td>67</td>\n","      <td>68</td>\n","      <td>71</td>\n","      <td>73</td>\n","      <td>74</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>3196 rows × 37 columns</p>\n","</div>"],"text/plain":["      0   1   2   3   4   5   6   7   8   ...  28  29  30  31  32  33  34  35  36\n","0      1   3   5   7   9  11  13  15  17  ...  58  60  62  64  66  68  70  72  74\n","1      1   3   5   7   9  12  13  15  17  ...  58  60  62  64  66  68  70  72  74\n","2      1   3   5   7   9  12  13  16  17  ...  58  60  62  64  66  68  70  72  74\n","3      1   3   5   7   9  11  13  15  17  ...  58  60  62  64  66  68  70  72  74\n","4      1   3   5   7   9  11  13  15  17  ...  58  60  62  64  66  68  70  72  74\n","...   ..  ..  ..  ..  ..  ..  ..  ..  ..  ...  ..  ..  ..  ..  ..  ..  ..  ..  ..\n","3191   2   4   5   7   9  11  13  16  17  ...  58  61  62  64  67  68  70  73  74\n","3192   2   4   5   7   9  11  13  16  17  ...  58  61  62  64  67  68  70  73  74\n","3193   2   4   5   7   9  11  13  16  17  ...  58  61  62  64  67  68  70  73  74\n","3194   2   4   5   8   9  11  13  16  17  ...  58  61  62  64  67  68  71  73  74\n","3195   2   4   5   8   9  11  13  16  17  ...  58  61  62  64  67  68  71  73  74\n","\n","[3196 rows x 37 columns]"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","import numpy as np\n","chessdata= pd.read_csv(\"/content/gdrive/MyDrive/477project/Chess.csv\", header = None) \n","chessdata"]},{"cell_type":"code","execution_count":null,"id":"YutSeDj6mojG","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":555,"status":"ok","timestamp":1631881041051,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"YutSeDj6mojG","outputId":"ef9bcd43-3fba-4f4e-e50a-783ae3f71cce"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 3196 entries, 0 to 3195\n","Data columns (total 37 columns):\n"," #   Column  Non-Null Count  Dtype\n","---  ------  --------------  -----\n"," 0   0       3196 non-null   int64\n"," 1   1       3196 non-null   int64\n"," 2   2       3196 non-null   int64\n"," 3   3       3196 non-null   int64\n"," 4   4       3196 non-null   int64\n"," 5   5       3196 non-null   int64\n"," 6   6       3196 non-null   int64\n"," 7   7       3196 non-null   int64\n"," 8   8       3196 non-null   int64\n"," 9   9       3196 non-null   int64\n"," 10  10      3196 non-null   int64\n"," 11  11      3196 non-null   int64\n"," 12  12      3196 non-null   int64\n"," 13  13      3196 non-null   int64\n"," 14  14      3196 non-null   int64\n"," 15  15      3196 non-null   int64\n"," 16  16      3196 non-null   int64\n"," 17  17      3196 non-null   int64\n"," 18  18      3196 non-null   int64\n"," 19  19      3196 non-null   int64\n"," 20  20      3196 non-null   int64\n"," 21  21      3196 non-null   int64\n"," 22  22      3196 non-null   int64\n"," 23  23      3196 non-null   int64\n"," 24  24      3196 non-null   int64\n"," 25  25      3196 non-null   int64\n"," 26  26      3196 non-null   int64\n"," 27  27      3196 non-null   int64\n"," 28  28      3196 non-null   int64\n"," 29  29      3196 non-null   int64\n"," 30  30      3196 non-null   int64\n"," 31  31      3196 non-null   int64\n"," 32  32      3196 non-null   int64\n"," 33  33      3196 non-null   int64\n"," 34  34      3196 non-null   int64\n"," 35  35      3196 non-null   int64\n"," 36  36      3196 non-null   int64\n","dtypes: int64(37)\n","memory usage: 924.0 KB\n"]}],"source":["chessdata.info()"]},{"cell_type":"code","execution_count":null,"id":"ovH3HvPqnUiP","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":588,"status":"ok","timestamp":1631881050238,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"ovH3HvPqnUiP","outputId":"c602750a-c061-4255-8a51-a2973dd305b2"},"outputs":[{"data":{"text/plain":["0     0\n","1     0\n","2     0\n","3     0\n","4     0\n","5     0\n","6     0\n","7     0\n","8     0\n","9     0\n","10    0\n","11    0\n","12    0\n","13    0\n","14    0\n","15    0\n","16    0\n","17    0\n","18    0\n","19    0\n","20    0\n","21    0\n","22    0\n","23    0\n","24    0\n","25    0\n","26    0\n","27    0\n","28    0\n","29    0\n","30    0\n","31    0\n","32    0\n","33    0\n","34    0\n","35    0\n","36    0\n","dtype: