Example_Generic.ipynb

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To show it's capabilities the outlier analysis is applied on a sample dataset."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"GmhbgU8C4KO_","executionInfo":{"status":"ok","timestamp":1633886094063,"user_tz":-120,"elapsed":198553,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"c09c0194-f9fb-4502-9849-34c9224a0260"},"source":["!pip install kmodes==0.11.1\n","!pip install aix360==0.2.1\n","!pip install alibi==0.3.2\n","!pip install arff==0.9\n","!pip install interpret==0.1.20\n","!pip install numpy==1.20.2\n","!pip install pandas==1.2.3\n","!pip install sklearn==0.22\n","!pip install matplotlib==3.3.4\n","!pip install seaborn==0.11.1\n","!pip install shapely==1.6.4\n","!pip install skope-rules==1.0.1\n","!pip install rulefit==0.3.1\n","!pip install ruleset==1.0.1"],"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting kmodes==0.11.1\n","  Downloading kmodes-0.11.1-py2.py3-none-any.whl (19 kB)\n","Requirement already satisfied: scipy>=0.13.3 in /usr/local/lib/python3.7/dist-packages (from kmodes==0.11.1) (1.4.1)\n","Requirement already satisfied: scikit-learn>=0.22.0 in /usr/local/lib/python3.7/dist-packages (from kmodes==0.11.1) (0.22.2.post1)\n","Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from kmodes==0.11.1) (1.0.1)\n","Requirement already satisfied: numpy>=1.10.4 in /usr/local/lib/python3.7/dist-packages (from kmodes==0.11.1) (1.19.5)\n","Installing collected packages: kmodes\n","Successfully installed kmodes-0.11.1\n","Collecting aix360==0.2.1\n","  Downloading aix360-0.2.1-py3-none-any.whl (58.3 MB)\n","\u001b[K     |████████████████████████████████| 58.3 MB 14 kB/s \n","\u001b[?25hRequirement already satisfied: torchvision in 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This behaviour is the source of the following dependency conflicts.\n","kapre 0.3.5 requires tensorflow>=2.0.0, but you have tensorflow 1.14.0 which is incompatible.\n","datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\n","albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n","Successfully installed Image-1.5.33 aix360-0.2.1 asgiref-3.4.1 django-3.2.8 keras-2.3.1 keras-applications-1.0.8 lime-0.1.1.37 numpy-1.21.2 progressbar-2.5 qpsolvers-1.7.1 quadprog-0.1.10 shap-0.34.0 tensorboard-1.14.0 tensorflow-1.14.0 tensorflow-estimator-1.14.0 xgboost-1.0.2 xport-3.2.1\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["numpy"]}}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Collecting alibi==0.3.2\n","  Downloading alibi-0.3.2-py3-none-any.whl (81 kB)\n","\u001b[?25l\r\u001b[K     |████                          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typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->markdown>=2.6.8->tensorboard<1.15.0,>=1.14.0->tensorflow<2.0->alibi==0.3.2) (3.7.4.3)\n","Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->alibi==0.3.2) (2.8.2)\n","Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas->alibi==0.3.2) (2018.9)\n","Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->alibi==0.3.2) (1.24.3)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->alibi==0.3.2) (2.10)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->alibi==0.3.2) (3.0.4)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->alibi==0.3.2) 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\u001b[?25l\u001b[?25hdone\n","  Created wheel for arff: filename=arff-0.9-py3-none-any.whl size=4970 sha256=b6e106f57c1905f9a40231abaafc3a5e37aa60a55450b3b75c48b5a5f21f7290\n","  Stored in directory: /root/.cache/pip/wheels/fe/81/bd/4ae90e24ba860304e375da219f9205b2586dbee255f3ee70e2\n","Successfully built arff\n","Installing collected packages: arff\n","Successfully installed arff-0.9\n","Collecting interpret==0.1.20\n","  Downloading interpret-0.1.20-py3-none-any.whl (1.4 kB)\n","Collecting interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20\n","  Downloading interpret_core-0.2.7-py3-none-any.whl (6.6 MB)\n","\u001b[K     |████████████████████████████████| 6.6 MB 10.7 MB/s \n","\u001b[?25hRequirement already satisfied: lime>=0.1.1.33 in /usr/local/lib/python3.7/dist-packages (from 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MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->Flask>=1.0.4->dash>=1.0.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (2.0.1)\n","Requirement already satisfied: pyzmq>=13 in /usr/local/lib/python3.7/dist-packages (from jupyter-client<8.0->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (22.3.0)\n","Requirement already satisfied: jupyter-core>=4.6.0 in /usr/local/lib/python3.7/dist-packages (from jupyter-client<8.0->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (4.8.1)\n","Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from jupyter-client<8.0->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (2.8.2)\n","Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (3.2.2)\n","Requirement already satisfied: scikit-image>=0.12 in /usr/local/lib/python3.7/dist-packages (from lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (0.16.2)\n","Requirement already satisfied: progressbar in /usr/local/lib/python3.7/dist-packages (from lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (2.5)\n","Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.19.2->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (2018.9)\n","Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.7/dist-packages (from pexpect>4.3->ipython>=7.4.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (0.7.0)\n","Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from plotly>=3.8.1->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (1.15.0)\n","Collecting tenacity>=6.2.0\n","  Downloading tenacity-8.0.1-py3-none-any.whl (24 kB)\n","Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=7.4.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (0.2.5)\n","Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (1.24.3)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (2.10)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (2021.5.30)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (3.0.4)\n","Requirement already satisfied: wheel in /usr/local/lib/python3.7/dist-packages (from SALib>=1.3.3->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (0.37.0)\n","Collecting pathos\n","  Downloading pathos-0.2.8-py2.py3-none-any.whl (81 kB)\n","\u001b[K     |████████████████████████████████| 81 kB 9.8 MB/s \n","\u001b[?25hRequirement already satisfied: pillow>=4.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.12->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (7.1.2)\n","Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.12->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (2.6.3)\n","Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.12->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (2.4.1)\n","Requirement already satisfied: PyWavelets>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.12->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (1.1.1)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (0.10.0)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (1.3.2)\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->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (2.4.7)\n","Requirement already satisfied: tqdm>4.25.0 in /usr/local/lib/python3.7/dist-packages (from shap>=0.28.5->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (4.62.3)\n","Collecting brotli\n","  Downloading Brotli-1.0.9-cp37-cp37m-manylinux1_x86_64.whl (357 kB)\n","\u001b[K     |████████████████████████████████| 357 kB 73.3 MB/s \n","\u001b[?25hRequirement already satisfied: multiprocess>=0.70.12 in /usr/local/lib/python3.7/dist-packages (from pathos->SALib>=1.3.3->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,treeinterpreter]>=0.1.20->interpret==0.1.20) (0.70.12.2)\n","Collecting ppft>=1.6.6.4\n","  Downloading ppft-1.6.6.4-py3-none-any.whl (65 kB)\n","\u001b[K     |████████████████████████████████| 65 kB 3.7 MB/s \n","\u001b[?25hCollecting pox>=0.3.0\n","  Downloading pox-0.3.0-py2.py3-none-any.whl (30 kB)\n","Building wheels for collected packages: dash-core-components, dash-html-components, dash-table\n","  Building wheel for dash-core-components (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for dash-core-components: filename=dash_core_components-2.0.0-py3-none-any.whl size=3821 sha256=0ee8e290801ec64e7ad9307c9d63b5b7250d7ebd6ab57250fbccd37b1658224a\n","  Stored in directory: /root/.cache/pip/wheels/00/f9/c7/1a6437d794ed753ea9bc9079e761d4fc803a1f1f5d3697b9ec\n","  Building wheel for dash-html-components (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for dash-html-components: filename=dash_html_components-2.0.0-py3-none-any.whl size=4089 sha256=4482e77f3a1f9bcdfda1cb226027462d4b430c6ca8c70a88836058d84b8abd2f\n","  Stored in directory: /root/.cache/pip/wheels/ec/6b/81/05aceabd8b27f724e2c96784016287cc1bfbc349ebfda451de\n","  Building wheel for dash-table (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for dash-table: filename=dash_table-5.0.0-py3-none-any.whl size=3911 sha256=644d3ca4c826c2c5dcb14e2aec50aa11da263dc96a629d305647352c22ca5373\n","  Stored in directory: /root/.cache/pip/wheels/85/5d/4e/7c276b57992951dbe770bf5caad6448d0539c510663aefd2e2\n","Successfully built dash-core-components dash-html-components dash-table\n","Installing collected packages: tenacity, brotli, prompt-toolkit, ppft, pox, plotly, flask-compress, dash-table, dash-html-components, dash-core-components, zope.interface, zope.event, pathos, ipython, dash, treeinterpreter, SALib, psutil, ipykernel, interpret-core, gevent, dash-cytoscape, interpret\n","  Attempting uninstall: prompt-toolkit\n","    Found existing installation: prompt-toolkit 1.0.18\n","    Uninstalling prompt-toolkit-1.0.18:\n","      Successfully uninstalled prompt-toolkit-1.0.18\n","  Attempting uninstall: plotly\n","    Found existing installation: plotly 4.4.1\n","    Uninstalling plotly-4.4.1:\n","      Successfully uninstalled plotly-4.4.1\n","  Attempting uninstall: ipython\n","    Found existing installation: ipython 5.5.0\n","    Uninstalling ipython-5.5.0:\n","      Successfully uninstalled ipython-5.5.0\n","  Attempting uninstall: psutil\n","    Found existing installation: psutil 5.4.8\n","    Uninstalling psutil-5.4.8:\n","      Successfully uninstalled psutil-5.4.8\n","  Attempting uninstall: ipykernel\n","    Found existing installation: ipykernel 4.10.1\n","    Uninstalling ipykernel-4.10.1:\n","      Successfully uninstalled ipykernel-4.10.1\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","jupyter-console 5.2.0 requires prompt-toolkit<2.0.0,>=1.0.0, but you have prompt-toolkit 3.0.20 which is incompatible.\n","google-colab 1.0.0 requires ipykernel~=4.10, but you have ipykernel 6.4.1 which is incompatible.\n","google-colab 1.0.0 requires ipython~=5.5.0, but you have ipython 7.28.0 which is incompatible.\u001b[0m\n","Successfully installed SALib-1.4.5 brotli-1.0.9 dash-2.0.0 dash-core-components-2.0.0 dash-cytoscape-0.3.0 dash-html-components-2.0.0 dash-table-5.0.0 flask-compress-1.10.1 gevent-21.8.0 interpret-0.1.20 interpret-core-0.2.7 ipykernel-6.4.1 ipython-7.28.0 pathos-0.2.8 plotly-5.3.1 pox-0.3.0 ppft-1.6.6.4 prompt-toolkit-3.0.20 psutil-5.8.0 tenacity-8.0.1 treeinterpreter-0.2.3 zope.event-4.5.0 zope.interface-5.4.0\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["IPython","ipykernel","prompt_toolkit","psutil"]}}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Collecting numpy==1.20.2\n","  Downloading numpy-1.20.2-cp37-cp37m-manylinux2010_x86_64.whl (15.3 MB)\n","\u001b[K     |████████████████████████████████| 15.3 MB 181 kB/s \n","\u001b[?25hInstalling collected packages: numpy\n","  Attempting uninstall: numpy\n","    Found existing installation: numpy 1.21.2\n","    Uninstalling numpy-1.21.2:\n","      Successfully uninstalled numpy-1.21.2\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","kapre 0.3.5 requires tensorflow>=2.0.0, but you have tensorflow 1.14.0 which is incompatible.\n","google-colab 1.0.0 requires ipykernel~=4.10, but you have ipykernel 6.4.1 which is incompatible.\n","google-colab 1.0.0 requires ipython~=5.5.0, but you have ipython 7.28.0 which is incompatible.\n","datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\n","albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n","Successfully installed numpy-1.20.2\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["numpy"]}}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Collecting pandas==1.2.3\n","  Downloading pandas-1.2.3-cp37-cp37m-manylinux1_x86_64.whl (9.9 MB)\n","\u001b[K     |████████████████████████████████| 9.9 MB 14.9 MB/s \n","\u001b[?25hRequirement already satisfied: numpy>=1.16.5 in /usr/local/lib/python3.7/dist-packages (from pandas==1.2.3) (1.20.2)\n","Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas==1.2.3) (2018.9)\n","Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas==1.2.3) (2.8.2)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas==1.2.3) (1.15.0)\n","Installing collected packages: pandas\n","  Attempting uninstall: pandas\n","    Found existing installation: pandas 1.1.5\n","    Uninstalling pandas-1.1.5:\n","      Successfully uninstalled pandas-1.1.5\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","google-colab 1.0.0 requires ipykernel~=4.10, but you have ipykernel 6.4.1 which is incompatible.\n","google-colab 1.0.0 requires ipython~=5.5.0, but you have ipython 7.28.0 which is incompatible.\n","google-colab 1.0.0 requires pandas~=1.1.0; python_version >= \"3.0\", but you have pandas 1.2.3 which is incompatible.\u001b[0m\n","Successfully installed pandas-1.2.3\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["pandas"]}}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["\u001b[31mERROR: Could not find a version that satisfies the requirement sklearn==0.22 (from versions: 0.0)\u001b[0m\n","\u001b[31mERROR: No matching distribution found for sklearn==0.22\u001b[0m\n","Collecting matplotlib==3.3.4\n","  Downloading matplotlib-3.3.4-cp37-cp37m-manylinux1_x86_64.whl (11.5 MB)\n","\u001b[K     |████████████████████████████████| 11.5 MB 14.2 MB/s \n","\u001b[?25hRequirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.3.4) (7.1.2)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.3.4) (0.10.0)\n","Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.3.4) (2.8.2)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.3.4) (1.3.2)\n","Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.3.4) (2.4.7)\n","Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.3.4) (1.20.2)\n","Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from cycler>=0.10->matplotlib==3.3.4) (1.15.0)\n","Installing collected packages: matplotlib\n","  Attempting uninstall: matplotlib\n","    Found existing installation: matplotlib 3.2.2\n","    Uninstalling matplotlib-3.2.2:\n","      Successfully uninstalled matplotlib-3.2.2\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n","Successfully installed matplotlib-3.3.4\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["matplotlib","mpl_toolkits"]}}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Collecting seaborn==0.11.1\n","  Downloading seaborn-0.11.1-py3-none-any.whl (285 kB)\n","\u001b[?25l\r\u001b[K     |█▏                              | 10 kB 29.0 MB/s eta 0:00:01\r\u001b[K     |██▎                             | 20 kB 39.0 MB/s eta 0:00:01\r\u001b[K     |███▌                            | 30 kB 45.6 MB/s eta 0:00:01\r\u001b[K     |████▋                           | 40 kB 30.3 MB/s eta 0:00:01\r\u001b[K     |█████▊                          | 51 kB 14.5 MB/s eta 0:00:01\r\u001b[K     |███████                         | 61 kB 12.7 MB/s eta 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0:00:01\r\u001b[K     |███████████████████████         | 204 kB 9.8 MB/s eta 0:00:01\r\u001b[K     |████████████████████████▏       | 215 kB 9.8 MB/s eta 0:00:01\r\u001b[K     |█████████████████████████▎      | 225 kB 9.8 MB/s eta 0:00:01\r\u001b[K     |██████████████████████████▍     | 235 kB 9.8 MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▋    | 245 kB 9.8 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████▊   | 256 kB 9.8 MB/s eta 0:00:01\r\u001b[K     |██████████████████████████████  | 266 kB 9.8 MB/s eta 0:00:01\r\u001b[K     |███████████████████████████████ | 276 kB 9.8 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 285 kB 9.8 MB/s \n","\u001b[?25hRequirement already satisfied: matplotlib>=2.2 in /usr/local/lib/python3.7/dist-packages (from seaborn==0.11.1) (3.3.4)\n","Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.7/dist-packages (from seaborn==0.11.1) (1.20.2)\n","Requirement already satisfied: pandas>=0.23 in /usr/local/lib/python3.7/dist-packages (from seaborn==0.11.1) (1.2.3)\n","Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.7/dist-packages (from seaborn==0.11.1) (1.4.1)\n","Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2->seaborn==0.11.1) (2.8.2)\n","Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2->seaborn==0.11.1) (2.4.7)\n","Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2->seaborn==0.11.1) (7.1.2)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2->seaborn==0.11.1) (1.3.2)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2->seaborn==0.11.1) (0.10.0)\n","Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from cycler>=0.10->matplotlib>=2.2->seaborn==0.11.1) (1.15.0)\n","Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.23->seaborn==0.11.1) (2018.9)\n","Installing collected packages: seaborn\n","  Attempting uninstall: seaborn\n","    Found existing installation: seaborn 0.11.2\n","    Uninstalling seaborn-0.11.2:\n","      Successfully uninstalled seaborn-0.11.2\n","Successfully installed seaborn-0.11.1\n","Collecting shapely==1.6.4\n","  Downloading Shapely-1.6.4.tar.gz (224 kB)\n","\u001b[K     |████████████████████████████████| 224 kB 14.5 MB/s \n","\u001b[?25hBuilding wheels for collected packages: shapely\n","  Building wheel for shapely (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for shapely: filename=Shapely-1.6.4-cp37-cp37m-linux_x86_64.whl size=636143 sha256=54ca181e3588366905c072a7c204691a91c61b0e8de3c50e31b11edce43faa07\n","  Stored in directory: /root/.cache/pip/wheels/e3/8a/b6/48c41d66a2abc4fe5cc0916fda5e0f7121f1e5266f71747256\n","Successfully built shapely\n","Installing collected packages: shapely\n","  Attempting uninstall: shapely\n","    Found existing installation: Shapely 1.7.1\n","    Uninstalling Shapely-1.7.1:\n","      Successfully uninstalled Shapely-1.7.1\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n","Successfully installed shapely-1.6.4\n","Collecting skope-rules==1.0.1\n","  Downloading skope_rules-1.0.1-py3-none-any.whl (14 kB)\n","Requirement already satisfied: pandas>=0.18.1 in /usr/local/lib/python3.7/dist-packages (from skope-rules==1.0.1) (1.2.3)\n","Requirement already satisfied: numpy>=1.10.4 in /usr/local/lib/python3.7/dist-packages (from skope-rules==1.0.1) (1.20.2)\n","Requirement already satisfied: scikit-learn>=0.17.1 in /usr/local/lib/python3.7/dist-packages (from skope-rules==1.0.1) (0.22.2.post1)\n","Requirement already satisfied: scipy>=0.17.0 in /usr/local/lib/python3.7/dist-packages (from skope-rules==1.0.1) (1.4.1)\n","Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.18.1->skope-rules==1.0.1) (2.8.2)\n","Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.18.1->skope-rules==1.0.1) (2018.9)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=0.18.1->skope-rules==1.0.1) (1.15.0)\n","Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.17.1->skope-rules==1.0.1) (1.0.1)\n","Installing collected packages: skope-rules\n","Successfully installed skope-rules-1.0.1\n","Collecting rulefit==0.3.1\n","  Downloading rulefit-0.3.1.tar.gz (25 kB)\n","Requirement already satisfied: numpy>=1.16.1 in /usr/local/lib/python3.7/dist-packages (from rulefit==0.3.1) (1.20.2)\n","Requirement already satisfied: pandas>=0.24.1 in /usr/local/lib/python3.7/dist-packages (from rulefit==0.3.1) (1.2.3)\n","Requirement already satisfied: scikit-learn>=0.20.2 in /usr/local/lib/python3.7/dist-packages (from rulefit==0.3.1) (0.22.2.post1)\n","Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24.1->rulefit==0.3.1) (2.8.2)\n","Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24.1->rulefit==0.3.1) (2018.9)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=0.24.1->rulefit==0.3.1) (1.15.0)\n","Requirement already satisfied: scipy>=0.17.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.20.2->rulefit==0.3.1) (1.4.1)\n","Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.20.2->rulefit==0.3.1) (1.0.1)\n","Building wheels for collected packages: rulefit\n","  Building wheel for rulefit (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for rulefit: filename=rulefit-0.3.1-py3-none-any.whl size=7825 sha256=4667d5cdb190992e256afd162378177b2ddf4e9bd0d90fbaae6fa96290b7acaa\n","  Stored in directory: /root/.cache/pip/wheels/93/1f/59/0e2baa7508212197e234ac1dc1e6ddf05f0f9b7179378b6e6f\n","Successfully built rulefit\n","Installing collected packages: rulefit\n","Successfully installed rulefit-0.3.1\n","Collecting ruleset==1.0.1\n","  Downloading ruleset-1.0.1-py3-none-any.whl (15 kB)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from ruleset==1.0.1) (1.20.2)\n","Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from ruleset==1.0.1) (1.2.3)\n","Requirement already satisfied: sklearn in /usr/local/lib/python3.7/dist-packages (from ruleset==1.0.1) (0.0)\n","Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from ruleset==1.0.1) (1.4.1)\n","Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->ruleset==1.0.1) (2.8.2)\n","Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->ruleset==1.0.1) (2018.9)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas->ruleset==1.0.1) (1.15.0)\n","Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from sklearn->ruleset==1.0.1) (0.22.2.post1)\n","Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->sklearn->ruleset==1.0.1) (1.0.1)\n","Installing collected packages: ruleset\n","Successfully installed ruleset-1.0.1\n"]}]},{"cell_type":"code","metadata":{"collapsed":true,"id":"RstpzKKp3lbT","executionInfo":{"status":"ok","timestamp":1633886533077,"user_tz":-120,"elapsed":643,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}}},"source":["# Libraries\n","import os, sys\n","import numpy as np\n","import pandas as pd\n","from sklearn.preprocessing import LabelEncoder\n","from scipy.io import loadmat  # this is the SciPy module that loads mat-files\n","from dateutil.parser import parse\n","from scipy.io import arff\n","from io import StringIO\n","from sklearn.utils import shuffle\n","from sklearn.model_selection import train_test_split"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"duEPpOzg5CgK","executionInfo":{"status":"ok","timestamp":1633886367563,"user_tz":-120,"elapsed":20606,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"98e7bec4-d513-41fb-a3a8-89fa2742e7b4"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","metadata":{"id":"DpUQjSNX3ta_","executionInfo":{"status":"ok","timestamp":1633886533592,"user_tz":-120,"elapsed":3,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}}},"source":["# Import library\n","#f_folder = os.getcwd()\n","f_folder = \"/content/drive/MyDrive/Colab Notebooks/unsupervised-outlier-transparency\"\n","f_path_lib = os.path.join(f_folder, \"code\")\n","lib_path = os.path.abspath(f_path_lib)\n","sys.path.append(lib_path)"],"execution_count":2,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"drEyD83g3tdo","executionInfo":{"status":"ok","timestamp":1633886533592,"user_tz":-120,"elapsed":3,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"6286f525-d293-4b61-9288-d2189f5f89b0"},"source":["# Colab only - change directory\n","%cd \"/content/drive/MyDrive/Colab Notebooks/unsupervised-outlier-transparency\"\n","print(os.getcwd())"],"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/MyDrive/Colab Notebooks/unsupervised-outlier-transparency\n","/content/drive/MyDrive/Colab Notebooks/unsupervised-outlier-transparency\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bw2U8ira5NQA","executionInfo":{"status":"ok","timestamp":1633886536474,"user_tz":-120,"elapsed":1690,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"676a36c2-654a-43c0-e502-09be861b09fa"},"source":["# Import dependencies\n","from lib.unsupervised_rules import ocsvm_rule_extractor\n","from lib.pipelines import ocsvm_rules_experiments_pipeline\n","from lib.common import grid_search, train_one_class_svm\n","from lib.tools import (\n","    dt_rules, turn_rules_to_df, plot_2D, anchors_rules,\n","    rulefit_rules, skoperules_rules, surrogate_dt_rules,\n","    ocsvm_rules_completion, file_naming_ocsvm,\n","    aix360_rules_wrapper, frl_rules\n","    )"],"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n","/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n","/usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.neighbors.base module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.neighbors. Anything that cannot be imported from sklearn.neighbors is now part of the private API.\n","  warnings.warn(message, FutureWarning)\n"]}]},{"cell_type":"markdown","metadata":{"id":"slunuVy-5v54"},"source":["### 1. Load & Prepare Data"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":241},"id":"LheEMcEV5NUs","executionInfo":{"status":"ok","timestamp":1633886542021,"user_tz":-120,"elapsed":340,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"5a4daa4d-4350-4427-ec6e-e8865e95fc75"},"source":["# =============================================================================\n","# Prepare Data\n","# =============================================================================\n","# Load dataset\n","f_path_datasets = os.path.join(f_folder, \"dataset\")\n","f_name = \"seismic-bumps.csv\"\n","df_raw = pd.read_csv(os.path.join(f_path_datasets, f_name))\n","\n","# Encoding categorical columns \n","obj_df = df_raw.select_dtypes(include=['object']).copy() # se eligen las variables categoricas (object)\n","print(obj_df.columns)\n","\n","lb_encoder = LabelEncoder()\n","for col in list(obj_df.columns):\n","    df_raw[col] = lb_encoder.fit_transform(df_raw[col])\n","\n","# Choose columns\n","categorical_cols = ['hazard', 'shift']\n","numerical_cols = [x for x in list(df_raw.columns) if x not in categorical_cols]\n","    \n","# One-hot encoding of categorical features\n","for col in categorical_cols:\n","    df_aux = pd.get_dummies(df_raw[col], prefix=col, drop_first=True)\n","    df_raw.drop([col], axis=1, inplace=True)\n","    df_raw = df_raw.join(df_aux)\n","df_raw = df_raw.astype(float)\n","\n","# New categorical cols\n","categorical_cols = [x for x in list(df_raw.columns) if x not in numerical_cols]\n","\n","# Save ground truth  \n","df_ground_truth = shuffle(df_raw)\n","X = df_ground_truth.copy()\n","del X['seismic']\n","y = df_ground_truth['seismic'].copy()\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.10, random_state=42)\n","\n","# Anomalies used\n","df_data = X_train.copy()\n","df_data['seismic'] = y_train\n","    \n","# Choose subsample\n","df_data = df_data.sort_values(by=['seismic'], ascending=True).reset_index(drop=True)\n","df_data = df_data.iloc[:int(np.round(0.66*len(df_raw)))]\n","df_data = shuffle(df_data).reset_index(drop=True)  \n","print(\"% of seismic: \", 100*np.round(len(df_data[df_data['seismic']==1])/len(df_data),3), \"%\")\n","\n","# Choose columns\n","df_mat = df_data[numerical_cols + categorical_cols]\n","df_mat.head()"],"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["Index(['seismic', 'seismoacoustic', 'shift', 'hazard'], dtype='object')\n","% of seismic:  11.3 %\n"]},{"output_type":"execute_result","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>seismic</th>\n","      <th>seismoacoustic</th>\n","      <th>genergy</th>\n","      <th>gplus</th>\n","      <th>gdenergy</th>\n","      <th>gdpuls</th>\n","      <th>bumps</th>\n","      <th>bumps2</th>\n","      <th>bumps3</th>\n","      <th>bumps4</th>\n","      <th>bumps5</th>\n","      <th>bumps6</th>\n","      <th>bumps7</th>\n","      <th>bumps8</th>\n","      <th>energy</th>\n","      <th>maxenergy</th>\n","      <th>class</th>\n","      <th>hazard_1</th>\n","      <th>hazard_2</th>\n","      <th>shift_1</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1380.0</td>\n","      <td>56.0</td>\n","      <td>-49.0</td>\n","      <td>40.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>69360.0</td>\n","      <td>257.0</td>\n","      <td>-81.0</td>\n","      <td>-65.0</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>4000.0</td>\n","      <td>4000.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>10690.0</td>\n","      <td>297.0</td>\n","      <td>-14.0</td>\n","      <td>19.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>16840.0</td>\n","      <td>318.0</td>\n","      <td>-28.0</td>\n","      <td>-17.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.0</td>\n","      <td>2.0</td>\n","      <td>26590.0</td>\n","      <td>552.0</td>\n","      <td>-34.0</td>\n","      <td>-13.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   seismic  seismoacoustic  genergy  gplus  ...  class  hazard_1  hazard_2  shift_1\n","0      0.0             0.0   1380.0   56.0  ...    0.0       0.0       0.0      0.0\n","1      0.0             1.0  69360.0  257.0  ...    0.0       0.0       0.0      0.0\n","2      0.0             0.0  10690.0  297.0  ...    0.0       0.0       0.0      0.0\n","3      0.0             0.0  16840.0  318.0  ...    0.0       0.0       0.0      1.0\n","4      0.0             2.0  26590.0  552.0  ...    0.0       0.0       1.0      1.0\n","\n","[5 rows x 20 columns]"]},"metadata":{},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"TofiynX25NZP","executionInfo":{"status":"ok","timestamp":1633886584043,"user_tz":-120,"elapsed":343,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}}},"source":["# =============================================================================\n","#  Grid Hyperparams\n","# =============================================================================\n","dct_joblib = {'n_jobs': 2, 'verbose': 0, 'backend': \"loky\"}"],"execution_count":6,"outputs":[]},{"cell_type":"code","metadata":{"id":"8-Tb--_53tgn","executionInfo":{"status":"ok","timestamp":1633886603586,"user_tz":-120,"elapsed":2274,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}}},"source":["# =============================================================================\n","# Define hyperparams and path names\n","# =============================================================================\n","#### Define Hyperparams\n","# Hyperparameters to use\n","dct_params = {'nu': 0.1, 'kernel': \"rbf\", 'gamma': 0.1}\n","script_name = \"seismic\"\n","path_folder = \"results/seismic\"\n","file_template = \"{script_name}_kernel_{kernel}\".format(\n","    script_name=script_name,\n","    kernel=dct_params['kernel']\n","    )\n","# Create results folder if it does not exist\n","f_path_results = os.path.join(f_folder, path_folder)\n","if not os.path.exists(f_path_results):\n","    os.makedirs(f_path_results)"],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fV1ScPkk3ti_","executionInfo":{"status":"ok","timestamp":1633887041572,"user_tz":-120,"elapsed":426417,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"3841dbe8-1fec-4657-987f-e0ab47c99295"},"source":["# =============================================================================\n","# Obtain Rules (OCSVM) - K means\n","# =============================================================================\n","#### K Means + Discard\n","CLUSTER_ALGORITHM = \"kmeans\"\n","METHOD = \"discard\"\n","\n","ocsvm_rules_experiments_pipeline(\n","    df_mat = df_mat,\n","    numerical_cols = numerical_cols,\n","    categorical_cols = categorical_cols,\n","    cluster_algorithm = CLUSTER_ALGORITHM,\n","    method = METHOD,\n","    rules_used = \"all\",\n","    dct_params = dct_params,\n","    path_folder = path_folder,\n","    file_template = file_template,\n","    plot_fig = False\n","    )"],"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["Beginning process...\n","\n","\n","\n","****************************************************************************************************\n","Obtaining Rules for Inliers...\n","****************************************************************************************************\n","Fitting OCSVM model...\n","1 / 3\n","2 / 3\n","3 / 3\n","Fitting model!\n","Model fitted!\n","Continuing process...