{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":8338236,"sourceType":"datasetVersion","datasetId":4952065}],"dockerImageVersionId":30715,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"**Imbalanced data** presents a significant challenge in machine learning, where the **number of instances in one class vastly outnumbers those in the other(s)**. This imbalance can severely **degrade model performance**, causing it to be **biased towards the majority class** and neglect the minority class, leading to poor predictive accuracy for the latter. Consequently, the model fails to learn the important characteristics of the minority class, resulting in misleading performance metrics and unreliable predictions. To address these challenges, three key strategies can be employed:   \n1. **Sampling Methods**, which involve adjusting the dataset to balance the class distribution.  \n\n2. **Cost-Sensitive Modeling**, where misclassification costs are varied to penalize wrong predictions of the minority class more heavily.   \n\n3. **Classification Threshold Adjustment**, which involves adjusting the decision threshold on predicted probabilities to enhance the recognition of the minority class.   \n\nThese approaches collectively help in building robust models that perform well even in the presence of imbalanced datasets.","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19"}},{"cell_type":"code","source":"import pandas as pd \n\nX_data = pd.read_csv('/kaggle/input/bankloan-ready-to-dt/X_data_discretized_no_scaling')\nX_data = X_data.set_index(['Unnamed: 0', 'Unnamed: 1'])\n\nX_train = X_data.loc['train']\nX_test = X_data.loc['test']\n\ny_data = pd.read_csv('/kaggle/input/bankloan-ready-to-dt/y_data_discretized_no_scaling (1)')\ny_data = y_data.set_index(['Unnamed: 0', 'Unnamed: 1'])\n\ny_train = y_data.loc['train'].astype('str')\ny_test = y_data.loc['test'].astype('str')\n\nX_train.info()\ny_train.info()\n\ny_train.value_counts()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pip install -U imbalanced-learn","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### **1. Sampling