int64"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["chessdata.isnull().sum()"]},{"cell_type":"code","execution_count":null,"id":"98269b67","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":659,"status":"ok","timestamp":1631881057775,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"98269b67","outputId":"bfada775-b44f-4db2-c4cc-47c1129108ca"},"outputs":[{"name":"stdout","output_type":"stream","text":["[[1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, 31, 34, 36, 38, 40, 42, 44, 46, 48, 50, 52, 54, 56, 58, 60, 62, 64, 66, 68, 70, 72, 74], [1, 3, 5, 7, 9, 12, 13, 15, 17, 19, 21, 23, 25, 27, 29, 31, 34, 36, 38, 40, 42, 44, 46, 48, 50, 52, 54, 56, 58, 60, 62, 64, 66, 68, 70, 72, 74], [1, 3, 5, 7, 9, 12, 13, 16, 17, 19, 21, 23, 25, 27, 29, 31, 34, 36, 38, 40, 42, 44, 46, 48, 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74], [2, 3, 5, 7, 9, 11, 13, 16, 17, 19, 21, 23, 25, 28, 29, 31, 34, 36, 38, 40, 43, 44, 46, 49, 50, 52, 54, 56, 58, 61, 62, 64, 67, 68, 70, 73, 74], [2, 4, 5, 7, 9, 11, 13, 16, 17, 19, 21, 23, 25, 28, 29, 33, 34, 36, 38, 40, 42, 44, 46, 49, 50, 52, 54, 56, 58, 61, 62, 64, 67, 68, 70, 73, 74], [2, 3, 5, 7, 9, 12, 13, 16, 17, 19, 21, 23, 25, 27, 29, 33, 34, 36, 38, 40, 42, 44, 46, 48, 51, 52, 54, 56, 58, 61, 62, 64, 67, 68, 70, 73, 74], [2, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, 32, 34, 36, 38, 40, 43, 44, 46, 48, 51, 52, 54, 56, 58, 61, 62, 64, 67, 68, 70, 73, 74], [2, 3, 5, 7, 9, 11, 13, 16, 17, 19, 21, 23, 25, 27, 29, 32, 34, 36, 38, 40, 43, 44, 46, 48, 51, 52, 54, 56, 58, 61, 62, 64, 67, 68, 70, 73, 74], [2, 3, 5, 7, 9, 12, 13, 16, 17, 19, 21, 23, 25, 27, 29, 31, 34, 36, 38, 40, 42, 44, 46, 48, 51, 52, 54, 56, 58, 61, 62, 64, 67, 68, 70, 73, 74], [2, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, 32, 34, 36, 38, 40, 43, 44, 46, 48, 50, 52, 54, 56, 58, 61, 62, 64, 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29, 33, 34, 36, 38, 40, 42, 44, 46, 49, 51, 52, 54, 56, 58, 61, 62, 64, 67, 68, 70, 73, 74], [2, 4, 5, 7, 9, 11, 13, 16, 17, 19, 21, 23, 26, 27, 29, 33, 34, 36, 38, 40, 42, 44, 46, 49, 50, 52, 54, 56, 58, 61, 62, 64, 67, 68, 70, 73, 74], [2, 4, 5, 7, 9, 11, 13, 16, 17, 19, 21, 23, 26, 27, 29, 31, 34, 36, 38, 40, 42, 44, 46, 49, 50, 52, 54, 56, 58, 61, 62, 64, 67, 68, 70, 73, 74], [2, 4, 5, 8, 9, 11, 13, 16, 17, 19, 21, 23, 26, 27, 30, 33, 35, 36, 38, 40, 42, 44, 46, 48, 51, 52, 54, 56, 58, 61, 62, 64, 67, 68, 71, 73, 74], [2, 4, 5, 8, 9, 11, 13, 16, 17, 19, 21, 23, 26, 27, 30, 31, 35, 36, 38, 40, 42, 44, 46, 48, 51, 52, 54, 56, 58, 61, 62, 64, 67, 68, 71, 73, 74]]\n","3195\n"]}],"source":["chess_transactions= []\n","for sublist in chessdata.values.tolist():\n","    clean_sublist=[item for item in sublist if item is not np.nan]\n","    chess_transactions.append(clean_sublist)\n","print(chess_transactions)\n","for iteration, item in enumerate(chess_transactions):\n","  iteration\n","print(iteration)"]},{"cell_type":"code","execution_count":null,"id":"d966c767","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":439},"executionInfo":{"elapsed":797,"status":"ok","timestamp":1631881063304,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"d966c767","outputId":"01030a94-d28a-4c78-f189-b3f2274b1101"},"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>1</th>\n","      <th>2</th>\n","      <th>3</th>\n","      <th>4</th>\n","      <th>5</th>\n","      <th>6</th>\n","      <th>7</th>\n","      <th>8</th>\n","      <th>9</th>\n","      <th>10</th>\n","      <th>11</th>\n","      <th>12</th>\n","      <th>13</th>\n","      <th>14</th>\n","      <th>15</th>\n","      <th>16</th>\n","      <th>17</th>\n","      <th>18</th>\n","      <th>19</th>\n","      <th>20</th>\n","      <th>21</th>\n","      <th>22</th>\n","      <th>23</th>\n","      <th>24</th>\n","      <th>25</th>\n","      <th>26</th>\n","      <th>27</th>\n","      <th>28</th>\n","      <th>29</th>\n","      <th>30</th>\n","      <th>31</th>\n","      <th>32</th>\n","      <th>33</th>\n","      <th>34</th>\n","      <th>35</th>\n","      <th>36</th>\n","      <th>37</th>\n","      <th>38</th>\n","      <th>39</th>\n","      <th>40</th>\n","      <th>41</th>\n","      <th>42</th>\n","      <th>43</th>\n","      <th>44</th>\n","      <th>45</th>\n","      <th>46</th>\n","      <th>47</th>\n","      <th>48</th>\n","      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<td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","  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    <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>3196 rows × 75 columns</p>\n","</div>"],"text/plain":["         1      2      3      4     5   ...     