\n","Category 1/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","Iteration 5 | nº clusters used 2\n","Iteration 6 | nº clusters used 2\n","Iteration 7 | nº clusters used 2\n","Iteration 8 | nº clusters used 2\n","Iteration 9 | nº clusters used 2\n","Iteration 12 | nº clusters used 2\n","Iteration 14 | nº clusters used 2\n","Iteration 17 | nº clusters used 2\n","Iteration 20 | nº clusters used 2\n","Iteration 24 | nº clusters used 2\n","\n","Category 2/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","Iteration 4 | nº clusters used 2\n","Iteration 5 | nº clusters used 2\n","Iteration 6 | nº clusters used 2\n","Iteration 7 | nº clusters used 2\n","Iteration 8 | nº clusters used 2\n","Iteration 9 | nº clusters used 2\n","Iteration 10 | nº clusters used 2\n","Iteration 11 | nº clusters used 2\n","Iteration 12 | nº clusters used 2\n","Iteration 13 | nº clusters used 2\n","Iteration 14 | nº clusters used 2\n","Iteration 15 | nº clusters used 2\n","Iteration 16 | nº clusters used 2\n","Iteration 17 | nº clusters used 2\n","Iteration 18 | nº clusters used 2\n","Iteration 19 | nº clusters used 2\n","Iteration 20 | nº clusters used 2\n","Iteration 21 | nº clusters used 2\n","Iteration 22 | nº clusters used 2\n","Iteration 23 | nº clusters used 2\n","Iteration 24 | nº clusters used 2\n","Iteration 25 | nº clusters used 2\n","\n","Category 3/6\n","Iteration 1 | nº clusters used 1\n","\n","Category 4/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","Iteration 4 | nº clusters used 2\n","Iteration 5 | nº clusters used 2\n","Iteration 6 | nº clusters used 2\n","Iteration 7 | nº clusters used 2\n","Iteration 8 | nº clusters used 2\n","Iteration 9 | nº clusters used 2\n","Iteration 10 | nº clusters used 2\n","Iteration 11 | nº clusters used 2\n","Iteration 12 | nº clusters used 2\n","Iteration 13 | nº clusters used 2\n","\n","Category 5/6\n","Iteration 1 | nº clusters used 1\n","\n","Category 6/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","\n","NOT anomaly...\n","***************************************************************************\n","Combination of categorical variables Nº 1 \n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 2 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 118110.0 AND gplus <= 1660.0 AND gdenergy <= 96.0 AND gdpuls <= 9.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 27320.0 AND gplus >= 453.0 AND gdenergy >= -34.0 AND gdpuls >= -15.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 77040.0 AND gplus <= 1625.0 AND gdenergy <= 152.0 AND gdpuls <= 144.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 10220.0 AND gplus >= 152.0 AND gdenergy >= -78.0 AND gdpuls >= -61.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1323740.0 AND gplus <= 2519.0 AND gdenergy <= 36.0 AND gdpuls <= 36.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 11000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 498400.0 AND gplus >= 987.0 AND gdenergy >= -32.0 AND gdpuls >= -32.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 300.0 AND maxenergy >= 300.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 446210.0 AND gplus <= 1159.0 AND gdenergy <= 76.0 AND gdpuls <= 48.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 20000.0 AND maxenergy <= 20000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 2880.0 AND gplus >= 46.0 AND gdenergy >= -90.0 AND gdpuls >= -96.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 66030.0 AND gplus <= 812.0 AND gdenergy <= 112.0 AND gdpuls <= 52.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1000.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 18820.0 AND gplus >= 242.0 AND gdenergy >= -45.0 AND gdpuls >= -42.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 80210.0 AND gplus <= 944.0 AND gdenergy <= 124.0 AND gdpuls <= 32.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6300.0 AND maxenergy <= 6000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 14990.0 AND gplus >= 185.0 AND gdenergy >= -49.0 AND gdpuls >= -51.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2700.0 AND maxenergy >= 1000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 268170.0 AND gplus <= 1352.0 AND gdenergy <= 6.0 AND gdpuls <= 8.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10200.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 20380.0 AND gplus >= 162.0 AND gdenergy >= -89.0 AND gdpuls >= -87.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 400.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 240350.0 AND gplus <= 1301.0 AND gdenergy <= 98.0 AND gdpuls <= 96.0 AND bumps <= 6.0 AND bumps2 <= 4.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 14100.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 19420.0 AND gplus >= 248.0 AND gdenergy >= -42.0 AND gdpuls >= -76.0 AND bumps >= 4.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2500.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 509190.0 AND gplus <= 1758.0 AND gdenergy <= -45.0 AND gdpuls <= -15.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2300.0 AND maxenergy <= 2000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 509190.0 AND gplus >= 1758.0 AND gdenergy >= -45.0 AND gdpuls >= -15.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2300.0 AND maxenergy >= 2000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1449990.0 AND gplus <= 2117.0 AND gdenergy <= 98.0 AND gdpuls <= 44.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 372380.0 AND gplus >= 1209.0 AND gdenergy >= -32.0 AND gdpuls >= -14.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 325750.0 AND gplus <= 1409.0 AND gdenergy <= 283.0 AND gdpuls <= 166.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 11440.0 AND gplus >= 283.0 AND gdenergy >= -14.0 AND gdpuls >= -14.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1049580.0 AND gplus <= 1807.0 AND gdenergy <= 244.0 AND gdpuls <= 166.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 30000.0 AND maxenergy <= 30000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 15710.0 AND gplus >= 283.0 AND gdenergy >= -18.0 AND gdpuls >= -15.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 226790.0 AND gplus <= 1191.0 AND gdenergy <= 54.0 AND gdpuls <= 44.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 3590.0 AND gplus >= 102.0 AND gdenergy >= -78.0 AND gdpuls >= -68.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 14 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 722590.0 AND gplus <= 2387.0 AND gdenergy <= 89.0 AND gdpuls <= 71.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 11000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 190960.0 AND gplus >= 1235.0 AND gdenergy >= -25.0 AND gdpuls >= -23.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3400.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 15 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 67200.0 AND gplus <= 945.0 AND gdenergy <= 102.0 AND gdpuls <= 76.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 33000.0 AND maxenergy <= 30000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 22130.0 AND gplus >= 390.0 AND gdenergy >= -10.0 AND gdpuls >= -7.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 12000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 16 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 918020.0 AND gplus <= 1759.0 AND gdenergy <= 9.0 AND gdpuls <= -17.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 682910.0 AND gplus >= 1486.0 AND gdenergy >= -36.0 AND gdpuls >= -34.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 17 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 232470.0 AND gplus <= 644.0 AND gdenergy <= 112.0 AND gdpuls <= 70.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5300.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 34110.0 AND gplus >= 259.0 AND gdenergy >= -30.0 AND gdpuls >= -31.0 AND bumps >= 3.0 AND bumps2 >= 2.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1600.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 18 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 140890.0 AND gplus <= 643.0 AND gdenergy <= 34.0 AND gdpuls <= 3.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8300.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 13830.0 AND gplus >= 94.0 AND gdenergy >= -58.0 AND gdpuls >= -56.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 500.0 AND maxenergy >= 300.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 19 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 372770.0 AND gplus <= 1252.0 AND gdenergy <= 111.0 AND gdpuls <= 94.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4200.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 40850.0 AND gplus >= 340.0 AND gdenergy >= -16.0 AND gdpuls >= -14.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 20 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 316200.0 AND gplus <= 1089.0 AND gdenergy <= 150.0 AND gdpuls <= 92.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 12600.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 13690.0 AND gplus >= 87.0 AND gdenergy >= -66.0 AND gdpuls >= -85.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1300.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 21 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 103140.0 AND gplus <= 797.0 AND gdenergy <= 110.0 AND gdpuls <= 16.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7500.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 11800.0 AND gplus >= 133.0 AND gdenergy >= -56.0 AND gdpuls >= -51.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1400.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 22 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 424650.0 AND gplus <= 1069.0 AND gdenergy <= 46.0 AND gdpuls <= 40.0 AND bumps <= 3.0 AND bumps2 <= 0.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 320150.0 AND gplus >= 1012.0 AND gdenergy >= -58.0 AND gdpuls >= -42.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 23 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 628360.0 AND gplus <= 636.0 AND gdenergy <= -37.0 AND gdpuls <= -58.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2300.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 628360.0 AND gplus >= 636.0 AND gdenergy >= -37.0 AND gdpuls >= -58.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2300.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 24 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 254510.0 AND gplus <= 1282.0 AND gdenergy <= 144.0 AND gdpuls <= 72.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1300.0 AND maxenergy <= 900.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 22640.0 AND gplus >= 162.0 AND gdenergy >= -57.0 AND gdpuls >= -47.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 300.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 25 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 43420.0 AND gplus <= 623.0 AND gdenergy <= 56.0 AND gdpuls <= 33.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 500.0 AND maxenergy <= 400.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 43420.0 AND gplus >= 623.0 AND gdenergy >= 56.0 AND gdpuls >= 33.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 500.0 AND maxenergy >= 400.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 3 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 25050.0 AND gplus <= 678.0 AND gdenergy <= 227.0 AND gdpuls <= 186.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 24620.0 AND gplus >= 490.0 AND gdenergy >= 222.0 AND gdpuls >= 106.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 4 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 28290.0 AND gplus <= 478.0 AND gdenergy <= 155.0 AND gdpuls <= 91.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2000.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 5500.0 AND gplus >= 119.0 AND gdenergy >= -51.0 AND gdpuls >= -50.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 384230.0 AND gplus <= 1607.0 AND gdenergy <= 214.0 AND gdpuls <= 121.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9700.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1380.0 AND gplus >= 25.0 AND gdenergy >= -77.0 AND gdpuls >= -38.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 203850.0 AND gplus <= 744.0 AND gdenergy <= 22.0 AND gdpuls <= 0.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 290.0 AND gplus >= 3.0 AND gdenergy >= -86.0 AND gdpuls >= -92.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 900.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 94110.0 AND gplus <= 443.0 AND gdenergy <= 96.0 AND gdpuls <= 36.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1020.0 AND gplus >= 10.0 AND gdenergy >= -87.0 AND gdpuls >= -82.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 432690.0 AND gplus <= 1012.0 AND gdenergy <= 193.0 AND gdpuls <= 136.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 4890.0 AND gplus >= 57.0 AND gdenergy >= 6.0 AND gdpuls >= 11.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 157450.0 AND gplus <= 418.0 AND gdenergy <= 95.0 AND gdpuls <= 15.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 700.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 950.0 AND gplus >= 7.0 AND gdenergy >= -68.0 AND gdpuls >= -82.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 315650.0 AND gplus <= 645.0 AND gdenergy <= 46.0 AND gdpuls <= 58.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1860.0 AND gplus >= 33.0 AND gdenergy >= -81.0 AND gdpuls >= -86.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 348780.0 AND gplus <= 723.0 AND gdenergy <= 58.0 AND gdpuls <= 4.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9300.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1630.0 AND gplus >= 18.0 AND gdenergy >= -73.0 AND gdpuls >= -74.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 40370.0 AND gplus <= 755.0 AND gdenergy <= 223.0 AND gdpuls <= 202.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 22200.0 AND gplus >= 685.0 AND gdenergy >= 153.0 AND gdpuls >= 130.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 39280.0 AND gplus <= 944.0 AND gdenergy <= 287.0 AND gdpuls <= 278.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 8070.0 AND gplus >= 394.0 AND gdenergy >= 136.0 AND gdpuls >= 190.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 65250.0 AND gplus <= 450.0 AND gdenergy <= -56.0 AND gdpuls <= -42.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 50.0 AND maxenergy <= 50.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 4630.0 AND gplus >= 89.0 AND gdenergy >= -74.0 AND gdpuls >= -70.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 119460.0 AND gplus <= 339.0 AND gdenergy <= -7.0 AND gdpuls <= -24.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 340.0 AND gplus >= 2.0 AND gdenergy >= -95.0 AND gdpuls >= -95.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 5350.0 AND gplus <= 162.0 AND gdenergy <= -49.0 AND gdpuls <= -31.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 4140.0 AND gplus >= 111.0 AND gdenergy >= -60.0 AND gdpuls >= -57.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 5 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 72460.0 AND gplus <= 1068.0 AND gdenergy <= 199.0 AND gdpuls <= 207.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 4030.0 AND gplus >= 35.0 AND gdenergy >= -60.0 AND gdpuls >= -69.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 6 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 69450.0 AND gplus <= 1412.0 AND gdenergy <= 137.0 AND gdpuls <= 185.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 14460.0 AND gplus >= 271.0 AND gdenergy >= -42.0 AND gdpuls >= -40.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 124850.0 AND gplus <= 1134.0 AND gdenergy <= 253.0 AND gdpuls <= 233.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9500.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 19300.0 AND gplus >= 350.0 AND gdenergy >= 17.0 AND gdpuls >= 34.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 309010.0 AND gplus <= 983.0 AND gdenergy <= 50.0 AND gdpuls <= 64.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5100.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 6360.0 AND gplus >= 202.0 AND gdenergy >= -58.0 AND gdpuls >= -37.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","Starting pruning process\n","Iter 0\n","Iter 0/43\n","Iter 1/43\n","Iter 2/43\n","Iter 3/43\n","Iter 4/43\n","Iter 5/43\n","Iter 6/43\n","Iter 7/43\n","Iter 8/43\n","Iter 9/43\n","Iter 10/43\n","Iter 11/43\n","Iter 12/43\n","Iter 13/43\n","Iter 14/43\n","Iter 15/43\n","Iter 16/43\n","Iter 17/43\n","Iter 18/43\n","Iter 19/43\n","Iter 20/43\n","Iter 21/43\n","Iter 22/43\n","Iter 23/43\n","Iter 24/43\n","Iter 25\n","Iter 26\n","Iter 26/43\n","Iter 27/43\n","Iter 28/43\n","Iter 29/43\n","Iter 30/43\n","Iter 31/43\n","Iter 32/43\n","Iter 33/43\n","Iter 34/43\n","Iter 35/43\n","Iter 36/43\n","Iter 37/43\n","Iter 38/43\n","Iter 39\n","Iter 40\n","Iter 40/43\n","Iter 41/43\n","Iter 42/43\n","No more improvements... finishing up\n","Pruned 43 to 43\n","Max different values (inliers) : 1527 | Rules extracted 43\n","Saving rules...\n","Checking inliers inside hypercubes...\n","Execution time 0:00:46.884100(s)\n","Checking outliers inside rules...\n","Checking inliers/outliers inside hypercubes with Precision=1...\n","Obtaining metrics...\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]},{"output_type":"stream","name":"stdout","text":["Saving rules...\n","\n","\n","\n","****************************************************************************************************\n","Obtaining Rules for Outliers...\n","****************************************************************************************************\n","Fitting OCSVM model...\n","1 / 3\n","2 / 3\n","3 / 3\n","Fitting model!\n","Model fitted!\n","Continuing process...\n","Category 1/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","Iteration 4 | nº clusters used 2\n","Iteration 5 | nº clusters used 2\n","Iteration 6 | nº clusters used 2\n","Iteration 7 | nº clusters used 2\n","\n","Category 2/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","Iteration 4 | nº clusters used 2\n","Iteration 5 | nº clusters used 2\n","Iteration 6 | nº clusters used 2\n","Iteration 7 | nº clusters used 2\n","Iteration 8 | nº clusters used 2\n","Iteration 9 | nº clusters used 2\n","Iteration 10 | nº clusters used 2\n","Iteration 11 | nº clusters used 2\n","Iteration 12 | nº clusters used 2\n","Iteration 13 | nº clusters used 2\n","Iteration 14 | nº clusters used 2\n","Iteration 15 | nº clusters used 2\n","Iteration 16 | nº clusters used 2\n","Iteration 17 | nº clusters used 2\n","Iteration 18 | nº clusters used 2\n","Iteration 19 | nº clusters used 2\n","Iteration 20 | nº clusters used 2\n","Iteration 21 | nº clusters used 2\n","Iteration 22 | nº clusters used 2\n","Iteration 23 | nº clusters used 2\n","Iteration 24 | nº clusters used 2\n","Iteration 25 | nº clusters used 2\n","Iteration 26 | nº clusters used 2\n","Iteration 27 | nº clusters used 2\n","Iteration 28 | nº clusters used 2\n","Iteration 29 | nº clusters used 2\n","Iteration 30 | nº clusters used 2\n","Iteration 31 | nº clusters used 2\n","Iteration 32 | nº clusters used 2\n","Iteration 33 | nº clusters used 2\n","Iteration 34 | nº clusters used 2\n","Iteration 35 | nº clusters used 2\n","Iteration 36 | nº clusters used 2\n","Iteration 37 | nº clusters used 2\n","Iteration 38 | nº clusters used 2\n","\n","Category 3/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","Iteration 4 | nº clusters used 2\n","Iteration 5 | nº clusters used 2\n","Iteration 6 | nº clusters used 2\n","Iteration 7 | nº clusters used 2\n","Iteration 8 | nº clusters used 2\n","Iteration 9 | nº clusters used 2\n","Iteration 10 | nº clusters used 2\n","\n","Category 4/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","Iteration 4 | nº clusters used 2\n","\n","Category 5/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","\n","Category 6/6\n","Iteration 1 | nº clusters used 1\n","\n","NOT anomaly...\n","***************************************************************************\n","Combination of categorical variables Nº 1 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 83490.0 AND gplus <= 898.0 AND gdenergy <= -49.0 AND gdpuls <= -37.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 100300.0 AND maxenergy <= 100000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 83490.0 AND gplus >= 898.0 AND gdenergy >= -49.0 AND gdpuls >= -37.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100300.0 AND maxenergy >= 100000.0 AND class >= 1.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 76490.0 AND gplus <= 1209.0 AND gdenergy <= 484.0 AND gdpuls <= 506.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 700.0 AND maxenergy <= 700.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 31800.0 AND gplus >= 769.0 AND gdenergy >= 295.0 AND gdpuls >= 99.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 151920.0 AND gplus <= 1525.0 AND gdenergy <= 255.0 AND gdpuls <= 135.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 80200.0 AND maxenergy <= 80000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 67360.0 AND gplus >= 1132.0 AND gdenergy >= 122.0 AND gdpuls >= 71.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 20300.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 541040.0 AND gplus <= 1295.0 AND gdenergy <= 122.0 AND gdpuls <= 93.0 AND bumps <= 5.0 AND bumps2 <= 4.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10400.0 AND maxenergy <= 7000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 28520.0 AND gplus >= 446.0 AND gdenergy >= -26.0 AND gdpuls >= -19.0 AND bumps >= 3.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1700.0 AND maxenergy >= 700.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 763520.0 AND gplus <= 2079.0 AND gdenergy <= 5.0 AND gdpuls <= 36.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 22210.0 AND gplus >= 658.0 AND gdenergy >= -48.0 AND gdpuls >= 0.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 2.0 AND genergy <= 67230.0 AND gplus <= 1155.0 AND gdenergy <= 121.0 AND gdpuls <= 75.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3500.0 AND maxenergy <= 3000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 19680.0 AND gplus >= 288.0 AND gdenergy >= 57.0 AND gdpuls >= 37.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 40130.0 AND gplus <= 1324.0 AND gdenergy <= 120.0 AND gdpuls <= 162.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1100.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 40130.0 AND gplus >= 1324.0 AND gdenergy >= 120.0 AND gdpuls >= 162.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1100.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 2 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 103380.0 AND gplus <= 2701.0 AND gdenergy <= 193.0 AND gdpuls <= 187.0 AND bumps <= 5.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 207900.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 48050.0 AND gplus >= 455.0 AND gdenergy >= 12.0 AND gdpuls >= 6.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200000.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 545470.0 AND gplus <= 2457.0 AND gdenergy <= 275.0 AND gdpuls <= 258.0 AND bumps <= 8.0 AND bumps2 <= 4.0 AND bumps3 <= 3.0 AND bumps4 <= 2.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 116500.0 AND maxenergy <= 90000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 21050.0 AND gplus >= 313.0 AND gdenergy >= -59.0 AND gdpuls >= -51.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 51200.0 AND maxenergy >= 30000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 514800.0 AND gplus <= 1482.0 AND gdenergy <= 96.0 AND gdpuls <= 96.0 AND bumps <= 9.0 AND bumps2 <= 4.0 AND bumps3 <= 7.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 49800.0 AND maxenergy <= 30000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 44020.0 AND gplus >= 528.0 AND gdenergy >= 61.0 AND gdpuls >= 78.0 AND bumps >= 5.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 15700.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 2595650.0 AND gplus <= 4518.0 AND gdenergy <= 91.0 AND gdpuls <= 88.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1256570.0 AND gplus >= 1680.0 AND gdenergy >= -17.0 AND gdpuls >= 1.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 448900.0 AND gplus <= 2162.0 AND gdenergy <= 273.0 AND gdpuls <= 119.0 AND bumps <= 5.0 AND bumps2 <= 2.0 AND bumps3 <= 3.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 35900.0 AND maxenergy <= 30000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 26190.0 AND gplus >= 104.0 AND gdenergy >= -46.0 AND gdpuls >= -67.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 16000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1514120.0 AND gplus <= 3506.0 AND gdenergy <= 92.0 AND gdpuls <= 97.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8700.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 546980.0 AND gplus >= 1443.0 AND gdenergy >= -3.0 AND gdpuls >= -7.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100.0 AND maxenergy >= 100.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 836500.0 AND gplus <= 2313.0 AND gdenergy <= 95.0 AND gdpuls <= 90.0 AND bumps <= 6.0 AND bumps2 <= 3.0 AND bumps3 <= 5.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 21300.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 31250.0 AND gplus >= 389.0 AND gdenergy >= -50.0 AND gdpuls >= -45.0 AND bumps >= 3.0 AND bumps2 >= 0.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4000.0 AND maxenergy >= 2000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 833250.0 AND gplus <= 1840.0 AND gdenergy <= 64.0 AND gdpuls <= -4.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 14600.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 790830.0 AND gplus >= 1434.0 AND gdenergy >= 5.0 AND gdpuls >= -6.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 13000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 779850.0 AND gplus <= 3037.0 AND gdenergy <= 87.0 AND gdpuls <= 85.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 18000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 507230.0 AND gplus >= 2062.0 AND gdenergy >= -29.0 AND gdpuls >= -40.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 61710.0 AND gplus <= 1525.0 AND gdenergy <= 43.0 AND gdpuls <= 49.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 22900.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 25710.0 AND gplus >= 306.0 AND gdenergy >= -44.0 AND gdpuls >= -33.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 64150.0 AND gplus <= 872.0 AND gdenergy <= 133.0 AND gdpuls <= 81.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 40200.0 AND maxenergy <= 40000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 33330.0 AND gplus >= 482.0 AND gdenergy >= -5.0 AND gdpuls >= -12.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 20000.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 1446770.0 AND gplus <= 1471.0 AND gdenergy <= 13.0 AND gdpuls <= 5.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1101540.0 AND gplus >= 1185.0 AND gdenergy >= -7.0 AND gdpuls >= -14.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 698810.0 AND gplus <= 1992.0 AND gdenergy <= 12.0 AND gdpuls <= -14.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 441960.0 AND gplus >= 1006.0 AND gdenergy >= -42.0 AND gdpuls >= -33.0 AND bumps >= 3.0 AND bumps2 >= 0.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5300.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 14 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 182210.0 AND gplus <= 1766.0 AND gdenergy <= 96.0 AND gdpuls <= 96.0 AND bumps <= 6.0 AND bumps2 <= 2.0 AND bumps3 <= 5.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 17800.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 40140.0 AND gplus >= 330.0 AND gdenergy >= -38.0 AND gdpuls >= -37.0 AND bumps >= 5.0 AND bumps2 >= 1.0 AND bumps3 >= 4.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10300.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 15 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 715540.0 AND gplus <= 2075.0 AND gdenergy <= -5.0 AND gdpuls <= -4.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 14600.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 83180.0 AND gplus >= 744.0 AND gdenergy >= -32.0 AND gdpuls >= -19.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 900.0 AND maxenergy >= 600.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 16 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 92380.0 AND gplus <= 514.0 AND gdenergy <= 27.0 AND gdpuls <= 50.0 AND bumps <= 6.0 AND bumps2 <= 5.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5400.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 37810.0 AND gplus >= 238.0 AND gdenergy >= 25.0 AND gdpuls >= 23.0 AND bumps >= 6.0 AND bumps2 >= 5.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4300.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 17 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 253510.0 AND gplus <= 2873.0 AND gdenergy <= 190.0 AND gdpuls <= 140.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9500.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 93020.0 AND gplus >= 2069.0 AND gdenergy >= 12.0 AND gdpuls >= 23.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 18 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 811060.0 AND gplus <= 2877.0 AND gdenergy <= 45.0 AND gdpuls <= 28.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 900.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 811060.0 AND gplus >= 2877.0 AND gdenergy >= 45.0 AND gdpuls >= 28.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 900.0 AND maxenergy >= 700.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 19 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 1496830.0 AND gplus <= 2153.0 AND gdenergy <= 37.0 AND gdpuls <= 39.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5700.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1124850.0 AND gplus >= 1645.0 AND gdenergy >= 21.0 AND gdpuls >= 15.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3900.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 20 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 22090.0 AND gplus <= 174.0 AND gdenergy <= -47.0 AND gdpuls <= -54.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8800.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 22090.0 AND gplus >= 174.0 AND gdenergy >= -47.0 AND gdpuls >= -54.0 AND bumps >= 4.0 AND bumps2 >= 1.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 8800.0 AND maxenergy >= 5000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 21 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 32550.0 AND gplus <= 167.0 AND gdenergy <= 17.0 AND gdpuls <= -8.0 AND bumps <= 9.0 AND bumps2 <= 5.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 13200.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 32550.0 AND gplus >= 167.0 AND gdenergy >= 17.0 AND gdpuls >= -8.0 AND bumps >= 9.0 AND bumps2 >= 5.0 AND bumps3 >= 4.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 13200.0 AND maxenergy >= 6000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 22 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 27980.0 AND gplus <= 276.0 AND gdenergy <= -34.0 AND gdpuls <= -33.0 AND bumps <= 6.0 AND bumps2 <= 3.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10700.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 19220.0 AND gplus >= 149.0 AND gdenergy >= -72.0 AND gdpuls >= -72.0 AND bumps >= 6.0 AND bumps2 >= 2.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 7000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 23 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 54150.0 AND gplus <= 307.0 AND gdenergy <= -41.0 AND gdpuls <= -35.0 AND bumps <= 4.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2600.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 20250.0 AND gplus >= 157.0 AND gdenergy >= -46.0 AND gdpuls >= -39.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 800.0 AND maxenergy >= 300.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 24 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 77740.0 AND gplus <= 844.0 AND gdenergy <= 182.0 AND gdpuls <= 94.0 AND bumps <= 5.0 AND bumps2 <= 3.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4600.0 AND maxenergy <= 3000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 64380.0 AND gplus >= 758.0 AND gdenergy >= 88.0 AND gdpuls >= 57.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1200.0 AND maxenergy >= 1000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 25 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 20550.0 AND gplus <= 381.0 AND gdenergy <= -37.0 AND gdpuls <= -26.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 20550.0 AND gplus >= 381.0 AND gdenergy >= -37.0 AND gdpuls >= -26.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 26 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 42220.0 AND gplus <= 515.0 AND gdenergy <= 159.0 AND gdpuls <= 79.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 42220.0 AND gplus >= 515.0 AND gdenergy >= 159.0 AND gdpuls >= 79.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 27 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 649840.0 AND gplus <= 2256.0 AND gdenergy <= 6.0 AND gdpuls <= 17.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 7000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 434360.0 AND gplus >= 1584.0 AND gdenergy >= -38.0 AND gdpuls >= -60.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5800.0 AND maxenergy >= 5000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 28 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 199030.0 AND gplus <= 1255.0 AND gdenergy <= -6.0 AND gdpuls <= 0.