Methods** \nSampling methods are powerful techniques to mitigate the challenges posed by imbalanced datasets, applied specifically to the **training set** to avoid **bias in model evaluation**. These methods **adjust the class distribution** to ensure the model learns effectively from both majority and minority classes. There are three main categories of sampling methods:\n\n#### **1-1.Oversampling**\n\n**1-1-1. Random Oversampling:** Randomly duplicates minority class samples to balance the class distribution.   \n**1-1-2. SMOTE (Synthetic Minority Over-sampling Technique):** Generates synthetic samples by interpolating between existing minority class samples.  \n**1-1-3. ADASYN (Adaptive Synthetic Sampling):** Focuses on generating synthetic samples for minority class examples that are harder to learn.  \n\n#### **1-2. Undersampling**\n\n**1-2-1.Random Undersampling:** Randomly removes majority class samples to balance the class distribution.  \n**1-2-2.Tomek Links:** Removes majority class samples that are closest to minority class samples, aiming to clean the class boundary.  \n**1-2-3.Near Miss:** Selects majority class samples that are closest to minority class samples, balancing the classes by undersampling.  \n**1-2-4.ENN (Edited Nearest Neighbors):** Removes samples that differ from the majority of their k-nearest neighbors, cleaning noisy samples.  \n\n#### **1-3. Hybrid Methods**\n\n**1-3-1.SMOTEENN:** Combines SMOTE for oversampling the minority class and Edited Nearest Neighbors for cleaning the data, providing a balanced and noise-reduced dataset.     \n    \n<img src=\"attachment:7b891c73-9be1-4148-87e3-a2b34d319fd2.png\" 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"}}},{"cell_type":"markdown","source":"**1-1-1. Random Oversampling:** Randomly duplicates minority class samples to balance the class distribution.     \n<img src=\"attachment:188b6beb-348c-452c-8986-b223a2d902cf.png\" 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"}}},{"cell_type":"code","source":"from imblearn.over_sampling import RandomOverSampler\n\n# Perform random oversampling\nros = RandomOverSampler(random_state=0)\nX_train_ros, y_train_ros = ros.fit_resample(X_train, y_train)\n\ny_train_ros.value_counts()\nX_train_ros.