71     72     73    74     75\n","0      True  False   True  False  True  ...  False   True  False  True  False\n","1      True  False   True  False  True  ...  False   True  False  True  False\n","2      True  False   True  False  True  ...  False   True  False  True  False\n","3      True  False   True  False  True  ...  False   True  False  True  False\n","4      True  False   True  False  True  ...  False   True  False  True  False\n","...     ...    ...    ...    ...   ...  ...    ...    ...    ...   ...    ...\n","3191  False   True  False   True  True  ...  False  False   True  True  False\n","3192  False   True  False   True  True  ...  False  False   True  True  False\n","3193  False   True  False   True  True  ...  False  False   True  True  False\n","3194  False   True  False   True  True  ...   True  False   True  True  False\n","3195  False   True  False   True  True  ...   True  False   True  True  False\n","\n","[3196 rows x 75 columns]"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","from mlxtend.preprocessing import TransactionEncoder\n","chesstr = TransactionEncoder()\n","chesste_ary = chesstr.fit(chess_transactions).transform(chess_transactions)\n","chessds = pd.DataFrame(chesste_ary, columns=chesstr.columns_)\n","chessds "]},{"cell_type":"code","execution_count":null,"id":"DP9qD8OOEGOH","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":439},"executionInfo":{"elapsed":572,"status":"ok","timestamp":1631881070966,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"DP9qD8OOEGOH","outputId":"6cb22cd7-02ed-4e5e-b1da-f41c17e37c06"},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","       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<td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","    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<td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>3191</th>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>3192</th>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>3193</th>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>3194</th>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>3195</th>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>3196 rows × 76 columns</p>\n","</div>"],"text/plain":["         1      2      3      4     5   ...     72     73    74     75     0 \n","0      True  False   True  False  True  ...   True  False  True  False  False\n","1      True  False   True  False  True  ...   True  False  True  False  False\n","2      True  False   True  False  True  ...   True  False  True  False  False\n","3      True  False   True  False  True  ...   True  False  True  False  False\n","4      True  False   True  False  True  ...   True  False  True  False  False\n","...     ...    ...    ...    ...   ...  ...    ...    ...   ...    ...    ...\n","3191  False   True  False   True  True  ...  False   True  True  False  False\n","3192  False   True  False   True  True  ...  False   True  True  False  False\n","3193  False   True  False   True  True  ...  False   True  True  False  False\n","3194  False   True  False   True  True  ...  False   True  True  False  False\n","3195  False   True  False   True  True  ...  False   True  True  False  False\n","\n","[3196 rows x 76 columns]"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["# 0 equal false\n","chessds[0]=bool(False)\n","chessds"]},{"cell_type":"code","execution_count":null,"id":"X8wW36Yybysh","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":180900,"status":"ok","timestamp":1631881258322,"user":{"displayName":"Sumaita hridy","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiPKCPrcW8KnDiTQ58dlRNABwKFt0KKFfimJ2cw=s64","userId":"06248887516560611152"},"user_tz":-360},"id":"X8wW36Yybysh","outputId":"4c52f3b7-f7c3-4f03-f769-a6e21c9f4dcb"},"outputs":[{"name":"stdout","output_type":"stream","text":["Empty DataFrame\n","Columns: [support, itemsets]\n","Index: []\n","      support         itemsets\n","0    0.999687             (58)\n","1    0.996558             (52)\n","2    0.995307             (29)\n","3    0.991865             (40)\n","4    0.985294             (60)\n","..        ...              ...