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 11500.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 38180.0 AND gplus >= 322.0 AND gdenergy >= -58.0 AND gdpuls >= -52.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 700.0 AND maxenergy >= 400.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 29 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 24490.0 AND gplus <= 262.0 AND gdenergy <= -40.0 AND gdpuls <= -39.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1600.0 AND maxenergy <= 800.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 20160.0 AND gplus >= 237.0 AND gdenergy >= -51.0 AND gdpuls >= -42.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 500.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 30 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 29240.0 AND gplus <= 217.0 AND gdenergy <= -71.0 AND gdpuls <= -85.0 AND bumps <= 4.0 AND bumps2 <= 0.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 19000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 27830.0 AND gplus >= 190.0 AND gdenergy >= -79.0 AND gdpuls >= -90.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 8000.0 AND maxenergy >= 5000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 31 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 75050.0 AND gplus <= 675.0 AND gdenergy <= 134.0 AND gdpuls <= 37.0 AND bumps <= 3.0 AND bumps2 <= 0.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 13000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 36600.0 AND gplus >= 341.0 AND gdenergy >= 20.0 AND gdpuls >= 5.0 AND bumps >= 3.0 AND bumps2 >= 0.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 13000.0 AND maxenergy >= 7000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 32 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 61110.0 AND gplus <= 494.0 AND gdenergy <= 150.0 AND gdpuls <= 89.0 AND bumps <= 4.0 AND bumps2 <= 4.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1600.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 32580.0 AND gplus >= 439.0 AND gdenergy >= 86.0 AND gdpuls >= 62.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 33 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 478520.0 AND gplus <= 1493.0 AND gdenergy <= 86.0 AND gdpuls <= 60.0 AND bumps <= 4.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4300.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 477750.0 AND gplus >= 1132.0 AND gdenergy >= -1.0 AND gdpuls >= -47.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1500.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 34 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 27670.0 AND gplus <= 305.0 AND gdenergy <= 283.0 AND gdpuls <= 53.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 27670.0 AND gplus >= 305.0 AND gdenergy >= 283.0 AND gdpuls >= 53.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 35 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 11090.0 AND gplus <= 639.0 AND gdenergy <= 54.0 AND gdpuls <= 249.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 11090.0 AND gplus >= 639.0 AND gdenergy >= 54.0 AND gdpuls >= 249.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 36 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 5240.0 AND gplus <= 18.0 AND gdenergy <= -96.0 AND gdpuls <= -96.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 5240.0 AND gplus >= 18.0 AND gdenergy >= -96.0 AND gdpuls >= -96.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 37 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 14300.0 AND gplus <= 431.0 AND gdenergy <= 0.0 AND gdpuls <= 4.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 14300.0 AND gplus >= 431.0 AND gdenergy >= 0.0 AND gdpuls >= 4.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 8000.0 AND maxenergy >= 6000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 38 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 63190.0 AND gplus <= 840.0 AND gdenergy <= 115.0 AND gdpuls <= 69.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 400.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 63190.0 AND gplus >= 840.0 AND gdenergy >= 115.0 AND gdpuls >= 69.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 400.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 3 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 20340.0 AND gplus <= 271.0 AND gdenergy <= 16.0 AND gdpuls <= 93.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 202000.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 20340.0 AND gplus >= 271.0 AND gdenergy >= 16.0 AND gdpuls >= 93.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 202000.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 32600.0 AND gplus <= 880.0 AND gdenergy <= 224.0 AND gdpuls <= 153.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 80000.0 AND maxenergy <= 80000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 9030.0 AND gplus >= 342.0 AND gdenergy >= -14.0 AND gdpuls >= -8.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 60500.0 AND maxenergy >= 60000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 16930.0 AND gplus <= 792.0 AND gdenergy <= 121.0 AND gdpuls <= 234.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 200.0 AND maxenergy <= 200.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 16930.0 AND gplus >= 792.0 AND gdenergy >= 121.0 AND gdpuls >= 234.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200.0 AND maxenergy >= 200.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 39770.0 AND gplus <= 870.0 AND gdenergy <= 279.0 AND gdpuls <= 248.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 7300.0 AND gplus >= 159.0 AND gdenergy >= 210.0 AND gdpuls >= 83.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 92520.0 AND gplus <= 169.0 AND gdenergy <= -73.0 AND gdpuls <= -74.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10000.0 AND maxenergy <= 10000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 92520.0 AND gplus >= 169.0 AND gdenergy >= -73.0 AND gdpuls >= -74.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10000.0 AND maxenergy >= 10000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1620.0 AND gplus <= 55.0 AND gdenergy <= -85.0 AND gdpuls <= -72.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1620.0 AND gplus >= 55.0 AND gdenergy >= -85.0 AND gdpuls >= -72.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 10370.0 AND gplus <= 134.0 AND gdenergy <= -44.0 AND gdpuls <= -6.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6300.0 AND maxenergy <= 4000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 10370.0 AND gplus >= 134.0 AND gdenergy >= -44.0 AND gdpuls >= -6.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 6300.0 AND maxenergy >= 4000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 2.0 AND genergy <= 18900.0 AND gplus <= 208.0 AND gdenergy <= -81.0 AND gdpuls <= -67.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 10490.0 AND gplus >= 93.0 AND gdenergy >= -87.0 AND gdpuls >= -82.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 3610.0 AND gplus <= 115.0 AND gdenergy <= -65.0 AND gdpuls <= -49.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 2580.0 AND gplus >= 107.0 AND gdenergy >= -77.0 AND gdpuls >= -72.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 100.0 AND gplus <= 4.0 AND gdenergy <= -96.0 AND gdpuls <= -90.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 100.0 AND gplus >= 4.0 AND gdenergy >= -96.0 AND gdpuls >= -90.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 4 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 135210.0 AND gplus <= 3261.0 AND gdenergy <= 1245.0 AND gdpuls <= 838.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 208000.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 135210.0 AND gplus >= 3261.0 AND gdenergy >= 1245.0 AND gdpuls >= 838.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 208000.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 37600.0 AND gplus <= 1022.0 AND gdenergy <= 329.0 AND gdpuls <= 334.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 12200.0 AND gplus >= 580.0 AND gdenergy >= 105.0 AND gdpuls >= 235.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 2970.0 AND gplus <= 142.0 AND gdenergy <= -71.0 AND gdpuls <= -61.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 2970.0 AND gplus >= 142.0 AND gdenergy >= -71.0 AND gdpuls >= -61.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 8660.0 AND gplus <= 205.0 AND gdenergy <= 16.0 AND gdpuls <= 188.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10000.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 8660.0 AND gplus >= 205.0 AND gdenergy >= 16.0 AND gdpuls >= 188.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 5 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 33530.0 AND gplus <= 747.0 AND gdenergy <= 338.0 AND gdpuls <= 215.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2500.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 24940.0 AND gplus >= 543.0 AND gdenergy >= 226.0 AND gdpuls >= 129.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 47250.0 AND gplus <= 961.0 AND gdenergy <= 668.0 AND gdpuls <= 323.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 200.0 AND maxenergy <= 200.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 17930.0 AND gplus >= 347.0 AND gdenergy >= 517.0 AND gdpuls >= 305.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 6 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 71540.0 AND gplus <= 608.0 AND gdenergy <= 80.0 AND gdpuls <= -1.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 71540.0 AND gplus >= 608.0 AND gdenergy >= 80.0 AND gdpuls >= -1.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","Starting pruning process\n","Iter 0\n","Iter 0/62\n","Iter 1/62\n","Iter 2/62\n","Iter 3/62\n","Iter 4/62\n","Iter 5/62\n","Iter 6/62\n","Iter 7\n","Iter 7/62\n","Iter 8/62\n","Iter 9/62\n","Iter 10/62\n","Iter 11/62\n","Iter 12/62\n","Iter 13/62\n","Iter 14/62\n","Iter 15/62\n","Iter 16/62\n","Iter 17/62\n","Iter 18/62\n","Iter 19/62\n","Iter 20/62\n","Iter 21/62\n","Iter 22/62\n","Iter 23/62\n","Iter 24/62\n","Iter 25/62\n","Iter 26/62\n","Iter 27/62\n","Iter 28/62\n","Iter 29/62\n","Iter 30/62\n","Iter 31/62\n","Iter 32/62\n","Iter 33/62\n","Iter 34/62\n","Iter 35/62\n","Iter 36/62\n","Iter 37/62\n","Iter 38/62\n","Iter 39/62\n","Iter 40/62\n","Iter 41/62\n","Iter 42/62\n","Iter 43/62\n","Iter 44/62\n","Iter 45\n","Iter 45/62\n","Iter 46/62\n","Iter 47/62\n","Iter 48/62\n","Iter 49/62\n","Iter 50/62\n","Iter 51/62\n","Iter 52/62\n","Iter 53/62\n","Iter 54/62\n","Iter 55\n","Iter 55/62\n","Iter 56/62\n","Iter 57/62\n","Iter 58/62\n","Iter 59\n","Iter 59/62\n","Iter 60/62\n","Iter 61\n","No more improvements... finishing up\n","Pruned 62 to 62\n","Max different values (outliers) : 173 | Rules extracted 62\n","Saving rules...\n","Checking outliers inside hypercubes...\n","Execution time 0:00:54.368911(s)\n","Checking outliers inside rules...\n","Checking inliers/outliers inside hypercubes with Precision=1...\n","Obtaining metrics...\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]},{"output_type":"stream","name":"stdout","text":["Saving rules...\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YwJUWtt08iEQ","executionInfo":{"status":"ok","timestamp":1633887812258,"user_tz":-120,"elapsed":460595,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"31eaff32-010c-4f76-9e55-29ed8a13ced5"},"source":["#### K Means + Keep (Reset)\n","CLUSTER_ALGORITHM = \"kmeans\"\n","METHOD = \"keep_reset\"\n","\n","ocsvm_rules_experiments_pipeline(\n","    df_mat = df_mat,\n","    numerical_cols = numerical_cols,\n","    categorical_cols = categorical_cols,\n","    cluster_algorithm = CLUSTER_ALGORITHM,\n","    method = METHOD,\n","    rules_used = \"all\",\n","    dct_params = dct_params,\n","    path_folder = path_folder,\n","    file_template = file_template,\n","    plot_fig = False\n","    )"],"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["Beginning process...\n","\n","\n","\n","****************************************************************************************************\n","Obtaining Rules for Inliers...\n","****************************************************************************************************\n","Fitting OCSVM model...\n","1 / 3\n","2 / 3\n","3 / 3\n","Fitting model!\n","Model fitted!\n","Continuing process...\n","Category 1/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 13/13\n","\n","Category 2/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 744/744\n","Less points than vertices...\n","Points cluster: 744 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Remaining datapoints 744/744\n","Less points than vertices...\n","Points cluster: 559 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 185 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Remaining datapoints 744/744\n","Less points than vertices...\n","Points cluster: 485 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 174 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 85 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 4 | nº clusters used 4\n","Remaining datapoints 744/744\n","Less points than vertices...\n","Points cluster: 52 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 85 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 465 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 142 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 5 | nº clusters used 5\n","Remaining datapoints 744/744\n","Less points than vertices...\n","Points cluster: 44 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 80 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 452 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 129 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 39 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 6 | nº clusters used 6\n","Remaining datapoints 744/744\n","Less points than vertices...\n","Points cluster: 80 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 166 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 45 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 301 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 39 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 113 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 7 | nº clusters used 7\n","Remaining datapoints 744/744\n","Less points than vertices...\n","Points cluster: 239 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 151 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 39 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 80 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 80 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 43 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 112 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 8 | nº clusters used 8\n","Remaining datapoints 744/744\n","Less points than vertices...\n","Points cluster: 199 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 52 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 74 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 42 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 39 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 80 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 149 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 109 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 9 | nº clusters used 9\n","Remaining datapoints 744/744\n","Less points than vertices...\n","Points cluster: 77 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 60 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 70 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 39 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 40 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 78 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 10 | nº clusters used 10\n","Remaining datapoints 364/744\n","Less points than vertices...\n","Points cluster: 78 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 39 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 54 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 18 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 11 | nº clusters used 11\n","Remaining datapoints 189/744\n","Less points than vertices...\n","Points cluster: 18 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 23 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 12 | nº clusters used 12\n","Remaining datapoints 41/744\n","\n","Category 3/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 3/3\n","\n","Category 4/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 693/693\n","Less points than vertices...\n","Points cluster: 693 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Remaining datapoints 693/693\n","Less points than vertices...\n","Points cluster: 495 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 198 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Remaining datapoints 693/693\n","Less points than vertices...\n","Points cluster: 429 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 160 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 104 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 4 | nº clusters used 4\n","Remaining datapoints 693/693\n","Less points than vertices...\n","Points cluster: 97 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 410 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 5 | nº clusters used 5\n","Remaining datapoints 507/693\n","Less points than vertices...\n","Points cluster: 40 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 6 | nº clusters used 6\n","Remaining datapoints 40/693\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 7 | nº clusters used 7\n","Remaining datapoints 7/693\n","\n","Category 5/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 18/18\n","\n","Category 6/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 56/56\n","Less points than vertices...\n","Points cluster: 56 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Remaining datapoints 56/56\n","Less points than vertices...\n","Points cluster: 48 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Remaining datapoints 48/56\n","\n","NOT anomaly...\n","***************************************************************************\n","Combination of categorical variables Nº 1 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 101280.0 AND gplus <= 1116.0 AND gdenergy <= 223.0 AND gdpuls <= 112.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 26590.0 AND gplus >= 552.0 AND gdenergy >= -34.0 AND gdpuls >= -13.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 2 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 436650.0 AND gplus <= 1294.0 AND gdenergy <= 120.0 AND gdpuls <= 57.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 3590.0 AND gplus >= 102.0 AND gdenergy >= -78.0 AND gdpuls >= -68.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 446210.0 AND gplus <= 1397.0 AND gdenergy <= 76.0 AND gdpuls <= 48.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 2880.0 AND gplus >= 46.0 AND gdenergy >= -90.0 AND gdpuls >= -96.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 67200.0 AND gplus <= 945.0 AND gdenergy <= 102.0 AND gdpuls <= 76.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 33000.0 AND maxenergy <= 30000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 16290.0 AND gplus >= 390.0 AND gdenergy >= -10.0 AND gdpuls >= -17.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 254510.0 AND gplus <= 1301.0 AND gdenergy <= 144.0 AND gdpuls <= 92.0 AND bumps <= 4.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9500.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 22640.0 AND gplus >= 162.0 AND gdenergy >= -57.0 AND gdpuls >= -47.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 300.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 325750.0 AND gplus <= 1068.0 AND gdenergy <= 163.0 AND gdpuls <= 115.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 11440.0 AND gplus >= 283.0 AND gdenergy >= 0.0 AND gdpuls >= -14.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 960770.0 AND gplus <= 2387.0 AND gdenergy <= 98.0 AND gdpuls <= 71.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 259110.0 AND gplus >= 1209.0 AND gdenergy >= -32.0 AND gdpuls >= -22.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 211440.0 AND gplus <= 913.0 AND gdenergy <= 98.0 AND gdpuls <= 96.0 AND bumps <= 6.0 AND bumps2 <= 4.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 14100.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 26130.0 AND gplus >= 248.0 AND gdenergy >= -30.0 AND gdpuls >= -28.0 AND bumps >= 4.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4800.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 372770.0 AND gplus <= 1252.0 AND gdenergy <= 111.0 AND gdpuls <= 94.0 AND bumps <= 4.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8300.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 13830.0 AND gplus >= 94.0 AND gdenergy >= -58.0 AND gdpuls >= -56.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 104340.0 AND gplus <= 1269.0 AND gdenergy <= 283.0 AND gdpuls <= 166.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 15710.0 AND gplus >= 308.0 AND gdenergy >= 93.0 AND gdpuls >= 52.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 509190.0 AND gplus <= 1758.0 AND gdenergy <= -10.0 AND gdpuls <= -8.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9600.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 20380.0 AND gplus >= 162.0 AND gdenergy >= -89.0 AND gdpuls >= -87.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 400.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 52360.0 AND gplus <= 1587.0 AND gdenergy <= 150.0 AND gdpuls <= 61.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2000.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 10220.0 AND gplus >= 189.0 AND gdenergy >= -62.0 AND gdpuls >= -42.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 628360.0 AND gplus <= 935.0 AND gdenergy <= 30.0 AND gdpuls <= 43.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9400.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 13690.0 AND gplus >= 87.0 AND gdenergy >= -66.0 AND gdpuls >= -75.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1300.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 424650.0 AND gplus <= 1089.0 AND gdenergy <= 102.0 AND gdpuls <= 66.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 12000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 19680.0 AND gplus >= 144.0 AND gdenergy >= -64.0 AND gdpuls >= -85.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2700.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 14 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 81410.0 AND gplus <= 770.0 AND gdenergy <= 124.0 AND gdpuls <= 32.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10200.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 14990.0 AND gplus >= 185.0 AND gdenergy >= -49.0 AND gdpuls >= -56.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 500.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 15 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 64490.0 AND gplus <= 1625.0 AND gdenergy <= 152.0 AND gdpuls <= 144.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 12220.0 AND gplus >= 199.0 AND gdenergy >= -78.0 AND gdpuls >= -61.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 16 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 79240.0 AND gplus <= 1381.0 AND gdenergy <= 124.0 AND gdpuls <= 119.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1000.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 10910.0 AND gplus >= 242.0 AND gdenergy >= -45.0 AND gdpuls >= -42.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 17 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 118110.0 AND gplus <= 1660.0 AND gdenergy <= 96.0 AND gdpuls <= 9.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5000.0 AND maxenergy <= 4000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 27320.0 AND gplus >= 453.0 AND gdenergy >= -34.0 AND gdpuls >= -15.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 18 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 225040.0 AND gplus <= 1651.0 AND gdenergy <= 96.0 AND gdpuls <= 45.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 12600.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 42840.0 AND gplus >= 169.0 AND gdenergy >= -41.0 AND gdpuls >= -63.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 19 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 74940.0 AND gplus <= 664.0 AND gdenergy <= 45.0 AND gdpuls <= 42.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 800.0 AND maxenergy <= 800.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 11550.0 AND gplus >= 152.0 AND gdenergy >= -49.0 AND gdpuls >= -60.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100.0 AND maxenergy >= 100.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 20 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 943300.0 AND gplus <= 1737.0 AND gdenergy <= 24.0 AND gdpuls <= 17.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2600.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 936850.0 AND gplus >= 987.0 AND gdenergy >= -23.0 AND gdpuls >= -30.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1400.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 21 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1310730.0 AND gplus <= 2159.0 AND gdenergy <= 13.0 AND gdpuls <= 9.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5200.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1062280.0 AND gplus >= 1504.0 AND gdenergy >= -27.0 AND gdpuls >= -27.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4200.0 AND maxenergy >= 4000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 22 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 103140.0 AND gplus <= 762.0 AND gdenergy <= -42.0 AND gdpuls <= -35.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7500.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 40800.0 AND gplus >= 222.0 AND gdenergy >= -56.0 AND gdpuls >= -51.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5800.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 23 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1138340.0 AND gplus <= 2106.0 AND gdenergy <= 9.0 AND gdpuls <= -17.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 11000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 682910.0 AND gplus >= 1486.0 AND gdenergy >= -36.0 AND gdpuls >= -34.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 24 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 77040.0 AND gplus <= 797.0 AND gdenergy <= 143.0 AND gdpuls <= 75.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 31320.0 AND gplus >= 407.0 AND gdenergy >= 35.0 AND gdpuls >= -13.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 25 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 68600.0 AND gplus <= 1452.0 AND gdenergy <= 149.0 AND gdpuls <= 61.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 900.0 AND maxenergy <= 900.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 37560.0 AND gplus >= 493.0 AND gdenergy >= 59.0 AND gdpuls >= 14.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 26 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1260100.0 AND gplus <= 2519.0 AND gdenergy <= -12.0 AND gdpuls <= -5.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1260100.0 AND gplus >= 2519.0 AND gdenergy >= -12.0 AND gdpuls >= -5.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 27 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 722590.0 AND gplus <= 2125.0 AND gdenergy <= -4.0 AND gdpuls <= 30.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5000.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 532290.0 AND gplus >= 1235.0 AND gdenergy >= -25.0 AND gdpuls >= -23.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 28 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1449990.0 AND gplus <= 1807.0 AND gdenergy <= 51.0 AND gdpuls <= 21.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1049580.0 AND gplus >= 1405.0 AND gdenergy >= 7.0 AND gdpuls >= -2.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 29 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 43420.0 AND gplus <= 623.0 AND gdenergy <= 56.0 AND gdpuls <= 33.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 500.0 AND maxenergy <= 400.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 43420.0 AND gplus >= 623.0 AND gdenergy >= 56.0 AND gdpuls >= 33.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 500.0 AND maxenergy >= 400.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 30 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 44990.0 AND gplus <= 508.0 AND gdenergy <= 36.0 AND gdpuls <= 16.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5500.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 11800.0 AND gplus >= 133.0 AND gdenergy >= -53.0 AND gdpuls >= -46.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1400.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 3 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 25050.0 AND gplus <= 678.0 AND gdenergy <= 227.0 AND gdpuls <= 186.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 24620.0 AND gplus >= 490.0 AND gdenergy >= 222.0 AND gdpuls >= 106.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 4 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 66800.0 AND gplus <= 661.0 AND gdenergy <= 155.0 AND gdpuls <= 91.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 4140.0 AND gplus >= 105.0 AND gdenergy >= -65.0 AND gdpuls >= -71.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 390180.0 AND gplus <= 938.0 AND gdenergy <= 96.0 AND gdpuls <= 58.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9300.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1020.0 AND gplus >= 10.0 AND gdenergy >= -87.0 AND gdpuls >= -86.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 218630.0 AND gplus <= 744.0 AND gdenergy <= 54.0 AND gdpuls <= 40.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 290.0 AND gplus >= 3.0 AND gdenergy >= -86.0 AND gdpuls >= -92.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 900.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 157450.0 AND gplus <= 418.0 AND gdenergy <= 73.0 AND gdpuls <= 15.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 700.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 340.0 AND gplus >= 2.0 AND gdenergy >= -95.0 AND gdpuls >= -95.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 342050.0 AND gplus <= 1607.0 AND gdenergy <= 123.0 AND gdpuls <= 104.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1380.0 AND gplus >= 16.0 AND gdenergy >= -77.0 AND gdpuls >= -60.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 384230.0 AND gplus <= 751.0 AND gdenergy <= 69.0 AND gdpuls <= 97.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9700.0 AND maxenergy <= 6000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 4420.0 AND gplus >= 60.0 AND gdenergy >= -74.0 AND gdpuls >= -70.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 58410.0 AND gplus <= 436.0 AND gdenergy <= 193.0 AND gdpuls <= 95.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 4890.0 AND gplus >= 60.0 AND gdenergy >= 75.0 AND gdpuls >= 20.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 29310.0 AND gplus <= 685.0 AND gdenergy <= 214.0 AND gdpuls <= 130.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 19560.0 AND gplus >= 445.0 AND gdenergy >= 123.0 AND gdpuls >= 38.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 56120.0 AND gplus <= 505.0 AND gdenergy <= 176.0 AND gdpuls <= 102.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 13200.0 AND gplus >= 208.0 AND gdenergy >= 6.0 AND gdpuls >= 61.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 64200.0 AND gplus <= 471.0 AND gdenergy <= 86.0 AND gdpuls <= 51.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 500.0 AND maxenergy <= 500.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 12840.0 AND gplus >= 198.0 AND gdenergy >= 37.0 AND gdpuls >= 35.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 432690.0 AND gplus <= 1012.0 AND gdenergy <= 112.0 AND gdpuls <= 136.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 5630.0 AND gplus >= 98.0 AND gdenergy >= 22.0 AND gdpuls >= 50.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 24530.0 AND gplus <= 626.0 AND gdenergy <= 180.0 AND gdpuls <= 226.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 24530.0 AND gplus >= 626.0 AND gdenergy >= 180.0 AND gdpuls >= 226.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 40370.0 AND gplus <= 755.0 AND gdenergy <= 223.0 AND gdpuls <= 202.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 40370.0 AND gplus >= 755.0 AND gdenergy >= 223.0 AND gdpuls >= 202.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 14 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 29720.0 AND gplus <= 482.0 AND gdenergy <= 287.0 AND gdpuls <= 195.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 29720.0 AND gplus >= 482.0 AND gdenergy >= 287.0 AND gdpuls >= 195.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 15 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 8070.0 AND gplus <= 404.0 AND gdenergy <= 270.0 AND gdpuls <= 278.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 8070.0 AND gplus >= 404.0 AND gdenergy >= 270.0 AND gdpuls >= 278.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 16 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 21780.0 AND gplus <= 944.0 AND gdenergy <= 136.0 AND gdpuls <= 209.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 21780.0 AND gplus >= 944.0 AND gdenergy >= 136.0 AND gdpuls >= 209.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 17 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 39280.0 AND gplus <= 726.0 AND gdenergy <= 214.0 AND gdpuls <= 190.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 39280.0 AND gplus >= 726.0 AND gdenergy >= 214.0 AND gdpuls >= 190.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 18 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 10210.0 AND gplus <= 394.0 AND gdenergy <= 169.0 AND gdpuls <= 251.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 10210.0 AND gplus >= 394.0 AND gdenergy >= 169.0 AND gdpuls >= 251.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 5 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 72460.0 AND gplus <= 1068.0 AND gdenergy <= 199.0 AND gdpuls <= 207.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 4030.0 AND gplus >= 35.0 AND gdenergy >= -60.0 AND gdpuls >= -69.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 6 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 69450.0 AND gplus <= 1412.0 AND gdenergy <= 137.0 AND gdpuls <= 185.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 14460.0 AND gplus >= 271.0 AND gdenergy >= -42.0 AND gdpuls >= -40.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 124850.0 AND gplus <= 1134.0 AND gdenergy <= 253.0 AND gdpuls <= 233.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 19300.0 AND gplus >= 350.0 AND gdenergy >= 17.0 AND gdpuls >= 34.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 248900.0 AND gplus <= 739.0 AND gdenergy <= 50.0 AND gdpuls <= 64.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 6360.0 AND gplus >= 233.0 AND gdenergy >= -58.0 AND gdpuls >= -37.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 309010.0 AND gplus <= 983.0 AND gdenergy <= 109.0 AND gdpuls <= 92.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9500.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 23050.0 AND gplus >= 202.0 AND gdenergy >= -33.0 AND gdpuls >= -32.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1400.0 AND maxenergy >= 800.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","Starting pruning process\n","Iter 0\n","Iter 1\n","Iter 1/55\n","Iter 2/55\n","Iter 3/55\n","Iter 4/55\n","Iter 5/55\n","Iter 6/55\n","Iter 7/55\n","Iter 8/55\n","Iter 9/55\n","Iter 10/55\n","Iter 11/55\n","Iter 12/55\n","Iter 13/55\n","Iter 14/55\n","Iter 15/55\n","Iter 16/55\n","Iter 17/55\n","Iter 18/55\n","Iter 19/55\n","Iter 20/55\n","Iter 21/55\n","Iter 22/55\n","Iter 23/55\n","Iter 24/55\n","Iter 25/55\n","Iter 26/55\n","Iter 27/55\n","Iter 28/55\n","Iter 29/55\n","Iter 30/55\n","Iter 31\n","Iter 32\n","Iter 32/55\n","Iter 33/55\n","Iter 34/55\n","Iter 35/55\n","Iter 36/55\n","Iter 37/55\n","Iter 38/55\n","Iter 39/55\n","Iter 40/55\n","Iter 41/55\n","Iter 42/55\n","Iter 43/55\n","Iter 44/55\n","Iter 45/55\n","Iter 46/55\n","Iter 47/55\n","Iter 48/55\n","Iter 49/55\n","Iter 50\n","Iter 51\n","Iter 51/55\n","Iter 52/55\n","Iter 53/55\n","Iter 54/55\n","Iter 0\n","Iter 1\n","Iter 1/54\n","Iter 2/54\n","Iter 3/54\n","Iter 4/54\n","Iter 5/54\n","Iter 6/54\n","Iter 7/54\n","Iter 8/54\n","Iter 9/54\n","Iter 10/54\n","Iter 11/54\n","Iter 12/54\n","Iter 13/54\n","Iter 14/54\n","Iter 15/54\n","Iter 16/54\n","Iter 17/54\n","Iter 18/54\n","Iter 19/54\n","Iter 20/54\n","Iter 21/54\n","Iter 22/54\n","Iter 23/54\n","Iter 24/54\n","Iter 25/54\n","Iter 26/54\n","Iter 27/54\n","Iter 28/54\n","Iter 29/54\n","Iter 30/54\n","Iter 31\n","Iter 32\n","Iter 32/54\n","Iter 33/54\n","Iter 34/54\n","Iter 35/54\n","Iter 36/54\n","Iter 37/54\n","Iter 38/54\n","Iter 39/54\n","Iter 40/54\n","Iter 41/54\n","Iter 42/54\n","Iter 43/54\n","Iter 44/54\n","Iter 45/54\n","Iter 46/54\n","Iter 47/54\n","Iter 48/54\n","Iter 49\n","Iter 50\n","Iter 50/54\n","Iter 51/54\n","Iter 52/54\n","Iter 53/54\n","No more improvements... finishing up\n","Pruned 55 to 54\n","Max different values (inliers) : 1527 | Rules extracted 54\n","Saving rules...\n","Checking inliers inside hypercubes...\n","Execution time 0:00:51.341958(s)\n","Checking outliers inside rules...\n","Checking inliers/outliers inside hypercubes with Precision=1...\n","Obtaining metrics...\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]},{"output_type":"stream","name":"stdout","text":["Saving rules...\n","\n","\n","\n","****************************************************************************************************\n","Obtaining Rules for Outliers...\n","****************************************************************************************************\n","Fitting OCSVM model...\n","1 / 3\n","2 / 3\n","3 / 3\n","Fitting model!\n","Model fitted!\n","Continuing process...\n","Category 1/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 17/17\n","Less points than vertices...\n","Points cluster: 17 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Remaining datapoints 17/17\n","Less points than vertices...\n","Points cluster: 16 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Remaining datapoints 16/17\n","Less points than vertices...\n","Points cluster: 9 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 4 | nº clusters used 4\n","Remaining datapoints 9/17\n","\n","Category 2/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 130/130\n","Less points than vertices...\n","Points cluster: 130 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Remaining datapoints 130/130\n","Less points than vertices...\n","Points cluster: 127 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Remaining datapoints 127/130\n","Less points than vertices...\n","Points cluster: 60 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 40 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 27 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 4 | nº clusters used 4\n","Remaining datapoints 127/130\n","Less points than vertices...\n","Points cluster: 27 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 40 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 38 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 22 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 5 | nº clusters used 5\n","Remaining datapoints 127/130\n","Less points than vertices...\n","Points cluster: 27 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 40 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 22 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 24 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 6 | nº clusters used 6\n","Remaining datapoints 113/130\n","Less points than vertices...\n","Points cluster: 19 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 21 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 26 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 16 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 21 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 7 | nº clusters used 7\n","Remaining datapoints 103/130\n","Less points than vertices...\n","Points cluster: 12 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 16 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 16 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 19 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 15 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 13 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 8 | nº clusters used 8\n","Remaining datapoints 91/130\n","Less points than vertices...\n","Points cluster: 16 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 10 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 16 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 12 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 9 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 9 | nº clusters used 9\n","Remaining datapoints 85/130\n","Less points than vertices...\n","Points cluster: 10 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 16 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 9 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 10 | nº clusters used 10\n","Remaining datapoints 79/130\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 11 | nº clusters used 11\n","Remaining datapoints 71/130\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 9 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 12 | nº clusters used 12\n","Remaining datapoints 64/130\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 13 | nº clusters used 13\n","Remaining datapoints 60/130\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 14 | nº clusters used 14\n","Remaining datapoints 45/130\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 15 | nº clusters used 15\n","Remaining datapoints 22/130\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","Category 3/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 15/15\n","Less points than vertices...\n","Points cluster: 15 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Remaining datapoints 15/15\n","Less points than vertices...\n","Points cluster: 14 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Remaining datapoints 14/15\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 4 | nº clusters used 4\n","Remaining datapoints 12/15\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 5 | nº clusters used 5\n","Remaining datapoints 5/15\n","\n","Category 4/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 6/6\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Remaining datapoints 6/6\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Remaining datapoints 5/6\n","\n","Category 5/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 4/4\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Remaining datapoints 4/4\n","\n","Category 6/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Remaining datapoints 2/2\n","\n","NOT anomaly...\n","***************************************************************************\n","Combination of categorical variables Nº 1 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 83490.0 AND gplus <= 898.0 AND gdenergy <= -49.0 AND gdpuls <= -37.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 100300.0 AND maxenergy <= 100000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 83490.0 AND gplus >= 898.0 AND gdenergy >= -49.0 AND gdpuls >= -37.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100300.0 AND maxenergy >= 100000.0 AND class >= 1.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 76490.0 AND gplus <= 1209.0 AND gdenergy <= 484.0 AND gdpuls <= 506.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 700.0 AND maxenergy <= 700.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 31800.0 AND gplus >= 769.0 AND gdenergy >= 295.0 AND gdpuls >= 99.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 151920.0 AND gplus <= 1525.0 AND gdenergy <= 255.0 AND gdpuls <= 135.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 80200.0 AND maxenergy <= 80000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 67360.0 AND gplus >= 1132.0 AND gdenergy >= 122.0 AND gdpuls >= 71.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 20300.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 541040.0 AND gplus <= 1295.0 AND gdenergy <= 122.0 AND gdpuls <= 93.0 AND bumps <= 5.0 AND bumps2 <= 4.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10400.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 48820.0 AND gplus >= 446.0 AND gdenergy >= -26.0 AND gdpuls >= -19.0 AND bumps >= 4.0 AND bumps2 >= 2.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3900.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 763520.0 AND gplus <= 2079.0 AND gdenergy <= 5.0 AND gdpuls <= 36.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 22210.0 AND gplus >= 658.0 AND gdenergy >= -48.0 AND gdpuls >= 0.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 2.0 AND genergy <= 67230.0 AND gplus <= 1155.0 AND gdenergy <= 121.0 AND gdpuls <= 75.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3500.0 AND maxenergy <= 3000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 19680.0 AND gplus >= 288.0 AND gdenergy >= -19.0 AND gdpuls >= 5.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 40130.0 AND gplus <= 1324.0 AND gdenergy <= 120.0 AND gdpuls <= 162.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1100.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 40130.0 AND gplus >= 1324.0 AND gdenergy >= 120.0 AND gdpuls >= 162.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1100.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 2 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 103380.0 AND gplus <= 2701.0 AND gdenergy <= 193.0 AND gdpuls <= 187.0 AND bumps <= 5.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 207900.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 48050.0 AND gplus >= 455.0 AND gdenergy >= 12.0 AND gdpuls >= 6.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200000.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 545470.0 AND gplus <= 2457.0 AND gdenergy <= 275.0 AND gdpuls <= 258.0 AND bumps <= 8.0 AND bumps2 <= 4.0 AND bumps3 <= 3.0 AND bumps4 <= 2.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 116500.0 AND maxenergy <= 90000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 21050.0 AND gplus >= 313.0 AND gdenergy >= -59.0 AND gdpuls >= -51.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 51200.0 AND maxenergy >= 30000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 514800.0 AND gplus <= 2162.0 AND gdenergy <= 96.0 AND gdpuls <= 96.0 AND bumps <= 9.0 AND bumps2 <= 4.0 AND bumps3 <= 7.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 49800.0 AND maxenergy <= 30000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 26290.0 AND gplus >= 104.0 AND gdenergy >= -29.0 AND gdpuls >= -67.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 15700.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 1514120.0 AND gplus <= 3506.0 AND gdenergy <= 92.0 AND gdpuls <= 97.0 AND bumps <= 6.0 AND bumps2 <= 3.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 21300.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 434360.0 AND gplus >= 1443.0 AND gdenergy >= -38.0 AND gdpuls >= -60.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100.0 AND maxenergy >= 100.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 189840.0 AND gplus <= 1276.0 AND gdenergy <= 95.0 AND gdpuls <= 90.0 AND bumps <= 6.0 AND bumps2 <= 2.0 AND bumps3 <= 5.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 20800.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 31250.0 AND gplus >= 389.0 AND gdenergy >= -50.0 AND gdpuls >= -45.0 AND bumps >= 3.0 AND bumps2 >= 0.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4000.0 AND maxenergy >= 2000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 2595650.0 AND gplus <= 4518.0 AND gdenergy <= 81.0 AND gdpuls <= 66.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8500.0 AND maxenergy <= 4000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1766860.0 AND gplus >= 2899.0 AND gdenergy >= 32.0 AND gdpuls >= 18.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 833250.0 AND gplus <= 1844.0 AND gdenergy <= 273.0 AND gdpuls <= 119.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 31000.0 AND maxenergy <= 30000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 26190.0 AND gplus >= 246.0 AND gdenergy >= -46.0 AND gdpuls >= -61.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 14600.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 1124850.0 AND gplus <= 2873.0 AND gdenergy <= 98.0 AND gdpuls <= 76.0 AND bumps <= 4.0 AND bumps2 <= 3.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 159910.0 AND gplus >= 1279.0 AND gdenergy >= -11.0 AND gdpuls >= -47.0 AND bumps >= 3.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2300.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 779850.0 AND gplus <= 3037.0 AND gdenergy <= 87.0 AND gdpuls <= 85.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 18000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 507230.0 AND gplus >= 2062.0 AND gdenergy >= -29.0 AND gdpuls >= -40.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 32550.0 AND gplus <= 276.0 AND gdenergy <= 17.0 AND gdpuls <= -8.0 AND bumps <= 9.0 AND bumps2 <= 5.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 13200.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 27890.0 AND gplus >= 167.0 AND gdenergy >= -72.0 AND gdpuls >= -72.0 AND bumps >= 6.0 AND bumps2 >= 3.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 7000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1371400.0 AND gplus <= 3510.0 AND gdenergy <= 91.0 AND gdpuls <= 88.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6200.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 811060.0 AND gplus >= 2877.0 AND gdenergy >= -17.0 AND gdpuls >= 5.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 70490.0 AND gplus <= 330.0 AND gdenergy <= -34.0 AND gdpuls <= -33.0 AND bumps <= 6.0 AND bumps2 <= 2.0 AND bumps3 <= 5.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10700.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 19220.0 AND gplus >= 149.0 AND gdenergy >= -47.0 AND gdpuls >= -54.0 AND bumps >= 4.0 AND bumps2 >= 1.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 8800.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 182210.0 AND gplus <= 1766.0 AND gdenergy <= 96.0 AND gdpuls <= 96.0 AND bumps <= 6.0 AND bumps2 <= 2.0 AND bumps3 <= 5.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 17800.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 40140.0 AND gplus >= 346.0 AND gdenergy >= 5.0 AND gdpuls >= -9.0 AND bumps >= 5.0 AND bumps2 >= 1.0 AND bumps3 >= 4.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 11300.0 AND maxenergy >= 4000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 14 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 199030.0 AND gplus <= 1255.0 AND gdenergy <= -6.0 AND gdpuls <= 0.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 11500.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 20550.0 AND gplus >= 322.0 AND gdenergy >= -58.0 AND gdpuls >= -52.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 15 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 54150.0 AND gplus <= 307.0 AND gdenergy <= -41.0 AND gdpuls <= -35.0 AND bumps <= 4.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2600.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 20250.0 AND gplus >= 157.0 AND gdenergy >= -46.0 AND gdpuls >= -39.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 800.0 AND maxenergy >= 300.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 16 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 77740.0 AND gplus <= 758.0 AND gdenergy <= 182.0 AND gdpuls <= 79.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1200.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 42220.0 AND gplus >= 515.0 AND gdenergy >= 159.0 AND gdpuls >= 57.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 17 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 790830.0 AND gplus <= 1525.0 AND gdenergy <= 43.0 AND gdpuls <= 49.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 13000.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 25710.0 AND gplus >= 306.0 AND gdenergy >= -44.0 AND gdpuls >= -33.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 18 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 477750.0 AND gplus <= 1132.0 AND gdenergy <= 150.0 AND gdpuls <= 89.0 AND bumps <= 4.0 AND bumps2 <= 4.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1600.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 32580.0 AND gplus >= 439.0 AND gdenergy >= 86.0 AND gdpuls >= 60.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1500.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 19 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 83180.0 AND gplus <= 844.0 AND gdenergy <= 94.0 AND gdpuls <= 94.0 AND bumps <= 5.0 AND bumps2 <= 3.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 14600.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 64380.0 AND gplus >= 744.0 AND gdenergy >= -32.0 AND gdpuls >= -19.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4200.0 AND maxenergy >= 2000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 20 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1531530.0 AND gplus <= 1680.0 AND gdenergy <= 52.0 AND gdpuls <= 18.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5700.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1496830.0 AND gplus >= 1645.0 AND gdenergy >= 21.0 AND gdpuls >= 15.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 21 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 92380.0 AND gplus <= 514.0 AND gdenergy <= 27.0 AND gdpuls <= 50.0 AND bumps <= 6.0 AND bumps2 <= 5.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5400.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 37810.0 AND gplus >= 238.0 AND gdenergy >= 25.0 AND gdpuls >= 23.0 AND bumps >= 6.0 AND bumps2 >= 5.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4300.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 22 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 14300.0 AND gplus <= 431.0 AND gdenergy <= 0.0 AND gdpuls <= 4.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 14300.0 AND gplus >= 431.0 AND gdenergy >= 0.0 AND gdpuls >= 4.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 8000.0 AND maxenergy >= 6000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 23 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1101540.0 AND gplus <= 1185.0 AND gdenergy <= -7.0 AND gdpuls <= -14.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1101540.0 AND gplus >= 1185.0 AND gdenergy >= -7.0 AND gdpuls >= -14.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 24 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 64150.0 AND gplus <= 872.0 AND gdenergy <= 133.0 AND gdpuls <= 81.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 40200.0 AND maxenergy <= 40000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 33330.0 AND gplus >= 482.0 AND gdenergy >= -5.0 AND gdpuls >= -12.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 20000.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 25 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 20160.0 AND gplus <= 262.0 AND gdenergy <= -40.0 AND gdpuls <= -39.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1600.0 AND maxenergy <= 800.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 20160.0 AND gplus >= 262.0 AND gdenergy >= -40.0 AND gdpuls >= -39.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1600.0 AND maxenergy >= 800.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 26 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 29240.0 AND gplus <= 217.0 AND gdenergy <= -71.0 AND gdpuls <= -85.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 5240.0 AND gplus >= 18.0 AND gdenergy >= -96.0 AND gdpuls >= -96.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 27 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 11090.0 AND gplus <= 639.0 AND gdenergy <= 54.0 AND gdpuls <= 249.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 11090.0 AND gplus >= 639.0 AND gdenergy >= 54.0 AND gdpuls >= 249.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 28 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 108280.0 AND gplus <= 2157.0 AND gdenergy <= 190.0 AND gdpuls <= 106.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9500.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 108280.0 AND gplus >= 2157.0 AND gdenergy >= 190.0 AND gdpuls >= 106.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 9500.0 AND maxenergy >= 9000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 29 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 441960.0 AND gplus <= 1006.0 AND gdenergy <= 134.0 AND gdpuls <= 37.0 AND bumps <= 4.0 AND bumps2 <= 0.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 19000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 27830.0 AND gplus >= 190.0 AND gdenergy >= -79.0 AND gdpuls >= -90.0 AND bumps >= 3.0 AND bumps2 >= 0.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 6000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 30 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 27670.0 AND gplus <= 305.0 AND gdenergy <= 283.0 AND gdpuls <= 53.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 27670.0 AND gplus >= 305.0 AND gdenergy >= 283.0 AND gdpuls >= 53.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 31 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 1446770.0 AND gplus <= 1471.0 AND gdenergy <= 13.0 AND gdpuls <= 5.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 1446770.0 AND gplus >= 1471.0 AND gdenergy >= 13.0 AND gdpuls >= 5.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 32 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 61710.0 AND gplus <= 376.0 AND gdenergy <= -29.0 AND gdpuls <= -6.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 22900.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 61710.0 AND gplus >= 376.0 AND gdenergy >= -29.0 AND gdpuls >= -6.0 AND bumps >= 4.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 22900.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 33 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1661100.0 AND gplus <= 2545.0 AND gdenergy <= 52.0 AND gdpuls <= 32.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1582550.0 AND gplus >= 1772.0 AND gdenergy >= 23.0 AND gdpuls >= 1.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 34 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 24490.0 AND gplus <= 237.0 AND gdenergy <= -51.0 AND gdpuls <= -42.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1000.0 AND maxenergy <= 500.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 24490.0 AND gplus >= 237.0 AND gdenergy >= -51.0 AND gdpuls >= -42.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 500.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 35 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 93020.0 AND gplus <= 2422.0 AND gdenergy <= 158.0 AND gdpuls <= 140.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 93020.0 AND gplus >= 2422.0 AND gdenergy >= 158.0 AND gdpuls >= 140.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 36 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 63190.0 AND gplus <= 840.0 AND gdenergy <= 115.0 AND gdpuls <= 69.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 400.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 63190.0 AND gplus >= 840.0 AND gdenergy >= 115.0 AND gdpuls >= 69.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 400.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 3 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 20340.0 AND gplus <= 271.0 AND gdenergy <= 16.0 AND gdpuls <= 93.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 202000.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 20340.0 AND gplus >= 271.0 AND gdenergy >= 16.0 AND gdpuls >= 93.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 202000.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 32600.0 AND gplus <= 880.0 AND gdenergy <= 224.0 AND gdpuls <= 153.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 80000.0 AND maxenergy <= 80000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 9030.0 AND gplus >= 342.0 AND gdenergy >= -14.0 AND gdpuls >= -8.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 60500.0 AND maxenergy >= 60000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 16930.0 AND gplus <= 792.0 AND gdenergy <= 121.0 AND gdpuls <= 234.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6300.0 AND maxenergy <= 4000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 10370.0 AND gplus >= 134.0 AND gdenergy >= -44.0 AND gdpuls >= -6.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200.0 AND maxenergy >= 200.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 39770.0 AND gplus <= 870.0 AND gdenergy <= 279.0 AND gdpuls <= 248.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 7300.0 AND gplus >= 159.0 AND gdenergy >= 210.0 AND gdpuls >= 83.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 92520.0 AND gplus <= 169.0 AND gdenergy <= -73.0 AND gdpuls <= -72.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10000.0 AND maxenergy <= 10000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1620.0 AND gplus >= 55.0 AND gdenergy >= -85.0 AND gdpuls >= -74.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 2.0 AND genergy <= 18900.0 AND gplus <= 208.0 AND gdenergy <= -81.0 AND gdpuls <= -67.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 2.0 AND genergy >= 18900.0 AND gplus >= 208.0 AND gdenergy >= -81.0 AND gdpuls >= -67.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 100.0 AND gplus <= 4.0 AND gdenergy <= -96.0 AND gdpuls <= -90.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 100.0 AND gplus >= 4.0 AND gdenergy >= -96.0 AND gdpuls >= -90.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 2580.0 AND gplus <= 115.0 AND gdenergy <= -77.0 AND gdpuls <= -49.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 2580.0 AND gplus >= 115.0 AND gdenergy >= -77.0 AND gdpuls >= -49.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 10490.0 AND gplus <= 93.0 AND gdenergy <= -87.0 AND gdpuls <= -82.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 10490.0 AND gplus >= 93.0 AND gdenergy >= -87.0 AND gdpuls >= -82.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 3610.0 AND gplus <= 107.0 AND gdenergy <= -65.0 AND gdpuls <= -72.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 3610.0 AND gplus >= 107.0 AND gdenergy >= -65.0 AND gdpuls >= -72.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 4 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 135210.0 AND gplus <= 3261.0 AND gdenergy <= 1245.0 AND gdpuls <= 838.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 208000.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 135210.0 AND gplus >= 3261.0 AND gdenergy >= 1245.0 AND gdpuls >= 838.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 208000.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 8660.0 AND gplus <= 205.0 AND gdenergy <= 16.0 AND gdpuls <= 188.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10000.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 8660.0 AND gplus >= 205.0 AND gdenergy >= 16.0 AND gdpuls >= 188.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 37600.0 AND gplus <= 1022.0 AND gdenergy <= 329.0 AND gdpuls <= 334.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 12200.0 AND gplus >= 580.0 AND gdenergy >= 105.0 AND gdpuls >= 235.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 2970.0 AND gplus <= 142.0 AND gdenergy <= -71.0 AND gdpuls <= -61.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 2970.0 AND gplus >= 142.0 AND gdenergy >= -71.0 AND gdpuls >= -61.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 5 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 33530.0 AND gplus <= 747.0 AND gdenergy <= 338.0 AND gdpuls <= 215.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2500.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 24940.0 AND gplus >= 543.0 AND gdenergy >= 226.0 AND gdpuls >= 129.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 47250.0 AND gplus <= 961.0 AND gdenergy <= 668.0 AND gdpuls <= 323.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 200.0 AND maxenergy <= 200.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 17930.0 AND gplus >= 347.0 AND gdenergy >= 517.0 AND gdpuls >= 305.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 6 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 71540.0 AND gplus <= 608.0 AND gdenergy <= 80.0 AND gdpuls <= -1.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 71540.0 AND gplus >= 608.0 AND gdenergy >= 80.0 AND gdpuls >= -1.