\n","617  0.903630      (34, 58, 5)\n","618  0.902691      (34, 29, 5)\n","619  0.901126      (34, 52, 5)\n","620  0.902378  (34, 29, 58, 5)\n","621  0.900814  (34, 58, 52, 5)\n","\n","[622 rows x 2 columns]\n","       support              itemsets\n","0     0.999687                  (58)\n","1     0.996558                  (52)\n","2     0.995307                  (29)\n","3     0.991865                  (40)\n","4     0.985294                  (60)\n","...        ...                   ...\n","8222  0.805382      (40, 58, 52, 44)\n","8223  0.804130      (40, 58, 44, 29)\n","8224  0.801001      (40, 52, 29, 44)\n","8225  0.800688  (40, 44, 52, 58, 29)\n","8226  0.802253          (58, 60, 44)\n","\n","[8227 rows x 2 columns]\n","        support                     itemsets\n","0      0.999687                         (58)\n","1      0.996558                         (52)\n","2      0.995307                         (29)\n","3      0.991865                         (40)\n","4      0.985294                         (60)\n","...         ...                          ...\n","48726  0.702753      (66, 7, 72, 52, 58, 29)\n","48727  0.702753      (66, 7, 72, 52, 58, 60)\n","48728  0.702753      (66, 7, 72, 58, 60, 29)\n","48729  0.702753      (66, 7, 72, 52, 60, 29)\n","48730  0.702753  (66, 7, 72, 52, 58, 60, 29)\n","\n","[48731 rows x 2 columns]\n","         support             itemsets\n","0       0.999687                 (58)\n","1       0.996558                 (52)\n","2       0.995307                 (29)\n","3       0.991865                 (40)\n","4       0.985294                 (60)\n","...          ...                  ...\n","254939  0.600751          (50, 62, 7)\n","254940  0.600751     (40, 50, 58, 62)\n","254941  0.600751      (50, 58, 62, 7)\n","254942  0.600751      (40, 50, 62, 7)\n","254943  0.600751  (7, 40, 50, 58, 62)\n","\n","[254944 rows x 2 columns]\n","          support                 itemsets\n","0        0.999687                     (58)\n","1        0.996558                     (52)\n","2        0.995307                     (29)\n","3        0.991865                     (40)\n","4        0.985294                     (60)\n","...           ...                      ...\n","1267073  0.502503      (1, 48, 58, 60, 29)\n","1267074  0.501877      (1, 48, 52, 58, 29)\n","1267075  0.501877      (1, 48, 52, 58, 60)\n","1267076  0.501877      (1, 48, 52, 60, 29)\n","1267077  0.501877  (1, 48, 52, 58, 60, 29)\n","\n","[1267078 rows x 2 columns]\n","          support         itemsets\n","0        0.999687             (58)\n","1        0.996558             (52)\n","2        0.995307             (29)\n","3        0.991865             (40)\n","4        0.985294             (60)\n","...           ...              ...\n","6439697  0.402065      (2, 58, 46)\n","6439698  0.402065  (2, 44, 58, 46)\n","6439699  0.401752      (2, 58, 31)\n","6439700  0.401752      (2, 44, 31)\n","6439701  0.401752  (2, 44, 58, 31)\n","\n","[6439702 rows x 2 columns]\n"]}],"source":["import time\n","from mlxtend.frequent_patterns import fpgrowth\n","\n","cthreshold = 1\n","chess_time = []\n","cthreshold_value = []\n","\n","for i in range(0,7):\n","  start = time.time()\n","  rules=fpgrowth(chessds, min_support=cthreshold, use_colnames=True)\n","  end = time.time()\n","  chess_time.append(end-start)\n","  cthreshold_value.append(cthreshold)\n","  cthreshold = cthreshold - 0.1\n","  print(rules)"]},{"cell_type":"code","execution_count":null,"id":"5MCLhP7yczWC","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"executionInfo":{"elapsed":510,"status":"ok","timestamp":1631862617658,"user":{"displayName":"ishrat bushra","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"11720818810006213451"},"user_tz":-360},"id":"5MCLhP7yczWC","outputId":"dfe02f95-6c0e-4824-905e-1479f0831bf9"},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["from matplotlib import pyplot as plt\n","\n","plt.plot( cthreshold_value, chess_time,label='Chess dataset')\n","plt.xlabel(\"Threshold\")\n","plt.ylabel(\"Time (s)\")\n","plt.savefig(\"chessfp.jpg\")"]},{"cell_type":"code","execution_count":null,"id":"4437e1f6","metadata":{"id":"4437e1f6"},"outputs":[],"source":[]}],"metadata":{"colab":{"collapsed_sections":[],"name":"Chess_fp-growth.ipynb","provenance":[]},"kernelspec":{"display_name":"Python 3","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":"3.9.5"}},"nbformat":4,"nbformat_minor":5}