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","Starting pruning process\n","Iter 0\n","Iter 0/60\n","Iter 1/60\n","Iter 2/60\n","Iter 3/60\n","Iter 4/60\n","Iter 5/60\n","Iter 6/60\n","Iter 7\n","Iter 7/60\n","Iter 8/60\n","Iter 9/60\n","Iter 10/60\n","Iter 11/60\n","Iter 12/60\n","Iter 13/60\n","Iter 14/60\n","Iter 15/60\n","Iter 16/60\n","Iter 17/60\n","Iter 18/60\n","Iter 19/60\n","Iter 20/60\n","Iter 21/60\n","Iter 22/60\n","Iter 23/60\n","Iter 24/60\n","Iter 25/60\n","Iter 26/60\n","Iter 27/60\n","Iter 28/60\n","Iter 29/60\n","Iter 30/60\n","Iter 31/60\n","Iter 32/60\n","Iter 33/60\n","Iter 34/60\n","Iter 35/60\n","Iter 36/60\n","Iter 37/60\n","Iter 38/60\n","Iter 39/60\n","Iter 40/60\n","Iter 41/60\n","Iter 42/60\n","Iter 43\n","Iter 43/60\n","Iter 44/60\n","Iter 45/60\n","Iter 46/60\n","Iter 47/60\n","Iter 48/60\n","Iter 49/60\n","Iter 50/60\n","Iter 51/60\n","Iter 52/60\n","Iter 53\n","Iter 53/60\n","Iter 54/60\n","Iter 55/60\n","Iter 56/60\n","Iter 57\n","Iter 57/60\n","Iter 58/60\n","Iter 59\n","Iter 0\n","Iter 0/59\n","Iter 1/59\n","Iter 2/59\n","Iter 3/59\n","Iter 4/59\n","Iter 5/59\n","Iter 6/59\n","Iter 7\n","Iter 7/59\n","Iter 8/59\n","Iter 9/59\n","Iter 10/59\n","Iter 11/59\n","Iter 12/59\n","Iter 13/59\n","Iter 14/59\n","Iter 15/59\n","Iter 16/59\n","Iter 17/59\n","Iter 18/59\n","Iter 19/59\n","Iter 20/59\n","Iter 21/59\n","Iter 22/59\n","Iter 23/59\n","Iter 24/59\n","Iter 25/59\n","Iter 26/59\n","Iter 27/59\n","Iter 28/59\n","Iter 29/59\n","Iter 30/59\n","Iter 31/59\n","Iter 32/59\n","Iter 33/59\n","Iter 34/59\n","Iter 35/59\n","Iter 36/59\n","Iter 37/59\n","Iter 38/59\n","Iter 39/59\n","Iter 40/59\n","Iter 41/59\n","Iter 42\n","Iter 42/59\n","Iter 43/59\n","Iter 44/59\n","Iter 45/59\n","Iter 46/59\n","Iter 47/59\n","Iter 48/59\n","Iter 49/59\n","Iter 50/59\n","Iter 51/59\n","Iter 52\n","Iter 52/59\n","Iter 53/59\n","Iter 54/59\n","Iter 55/59\n","Iter 56\n","Iter 56/59\n","Iter 57/59\n","Iter 58\n","No more improvements... finishing up\n","Pruned 60 to 59\n","Max different values (outliers) : 173 | Rules extracted 59\n","Saving rules...\n","Checking outliers inside hypercubes...\n","Execution time 0:00:53.224510(s)\n","Checking outliers inside rules...\n","Checking inliers/outliers inside hypercubes with Precision=1...\n","Obtaining metrics...\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]},{"output_type":"stream","name":"stdout","text":["Saving rules...\n"]},{"output_type":"stream","name":"stderr","text":["/content/drive/MyDrive/Colab Notebooks/unsupervised-outlier-transparency/lib/tools.py:885: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  df_rules['precision_vs_model'] = precision_vs_model # % of datapoints with the same prediction as the original model\n","/content/drive/MyDrive/Colab Notebooks/unsupervised-outlier-transparency/lib/tools.py:886: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  df_rules['rules_agreement'] = final_agreement # % of agreement bewtween rules.\n","/content/drive/MyDrive/Colab Notebooks/unsupervised-outlier-transparency/lib/tools.py:887: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  df_rules['precision_vs_model'] = df_rules['precision_vs_model'].round(2)\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jlOgI8Ch8iGo","executionInfo":{"status":"ok","timestamp":1633888624192,"user_tz":-120,"elapsed":810783,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"1ae82daf-02f5-48ff-9ee6-21dc29ca85c9"},"source":["#### K Means + Keep\n","CLUSTER_ALGORITHM = \"kmeans\"\n","METHOD = \"keep\"\n","\n","ocsvm_rules_experiments_pipeline(\n","    df_mat = df_mat,\n","    numerical_cols = numerical_cols,\n","    categorical_cols = categorical_cols,\n","    cluster_algorithm = CLUSTER_ALGORITHM,\n","    method = METHOD,\n","    rules_used = \"all\",\n","    dct_params = dct_params,\n","    path_folder = path_folder,\n","    file_template = file_template,\n","    plot_fig = False\n","    )"],"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["Beginning process...\n","\n","\n","\n","****************************************************************************************************\n","Obtaining Rules for Inliers...\n","****************************************************************************************************\n","Fitting OCSVM model...\n","1 / 3\n","2 / 3\n","3 / 3\n","Fitting model!\n","Model fitted!\n","Continuing process...\n","Category 1/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Less points than vertices...\n","Points cluster: 13 | Nº Vertices: 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131072\n","\n","****************************************************************************************************\n","Iteration 31 | nº clusters used 31\n","Less points than vertices...\n","Points cluster: 15 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 32 | nº clusters used 32\n","Less points than vertices...\n","Points cluster: 15 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 33 | nº clusters used 33\n","Less points than vertices...\n","Points cluster: 17 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 34 | nº clusters used 34\n","Less points than vertices...\n","Points cluster: 15 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 35 | nº clusters used 35\n","Less points than vertices...\n","Points cluster: 14 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 36 | nº clusters used 36\n","Less points than vertices...\n","Points cluster: 14 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 37 | nº clusters used 37\n","Less points than vertices...\n","Points cluster: 14 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 38 | nº clusters used 38\n","Less points than vertices...\n","Points cluster: 15 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 39 | nº clusters used 39\n","Less points than vertices...\n","Points cluster: 14 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 40 | nº clusters used 40\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 41 | nº clusters used 41\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 42 | nº clusters used 42\n","Less points than vertices...\n","Points cluster: 28 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 43 | nº clusters used 43\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 44 | nº clusters used 44\n","Less points than vertices...\n","Points cluster: 28 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 45 | nº clusters used 45\n","\n","Category 3/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","\n","Category 4/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Less points than vertices...\n","Points cluster: 693 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Less points than vertices...\n","Points cluster: 495 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Less points than vertices...\n","Points cluster: 429 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 4 | nº clusters used 4\n","Less points than vertices...\n","Points cluster: 97 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 5 | nº clusters used 5\n","Less points than vertices...\n","Points cluster: 94 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 6 | nº clusters used 6\n","Less points than vertices...\n","Points cluster: 92 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 7 | nº clusters used 7\n","Less points than vertices...\n","Points cluster: 55 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 8 | nº clusters used 8\n","Less points than vertices...\n","Points cluster: 15 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 9 | nº clusters used 9\n","Less points than vertices...\n","Points cluster: 12 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 10 | nº clusters used 10\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 11 | nº clusters used 11\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 12 | nº clusters used 12\n","Less points than vertices...\n","Points cluster: 12 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 13 | nº clusters used 13\n","Less points than vertices...\n","Points cluster: 12 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 14 | nº clusters used 14\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 15 | nº clusters used 15\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 16 | nº clusters used 16\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 17 | nº clusters used 17\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 18 | nº clusters used 18\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 19 | nº clusters used 19\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 20 | nº clusters used 20\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 21 | nº clusters used 21\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 22 | nº clusters used 22\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 23 | nº clusters used 23\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 24 | nº clusters used 24\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 25 | nº clusters used 25\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 26 | nº clusters used 26\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 27 | nº clusters used 27\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 28 | nº clusters used 28\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 29 | nº clusters used 29\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 30 | nº clusters used 30\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 31 | nº clusters used 31\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 32 | nº clusters used 32\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 33 | nº clusters used 33\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 34 | nº clusters used 34\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 35 | nº clusters used 35\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 36 | nº clusters used 36\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 37 | nº clusters used 37\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 38 | nº clusters used 38\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 39 | nº clusters used 39\n","\n","Category 5/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","\n","Category 6/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Less points than vertices...\n","Points cluster: 56 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Less points than vertices...\n","Points cluster: 48 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","\n","NOT anomaly...\n","***************************************************************************\n","Combination of categorical variables Nº 1 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 52680.0 AND gplus <= 985.0 AND gdenergy <= 33.0 AND gdpuls <= 60.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 52680.0 AND gplus >= 985.0 AND gdenergy >= 33.0 AND gdpuls >= 60.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 40750.0 AND gplus <= 725.0 AND gdenergy <= 3.0 AND gdpuls <= 18.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 40750.0 AND gplus >= 725.0 AND gdenergy >= 3.0 AND gdpuls >= 18.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 101280.0 AND gplus <= 1116.0 AND gdenergy <= 223.0 AND gdpuls <= 112.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 700.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 101280.0 AND gplus >= 1116.0 AND gdenergy >= 223.0 AND gdpuls >= 112.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 700.0 AND maxenergy >= 700.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 51740.0 AND gplus <= 847.0 AND gdenergy <= 28.0 AND gdpuls <= 33.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 200.0 AND maxenergy <= 200.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 51740.0 AND gplus >= 847.0 AND gdenergy >= 28.0 AND gdpuls >= 33.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 43740.0 AND gplus <= 1056.0 AND gdenergy <= 9.0 AND gdpuls <= 66.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 43740.0 AND gplus >= 1056.0 AND gdenergy >= 9.0 AND gdpuls >= 66.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 26590.0 AND gplus <= 552.0 AND gdenergy <= -34.0 AND gdpuls <= -13.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 26590.0 AND gplus >= 552.0 AND gdenergy >= -34.0 AND gdpuls >= -13.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 60300.0 AND gplus <= 575.0 AND gdenergy <= 52.0 AND gdpuls <= -7.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 60300.0 AND gplus >= 575.0 AND gdenergy >= 52.0 AND gdpuls >= -7.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 34900.0 AND gplus <= 798.0 AND gdenergy <= -12.0 AND gdpuls <= 30.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 34900.0 AND gplus >= 798.0 AND gdenergy >= -12.0 AND gdpuls >= 30.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 63410.0 AND gplus <= 767.0 AND gdenergy <= 57.0 AND gdpuls <= 21.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 63410.0 AND gplus >= 767.0 AND gdenergy >= 57.0 AND gdpuls >= 21.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 27950.0 AND gplus <= 702.0 AND gdenergy <= -31.0 AND gdpuls <= 10.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 27950.0 AND gplus >= 702.0 AND gdenergy >= -31.0 AND gdpuls >= 10.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 34360.0 AND gplus <= 730.0 AND gdenergy <= 10.0 AND gdpuls <= 39.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 34360.0 AND gplus >= 730.0 AND gdenergy >= 10.0 AND gdpuls >= 39.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 37660.0 AND gplus <= 658.0 AND gdenergy <= -5.0 AND gdpuls <= 7.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 37660.0 AND gplus >= 658.0 AND gdenergy >= -5.0 AND gdpuls >= 7.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 37170.0 AND gplus <= 881.0 AND gdenergy <= -8.0 AND gdpuls <= 39.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 37170.0 AND gplus >= 881.0 AND gdenergy >= -8.0 AND gdpuls >= 39.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 2 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 285750.0 AND gplus <= 839.0 AND gdenergy <= 76.0 AND gdpuls <= 16.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 8080.0 AND gplus >= 131.0 AND gdenergy >= -53.0 AND gdpuls >= -53.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 240350.0 AND gplus <= 1301.0 AND gdenergy <= 73.0 AND gdpuls <= 96.0 AND bumps <= 5.0 AND bumps2 <= 3.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 12500.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 31510.0 AND gplus >= 274.0 AND gdenergy >= -22.0 AND gdpuls >= -42.0 AND bumps >= 4.0 AND bumps2 >= 2.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2500.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 325750.0 AND gplus <= 1068.0 AND gdenergy <= 103.0 AND gdpuls <= 76.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 18780.0 AND gplus >= 284.0 AND gdenergy >= 6.0 AND gdpuls >= 7.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 81410.0 AND gplus <= 696.0 AND gdenergy <= 124.0 AND gdpuls <= 32.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10200.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 14990.0 AND gplus >= 162.0 AND gdenergy >= -58.0 AND gdpuls >= -59.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 500.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 49420.0 AND gplus <= 910.0 AND gdenergy <= 64.0 AND gdpuls <= 16.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 12220.0 AND gplus >= 199.0 AND gdenergy >= -78.0 AND gdpuls >= -61.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 226790.0 AND gplus <= 1294.0 AND gdenergy <= 120.0 AND gdpuls <= 57.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 11630.0 AND gplus >= 168.0 AND gdenergy >= -27.0 AND gdpuls >= -42.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1323740.0 AND gplus <= 1737.0 AND gdenergy <= 24.0 AND gdpuls <= 17.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 936850.0 AND gplus >= 987.0 AND gdenergy >= -23.0 AND gdpuls >= -30.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1400.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 227990.0 AND gplus <= 935.0 AND gdenergy <= 11.0 AND gdpuls <= 17.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9400.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 13690.0 AND gplus >= 87.0 AND gdenergy >= -66.0 AND gdpuls >= -75.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1300.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 44330.0 AND gplus <= 947.0 AND gdenergy <= 85.0 AND gdpuls <= 42.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 10220.0 AND gplus >= 189.0 AND gdenergy >= -62.0 AND gdpuls >= -41.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 67200.0 AND gplus <= 945.0 AND gdenergy <= 102.0 AND gdpuls <= 76.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 12000.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 52200.0 AND gplus >= 828.0 AND gdenergy >= 95.0 AND gdpuls >= 27.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 129190.0 AND gplus <= 913.0 AND gdenergy <= 98.0 AND gdpuls <= 75.0 AND bumps <= 5.0 AND bumps2 <= 2.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 14100.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 31040.0 AND gplus >= 248.0 AND gdenergy >= -42.0 AND gdpuls >= -76.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4800.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 691310.0 AND gplus <= 1789.0 AND gdenergy <= 30.0 AND gdpuls <= 46.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 900.0 AND maxenergy <= 900.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 259110.0 AND gplus >= 904.0 AND gdenergy >= -44.0 AND gdpuls >= -44.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 172290.0 AND gplus <= 1159.0 AND gdenergy <= 27.0 AND gdpuls <= 48.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 900.0 AND maxenergy <= 900.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 7870.0 AND gplus >= 115.0 AND gdenergy >= -72.0 AND gdpuls >= -67.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100.0 AND maxenergy >= 100.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 14 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 140090.0 AND gplus <= 722.0 AND gdenergy <= 6.0 AND gdpuls <= -5.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 3590.0 AND gplus >= 102.0 AND gdenergy >= -78.0 AND gdpuls >= -66.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 15 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 254510.0 AND gplus <= 1282.0 AND gdenergy <= 144.0 AND gdpuls <= 72.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1300.0 AND maxenergy <= 900.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 22640.0 AND gplus >= 162.0 AND gdenergy >= -57.0 AND gdpuls >= -47.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 300.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 16 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 66030.0 AND gplus <= 812.0 AND gdenergy <= 112.0 AND gdpuls <= 52.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1000.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 18820.0 AND gplus >= 242.0 AND gdenergy >= -45.0 AND gdpuls >= -42.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 17 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 273200.0 AND gplus <= 2387.0 AND gdenergy <= 89.0 AND gdpuls <= 71.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 11000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 190960.0 AND gplus >= 1651.0 AND gdenergy >= 58.0 AND gdpuls >= 45.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3400.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 18 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 104340.0 AND gplus <= 1269.0 AND gdenergy <= 283.0 AND gdpuls <= 166.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 27320.0 AND gplus >= 414.0 AND gdenergy >= 177.0 AND gdpuls >= 68.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 19 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 28600.0 AND gplus <= 888.0 AND gdenergy <= 120.0 AND gdpuls <= 130.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 14590.0 AND gplus >= 527.0 AND gdenergy >= 45.0 AND gdpuls >= 89.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 20 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 509190.0 AND gplus <= 1758.0 AND gdenergy <= -32.0 AND gdpuls <= -15.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3700.0 AND maxenergy <= 3000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 95280.0 AND gplus >= 1031.0 AND gdenergy >= -45.0 AND gdpuls >= -35.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 400.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 21 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 103140.0 AND gplus <= 797.0 AND gdenergy <= 110.0 AND gdpuls <= 40.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7500.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 11550.0 AND gplus >= 133.0 AND gdenergy >= -58.0 AND gdpuls >= -60.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100.0 AND maxenergy >= 100.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 22 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 118110.0 AND gplus <= 1660.0 AND gdenergy <= 96.0 AND gdpuls <= 9.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5000.0 AND maxenergy <= 4000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 27320.0 AND gplus >= 453.0 AND gdenergy >= -34.0 AND gdpuls >= -15.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 23 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 157740.0 AND gplus <= 529.0 AND gdenergy <= -13.0 AND gdpuls <= -19.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 4150.0 AND gplus >= 74.0 AND gdenergy >= -78.0 AND gdpuls >= -82.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 24 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 127360.0 AND gplus <= 1381.0 AND gdenergy <= 124.0 AND gdpuls <= 119.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1000.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 10910.0 AND gplus >= 259.0 AND gdenergy >= -54.0 AND gdpuls >= -53.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 25 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 640820.0 AND gplus <= 1397.0 AND gdenergy <= 1.0 AND gdpuls <= 7.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 130940.0 AND gplus >= 636.0 AND gdenergy >= -58.0 AND gdpuls >= -58.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2000.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 26 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 149050.0 AND gplus <= 697.0 AND gdenergy <= -2.0 AND gdpuls <= -13.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 2880.0 AND gplus >= 46.0 AND gdenergy >= -90.0 AND gdpuls >= -96.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 27 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 716630.0 AND gplus <= 1677.0 AND gdenergy <= 37.0 AND gdpuls <= 50.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1400.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 42090.0 AND gplus >= 614.0 AND gdenergy >= -8.0 AND gdpuls >= -14.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 28 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1310730.0 AND gplus <= 2519.0 AND gdenergy <= 13.0 AND gdpuls <= 9.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5200.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1062280.0 AND gplus >= 1504.0 AND gdenergy >= -27.0 AND gdpuls >= -27.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 29 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 107100.0 AND gplus <= 1003.0 AND gdenergy <= -10.0 AND gdpuls <= -8.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9600.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 21760.0 AND gplus >= 250.0 AND gdenergy >= -89.0 AND gdpuls >= -87.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 400.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 30 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 77040.0 AND gplus <= 1625.0 AND gdenergy <= 152.0 AND gdpuls <= 144.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 15650.0 AND gplus >= 487.0 AND gdenergy >= 25.0 AND gdpuls >= -7.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 31 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 395110.0 AND gplus <= 1063.0 AND gdenergy <= 96.0 AND gdpuls <= 44.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 12600.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 42840.0 AND gplus >= 169.0 AND gdenergy >= -41.0 AND gdpuls >= -63.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 32 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 121520.0 AND gplus <= 586.0 AND gdenergy <= -25.0 AND gdpuls <= -24.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4500.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 9590.0 AND gplus >= 133.0 AND gdenergy >= -67.0 AND gdpuls >= -68.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 300.0 AND maxenergy >= 300.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 33 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 300520.0 AND gplus <= 1122.0 AND gdenergy <= 67.0 AND gdpuls <= 81.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 10730.0 AND gplus >= 292.0 AND gdenergy >= -7.0 AND gdpuls >= 2.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 34 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 42210.0 AND gplus <= 662.0 AND gdenergy <= 78.0 AND gdpuls <= 44.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 33000.0 AND maxenergy <= 30000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 16290.0 AND gplus >= 390.0 AND gdenergy >= -10.0 AND gdpuls >= -17.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 20000.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 35 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 239660.0 AND gplus <= 1191.0 AND gdenergy <= 107.0 AND gdpuls <= 64.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 19340.0 AND gplus >= 218.0 AND gdenergy >= -39.0 AND gdpuls >= -40.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 36 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 69070.0 AND gplus <= 553.0 AND gdenergy <= 42.0 AND gdpuls <= 63.0 AND bumps <= 6.0 AND bumps2 <= 4.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 13300.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 26130.0 AND gplus >= 260.0 AND gdenergy >= -30.0 AND gdpuls >= -27.0 AND bumps >= 5.0 AND bumps2 >= 3.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5700.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 37 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 74470.0 AND gplus <= 655.0 AND gdenergy <= 175.0 AND gdpuls <= 74.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 12350.0 AND gplus >= 283.0 AND gdenergy >= 101.0 AND gdpuls >= -14.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 38 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1138340.0 AND gplus <= 2125.0 AND gdenergy <= 9.0 AND gdpuls <= 30.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 11000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 532290.0 AND gplus >= 1486.0 AND gdenergy >= -36.0 AND gdpuls >= -34.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 39 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1449990.0 AND gplus <= 2124.0 AND gdenergy <= 98.0 AND gdpuls <= 44.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 300.0 AND maxenergy <= 300.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 715390.0 AND gplus >= 1332.0 AND gdenergy >= -1.0 AND gdpuls >= -7.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 40 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 80100.0 AND gplus <= 867.0 AND gdenergy <= 150.0 AND gdpuls <= 95.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6300.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 17280.0 AND gplus >= 329.0 AND gdenergy >= 17.0 AND gdpuls >= 24.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100.0 AND maxenergy >= 100.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 41 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 232470.0 AND gplus <= 644.0 AND gdenergy <= 112.0 AND gdpuls <= 92.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9500.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 25080.0 AND gplus >= 244.0 AND gdenergy >= -30.0 AND gdpuls >= -31.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1600.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 42 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 84880.0 AND gplus <= 982.0 AND gdenergy <= 244.0 AND gdpuls <= 166.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 800.0 AND maxenergy <= 800.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 15710.0 AND gplus >= 308.0 AND gdenergy >= 93.0 AND gdpuls >= 70.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 43 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 328050.0 AND gplus <= 1174.0 AND gdenergy <= 110.0 AND gdpuls <= 77.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 900.0 AND maxenergy <= 900.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 17470.0 AND gplus >= 318.0 AND gdenergy >= -31.0 AND gdpuls >= -39.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100.0 AND maxenergy >= 100.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 44 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 95050.0 AND gplus <= 860.0 AND gdenergy <= 62.0 AND gdpuls <= 40.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 12000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 10080.0 AND gplus >= 144.0 AND gdenergy >= -44.0 AND gdpuls >= -26.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 45 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 140890.0 AND gplus <= 643.0 AND gdenergy <= 34.0 AND gdpuls <= 18.0 AND bumps <= 4.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8300.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 13830.0 AND gplus >= 94.0 AND gdenergy >= -58.0 AND gdpuls >= -56.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 3 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 25050.0 AND gplus <= 678.0 AND gdenergy <= 227.0 AND gdpuls <= 186.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 24620.0 AND gplus >= 490.0 AND gdenergy >= 222.0 AND gdpuls >= 106.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 4 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 17730.0 AND gplus <= 160.0 AND gdenergy <= 97.0 AND gdpuls <= -12.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 2680.0 AND gplus >= 13.0 AND gdenergy >= 27.0 AND gdpuls >= -68.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 68200.0 AND gplus <= 329.0 AND gdenergy <= 16.0 AND gdpuls <= 36.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 4500.0 AND gplus >= 27.0 AND gdenergy >= -58.0 AND gdpuls >= -51.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 146840.0 AND gplus <= 744.0 AND gdenergy <= 17.0 AND gdpuls <= -13.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 290.0 AND gplus >= 3.0 AND gdenergy >= -86.0 AND gdpuls >= -92.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 104390.0 AND gplus <= 381.0 AND gdenergy <= 123.0 AND gdpuls <= 65.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 3720.0 AND gplus >= 43.0 AND gdenergy >= 31.0 AND gdpuls >= 0.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 129740.0 AND gplus <= 339.0 AND gdenergy <= -34.0 AND gdpuls <= -24.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 650.0 AND gplus >= 17.0 AND gdenergy >= -83.0 AND gdpuls >= -70.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 19500.0 AND gplus <= 720.0 AND gdenergy <= 112.0 AND gdpuls <= 136.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 17390.0 AND gplus >= 678.0 AND gdenergy >= 89.0 AND gdpuls >= 122.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 15610.0 AND gplus <= 370.0 AND gdenergy <= 25.0 AND gdpuls <= 31.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 250.0 AND maxenergy <= 200.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 4140.0 AND gplus >= 111.0 AND gdenergy >= -60.0 AND gdpuls >= -57.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 65250.0 AND gplus <= 450.0 AND gdenergy <= -56.0 AND gdpuls <= -42.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 50.0 AND maxenergy <= 50.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 4630.0 AND gplus >= 89.0 AND gdenergy >= -74.0 AND gdpuls >= -70.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 20730.0 AND gplus <= 261.0 AND gdenergy <= 14.0 AND gdpuls <= -16.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1200.0 AND maxenergy <= 900.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 2020.0 AND gplus >= 18.0 AND gdenergy >= -76.0 AND gdpuls >= -92.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100.0 AND maxenergy >= 100.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 84630.0 AND gplus <= 236.0 AND gdenergy <= -37.0 AND gdpuls <= -60.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 340.0 AND gplus >= 2.0 AND gdenergy >= -95.0 AND gdpuls >= -95.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 315650.0 AND gplus <= 645.0 AND gdenergy <= -12.0 AND gdpuls <= -9.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 4930.0 AND gplus >= 47.0 AND gdenergy >= -81.0 AND gdpuls >= -86.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 6040.0 AND gplus <= 112.0 AND gdenergy <= -44.0 AND gdpuls <= -24.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1860.0 AND gplus >= 33.0 AND gdenergy >= -78.0 AND gdpuls >= -30.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2400.0 AND maxenergy >= 2000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 218630.0 AND gplus <= 645.0 AND gdenergy <= 75.0 AND gdpuls <= 85.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 5640.0 AND gplus >= 44.0 AND gdenergy >= -37.0 AND gdpuls >= -32.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 14 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 94110.0 AND gplus <= 314.0 AND gdenergy <= -19.0 AND gdpuls <= -34.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1020.0 AND gplus >= 10.0 AND gdenergy >= -87.0 AND gdpuls >= -82.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 15 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 26470.0 AND gplus <= 204.0 AND gdenergy <= 22.0 AND gdpuls <= -16.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9300.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1630.0 AND gplus >= 18.0 AND gdenergy >= -73.0 AND gdpuls >= -74.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 16 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 40370.0 AND gplus <= 755.0 AND gdenergy <= 223.0 AND gdpuls <= 202.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 40370.0 AND gplus >= 755.0 AND gdenergy >= 223.0 AND gdpuls >= 202.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 17 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 60460.0 AND gplus <= 424.0 AND gdenergy <= 98.0 AND gdpuls <= 50.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 6790.0 AND gplus >= 42.0 AND gdenergy >= -11.0 AND gdpuls >= -18.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 18 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 73030.0 AND gplus <= 300.0 AND gdenergy <= 50.0 AND gdpuls <= 18.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 2610.0 AND gplus >= 29.0 AND gdenergy >= 2.0 AND gdpuls >= -30.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 19 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 52000.0 AND gplus <= 195.0 AND gdenergy <= 69.0 AND gdpuls <= 97.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5000.0 AND maxenergy <= 5000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 4420.0 AND gplus >= 60.0 AND gdenergy >= -20.0 AND gdpuls >= 0.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 20 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 66800.0 AND gplus <= 443.0 AND gdenergy <= 29.0 AND gdpuls <= 26.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 700.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 4330.0 AND gplus >= 105.0 AND gdenergy >= -65.0 AND gdpuls >= -58.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 21 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 28290.0 AND gplus <= 661.0 AND gdenergy <= 155.0 AND gdpuls <= 91.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 900.0 AND maxenergy <= 900.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 12650.0 AND gplus >= 214.0 AND gdenergy >= 52.0 AND gdpuls >= 17.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 22 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 75670.0 AND gplus <= 513.0 AND gdenergy <= 102.0 AND gdpuls <= 94.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 7560.0 AND gplus >= 66.0 AND gdenergy >= -25.0 AND gdpuls >= 1.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100.0 AND maxenergy >= 100.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 23 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 51620.0 AND gplus <= 363.0 AND gdenergy <= 72.0 AND gdpuls <= 58.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 5380.0 AND gplus >= 46.0 AND gdenergy >= -23.0 AND gdpuls >= -3.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 24 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 67480.0 AND gplus <= 141.0 AND gdenergy <= -10.0 AND gdpuls <= -8.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4900.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 11130.0 AND gplus >= 108.0 AND gdenergy >= -47.0 AND gdpuls >= -44.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1700.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 25 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 280830.0 AND gplus <= 689.0 AND gdenergy <= 214.0 AND gdpuls <= 130.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 22200.0 AND gplus >= 445.0 AND gdenergy >= 94.0 AND gdpuls >= 38.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 26 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 12880.0 AND gplus <= 408.0 AND gdenergy <= -23.0 AND gdpuls <= 67.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 950.0 AND gplus >= 46.0 AND gdenergy >= -77.0 AND gdpuls >= -7.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 27 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 38800.0 AND gplus <= 82.0 AND gdenergy <= 22.0 AND gdpuls <= -3.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5500.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 2210.0 AND gplus >= 34.0 AND gdenergy >= -64.0 AND gdpuls >= -51.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1700.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 28 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 348780.0 AND gplus <= 723.0 AND gdenergy <= 86.0 AND gdpuls <= 51.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 700.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 10900.0 AND gplus >= 136.0 AND gdenergy >= -23.0 AND gdpuls >= -16.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 29 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 39280.0 AND gplus <= 944.0 AND gdenergy <= 287.0 AND gdpuls <= 278.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 8070.0 AND gplus >= 394.0 AND gdenergy >= 136.0 AND gdpuls >= 190.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 30 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 175660.0 AND gplus <= 586.0 AND gdenergy <= 193.0 AND gdpuls <= 95.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 4890.0 AND gplus >= 78.0 AND gdenergy >= 22.0 AND gdpuls >= 30.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 31 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 41120.0 AND gplus <= 132.0 AND gdenergy <= 26.0 AND gdpuls <= -30.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1620.0 AND gplus >= 6.0 AND gdenergy >= -33.0 AND gdpuls >= -85.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 32 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 157450.0 AND gplus <= 418.0 AND gdenergy <= 7.0 AND gdpuls <= -2.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1910.0 AND gplus >= 29.0 AND gdenergy >= -50.0 AND gdpuls >= -36.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 33 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 432690.0 AND gplus <= 1607.0 AND gdenergy <= 83.0 AND gdpuls <= 89.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 209760.0 AND gplus >= 865.0 AND gdenergy >= -2.0 AND gdpuls >= -20.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 34 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 96080.0 AND gplus <= 659.0 AND gdenergy <= 123.0 AND gdpuls <= 121.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 700.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 3540.0 AND gplus >= 74.0 AND gdenergy >= 0.0 AND gdpuls >= 69.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 35 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 251120.0 AND gplus <= 828.0 AND gdenergy <= 28.0 AND gdpuls <= 58.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 2440.0 AND gplus >= 60.0 AND gdenergy >= -31.0 AND gdpuls >= -6.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 36 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 55350.0 AND gplus <= 246.0 AND gdenergy <= -15.0 AND gdpuls <= -17.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 6940.0 AND gplus >= 112.0 AND gdenergy >= -65.0 AND gdpuls >= -71.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 37 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 56120.0 AND gplus <= 505.0 AND gdenergy <= 176.0 AND gdpuls <= 102.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 13200.0 AND gplus >= 208.0 AND gdenergy >= 6.0 AND gdpuls >= 61.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 38 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 384230.0 AND gplus <= 751.0 AND gdenergy <= 4.0 AND gdpuls <= 6.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9700.0 AND maxenergy <= 6000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 384230.0 AND gplus >= 751.0 AND gdenergy >= 4.0 AND gdpuls >= 6.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 9700.0 AND maxenergy >= 6000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 39 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 30130.0 AND gplus <= 82.0 AND gdenergy <= 65.0 AND gdpuls <= 57.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 500.0 AND maxenergy <= 200.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 30130.0 AND gplus >= 82.0 AND gdenergy >= 65.0 AND gdpuls >= 57.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 500.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 5 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 72460.0 AND gplus <= 1068.0 AND gdenergy <= 199.0 AND gdpuls <= 207.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 4030.0 AND gplus >= 35.0 AND gdenergy >= -60.0 AND gdpuls >= -69.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 6 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 309010.0 AND gplus <= 983.0 AND gdenergy <= 50.0 AND gdpuls <= 64.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5100.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 6360.0 AND gplus >= 202.0 AND gdenergy >= -58.0 AND gdpuls >= -37.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 69450.0 AND gplus <= 1412.0 AND gdenergy <= 137.0 AND gdpuls <= 185.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 14460.0 AND gplus >= 271.0 AND gdenergy >= -42.0 AND gdpuls >= -40.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 124850.0 AND gplus <= 1134.0 AND gdenergy <= 253.0 AND gdpuls <= 233.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9500.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 19300.0 AND gplus >= 350.0 AND gdenergy >= 17.0 AND gdpuls >= 34.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","Starting pruning process\n","Iter 0\n","Iter 0/102\n","Iter 1/102\n","Iter 2/102\n","Iter 3/102\n","Iter 4/102\n","Iter 5/102\n","Iter 6/102\n","Iter 7/102\n","Iter 8/102\n","Iter 9/102\n","Iter 10/102\n","Iter 11/102\n","Iter 12/102\n","Iter 13\n","Iter 13/102\n","Iter 14/102\n","Iter 15/102\n","Iter 16/102\n","Iter 17/102\n","Iter 18/102\n","Iter 19/102\n","Iter 20/102\n","Iter 21/102\n","Iter 22/102\n","Iter 23/102\n","Iter 24/102\n","Iter 25/102\n","Iter 26/102\n","Iter 27/102\n","Iter 28/102\n","Iter 29/102\n","Iter 30/102\n","Iter 31/102\n","Iter 32/102\n","Iter 33/102\n","Iter 34/102\n","Iter 35/102\n","Iter 36/102\n","Iter 37/102\n","Iter 38/102\n","Iter 39/102\n","Iter 40/102\n","Iter 41/102\n","Iter 42/102\n","Iter 43/102\n","Iter 44/102\n","Iter 45/102\n","Iter 46/102\n","Iter 47/102\n","Iter 48/102\n","Iter 49/102\n","Iter 50/102\n","Iter 51/102\n","Iter 52/102\n","Iter 53/102\n","Iter 54/102\n","Iter 55/102\n","Iter 56/102\n","Iter 57/102\n","Iter 58\n","Iter 59\n","Iter 59/102\n","Iter 60/102\n","Iter 61/102\n","Iter 62/102\n","Iter 63/102\n","Iter 64/102\n","Iter 65/102\n","Iter 66/102\n","Iter 67/102\n","Iter 68/102\n","Iter 69/102\n","Iter 70/102\n","Iter 71/102\n","Iter 72/102\n","Iter 73/102\n","Iter 74/102\n","Iter 75/102\n","Iter 76/102\n","Iter 77/102\n","Iter 78/102\n","Iter 79/102\n","Iter 80/102\n","Iter 81/102\n","Iter 82/102\n","Iter 83/102\n","Iter 84/102\n","Iter 85/102\n","Iter 86/102\n","Iter 87/102\n","Iter 88/102\n","Iter 89/102\n","Iter 90/102\n","Iter 91/102\n","Iter 92/102\n","Iter 93/102\n","Iter 94/102\n","Iter 95/102\n","Iter 96/102\n","Iter 97/102\n","Iter 98\n","Iter 99\n","Iter 99/102\n","Iter 100/102\n","Iter 101/102\n","No more improvements... finishing up\n","Pruned 102 to 102\n","Max different values (inliers) : 1527 | Rules extracted 102\n","Saving rules...\n","Checking inliers inside hypercubes...\n","Execution time 0:01:09.786892(s)\n","Checking outliers inside rules...\n","Checking inliers/outliers inside hypercubes with Precision=1...\n","Obtaining metrics...\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]},{"output_type":"stream","name":"stdout","text":["Saving rules...\n","\n","\n","\n","****************************************************************************************************\n","Obtaining Rules for Outliers...\n","****************************************************************************************************\n","Fitting OCSVM model...\n","1 / 3\n","2 / 3\n","3 / 3\n","Fitting model!\n","Model fitted!\n","Continuing process...\n","Category 1/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Less points than vertices...\n","Points cluster: 17 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Less points than vertices...\n","Points cluster: 16 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Less points than vertices...\n","Points cluster: 12 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 4 | nº clusters used 4\n","Less points than vertices...\n","Points cluster: 10 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 5 | nº clusters used 5\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 6 | nº clusters used 6\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 7 | nº clusters used 7\n","\n","Category 2/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Less points than vertices...\n","Points cluster: 130 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Less points than vertices...\n","Points cluster: 127 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Less points than vertices...\n","Points cluster: 87 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 4 | nº clusters used 4\n","Less points than vertices...\n","Points cluster: 60 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 5 | nº clusters used 5\n","Less points than vertices...\n","Points cluster: 37 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 6 | nº clusters used 6\n","Less points than vertices...\n","Points cluster: 27 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 7 | nº clusters used 7\n","Less points than vertices...\n","Points cluster: 23 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 8 | nº clusters used 8\n","Less points than vertices...\n","Points cluster: 24 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 9 | nº clusters used 9\n","Less points than vertices...\n","Points cluster: 19 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 10 | nº clusters used 10\n","Less points than vertices...\n","Points cluster: 13 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 11 | nº clusters used 11\n","Less points than vertices...\n","Points cluster: 14 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 12 | nº clusters used 12\n","Less points than vertices...\n","Points cluster: 12 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 13 | nº clusters used 13\n","Less points than vertices...\n","Points cluster: 16 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 14 | nº clusters used 14\n","Less points than vertices...\n","Points cluster: 15 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 15 | nº clusters used 15\n","Less points than vertices...\n","Points cluster: 17 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 16 | nº clusters used 16\n","Less points than vertices...\n","Points cluster: 13 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 17 | nº clusters used 17\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 18 | nº clusters used 18\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 19 | nº clusters used 19\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 20 | nº clusters used 20\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 21 | nº clusters used 21\n","Less points than vertices...\n","Points cluster: 10 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 22 | nº clusters used 22\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 23 | nº clusters used 23\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 24 | nº clusters used 24\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 25 | nº clusters used 25\n","Less points than vertices...\n","Points cluster: 8 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 26 | nº clusters used 26\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 27 | nº clusters used 27\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 28 | nº clusters used 28\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 29 | nº clusters used 29\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 30 | nº clusters used 30\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 31 | nº clusters used 31\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 32 | nº clusters used 32\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 33 | nº clusters used 33\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 34 | nº clusters used 34\n","Less points than vertices...\n","Points cluster: 11 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 35 | nº clusters used 35\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 36 | nº clusters used 36\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 37 | nº clusters used 37\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 38 | nº clusters used 38\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 39 | nº clusters used 39\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 40 | nº clusters used 40\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 41 | nº clusters used 41\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 42 | nº clusters used 42\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 43 | nº clusters used 43\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 44 | nº clusters used 44\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 45 | nº clusters used 45\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 46 | nº clusters used 46\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 47 | nº clusters used 47\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 48 | nº clusters used 48\n","Less points than vertices...\n","Points cluster: 7 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 49 | nº clusters used 49\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 50 | nº clusters used 50\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 51 | nº clusters used 51\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 52 | nº clusters used 52\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 53 | nº clusters used 53\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 54 | nº clusters used 54\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 55 | nº clusters used 55\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 56 | nº clusters used 56\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 57 | nº clusters used 57\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 58 | nº clusters used 58\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 59 | nº clusters used 59\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 60 | nº clusters used 60\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 61 | nº clusters used 61\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 62 | nº clusters used 62\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 63 | nº clusters used 63\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 64 | nº clusters used 64\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 65 | nº clusters used 65\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 66 | nº clusters used 66\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 67 | nº clusters used 67\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 68 | nº clusters used 68\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 69 | nº clusters used 69\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 70 | nº clusters used 70\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 71 | nº clusters used 71\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 72 | nº clusters used 72\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 73 | nº clusters used 73\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 74 | nº clusters used 74\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 75 | nº clusters used 75\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 76 | nº clusters used 76\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 77 | nº clusters used 77\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 78 | nº clusters used 78\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 79 | nº clusters used 79\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 80 | nº clusters used 80\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 81 | nº clusters used 81\n","\n","Category 3/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Less points than vertices...\n","Points cluster: 15 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Less points than vertices...\n","Points cluster: 14 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Less points than vertices...\n","Points cluster: 12 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 4 | nº clusters used 4\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 5 | nº clusters used 5\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 6 | nº clusters used 6\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 7 | nº clusters used 7\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 8 | nº clusters used 8\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 9 | nº clusters used 9\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 10 | nº clusters used 10\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 11 | nº clusters used 11\n","Less points than vertices...\n","Points cluster: 3 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 12 | nº clusters used 12\n","\n","Category 4/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Less points than vertices...\n","Points cluster: 6 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","Less points than vertices...\n","Points cluster: 5 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 3 | nº clusters used 3\n","Less points than vertices...\n","Points cluster: 2 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 4 | nº clusters used 4\n","\n","Category 5/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","Less points than vertices...\n","Points cluster: 4 | Nº Vertices: 131072\n","\n","****************************************************************************************************\n","Iteration 2 | nº clusters used 2\n","\n","Category 6/6\n","\n","****************************************************************************************************\n","Iteration 1 | nº clusters used 1\n","\n","NOT anomaly...\n","***************************************************************************\n","Combination of categorical variables Nº 1 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 763520.0 AND gplus <= 2079.0 AND gdenergy <= 5.0 AND gdpuls <= 36.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 22210.0 AND gplus >= 658.0 AND gdenergy >= -48.0 AND gdpuls >= 0.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 83490.0 AND gplus <= 898.0 AND gdenergy <= -49.0 AND gdpuls <= -37.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 100300.0 AND maxenergy <= 100000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 83490.0 AND gplus >= 898.0 AND gdenergy >= -49.0 AND gdpuls >= -37.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100300.0 AND maxenergy >= 100000.0 AND class >= 1.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 151920.0 AND gplus <= 1525.0 AND gdenergy <= 255.0 AND gdpuls <= 135.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 80200.0 AND maxenergy <= 80000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 67360.0 AND gplus >= 1132.0 AND gdenergy >= 122.0 AND gdpuls >= 71.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 20300.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 62880.0 AND gplus <= 1324.0 AND gdenergy <= 338.0 AND gdpuls <= 162.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1100.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 40130.0 AND gplus >= 826.0 AND gdenergy >= 120.0 AND gdpuls >= 99.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 700.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 76490.0 AND gplus <= 1209.0 AND gdenergy <= 484.0 AND gdpuls <= 506.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 31800.0 AND gplus >= 769.0 AND gdenergy >= 295.0 AND gdpuls >= 313.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 541040.0 AND gplus <= 1295.0 AND gdenergy <= 122.0 AND gdpuls <= 93.0 AND bumps <= 5.0 AND bumps2 <= 4.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10400.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 48820.0 AND gplus >= 446.0 AND gdenergy >= -26.0 AND gdpuls >= -19.0 AND bumps >= 4.0 AND bumps2 >= 2.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3900.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 2.0 AND genergy <= 67230.0 AND gplus <= 1155.0 AND gdenergy <= 121.0 AND gdpuls <= 75.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3500.0 AND maxenergy <= 3000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 19680.0 AND gplus >= 288.0 AND gdenergy >= -19.0 AND gdpuls >= 5.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 2 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1101540.0 AND gplus <= 1185.0 AND gdenergy <= -7.0 AND gdpuls <= -14.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1101540.0 AND gplus >= 1185.0 AND gdenergy >= -7.0 AND gdpuls >= -14.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 394660.0 AND gplus <= 1844.0 AND gdenergy <= 54.0 AND gdpuls <= 35.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 35900.0 AND maxenergy <= 30000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 127110.0 AND gplus >= 1140.0 AND gdenergy >= -12.0 AND gdpuls >= -9.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 20600.0 AND maxenergy >= 20000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 78430.0 AND gplus <= 455.0 AND gdenergy <= 12.0 AND gdpuls <= 8.0 AND bumps <= 5.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 207900.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 78430.0 AND gplus >= 455.0 AND gdenergy >= 12.0 AND gdpuls >= 8.0 AND bumps >= 5.0 AND bumps2 >= 1.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 207900.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 478520.0 AND gplus <= 1493.0 AND gdenergy <= 86.0 AND gdpuls <= 60.0 AND bumps <= 4.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4300.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 477750.0 AND gplus >= 1132.0 AND gdenergy >= -1.0 AND gdpuls >= -47.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1500.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 244480.0 AND gplus <= 1576.0 AND gdenergy <= 11.0 AND gdpuls <= 59.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 70700.0 AND maxenergy <= 70000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 45170.0 AND gplus >= 557.0 AND gdenergy >= 9.0 AND gdpuls >= 12.0 AND bumps >= 3.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 51200.0 AND maxenergy >= 50000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 182210.0 AND gplus <= 1766.0 AND gdenergy <= 63.0 AND gdpuls <= 63.0 AND bumps <= 6.0 AND bumps2 <= 1.0 AND bumps3 <= 5.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 17800.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 182210.0 AND gplus >= 1766.0 AND gdenergy >= 63.0 AND gdpuls >= 63.0 AND bumps >= 6.0 AND bumps2 >= 1.0 AND bumps3 >= 5.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 17800.0 AND maxenergy >= 7000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 2595650.0 AND gplus <= 4365.0 AND gdenergy <= 81.0 AND gdpuls <= 66.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 2595650.0 AND gplus >= 4365.0 AND gdenergy >= 81.0 AND gdpuls >= 66.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 49930.0 AND gplus <= 1525.0 AND gdenergy <= 43.0 AND gdpuls <= 49.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10200.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 25710.0 AND gplus >= 306.0 AND gdenergy >= -44.0 AND gdpuls >= -33.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 779850.0 AND gplus <= 2999.0 AND gdenergy <= 35.0 AND gdpuls <= 38.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5600.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 507230.0 AND gplus >= 2062.0 AND gdenergy >= -29.0 AND gdpuls >= -40.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 34600.0 AND gplus <= 430.0 AND gdenergy <= -13.0 AND gdpuls <= 6.0 AND bumps <= 4.0 AND bumps2 <= 0.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 15000.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 31250.0 AND gplus >= 389.0 AND gdenergy >= -16.0 AND gdpuls >= 2.0 AND bumps >= 3.0 AND bumps2 >= 0.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4000.0 AND maxenergy >= 2000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 32470.0 AND gplus <= 526.0 AND gdenergy <= 125.0 AND gdpuls <= 101.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 90000.0 AND maxenergy <= 90000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 21050.0 AND gplus >= 388.0 AND gdenergy >= 15.0 AND gdpuls >= -17.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 60000.0 AND maxenergy >= 60000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 60390.0 AND gplus <= 622.0 AND gdenergy <= 96.0 AND gdpuls <= 96.0 AND bumps <= 9.0 AND bumps2 <= 4.0 AND bumps3 <= 4.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 40600.0 AND maxenergy <= 20000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 60390.0 AND gplus >= 622.0 AND gdenergy >= 96.0 AND gdpuls >= 96.0 AND bumps >= 9.0 AND bumps2 >= 4.0 AND bumps3 >= 4.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 40600.0 AND maxenergy >= 20000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 94190.0 AND gplus <= 2191.0 AND gdenergy <= 161.0 AND gdpuls <= 117.0 AND bumps <= 5.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 2.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 116500.0 AND maxenergy <= 90000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 94190.0 AND gplus >= 2191.0 AND gdenergy >= 161.0 AND gdpuls >= 117.0 AND bumps >= 5.0 AND bumps2 >= 2.0 AND bumps3 >= 1.0 AND bumps4 >= 2.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 116500.0 AND maxenergy >= 90000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 14 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 54150.0 AND gplus <= 307.0 AND gdenergy <= -41.0 AND gdpuls <= -35.0 AND bumps <= 4.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2600.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 20250.0 AND gplus >= 157.0 AND gdenergy >= -46.0 AND gdpuls >= -39.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 800.0 AND maxenergy >= 300.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 15 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1061760.0 AND gplus <= 3155.0 AND gdenergy <= -1.0 AND gdpuls <= 54.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 538060.0 AND gplus >= 1443.0 AND gdenergy >= -13.0 AND gdpuls >= -11.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 100.0 AND maxenergy >= 100.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 16 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 38180.0 AND gplus <= 322.0 AND gdenergy <= -6.0 AND gdpuls <= 0.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 11500.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 38180.0 AND gplus >= 322.0 AND gdenergy >= -6.0 AND gdpuls >= 0.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 11500.0 AND maxenergy >= 8000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 17 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 70490.0 AND gplus <= 330.0 AND gdenergy <= -34.0 AND gdpuls <= -33.0 AND bumps <= 6.0 AND bumps2 <= 2.0 AND bumps3 <= 5.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10700.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 19220.0 AND gplus >= 149.0 AND gdenergy >= -47.0 AND gdpuls >= -54.0 AND bumps >= 4.0 AND bumps2 >= 1.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 8800.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 18 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 22860.0 AND gplus <= 313.0 AND gdenergy <= -42.0 AND gdpuls <= -16.0 AND bumps <= 6.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 2.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 70500.0 AND maxenergy <= 50000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 22860.0 AND gplus >= 313.0 AND gdenergy >= -42.0 AND gdpuls >= -16.0 AND bumps >= 6.0 AND bumps2 >= 1.0 AND bumps3 >= 3.0 AND bumps4 >= 2.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 70500.0 AND maxenergy >= 50000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 19 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 75050.0 AND gplus <= 675.0 AND gdenergy <= 134.0 AND gdpuls <= 37.0 AND bumps <= 3.0 AND bumps2 <= 0.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 13000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 36600.0 AND gplus >= 341.0 AND gdenergy >= 20.0 AND gdpuls >= 5.0 AND bumps >= 3.0 AND bumps2 >= 0.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 13000.0 AND maxenergy >= 7000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 20 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1582550.0 AND gplus <= 3510.0 AND gdenergy <= 91.0 AND gdpuls <= 63.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1000.0 AND maxenergy <= 1000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1345240.0 AND gplus >= 2545.0 AND gdenergy >= -17.0 AND gdpuls >= 1.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 21 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 103380.0 AND gplus <= 2701.0 AND gdenergy <= 193.0 AND gdpuls <= 187.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 200000.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 103380.0 AND gplus >= 2701.0 AND gdenergy >= 193.0 AND gdpuls >= 187.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200000.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 22 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 92380.0 AND gplus <= 514.0 AND gdenergy <= 27.0 AND gdpuls <= 50.0 AND bumps <= 6.0 AND bumps2 <= 5.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5400.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 37810.0 AND gplus >= 238.0 AND gdenergy >= 25.0 AND gdpuls >= 23.0 AND bumps >= 6.0 AND bumps2 >= 5.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4300.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 23 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 61710.0 AND gplus <= 376.0 AND gdenergy <= -29.0 AND gdpuls <= -6.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 22900.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 61710.0 AND gplus >= 376.0 AND gdenergy >= -29.0 AND gdpuls >= -6.0 AND bumps >= 4.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 22900.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 24 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 189840.0 AND gplus <= 1276.0 AND gdenergy <= 31.0 AND gdpuls <= 90.0 AND bumps <= 6.0 AND bumps2 <= 2.0 AND bumps3 <= 5.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 20800.0 AND maxenergy <= 7000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 61770.0 AND gplus >= 546.0 AND gdenergy >= -50.0 AND gdpuls >= -45.0 AND bumps >= 6.0 AND bumps2 >= 1.0 AND bumps3 >= 4.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10800.0 AND maxenergy >= 6000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 25 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 27670.0 AND gplus <= 305.0 AND gdenergy <= 283.0 AND gdpuls <= 53.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 27670.0 AND gplus >= 305.0 AND gdenergy >= 283.0 AND gdpuls >= 53.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 26 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 833250.0 AND gplus <= 1840.0 AND gdenergy <= 64.0 AND gdpuls <= -4.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 14600.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 790830.0 AND gplus >= 1434.0 AND gdenergy >= 5.0 AND gdpuls >= -6.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 13000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 27 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 184710.0 AND gplus <= 1482.0 AND gdenergy <= 61.0 AND gdpuls <= 78.0 AND bumps <= 9.0 AND bumps2 <= 1.0 AND bumps3 <= 7.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 49800.0 AND maxenergy <= 30000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 184710.0 AND gplus >= 1482.0 AND gdenergy >= 61.0 AND gdpuls >= 78.0 AND bumps >= 9.0 AND bumps2 >= 1.0 AND bumps3 >= 7.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 49800.0 AND maxenergy >= 30000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 28 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 698810.0 AND gplus <= 1992.0 AND gdenergy <= 12.0 AND gdpuls <= -14.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 441960.0 AND gplus >= 1006.0 AND gdenergy >= -42.0 AND gdpuls >= -33.0 AND bumps >= 3.0 AND bumps2 >= 0.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5300.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 29 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 63190.0 AND gplus <= 840.0 AND gdenergy <= 115.0 AND gdpuls <= 69.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 400.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 63190.0 AND gplus >= 840.0 AND gdenergy >= 115.0 AND gdpuls >= 69.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 400.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 30 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 26370.0 AND gplus <= 524.0 AND gdenergy <= 73.0 AND gdpuls <= 119.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 30000.0 AND maxenergy <= 30000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 26370.0 AND gplus >= 524.0 AND gdenergy >= 73.0 AND gdpuls >= 119.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 30000.0 AND maxenergy >= 30000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 31 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 44020.0 AND gplus <= 528.0 AND gdenergy <= 61.0 AND gdpuls <= 92.0 AND bumps <= 7.0 AND bumps2 <= 3.0 AND bumps3 <= 3.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 25100.0 AND maxenergy <= 20000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 44020.0 AND gplus >= 528.0 AND gdenergy >= 61.0 AND gdpuls >= 92.0 AND bumps >= 7.0 AND bumps2 >= 3.0 AND bumps3 >= 3.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 25100.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 32 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 2196220.0 AND gplus <= 4518.0 AND gdenergy <= 62.0 AND gdpuls <= 57.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8500.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 2160800.0 AND gplus >= 3848.0 AND gdenergy >= 35.0 AND gdpuls >= 51.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5100.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 33 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 93020.0 AND gplus <= 2422.0 AND gdenergy <= 158.0 AND gdpuls <= 140.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 93020.0 AND gplus >= 2422.0 AND gdenergy >= 158.0 AND gdpuls >= 140.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 34 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 514800.0 AND gplus <= 1369.0 AND gdenergy <= 95.0 AND gdpuls <= 94.0 AND bumps <= 7.0 AND bumps2 <= 4.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 15700.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 514800.0 AND gplus >= 1369.0 AND gdenergy >= 95.0 AND gdpuls >= 94.0 AND bumps >= 7.0 AND bumps2 >= 4.0 AND bumps3 >= 2.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 15700.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 35 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 1496830.0 AND gplus <= 2153.0 AND gdenergy <= 37.0 AND gdpuls <= 39.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5700.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1124850.0 AND gplus >= 1645.0 AND gdenergy >= 21.0 AND gdpuls >= 15.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3900.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 36 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 87260.0 AND gplus <= 2457.0 AND gdenergy <= 275.0 AND gdpuls <= 258.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 80000.0 AND maxenergy <= 80000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 87260.0 AND gplus >= 2457.0 AND gdenergy >= 275.0 AND gdpuls >= 258.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 80000.0 AND maxenergy >= 80000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 37 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 401730.0 AND gplus <= 1329.0 AND gdenergy <= -32.0 AND gdpuls <= -31.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 91700.0 AND maxenergy <= 90000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 401730.0 AND gplus >= 1329.0 AND gdenergy >= -32.0 AND gdpuls >= -31.0 AND bumps >= 3.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 91700.0 AND maxenergy >= 90000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 38 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 36430.0 AND gplus <= 500.0 AND gdenergy <= -31.0 AND gdpuls <= -16.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 94000.0 AND maxenergy <= 90000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 36430.0 AND gplus >= 500.0 AND gdenergy >= -31.0 AND gdpuls >= -16.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 94000.0 AND maxenergy >= 90000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 39 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 27980.0 AND gplus <= 276.0 AND gdenergy <= -40.0 AND gdpuls <= -35.0 AND bumps <= 6.0 AND bumps2 <= 3.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9800.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 27890.0 AND gplus >= 243.0 AND gdenergy >= -72.0 AND gdpuls >= -72.0 AND bumps >= 6.0 AND bumps2 >= 3.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 7000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 40 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 61110.0 AND gplus <= 494.0 AND gdenergy <= 150.0 AND gdpuls <= 89.0 AND bumps <= 4.0 AND bumps2 <= 4.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1600.0 AND maxenergy <= 800.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 20160.0 AND gplus >= 262.0 AND gdenergy >= -40.0 AND gdpuls >= -39.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 41 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 742750.0 AND gplus <= 3037.0 AND gdenergy <= 87.0 AND gdpuls <= 85.0 AND bumps <= 4.0 AND bumps2 <= 0.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 18000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 742750.0 AND gplus >= 3037.0 AND gdenergy >= 87.0 AND gdpuls >= 85.0 AND bumps >= 4.0 AND bumps2 >= 0.0 AND bumps3 >= 4.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 18000.0 AND maxenergy >= 8000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 42 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 20550.0 AND gplus <= 381.0 AND gdenergy <= -37.0 AND gdpuls <= -26.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 20550.0 AND gplus >= 381.0 AND gdenergy >= -37.0 AND gdpuls >= -26.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 43 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 649840.0 AND gplus <= 2256.0 AND gdenergy <= 6.0 AND gdpuls <= 17.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8400.0 AND maxenergy <= 7000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 557510.0 AND gplus >= 1946.0 AND gdenergy >= 5.0 AND gdpuls >= 8.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5800.0 AND maxenergy >= 5000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 44 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 836500.0 AND gplus <= 2313.0 AND gdenergy <= 55.0 AND gdpuls <= 19.0 AND bumps <= 4.0 AND bumps2 <= 0.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 19000.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 836500.0 AND gplus >= 2313.0 AND gdenergy >= 55.0 AND gdpuls >= 19.0 AND bumps >= 4.0 AND bumps2 >= 0.0 AND bumps3 >= 4.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 19000.0 AND maxenergy >= 9000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 45 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 545470.0 AND gplus <= 1894.0 AND gdenergy <= -1.0 AND gdpuls <= -29.0 AND bumps <= 4.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 2.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 53600.0 AND maxenergy <= 30000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 545470.0 AND gplus >= 1894.0 AND gdenergy >= -1.0 AND gdpuls >= -29.0 AND bumps >= 4.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 2.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 53600.0 AND maxenergy >= 30000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 46 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 26190.0 AND gplus <= 246.0 AND gdenergy <= -29.0 AND gdpuls <= -33.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 20500.0 AND maxenergy <= 20000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 26190.0 AND gplus >= 246.0 AND gdenergy >= -29.0 AND gdpuls >= -33.0 AND bumps >= 3.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 20500.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 47 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 366500.0 AND gplus <= 1684.0 AND gdenergy <= -28.0 AND gdpuls <= -22.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 31000.0 AND maxenergy <= 30000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 347400.0 AND gplus >= 1484.0 AND gdenergy >= -46.0 AND gdpuls >= -61.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 30000.0 AND maxenergy >= 30000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 48 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 253510.0 AND gplus <= 2873.0 AND gdenergy <= 98.0 AND gdpuls <= 76.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7100.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 159910.0 AND gplus >= 2069.0 AND gdenergy >= 12.0 AND gdpuls >= 23.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2300.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 49 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 68970.0 AND gplus <= 624.0 AND gdenergy <= 71.0 AND gdpuls <= 94.0 AND bumps <= 5.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 34400.0 AND maxenergy <= 20000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 68970.0 AND gplus >= 624.0 AND gdenergy >= 71.0 AND gdpuls >= 94.0 AND bumps >= 5.0 AND bumps2 >= 2.0 AND bumps3 >= 2.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 34400.0 AND maxenergy >= 20000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 50 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 5240.0 AND gplus <= 18.0 AND gdenergy <= -96.0 AND gdpuls <= -96.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 5240.0 AND gplus >= 18.0 AND gdenergy >= -96.0 AND gdpuls >= -96.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 600.0 AND maxenergy >= 600.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 51 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 172250.0 AND gplus <= 1250.0 AND gdenergy <= -43.0 AND gdpuls <= -50.0 AND bumps <= 3.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 73000.0 AND maxenergy <= 70000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 68920.0 AND gplus >= 1004.0 AND gdenergy >= -59.0 AND gdpuls >= -51.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 66000.0 AND maxenergy >= 60000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 52 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 47500.0 AND gplus <= 668.0 AND gdenergy <= 12.0 AND gdpuls <= 46.0 AND bumps <= 8.0 AND bumps2 <= 4.0 AND bumps3 <= 2.0 AND bumps4 <= 2.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 97100.0 AND maxenergy <= 50000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 47500.0 AND gplus >= 668.0 AND gdenergy >= 12.0 AND gdpuls >= 46.0 AND bumps >= 8.0 AND bumps2 >= 4.0 AND bumps3 >= 2.0 AND bumps4 >= 2.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 97100.0 AND maxenergy >= 50000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 53 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 133430.0 AND gplus <= 1074.0 AND gdenergy <= 96.0 AND gdpuls <= 96.0 AND bumps <= 6.0 AND bumps2 <= 2.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 16700.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 40140.0 AND gplus >= 346.0 AND gdenergy >= 5.0 AND gdpuls >= -9.0 AND bumps >= 5.0 AND bumps2 >= 1.0 AND bumps3 >= 4.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 11300.0 AND maxenergy >= 4000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 54 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 71080.0 AND gplus <= 844.0 AND gdenergy <= 94.0 AND gdpuls <= 94.0 AND bumps <= 5.0 AND bumps2 <= 3.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4600.0 AND maxenergy <= 3000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 64380.0 AND gplus >= 767.0 AND gdenergy >= 88.0 AND gdpuls >= 57.0 AND bumps >= 4.0 AND bumps2 >= 3.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4200.0 AND maxenergy >= 2000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 55 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1661100.0 AND gplus <= 1772.0 AND gdenergy <= 52.0 AND gdpuls <= 32.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1531530.0 AND gplus >= 1680.0 AND gdenergy >= 52.0 AND gdpuls >= 18.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 56 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 83180.0 AND gplus <= 744.0 AND gdenergy <= -32.0 AND gdpuls <= -19.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 14600.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 83180.0 AND gplus >= 744.0 AND gdenergy >= -32.0 AND gdpuls >= -19.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 14600.0 AND maxenergy >= 9000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 57 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 11090.0 AND gplus <= 639.0 AND gdenergy <= 54.0 AND gdpuls <= 249.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 11090.0 AND gplus >= 639.0 AND gdenergy >= 54.0 AND gdpuls >= 249.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 58 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1514120.0 AND gplus <= 1518.0 AND gdenergy <= 28.0 AND gdpuls <= 12.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1900.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1514120.0 AND gplus >= 1518.0 AND gdenergy >= 28.0 AND gdpuls >= 12.0 AND bumps >= 3.0 AND bumps2 >= 2.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1900.0 AND maxenergy >= 1000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 59 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 92450.0 AND gplus <= 777.0 AND gdenergy <= 94.0 AND gdpuls <= 83.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 27600.0 AND maxenergy <= 20000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 87140.0 AND gplus >= 680.0 AND gdenergy >= 15.0 AND gdpuls >= 24.0 AND bumps >= 4.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 27100.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 60 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1766860.0 AND gplus <= 2899.0 AND gdenergy <= 32.0 AND gdpuls <= 18.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1766860.0 AND gplus >= 2899.0 AND gdenergy >= 32.0 AND gdpuls >= 18.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 61 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 54610.0 AND gplus <= 527.0 AND gdenergy <= 95.0 AND gdpuls <= 84.0 AND bumps <= 6.0 AND bumps2 <= 1.0 AND bumps3 <= 5.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 14700.0 AND maxenergy <= 4000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 54610.0 AND gplus >= 527.0 AND gdenergy >= 95.0 AND gdpuls >= 84.0 AND bumps >= 6.0 AND bumps2 >= 1.0 AND bumps3 >= 5.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 14700.0 AND maxenergy >= 4000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 62 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1256570.0 AND gplus <= 3289.0 AND gdenergy <= 86.0 AND gdpuls <= 88.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6200.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 811060.0 AND gplus >= 2877.0 AND gdenergy >= 45.0 AND gdpuls >= 28.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 900.0 AND maxenergy >= 700.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 63 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 448900.0 AND gplus <= 2162.0 AND gdenergy <= -29.0 AND gdpuls <= -1.0 AND bumps <= 5.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 31500.0 AND maxenergy <= 20000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 448900.0 AND gplus >= 2162.0 AND gdenergy >= -29.0 AND gdpuls >= -1.0 AND bumps >= 5.0 AND bumps2 >= 1.0 AND bumps3 >= 3.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 31500.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 64 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 1446770.0 AND gplus <= 1471.0 AND gdenergy <= 13.0 AND gdpuls <= 5.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 1446770.0 AND gplus >= 1471.0 AND gdenergy >= 13.0 AND gdpuls >= 5.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 65 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 14300.0 AND gplus <= 431.0 AND gdenergy <= 0.0 AND gdpuls <= 4.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 14300.0 AND gplus >= 431.0 AND gdenergy >= 0.0 AND gdpuls >= 4.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 8000.0 AND maxenergy >= 6000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 66 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 24490.0 AND gplus <= 237.0 AND gdenergy <= -51.0 AND gdpuls <= -42.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1000.0 AND maxenergy <= 500.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 24490.0 AND gplus >= 237.0 AND gdenergy >= -51.0 AND gdpuls >= -42.0 AND bumps >= 3.0 AND bumps2 >= 3.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 500.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 67 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 93280.0 AND gplus <= 747.0 AND gdenergy <= 273.0 AND gdpuls <= 49.0 AND bumps <= 3.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 16000.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 93280.0 AND gplus >= 747.0 AND gdenergy >= 273.0 AND gdpuls >= 49.0 AND bumps >= 3.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 16000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 68 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 77740.0 AND gplus <= 758.0 AND gdenergy <= 182.0 AND gdpuls <= 57.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1200.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 77740.0 AND gplus >= 758.0 AND gdenergy >= 182.0 AND gdpuls >= 57.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1200.0 AND maxenergy >= 1000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 69 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 2052510.0 AND gplus <= 3697.0 AND gdenergy <= 78.0 AND gdpuls <= 57.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 800.0 AND maxenergy <= 800.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1988970.0 AND gplus >= 3635.0 AND gdenergy >= 55.0 AND gdpuls >= 46.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 70 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 820600.0 AND gplus <= 3506.0 AND gdenergy <= 92.0 AND gdpuls <= 97.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8700.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 820600.0 AND gplus >= 3506.0 AND gdenergy >= 92.0 AND gdpuls >= 97.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 8700.0 AND maxenergy >= 8000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 71 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 576200.0 AND gplus <= 1558.0 AND gdenergy <= 15.0 AND gdpuls <= -22.0 AND bumps <= 6.0 AND bumps2 <= 3.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 21300.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 576200.0 AND gplus >= 1558.0 AND gdenergy >= 15.0 AND gdpuls >= -22.0 AND bumps >= 6.0 AND bumps2 >= 3.0 AND bumps3 >= 3.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 21300.0 AND maxenergy >= 8000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 72 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 42220.0 AND gplus <= 515.0 AND gdenergy <= 159.0 AND gdpuls <= 79.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 42220.0 AND gplus >= 515.0 AND gdenergy >= 159.0 AND gdpuls >= 79.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 73 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 108280.0 AND gplus <= 2157.0 AND gdenergy <= 190.0 AND gdpuls <= 106.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9500.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 108280.0 AND gplus >= 2157.0 AND gdenergy >= 190.0 AND gdpuls >= 106.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 9500.0 AND maxenergy >= 9000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 74 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 27830.0 AND gplus <= 190.0 AND gdenergy <= -79.0 AND gdpuls <= -90.0 AND bumps <= 4.0 AND bumps2 <= 0.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 19000.0 AND maxenergy <= 8000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 27830.0 AND gplus >= 190.0 AND gdenergy >= -79.0 AND gdpuls >= -90.0 AND bumps >= 4.0 AND bumps2 >= 0.0 AND bumps3 >= 4.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 19000.0 AND maxenergy >= 8000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 75 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 48050.0 AND gplus <= 531.0 AND gdenergy <= 92.0 AND gdpuls <= 6.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 205000.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 48050.0 AND gplus >= 531.0 AND gdenergy >= 92.0 AND gdpuls >= 6.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 205000.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 76 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 29240.0 AND gplus <= 217.0 AND gdenergy <= -71.0 AND gdpuls <= -85.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8000.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 29240.0 AND gplus >= 217.0 AND gdenergy >= -71.0 AND gdpuls >= -85.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 8000.0 AND maxenergy >= 5000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 77 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 434360.0 AND gplus <= 1584.0 AND gdenergy <= -38.0 AND gdpuls <= -60.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 6000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 434360.0 AND gplus >= 1584.0 AND gdenergy >= -38.0 AND gdpuls >= -60.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 9000.0 AND maxenergy >= 6000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 78 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 32550.0 AND gplus <= 167.0 AND gdenergy <= 17.0 AND gdpuls <= -8.0 AND bumps <= 9.0 AND bumps2 <= 5.0 AND bumps3 <= 4.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 13200.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 32550.0 AND gplus >= 167.0 AND gdenergy >= 17.0 AND gdpuls >= -8.0 AND bumps >= 9.0 AND bumps2 >= 5.0 AND bumps3 >= 4.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 13200.0 AND maxenergy >= 6000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 79 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 26290.0 AND gplus <= 104.0 AND gdenergy <= -6.0 AND gdpuls <= -67.0 AND bumps <= 5.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 25300.0 AND maxenergy <= 20000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 26290.0 AND gplus >= 104.0 AND gdenergy >= -6.0 AND gdpuls >= -67.0 AND bumps >= 5.0 AND bumps2 >= 2.0 AND bumps3 >= 2.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 25300.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 80 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 64150.0 AND gplus <= 872.0 AND gdenergy <= 133.0 AND gdpuls <= 81.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 40200.0 AND maxenergy <= 40000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 33330.0 AND gplus >= 482.0 AND gdenergy >= -5.0 AND gdpuls >= -12.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 20000.0 AND maxenergy >= 20000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 81 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 199030.0 AND gplus <= 1255.0 AND gdenergy <= -30.0 AND gdpuls <= -45.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6900.0 AND maxenergy <= 6000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 122850.0 AND gplus >= 886.0 AND gdenergy >= -58.0 AND gdpuls >= -52.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 700.0 AND maxenergy >= 400.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 3 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 16930.0 AND gplus <= 792.0 AND gdenergy <= 121.0 AND gdpuls <= 234.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 200.0 AND maxenergy <= 200.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 16930.0 AND gplus >= 792.0 AND gdenergy >= 121.0 AND gdpuls >= 234.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200.0 AND maxenergy >= 200.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 20340.0 AND gplus <= 271.0 AND gdenergy <= 16.0 AND gdpuls <= 93.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 202000.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 20340.0 AND gplus >= 271.0 AND gdenergy >= 16.0 AND gdpuls >= 93.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 202000.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 100.0 AND gplus <= 4.0 AND gdenergy <= -96.0 AND gdpuls <= -90.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 100.0 AND gplus >= 4.0 AND gdenergy >= -96.0 AND gdpuls >= -90.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 9030.0 AND gplus <= 342.0 AND gdenergy <= -14.0 AND gdpuls <= -8.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 80000.0 AND maxenergy <= 80000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 9030.0 AND gplus >= 342.0 AND gdenergy >= -14.0 AND gdpuls >= -8.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 80000.0 AND maxenergy >= 80000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 39770.0 AND gplus <= 870.0 AND gdenergy <= 279.0 AND gdpuls <= 248.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 8780.0 AND gplus >= 178.0 AND gdenergy >= 218.0 AND gdpuls >= 91.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 32600.0 AND gplus <= 880.0 AND gdenergy <= 224.0 AND gdpuls <= 153.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 60500.0 AND maxenergy <= 60000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 32600.0 AND gplus >= 880.0 AND gdenergy >= 224.0 AND gdpuls >= 153.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 60500.0 AND maxenergy >= 60000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 92520.0 AND gplus <= 169.0 AND gdenergy <= -73.0 AND gdpuls <= -74.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10000.0 AND maxenergy <= 10000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 92520.0 AND gplus >= 169.0 AND gdenergy >= -73.0 AND gdpuls >= -74.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10000.0 AND maxenergy >= 10000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 2.0 AND genergy <= 18900.0 AND gplus <= 208.0 AND gdenergy <= -81.0 AND gdpuls <= -67.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 10490.0 AND gplus >= 93.0 AND gdenergy >= -87.0 AND gdpuls >= -82.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 10370.0 AND gplus <= 134.0 AND gdenergy <= -44.0 AND gdpuls <= -6.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6300.0 AND maxenergy <= 4000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 10370.0 AND gplus >= 134.0 AND gdenergy >= -44.0 AND gdpuls >= -6.0 AND bumps >= 3.0 AND bumps2 >= 1.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 6300.0 AND maxenergy >= 4000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 7300.0 AND gplus <= 159.0 AND gdenergy <= 210.0 AND gdpuls <= 83.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 7300.0 AND gplus >= 159.0 AND gdenergy >= 210.0 AND gdpuls >= 83.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 3610.0 AND gplus <= 115.0 AND gdenergy <= -65.0 AND gdpuls <= -49.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 2580.0 AND gplus >= 107.0 AND gdenergy >= -77.0 AND gdpuls >= -72.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1620.0 AND gplus <= 55.0 AND gdenergy <= -85.0 AND gdpuls <= -72.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1620.0 AND gplus >= 55.0 AND gdenergy >= -85.0 AND gdpuls >= -72.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 4 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 8660.0 AND gplus <= 205.0 AND gdenergy <= 16.0 AND gdpuls <= 188.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10000.0 AND maxenergy <= 10000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 8660.0 AND gplus >= 205.0 AND gdenergy >= 16.0 AND gdpuls >= 188.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 10000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 135210.0 AND gplus <= 3261.0 AND gdenergy <= 1245.0 AND gdpuls <= 838.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 1.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 208000.0 AND maxenergy <= 200000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 135210.0 AND gplus >= 3261.0 AND gdenergy >= 1245.0 AND gdpuls >= 838.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 1.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 208000.0 AND maxenergy >= 200000.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 37600.0 AND gplus <= 1022.0 AND gdenergy <= 329.0 AND gdpuls <= 334.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 12200.0 AND gplus >= 580.0 AND gdenergy >= 105.0 AND gdpuls >= 235.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 2970.0 AND gplus <= 142.0 AND gdenergy <= -71.0 AND gdpuls <= -61.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 2970.0 AND gplus >= 142.0 AND gdenergy >= -71.0 AND gdpuls >= -61.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 5 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 33530.0 AND gplus <= 747.0 AND gdenergy <= 338.0 AND gdpuls <= 215.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2500.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 24940.0 AND gplus >= 543.0 AND gdenergy >= 226.0 AND gdpuls >= 129.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 47250.0 AND gplus <= 961.0 AND gdenergy <= 668.0 AND gdpuls <= 323.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 200.0 AND maxenergy <= 200.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 17930.0 AND gplus >= 347.0 AND gdenergy >= 517.0 AND gdpuls >= 305.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 6 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 71540.0 AND gplus <= 608.0 AND gdenergy <= 80.0 AND gdpuls <= -1.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 71540.0 AND gplus >= 608.0 AND gdenergy >= 80.0 AND gdpuls >= -1.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 4000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","Starting pruning process\n","Iter 0\n","Iter 0/107\n","Iter 1/107\n","Iter 2/107\n","Iter 3/107\n","Iter 4/107\n","Iter 5/107\n","Iter 6/107\n","Iter 7\n","Iter 7/107\n","Iter 8/107\n","Iter 9/107\n","Iter 10/107\n","Iter 11/107\n","Iter 12/107\n","Iter 13/107\n","Iter 14/107\n","Iter 15/107\n","Iter 16/107\n","Iter 17/107\n","Iter 18/107\n","Iter 19/107\n","Iter 20/107\n","Iter 21/107\n","Iter 22/107\n","Iter 23/107\n","Iter 24/107\n","Iter 25/107\n","Iter 26/107\n","Iter 27/107\n","Iter 28/107\n","Iter 29/107\n","Iter 30/107\n","Iter 31/107\n","Iter 32/107\n","Iter 33/107\n","Iter 34/107\n","Iter 35/107\n","Iter 36/107\n","Iter 37/107\n","Iter 38/107\n","Iter 39/107\n","Iter 40/107\n","Iter 41/107\n","Iter 42/107\n","Iter 43/107\n","Iter 44/107\n","Iter 45/107\n","Iter 46/107\n","Iter 47/107\n","Iter 48/107\n","Iter 49/107\n","Iter 50/107\n","Iter 51/107\n","Iter 52/107\n","Iter 53/107\n","Iter 54/107\n","Iter 55/107\n","Iter 56/107\n","Iter 57/107\n","Iter 58/107\n","Iter 59/107\n","Iter 60/107\n","Iter 61/107\n","Iter 62/107\n","Iter 63/107\n","Iter 64/107\n","Iter 65/107\n","Iter 66/107\n","Iter 67/107\n","Iter 68/107\n","Iter 69/107\n","Iter 70/107\n","Iter 71/107\n","Iter 72/107\n","Iter 73/107\n","Iter 74/107\n","Iter 75/107\n","Iter 76/107\n","Iter 77/107\n","Iter 78/107\n","Iter 79/107\n","Iter 80/107\n","Iter 81/107\n","Iter 82/107\n","Iter 83/107\n","Iter 84/107\n","Iter 85/107\n","Iter 86/107\n","Iter 87/107\n","Iter 88\n","Iter 88/107\n","Iter 89/107\n","Iter 90/107\n","Iter 91/107\n","Iter 92/107\n","Iter 93/107\n","Iter 94/107\n","Iter 95/107\n","Iter 96/107\n","Iter 97/107\n","Iter 98/107\n","Iter 99/107\n","Iter 100\n","Iter 100/107\n","Iter 101/107\n","Iter 102/107\n","Iter 103/107\n","Iter 104\n","Iter 104/107\n","Iter 105/107\n","Iter 106\n","No more improvements... finishing up\n","Pruned 107 to 107\n","Max different values (outliers) : 173 | Rules extracted 107\n","Saving rules...\n","Checking outliers inside hypercubes...\n","Execution time 0:01:11.556328(s)\n","Checking outliers inside rules...\n","Checking inliers/outliers inside hypercubes with Precision=1...\n","Obtaining metrics...\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]},{"output_type":"stream","name":"stdout","text":["Saving rules...\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yT2wL0MI9Xvh","executionInfo":{"status":"ok","timestamp":1633888633244,"user_tz":-120,"elapsed":9065,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"9b233aa9-9e4e-481c-b483-3a277309b961"},"source":["# =============================================================================\n","# Obtain General Model for the rest of the experiments\n","# =============================================================================\n","# Does not matter 'clustering_algorithm' or 'method'\n","CLUSTER_ALGORITHM = \"kmeans\"\n","METHOD = \"discard\"\n","clf, sc, _, df_anomalies = ocsvm_rule_extractor(\n","    dataset_mat=df_mat,\n","    numerical_cols=numerical_cols,\n","    categorical_cols=categorical_cols,\n","    clustering_algorithm=CLUSTER_ALGORITHM,\n","    method=METHOD,\n","    use_inverse=False,\n","    path_save_model=path_folder,\n","    dct_params=dct_params\n","     )"],"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["1 / 3\n","2 / 3\n","3 / 3\n","Fitting model!\n","Model fitted!\n","Continuing process...\n","Category 1/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","Iteration 5 | nº clusters used 2\n","Iteration 6 | nº clusters used 2\n","Iteration 7 | nº clusters used 2\n","Iteration 8 | nº clusters used 2\n","Iteration 9 | nº clusters used 2\n","Iteration 12 | nº clusters used 2\n","Iteration 14 | nº clusters used 2\n","Iteration 17 | nº clusters used 2\n","Iteration 20 | nº clusters used 2\n","Iteration 24 | nº clusters used 2\n","\n","Category 2/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","Iteration 4 | nº clusters used 2\n","Iteration 5 | nº clusters used 2\n","Iteration 6 | nº clusters used 2\n","Iteration 7 | nº clusters used 2\n","Iteration 8 | nº clusters used 2\n","Iteration 9 | nº clusters used 2\n","Iteration 10 | nº clusters used 2\n","Iteration 11 | nº clusters used 2\n","Iteration 12 | nº clusters used 2\n","Iteration 13 | nº clusters used 2\n","Iteration 14 | nº clusters used 2\n","Iteration 15 | nº clusters used 2\n","Iteration 16 | nº clusters used 2\n","Iteration 17 | nº clusters used 2\n","Iteration 18 | nº clusters used 2\n","Iteration 19 | nº clusters used 2\n","Iteration 20 | nº clusters used 2\n","Iteration 21 | nº clusters used 2\n","Iteration 22 | nº clusters used 2\n","Iteration 23 | nº clusters used 2\n","Iteration 24 | nº clusters used 2\n","Iteration 25 | nº clusters used 2\n","\n","Category 3/6\n","Iteration 1 | nº clusters used 1\n","\n","Category 4/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","Iteration 4 | nº clusters used 2\n","Iteration 5 | nº clusters used 2\n","Iteration 6 | nº clusters used 2\n","Iteration 7 | nº clusters used 2\n","Iteration 8 | nº clusters used 2\n","Iteration 9 | nº clusters used 2\n","Iteration 10 | nº clusters used 2\n","Iteration 11 | nº clusters used 2\n","Iteration 12 | nº clusters used 2\n","Iteration 13 | nº clusters used 2\n","\n","Category 5/6\n","Iteration 1 | nº clusters used 1\n","\n","Category 6/6\n","Iteration 1 | nº clusters used 1\n","Iteration 2 | nº clusters used 2\n","Iteration 3 | nº clusters used 2\n","\n","NOT anomaly...\n","***************************************************************************\n","Combination of categorical variables Nº 1 \n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 2 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 118110.0 AND gplus <= 1660.0 AND gdenergy <= 96.0 AND gdpuls <= 9.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 1.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 27320.0 AND gplus >= 453.0 AND gdenergy >= -34.0 AND gdpuls >= -15.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 77040.0 AND gplus <= 1625.0 AND gdenergy <= 152.0 AND gdpuls <= 144.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 10220.0 AND gplus >= 152.0 AND gdenergy >= -78.0 AND gdpuls >= -61.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1323740.0 AND gplus <= 2519.0 AND gdenergy <= 36.0 AND gdpuls <= 36.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 11000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 498400.0 AND gplus >= 987.0 AND gdenergy >= -32.0 AND gdpuls >= -32.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 300.0 AND maxenergy >= 300.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 446210.0 AND gplus <= 1159.0 AND gdenergy <= 76.0 AND gdpuls <= 48.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 20000.0 AND maxenergy <= 20000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 2880.0 AND gplus >= 46.0 AND gdenergy >= -90.0 AND gdpuls >= -96.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 66030.0 AND gplus <= 812.0 AND gdenergy <= 112.0 AND gdpuls <= 52.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1000.0 AND maxenergy <= 1000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 18820.0 AND gplus >= 242.0 AND gdenergy >= -45.0 AND gdpuls >= -42.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 80210.0 AND gplus <= 944.0 AND gdenergy <= 124.0 AND gdpuls <= 32.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6300.0 AND maxenergy <= 6000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 14990.0 AND gplus >= 185.0 AND gdenergy >= -49.0 AND gdpuls >= -51.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2700.0 AND maxenergy >= 1000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 268170.0 AND gplus <= 1352.0 AND gdenergy <= 6.0 AND gdpuls <= 8.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 10200.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 20380.0 AND gplus >= 162.0 AND gdenergy >= -89.0 AND gdpuls >= -87.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 400.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 240350.0 AND gplus <= 1301.0 AND gdenergy <= 98.0 AND gdpuls <= 96.0 AND bumps <= 6.0 AND bumps2 <= 4.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 14100.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 19420.0 AND gplus >= 248.0 AND gdenergy >= -42.0 AND gdpuls >= -76.0 AND bumps >= 4.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2500.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 509190.0 AND gplus <= 1758.0 AND gdenergy <= -45.0 AND gdpuls <= -15.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2300.0 AND maxenergy <= 2000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 509190.0 AND gplus >= 1758.0 AND gdenergy >= -45.0 AND gdpuls >= -15.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2300.0 AND maxenergy >= 2000.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 1449990.0 AND gplus <= 2117.0 AND gdenergy <= 98.0 AND gdpuls <= 44.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 372380.0 AND gplus >= 1209.0 AND gdenergy >= -32.0 AND gdpuls >= -14.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 325750.0 AND gplus <= 1409.0 AND gdenergy <= 283.0 AND gdpuls <= 166.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 11440.0 AND gplus >= 283.0 AND gdenergy >= -14.0 AND gdpuls >= -14.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 1049580.0 AND gplus <= 1807.0 AND gdenergy <= 244.0 AND gdpuls <= 166.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 30000.0 AND maxenergy <= 30000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 15710.0 AND gplus >= 283.0 AND gdenergy >= -18.0 AND gdpuls >= -15.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 226790.0 AND gplus <= 1191.0 AND gdenergy <= 54.0 AND gdpuls <= 44.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 3590.0 AND gplus >= 102.0 AND gdenergy >= -78.0 AND gdpuls >= -68.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 14 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 722590.0 AND gplus <= 2387.0 AND gdenergy <= 89.0 AND gdpuls <= 71.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 11000.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 190960.0 AND gplus >= 1235.0 AND gdenergy >= -25.0 AND gdpuls >= -23.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 3400.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 15 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 67200.0 AND gplus <= 945.0 AND gdenergy <= 102.0 AND gdpuls <= 76.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 1.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 33000.0 AND maxenergy <= 30000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 22130.0 AND gplus >= 390.0 AND gdenergy >= -10.0 AND gdpuls >= -7.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 1.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 12000.0 AND maxenergy >= 10000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 16 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 918020.0 AND gplus <= 1759.0 AND gdenergy <= 9.0 AND gdpuls <= -17.0 AND bumps <= 2.0 AND bumps2 <= 0.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 682910.0 AND gplus >= 1486.0 AND gdenergy >= -36.0 AND gdpuls >= -34.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5000.0 AND maxenergy >= 3000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 17 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 232470.0 AND gplus <= 644.0 AND gdenergy <= 112.0 AND gdpuls <= 70.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5300.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 34110.0 AND gplus >= 259.0 AND gdenergy >= -30.0 AND gdpuls >= -31.0 AND bumps >= 3.0 AND bumps2 >= 2.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1600.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 18 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 140890.0 AND gplus <= 643.0 AND gdenergy <= 34.0 AND gdpuls <= 3.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 8300.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 13830.0 AND gplus >= 94.0 AND gdenergy >= -58.0 AND gdpuls >= -56.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 500.0 AND maxenergy >= 300.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 19 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 372770.0 AND gplus <= 1252.0 AND gdenergy <= 111.0 AND gdpuls <= 94.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 4200.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 40850.0 AND gplus >= 340.0 AND gdenergy >= -16.0 AND gdpuls >= -14.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 20 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 316200.0 AND gplus <= 1089.0 AND gdenergy <= 150.0 AND gdpuls <= 92.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 12600.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 13690.0 AND gplus >= 87.0 AND gdenergy >= -66.0 AND gdpuls >= -85.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1300.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 21 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 103140.0 AND gplus <= 797.0 AND gdenergy <= 110.0 AND gdpuls <= 16.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7500.0 AND maxenergy <= 5000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 11800.0 AND gplus >= 133.0 AND gdenergy >= -56.0 AND gdpuls >= -51.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1400.0 AND maxenergy >= 1000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 22 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 424650.0 AND gplus <= 1069.0 AND gdenergy <= 46.0 AND gdpuls <= 40.0 AND bumps <= 3.0 AND bumps2 <= 0.0 AND bumps3 <= 3.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 4000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 320150.0 AND gplus >= 1012.0 AND gdenergy >= -58.0 AND gdpuls >= -42.0 AND bumps >= 2.0 AND bumps2 >= 0.0 AND bumps3 >= 2.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 5000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 23 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 628360.0 AND gplus <= 636.0 AND gdenergy <= -37.0 AND gdpuls <= -58.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2300.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 628360.0 AND gplus >= 636.0 AND gdenergy >= -37.0 AND gdpuls >= -58.0 AND bumps >= 2.0 AND bumps2 >= 1.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2300.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 24 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 254510.0 AND gplus <= 1282.0 AND gdenergy <= 144.0 AND gdpuls <= 72.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 1300.0 AND maxenergy <= 900.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 22640.0 AND gplus >= 162.0 AND gdenergy >= -57.0 AND gdpuls >= -47.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 400.0 AND maxenergy >= 300.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 25 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 43420.0 AND gplus <= 623.0 AND gdenergy <= 56.0 AND gdpuls <= 33.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 500.0 AND maxenergy <= 400.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 43420.0 AND gplus >= 623.0 AND gdenergy >= 56.0 AND gdpuls >= 33.0 AND bumps >= 2.0 AND bumps2 >= 2.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 500.0 AND maxenergy >= 400.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 3 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 25050.0 AND gplus <= 678.0 AND gdenergy <= 227.0 AND gdpuls <= 186.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 7000.0 AND maxenergy <= 7000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 2.0 AND genergy >= 24620.0 AND gplus >= 490.0 AND gdenergy >= 222.0 AND gdpuls >= 106.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 1.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 4 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 28290.0 AND gplus <= 478.0 AND gdenergy <= 155.0 AND gdpuls <= 91.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 2000.0 AND maxenergy <= 2000.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 5500.0 AND gplus >= 119.0 AND gdenergy >= -51.0 AND gdpuls >= -50.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 384230.0 AND gplus <= 1607.0 AND gdenergy <= 214.0 AND gdpuls <= 121.0 AND bumps <= 3.0 AND bumps2 <= 3.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9700.0 AND maxenergy <= 8000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 1380.0 AND gplus >= 25.0 AND gdenergy >= -77.0 AND gdpuls >= -38.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 203850.0 AND gplus <= 744.0 AND gdenergy <= 22.0 AND gdpuls <= 0.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 290.0 AND gplus >= 3.0 AND gdenergy >= -86.0 AND gdpuls >= -92.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 1000.0 AND maxenergy >= 900.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 4 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 94110.0 AND gplus <= 443.0 AND gdenergy <= 96.0 AND gdpuls <= 36.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1020.0 AND gplus >= 10.0 AND gdenergy >= -87.0 AND gdpuls >= -82.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 5 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 432690.0 AND gplus <= 1012.0 AND gdenergy <= 193.0 AND gdpuls <= 136.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 4890.0 AND gplus >= 57.0 AND gdenergy >= 6.0 AND gdpuls >= 11.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 6 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 157450.0 AND gplus <= 418.0 AND gdenergy <= 95.0 AND gdpuls <= 15.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 700.0 AND maxenergy <= 700.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 950.0 AND gplus >= 7.0 AND gdenergy >= -68.0 AND gdpuls >= -82.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 7 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 315650.0 AND gplus <= 645.0 AND gdenergy <= 46.0 AND gdpuls <= 58.0 AND bumps <= 3.0 AND bumps2 <= 1.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9000.0 AND maxenergy <= 9000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1860.0 AND gplus >= 33.0 AND gdenergy >= -81.0 AND gdpuls >= -86.0 AND bumps >= 1.0 AND bumps2 >= 0.0 AND bumps3 >= 1.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 2000.0 AND maxenergy >= 2000.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 8 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 348780.0 AND gplus <= 723.0 AND gdenergy <= 58.0 AND gdpuls <= 4.0 AND bumps <= 3.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9300.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 1630.0 AND gplus >= 18.0 AND gdenergy >= -73.0 AND gdpuls >= -74.0 AND bumps >= 1.0 AND bumps2 >= 1.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 200.0 AND maxenergy >= 200.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 9 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 40370.0 AND gplus <= 755.0 AND gdenergy <= 223.0 AND gdpuls <= 202.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 3000.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 22200.0 AND gplus >= 685.0 AND gdenergy >= 153.0 AND gdpuls >= 130.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 10 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 39280.0 AND gplus <= 944.0 AND gdenergy <= 287.0 AND gdpuls <= 278.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 8070.0 AND gplus >= 394.0 AND gdenergy >= 136.0 AND gdpuls >= 190.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 11 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 65250.0 AND gplus <= 450.0 AND gdenergy <= -56.0 AND gdpuls <= -42.0 AND bumps <= 1.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 50.0 AND maxenergy <= 50.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 4630.0 AND gplus >= 89.0 AND gdenergy >= -74.0 AND gdpuls >= -70.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 1.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 12 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 0.0 AND genergy <= 119460.0 AND gplus <= 339.0 AND gdenergy <= -7.0 AND gdpuls <= -24.0 AND bumps <= 1.0 AND bumps2 <= 1.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 600.0 AND maxenergy <= 600.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 0.0 AND genergy >= 340.0 AND gplus >= 2.0 AND gdenergy >= -95.0 AND gdpuls >= -95.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","----- Subgroup 13 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 0.0 AND genergy <= 5350.0 AND gplus <= 162.0 AND gdenergy <= -49.0 AND gdpuls <= -31.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 0.0 AND genergy >= 4140.0 AND gplus >= 111.0 AND gdenergy >= -60.0 AND gdpuls >= -57.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 0.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 5 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 72460.0 AND gplus <= 1068.0 AND gdenergy <= 199.0 AND gdpuls <= 207.0 AND bumps <= 2.0 AND bumps2 <= 1.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 6000.0 AND maxenergy <= 6000.0 AND class <= 1.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 4030.0 AND gplus >= 35.0 AND gdenergy >= -60.0 AND gdpuls >= -69.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 0.0 \n","\n","***************************************************************************\n","***************************************************************************\n","Combination of categorical variables Nº 6 \n","----- Subgroup 1 ------\n","Rule Nº 1: IF seismic <= 1.0 AND seismoacoustic <= 1.0 AND genergy <= 69450.0 AND gplus <= 1412.0 AND gdenergy <= 137.0 AND gdpuls <= 185.0 AND bumps <= 0.0 AND bumps2 <= 0.0 AND bumps3 <= 0.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 0.0 AND maxenergy <= 0.0 AND class <= 0.0 AND seismic >= 1.0 AND seismoacoustic >= 1.0 AND genergy >= 14460.0 AND gplus >= 271.0 AND gdenergy >= -42.0 AND gdpuls >= -40.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 2 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 2.0 AND genergy <= 124850.0 AND gplus <= 1134.0 AND gdenergy <= 253.0 AND gdpuls <= 233.0 AND bumps <= 2.0 AND bumps2 <= 2.0 AND bumps3 <= 1.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 9500.0 AND maxenergy <= 9000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 19300.0 AND gplus >= 350.0 AND gdenergy >= 17.0 AND gdpuls >= 34.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","----- Subgroup 3 ------\n","Rule Nº 1: IF seismic <= 0.0 AND seismoacoustic <= 1.0 AND genergy <= 309010.0 AND gplus <= 983.0 AND gdenergy <= 50.0 AND gdpuls <= 64.0 AND bumps <= 4.0 AND bumps2 <= 2.0 AND bumps3 <= 2.0 AND bumps4 <= 0.0 AND bumps5 <= 0.0 AND bumps6 <= 0.0 AND bumps7 <= 0.0 AND bumps8 <= 0.0 AND energy <= 5100.0 AND maxenergy <= 3000.0 AND class <= 0.0 AND seismic >= 0.0 AND seismoacoustic >= 1.0 AND genergy >= 6360.0 AND gplus >= 202.0 AND gdenergy >= -58.0 AND gdpuls >= -37.0 AND bumps >= 0.0 AND bumps2 >= 0.0 AND bumps3 >= 0.0 AND bumps4 >= 0.0 AND bumps5 >= 0.0 AND bumps6 >= 0.0 AND bumps7 >= 0.0 AND bumps8 >= 0.0 AND energy >= 0.0 AND maxenergy >= 0.0 AND class >= 0.0 AND hazard_1 = 1.0 AND hazard_2 = 0.0 AND shift_1 = 1.0 \n","\n","***************************************************************************\n","Starting pruning process\n","Iter 0\n","Iter 0/43\n","Iter 1/43\n","Iter 2/43\n","Iter 3/43\n","Iter 4/43\n","Iter 5/43\n","Iter 6/43\n","Iter 7/43\n","Iter 8/43\n","Iter 9/43\n","Iter 10/43\n","Iter 11/43\n","Iter 12/43\n","Iter 13/43\n","Iter 14/43\n","Iter 15/43\n","Iter 16/43\n","Iter 17/43\n","Iter 18/43\n","Iter 19/43\n","Iter 20/43\n","Iter 21/43\n","Iter 22/43\n","Iter 23/43\n","Iter 24/43\n","Iter 25\n","Iter 26\n","Iter 26/43\n","Iter 27/43\n","Iter 28/43\n","Iter 29/43\n","Iter 30/43\n","Iter 31/43\n","Iter 32/43\n","Iter 33/43\n","Iter 34/43\n","Iter 35/43\n","Iter 36/43\n","Iter 37/43\n","Iter 38/43\n","Iter 39\n","Iter 40\n","Iter 40/43\n","Iter 41/43\n","Iter 42/43\n","No more improvements... finishing up\n","Pruned 43 to 43\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"flrK1STBAJqv","executionInfo":{"status":"ok","timestamp":1633888853650,"user_tz":-120,"elapsed":220417,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"1990cbc6-0299-4ab7-e8e8-181799d044e8"},"source":["# =============================================================================\n","# Surrogate Decision Tree\n","# =============================================================================\n","#### Obtain Rules\n","df_rules_inliers, df_rules_outliers, df_no_pruned, df_yes_pruned = surrogate_dt_rules(\n","     df_anomalies,\n","     clf,\n","     numerical_cols,\n","     categorical_cols,\n","     path=path_folder,\n","     file_name=file_template\n","     )"],"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["Depth tree:  15\n","Nodes tree:  135\n","leaf nodes not anomalies:  69\n","tree rules not anomalies:  33\n","tree rules anomalies:  20\n","tree rules not anomalies:  33\n","tree rules anomalies:  20\n","Checking inliers inside rules for inliers/outliers...\n","Checking outliers inside rules for inliers/outliers...\n","Checking inliers/outliers inside hypercubes with Precision=1...\n","Iter 0/17\n","Iter 1/17\n","Iter 2/17\n","Iter 3/17\n","Iter 4/17\n","Iter 5/17\n","Iter 6/17\n","Iter 7/17\n","Iter 8/17\n","Iter 9/17\n","Iter 10/17\n","Iter 11/17\n","Iter 12/17\n","Iter 13/17\n","Iter 14/17\n","Iter 15/17\n","Iter 16/17\n","No more improvements... finishing up\n","Iter 0/10\n","Iter 1/10\n","Iter 2/10\n","Iter 3/10\n","Iter 4/10\n","Iter 5/10\n","Iter 6/10\n","Iter 7/10\n","Iter 8/10\n","Iter 9/10\n","No more improvements... finishing up\n","Obtaining additional metrics...\n","Iter 0/1\n","Iter 0/1\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"GZ7IH65QAaPn","executionInfo":{"status":"ok","timestamp":1633889889415,"user_tz":-120,"elapsed":1035767,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"02bca81b-bad7-4558-9a63-15b1af33fc44"},"source":["# =============================================================================\n","# Anchors (Rules)\n","# =============================================================================\n","#### Obtain Rules\n","(list_rules_transformed_no, df_rules_anchors_no,\n"," df_rules_anchors_yes, list_rules_anchors_no,\n"," df_yes_pruned, df_no_pruned) = anchors_rules(\n","     df_anomalies,\n","     numerical_cols,\n","     categorical_cols,\n","     model=clf,\n","     scaler=sc,\n","     path=path_folder,\n","     file_name=file_template\n","     )"],"execution_count":14,"outputs":[{"output_type":"stream","name":"stderr","text":["Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n","Could not find an anchor satisfying the 0.95 precision constraint. Now returning the best non-eligible anchor.\n"]},{"output_type":"stream","name":"stdout","text":["Calculating the size of the rules (outliers)...\n","Calculating the size of the rules (inliers)...\n","Checking inliers inside rules for inliers/outliers...\n","Checking outliers inside rules for inliers/outliers...\n","Checking inliers/outliers inside hypercubes with Precision=1...\n","Iter 0/9\n","Iter 1/9\n","Iter 2/9\n","Iter 3/9\n","Iter 4/9\n","Iter 5/9\n","Iter 6/9\n","Iter 7/9\n","Iter 8/9\n","No more improvements... finishing up\n","Obtaining additional metrics...\n","Iter 0/1\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-owDgmfEAcfn","executionInfo":{"status":"ok","timestamp":1633890107051,"user_tz":-120,"elapsed":217646,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"05bb07ed-b218-4841-917f-0f1662ea3bf0"},"source":["# =============================================================================\n","# RuleFit\n","# =============================================================================\n","# Obtain rules\n","df_check, df_rules_outliers, df_rules_inliers = rulefit_rules(\n","    df_anomalies,\n","    clf,\n","    numerical_cols,\n","    categorical_cols,\n","    path=path_folder,\n","    file_name=file_template\n","    )"],"execution_count":15,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_9T8tCp3A3OQ","executionInfo":{"status":"ok","timestamp":1633890265714,"user_tz":-120,"elapsed":158664,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"33ba7422-852a-4689-9a87-dd2d22fdd76b"},"source":["# =============================================================================\n","# SkopeRules               \n","# =============================================================================\n","### Obtain Rules\n","(df_rules_info_inliers, df_rules_info_outliers,\n"," df_rules_inliers, df_rules_outliers,\n"," df_no_pruned, df_yes_pruned) = skoperules_rules(\n","     df_anomalies,\n","     clf,\n","     numerical_cols,\n","     categorical_cols,\n","     path=path_folder,\n","     file_name=file_template\n","     )"],"execution_count":16,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gs6qNOYBA5dn","executionInfo":{"status":"ok","timestamp":1633890583208,"user_tz":-120,"elapsed":317497,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"63ce510e-6bb7-4306-aeac-3d1a47fa3443"},"source":["# =============================================================================\n","# Rules from AIX360\n","# =============================================================================\n","#### Choose algorithm\n","for rule_algorithm in [\"brlg\", \"logrr\", \"glrm\"]:\n","    print(\"Rules for: {0}\".format(rule_algorithm))\n","\n","    ### Obtain Rules\n","    (df_rules_inliers, df_rules_outliers,\n","    df_no_pruned, df_yes_pruned) = aix360_rules_wrapper(\n","        df_anomalies,\n","        clf,\n","        numerical_cols,\n","        categorical_cols,\n","        use_oversampling=True,\n","        rule_algorithm=rule_algorithm,\n","        path=path_folder,\n","        file_name=file_template\n","    )"],"execution_count":17,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n","/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_sag.py:330: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\n","  \"the coef_ did not converge\", ConvergenceWarning)\n"]}]},{"cell_type":"code","metadata":{"collapsed":true,"colab":{"base_uri":"https://localhost:8080/"},"id":"WtYmMOXr3lbV","executionInfo":{"status":"ok","timestamp":1633890951228,"user_tz":-120,"elapsed":368032,"user":{"displayName":"Alberto Barbado González","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gj3939BrnAb1zk3r495HcVJ5iCjqBLaHAgR7NCDaQ=s64","userId":"08851430404494039208"}},"outputId":"9ebb601c-c26c-43f8-bf59-9a9cfa1a729c"},"source":["# =============================================================================\n","# Falling Rule List (FRL)\n","# =============================================================================\n","### Obtain Rules\n","(df_rules_inliers, df_rules_outliers,\n","df_no_pruned, df_yes_pruned) = frl_rules(\n","    df_anomalies,\n","    clf,\n","    numerical_cols,\n","    categorical_cols,\n","    path=path_folder,\n","     file_name=file_template\n","     )"],"execution_count":18,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/numpy/core/_asarray.py:102: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n","  return array(a, dtype, copy=False, order=order)\n","/content/drive/MyDrive/Colab Notebooks/unsupervised-outlier-transparency/lib/external/ruleset/__init__.py:850: RuntimeWarning: overflow encountered in exp\n","  alpha = np.exp(float(pt_new - pt_curr)/T)\n","/usr/local/lib/python3.7/dist-packages/numpy/core/_asarray.py:102: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n","  return array(a, dtype, copy=False, order=order)\n","/content/drive/MyDrive/Colab Notebooks/unsupervised-outlier-transparency/lib/external/ruleset/__init__.py:850: RuntimeWarning: overflow encountered in exp\n","  alpha = np.exp(float(pt_new - pt_curr)/T)\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2111: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'x' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2116: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 's' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2131: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'y' in initvals:\n","/usr/local/lib/python3.7/dist-packages/cvxopt/coneprog.py:2136: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n","  if 'z' in initvals:\n"]}]},{"cell_type":"code","metadata":{"id":"EwkOGR0b9UIp"},"source":[""],"execution_count":null,"outputs":[]}]}