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**1-1-2. SMOTE (Synthetic Minority Over-sampling Technique):** Generates synthetic samples by interpolating between existing minority class samples.  \n\n<img src=\"attachment:ade6948f-ae71-47bc-90ff-0632c1fcde2d.png\" 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"}}},{"cell_type":"code","source":"from imblearn.over_sampling import SMOTE\n\n# Perform SMOTE oversampling\nsmote = SMOTE(random_state=1)\nX_train_smote, y_train_smote = smote.fit_resample(X_train, y_train)\n\ny_train_smote.value_counts()\nX_train_smote.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**1-1-3. ADASYN (Adaptive Synthetic Sampling):** Focuses on generating synthetic samples for minority class examples that are harder to learn.  \n  \n<img src=\"attachment:9b115418-b4fe-4923-8f13-4aef22893768.png\" 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d5g/6+er8eeOmVITEnhB1PB/XC6UVGaoWmhJdKe1+UktKluESppd5Up32NrQ3B2T7RFkI0gYV55selkWeZW2j/htk3SBMuCz/o0deoaWzVHxbt1JId5dpWUqfbjZCX77IT+4niwEuBW5+abzZphIs63vJ4ECIjJox4wB5JHuP9JB85wrbfEWtrZO77pYmX2+c3kTD1rdKMd4UfHNwY0GR8qKZJ6w7UaHhOinLTEjQ8K1lr9lWp1JTJCYN6YUqCMHbUJGRLuCIuSZp8hakSUx+ujrMsIDkWyfEAafc1KG2aYyRM/HDs+UHYwqNfsHZ/tVPGI8wm89MTlZEcp6Xby5znfkLA+4pLDi5MmYNssVEw5argGi+oxkTH6HOk/EnBfcdCf9gjJ43T3m72+IXgM7OWPAY2Gcca6cA7kZnhHWbwdo/dH9w+IeRPDkISLWa0zbV2bcpjiN0HyFa7hN3bpPlfDM72xwKNIEt/EyT7lvxSqj0UfsBjMCHOjA/i5YIZYpOxJ2OQ2GO7iYmmKiPSJqneRABuf+SxC75iRPcO6ezPSLOuP/aJFxJ+6c7AHp/9kSnszeEHPPoLA5qMCzOSNGdktg5UNajYVPLB6kadPiZbuamJ4WecAEh+THqTuX2NQZIBt6qoy9jP7FHSuAuDEqJjgTjfS38Kaipx06huWHWHHS9cEncqIEHD8agd9XjDYPqwTA3PTtaeinqzxyY1trRr/oT8E3dWCqYa2b4zCEEQIsP2uparkR8Ye0GQKzjWQTkTUHNOqSMeHyp6xW1S4yubQJw0qu0YJLE5SXicEmI6+2kjurvuustth/OhD30ofE/voN2kBzE5YsZj81I1d3S2U8wnDcrYcAtPpYkDY3/ux1JKvh3D3puvvK7Y3LTPByVnJ4POdunlvwXlQYDSoHkfkdKHBrc9TglLlizR008/ra997Wvhe3oPNU2tWrq9XLVNbZo5Ikvjh5xCngEPDXFwKjFhTuBPf8dWvwmD+GS7NrsmtEE+YeSZ4SedBLb8S9r0SHCCoHRy7r+94j16nDAGtDIGISO/s8bm6t1njNAZY3JOjYgBceNT7aYjRkayj+w2JWYsJOLPp1KDTN3wzucCEs4cGYQ7WAgebxhkJMXrsmmFevvc4adGxIDE7Kkm5ygnSzTbI9/BeoCcEQipueEnnAQQGtgfa4NKCUrX1pvqfj1e3yDFgCfjPgXhCAz8aGCoJCqI05HsI/Y8+c2ntphqDgZEHkl6cAzi0b5u2KM7dNdMQahs6tUBKWOPeGku1DY+/ISTADFrbI/qokj1Bu/pw2cnDU/GPQXK3575ftD9tOLWQP12xahzg+TKrOuk878cVDWcCgqmBCqGRUAcm7rhIXYfrqaHRwQ0hVCL/Mz3gm68oxPGVFlgj7OvD6oaSPqdCgiz4fkhEtpaA6WcMya4z+Ok4FdwTwBlSkKOBAglR7uXSuv+HpBmV1DnO+qcoBX0VJE1KmhvTUgJaknHXRQkGD08IkCVMi6zwgiZhqTSTUHlRPtRLfB05I08W8o7BUUcAaG2uR8Iyifx/IbNlma824uDU8Cg+sb2Vja4rqdfPLVVi7aW0ozZM6BVGmLEICFJyLbc7qME6URAWRHlbot+Egynfy2QZLnwq8GFGRi+TvMNicqGFt29fI9+/uRWPbr2oOsW7REwk6LeBAJdeNgG3aHuvpLwE14DPHf5H6Tnfhg0lJA0Ph5Q2ZR4XvifQYPRqcayBzkGDBlTIvT4+kOu7fnZzaVqixQXh1HV0Krbn9+pjQdrVFHfontWHtCTW3toOEk6s4tjglIj1HGtuWxUN5xIy3H13qD+uGxb4EquvD3o8HstuAYU7wpGMzYdqtF3Htmgr9z3sp5YXxy+N0BLW4f+vHSPlu2scF15/9pQovvXlPWMQEgxMqRKgm48ksaUnUGQJ0KS5DOW/V/Q6Ud9/Zp77B/yz/CDxwFKuL+HYr3BMSDImPK1v5nCQF1Qwnb/qn16aLWd3btg/YFqV0pUlJWszJRkFabHqXT1Y4E7t/t56fDAlVMANcYjz5G2PRUoif0rjSwTT8xVY5wl700Ig+69pAwj42XhBz3eqNhb0aCv3LtG/zSbXL6zUjc9uFaPrLGTdBi7K+q1z54zOjdVaUnxykhJUOXmF9S2wuyRqXo0GZ0qknOC0BWbHTCeEvuODOV5LZRsMBIuD9Q05J1hogJ7xvPz6FUMCDLeX9lgKqTWtZjS9jzMCPflvVWqNAUcQWpCnDqMtJkT1GEqdnL5Ezq97AF1HjQFwBjMtXeHn3mKQKkyv5iuvPGXSgdXB80drwVKlLpOUcPoifN5vKHx1KYSldY2a5SRbWFmktIS49yMFIQDSI4PKS4Uo+KaZi3eWaO2rU9q0s47VLfdTsSUhi3//esrD4s14sU7QyRMujLw1iiJfC3Epwa26OLL5u0x9Y9Qh48B9zoGxDdMLXGMEWzYztXe2enqibu2mU4rytDkoRnaXdms+tI9Glq9WvnDxikGRUp95B5TEafaokyirnpXkFnmeGmmcAlbVOwIP+FodHFGR84LSJxpb2TAcS/HXxx+0OONigQj2k7+cz910JafmhA63Io/PCtFs0dk6XlTzdWVFZrWvFodSdna3JCmtjSzx/ItUtnraFEus9eTw8C2ULjsQlPeZQRsV3QN6VGZM3R20ARCCK3VxMGEy09MVXu8LoT+xxD+u0dQVVWlm2++Wffff792796tGTNmKBRilu6RWLt2rdra2jR7dpfW4lNEurl5FfXN2nCgRi0mfUmMXDBpiGs9jQDCnma38zKSNTy5VbPb1ysji8ftfIQSIBNMZpkwwcmClXZwrSmaB4LkB6MBUcqTrrAV2GU0IHG4l+56ZZdeXEGaQWivZsHkjpWmvyNIvHj0GNavX6+f/OQneuSRR4wcOzVhwoTwI69g37592rVrl+bPN8+mBzAkI8nFg/dW1LuxreQp3jZnuGYYATuYyWQmx2vt/loNz4jTWbEblBgXo51VbapqbFFCS63Sx54RqNtTAWGOzY8EhM6JntjxFFPItO9HgFigymLbk0F9POE22qMZaUkehPeedo3vpusj9DgZNzY2Ki4uTpdddpnuu+8+R7hTp04NP/oKtm3b5p47Z86c8D2nDrhw0tB0ZackKsXUx0VGxOdNzHeDWLqCIS3DsxI1augQM/ZyI8fVgaqtLTapcro05rzgYCcLitzpQqJ4HlInYTLcFhKTqSKg4mLpr02FtAZhCUZxMpIT4o2EOCgxop3Uo0dRXV2tkSNH6pxzznGkPG/ePGVlhUkxjMrKSm3ZsqXHyJiwxFnjcl1imTzGzOFZamxtd0Q7qTDdzCzGhSm2HKpVfEqaMkJmE3uXK6azXUPjarW1LV/7Cy/R6CGn2PVJInnTw4FtRuK9U978CrmTnHv+FrsuDQiYnc25zp8YXFMRxN90nnr0CXo8TJGdna0LL7xQY8eOdYo4I+NIY7rnnnv0ox/9SH/5y1+UmHgSA3teA3GxsTrbjP+dp4/Q7FHZryLiV+G0dwUXCtRPe1tQInaqcbGSjUGTB0qYOmJKz3DrInFgAPFDusTk3Nxj+15IjJwsIHIK631C5YSBEj777LNVWFjobC45OTn8iPTkk0/q+9//vn7xi1+ovb2HSsvCIHcxZWiG5ozMUlJ8SDvL6nXvin3afLDWPZ6SEKcrZxQqtr1Nt5dO1B+azteGlnzdWz1F98ReoaX7mk69uoImpKGzpHEXSyNMGBB+KDY7jaB4fSAcknMDQUJ7PYOnTmU7Lho+qNzweF3ocWUcwXe/+11HzO9///vD9wRANQ8fPtwpkczMTM2aZQbTH+Dsj1uGgqUNlBbRU0WTLa79pixQIRTY4xY2mvIYveCVch/CFxv/Ya7h9ldaUEecZQvmtODxEwFzlJf9JnArUTIsoNeanwwYchRnJ4JTUf0DBNjbV77yFb373e8+wuawx4KCAsXaybyhoUELFthv1kMgJPKv9Yf00t5K7a9qdLkMks1ZKQk6fXSwBVJBRpISzRT/tHSvqeECLW8frxebRmhHVZtCnW26YvpQJRqRnzQq95qNvBjYWs2+oHSSSW54gADy3PhgICSYkUx8GMJGTJyonaCu2dpp8z+D7cfId5B/eS24kQH2HqxBj8PocWXMJLZvfetbLnb8uc99Th1H1ftOmjTJhSamTZvW40rkZNHcduRnO2UMmWSXqUG2uq7EjDIpUL4bHnhFaWCoEDSxPDeHttyY4CSaNRjA8vJfAhKHgCH+1Xab2uZjgcWy5NdBS+yzPwiSOoMQBw8e1Be+8AUXgrjiiiscSUZA+OL000/X3LlzjYN69mTF8fLSEh0RpyTGkcZTql3TfERVRVVDi1bsqjDCLlZLW6vi1aqYjnYlxrQqxRwrnrdit/2GpwISw7TMIwxIwpGb4O+IvdCcRE0xsWSqNghXMMTqRL1DvkM2Py0x8ZGSF9xmmiAhumOByoyX/hyMDODiSziPQI+TcUlJiZ544glHyv/93/+tFStMwXWDlpb+m+p0qLpRty7eoZuf2Ky/LNvjRhq+LmDAzD3ON2UxbG4wh6JgWqA4MHiAMh5+ZqDEi0yZjTEFdqIdUYDaTxYXGXJIA1UMIVOy1B0Ikbz818BdJQ5NXHzlH8OqZHBh2bJlLpm8adMmff3rX3c2ejSam3sn7HPGmBwVZSY78k2Mj9XUokwNzUzSrrJ6/fLpbbrt+V16anOJ6lva3TZhsTGdRtmdSo4LOX4rqz3Fz4VNMnSe7bYKzftiFxpEACEugG3mmYigFJMZyZRjErYgDHYioLsU1Z1hdojCpbWaTr3KY1RsgI2PBDOUESG81yojZo7h4dDjZIzSWLRokX74wx/qm9/8plMc/YmSmmatP1CjujDhNrW26y4jYOqSzWLdrGM2h2QhvC5QHE91ROoQKSkrID8qKagjBmyRjgFT+kYJHIZLguREQbUFx60zQsbFg5ghWd6vO0C6lCdlkSAM15xyH+VzgwzXXHONm1WMOLjppps0ZMgxvrNewLj8NF01s8jFjycXptuCC9TxU5uKnV3uKa93Gx84Cj5sgjFqbG1TQzj5d0q2SXdmpImIMBzkF2/qmJM4cPNR7LjYFaTNyRv7PdESNvIf2BRzWWSvRRhgl4x17Q4cnxAe7w8Zo6YB93k49DgZR5CQkOASJd2VtfUVFm8t1c+e3KI7luzUTxdudV1RJaY0uNCJl2xKhesdplIqG16nOk7JlaZfa3Zpip89ybjNRosR4x5xejCpDTUMkZI4RIWw2zRdgLiQxwOhD44HAaOyOe6Mdx67FI/GEWbWUmaHSkKhExenBnqQIikpyV16OhxxPFBSed28ke6SEIpVXXOrS+Q9uPqAix8TKGtt71QIIuuC1rZOVwZXTav0+mI9tu6ga/V/cWfFiSX1CEvMeIddmx049WnHJ2EdyWFQRjnlLUGYgtAXypYSNpQr7dCEII7nRWFT098eiIyaQ0EIgjK47GOQMc9nF5LIbiIMM6Ky6FRL9wYgei2B91royTrj7lBiauPPpoBT4kPKTU9yRn2gulHTzU1ctafKmX6iuYLMBSDTzdY38bZYXgVitRgs1QudbYEiOBZQG4Qfhs4M9sPrWmNMPA53sWhOELcjAUf8jO3VqcSgW4/QxvHmTXA83E7cStpdu9aMHg1cR57PVu2QPycJFh81pB6vQk/XGXdFnNnVyNwUrdxdqeSEOJe0w1PbUlznBs1Tg9xm6jdykuCKblG69IZmJmvpznJXO1/T3KFle2qV1tmgUSmmdMnHHC/vgCAYe2GQJCZMcbS9oJiptEC1ErbY8GAQ2kKJQ+AIhOHm2R4r0cbmvFQOQeITLg3s93jIMC+NvEWtiQmU+hgTJ+MuCP7BHr2njPsb7MDbZgZNQwgJm+yUeJXXtSgjOV4XTxniFsA+UyYU5F9tbmRyQjcGx55eT39buvej0t9ukB6/Sdr8WGC8R4MkyK4XpG0LAxWAMukOLCBapVHPDOTGECFjlMWJDAgi8cIiOpEhQWTHL/iqdMaHpPO/4jv7+hGIg3KzOUIUbWZzkwozXHKPSW3Mp6BjNNJBikmEQjHaVd7glHC22ezQrDTlpsbr/JZFynnic9Jf3mt2+ZGgaaPbMkc7GE1Gm/5h9mUqFOLsDpC520vRBAL715FophMV4qR6hyqM4wEPjaokiP+1QL5jwZekeR+T5v+7NNOP2uyKAftNDM9JU1pKiorNDls7QzpYHYQmyGrTnffpC8fr2jnD9Ynzxznjf2FbmctuH0ZtSaASqM2sMdXASMJyM0w2cmTro6Ox4o/SKrswKIgdd7urIXaKY3dA5hTTs/gIO+AOklw5nuo+VSSbW0qHH7Fqj35DTlqSCrPTdbC+U01mj1XmkS2YlK/rzxxl4iBfY3KTzSzCbGxXnZ2BWiTMUdfcplaZoq5Zp9nF92lo867g8WpTrytv737mxHpTuUwDpAxy0Y+CgUFHAzskAUyZG/XGECNkzKYFCAQWxusp+ewOHB/vjDCdxxEYsGSckRTSdWPMnatdpZbaUk0elqtrZw87HJkbnZfq9sZ7enOJbn1+lx5YvV+3PLXNxZUdKncEigODpEyNWBux2pL1QScdJWzAjRm8O5iMhYFRZ4l6ZZPGSGaaSgh2/2BeMZ13hD6ckrBVR3abeC5keSqbQXq8IRBnK+0d49o1vWWN2ir2Kj8zTR+dP1Yftst5E/I1bViWRuaYSrUTNpzMXIv0xJCbqVLT1KZtJbUKlW81k2pSckaOYlC6TPujPvjF35mC3Rq8ESEwvLMNpohRt4TOiNVufyaoNwd4Ydjsc0bSm4ykSSy3231sXEDimXgu9g1pHm/Xc48exYCNGaNgc3bcr7nxe3R67HadNXeOUjK7xHANVFI8saFYw7NTXCE+oQtUyCzmB6BiIU7qgiHMqn1B8oHmiZAtGuLILAYmvkHEZIWpnIBkXW2xqQ4SdjxnoX3FKGoSJbiCkDVjDnERc8zY6f6b9Z4gidJTYEHRDktBPicREiu9obwHCHozZuyw41mlrbtDs+J3a27nRp03fbwyC0cHD5XW60Blo7LTEs2Da3RhjFQj4rz0RBdGm1KYoQVTijQ8sV7jmtYrtd1sqNp+U1Qt8dxks2s8N1Qn5WI7jHgPrQlUrUvY2pmAMMTocwJPjG2YXvyt2aO93tW7JwYJXzpDCYGx9T8x4MlX2n0nWF3xWkCFbzeVjmLnxJHBRgzHCJ0MUgxMZcyPjXuWZMSYNVIpsaZE6TaCGLuguqHFJe2YWYFIZa4FCT0HFO7UtwQGTQIMY4Y8OUaeEShDVl78fWDI1A0TdiA0gVJBVQyfF7wWlbLlMfssZngtpoBJYOBinv1p6YrvS2+9RZr+Nnt9dvC+PQFOJKvvMjI2ImaxbTWVvvJPr/r3e/QR8J422okxZISXMVwpKcmK2fRQcKI3TDX1mxQf64ZcEUcmr4FJ1jS2ac3eauUbKV89LUfzLrxSqVONKOvtePyunFwhyyxTv5x82S2GEEPBacF9xIIrdgU2SfcdpW7MKyb85sIRti4IvREmm/N+6cKvS2/+oTTvo0HdfE+evLFF3hdBQrMHnXvHa1gahBiYZAwZuviXGT8JM8IMGDClNF1AAT5EXFzbpJrmVpdgOTxVC7C/HGpi2JzA1YNQKSUj+UYIA4NGaVAzTIgBYyexxqajk68IjsGCgMSZD4uy5rVbzDVc//dg4Zwq2Kppzd+MaI3syUx3BQbP7AHcTmLGXPN8FLJH36PJfndCVtgOJ0TsESIKl45RXfGBc8bo7LG5GmLEmxgX64bNU188bkiaaxghGW0GZ7Y4UxphJ/psEwscj3pdEm6c6FHJ3EfIgTwBYbN4I1REBZ4XOGD2iEplfWCPlFri2THPG1vF4zsVYNd4f5x0OPl0BWERBt1TxsYuJC4cYp+ZVmyPwxiYZMyeXBAgPziExyATym+OqnAgoXfDOaNcQT4lcG+dVaT5E44MZTh1QNkPpMsComkCRUNNJcQLIRJ3221nexbAZf9PGnuBvTAcnU4xgib8ABE21dliDLdHE0Ne+K1TM0iqLhb/zN5ziS2iewOV0XUQOZ+Zheli1vYTcxJyFR49qHQ8Thzpw4JwAaEu1CjX1OemvWJrlL598Nwx+uLlk13H3sjsFJ1ntog9Mumt1jy2JXtqdf/SHao9uFWtMWbLruPNlC+eG6WUqFnK0xjluu1pdaQWqH7BN0wYvNl+exMOgNwH+QliwzRquMogI3o20GXfu8U/D0j6ZFC+XVp0s7Tj6SBR+LzZJso9AmwPm+Tf7uyRNWDviZjxOIyBGTMmJkvywilYI2OULaGAbtwu3MIzRpsLOCbXdUu9qiGAemDO6pAxxoPCpd2Z98DwUeHMnEBhoJbdXOJxgQECbkO4kHHECFEGLA6SMGxvTkNI16J/jBtly+c9uoSNY6y+M1hElAqhhChBIlFDFyCIuKAHVgXuK4trvKl8WrE9ukWvxoyJxaJS60wcQICMSp1pSrWb8kRCEvsqG5WWFKem1g49t6XEzbZYvbdKP3t6r5oPrNNpzSvV1BGn9NR0O+faSZe6dmp2sUdXptagzqo9qq+r0qridi2ry1dhbpYJDrNJchoQeMU2Mzl7LesDxYp9U4eMlxUpn4wA23XjZs3mugun4eURv+YEgydGPJtj0NkHEAaII9YRVRoktBEuxKUj68RjACfwCCsQYqBJAhJ6jUQEdZ7donitEaApENo4MSoIF5eQfcogOlpIqYaAAHmc3nxHyGFj5m8aPXAFKaRHneKe8vzIvFjczgiYi8y2/8T29rwQNG50LUvjs+xaFFzTlQeJ41oSE3QtrmFwbD4bZM3cAcjY45jo9QQeihRb5LdGwUJ+3YBStlG5yUbCpXpsXbES4kLuvue3l6u1M1azkw8qN9SgXc3pSswqUG62/b6NRvCceLc/qdbUYWpoaVNtW4xaW5sVMtW8s7xRazrGuJ1FYhPM7shxIBDIrUCShFGIgrDDB2obEqVDD+CFUT1Uss7szmwY8sw7ajg/z2msCsRFxB4hdurcI2BuNx4r/24mwzFbuaeSgwMEA/u0hOG83oztiDMD4kTFUI9Jfz+D4In7URLkMtqmfFCsGDZGiDohiRYBhAo552Dg9pl4LkTOEB8SKJE6UWK9W4zkiQO6OQH2Xozd5LkRYMDsSEL2nLkAhE1QyHT3HQ0UEx7BsF464XmcPLpRw2Dx1jLd9vxON3JzWHaKRg7JVmZGunIzM1Ta0OlaqWPVoZWtY1Xeka4GJaq8xWwBm8k3ckzJUXNnnIlOU8RNjWo31dthr9jUVqDxsQdUVnJAJfV4ZgYEAraYZXbMvBMIFBKG0A+Z7ZLwQ3QQ+iIGjF0zcwJVTcnm0duTQa7YKPfjjfJ8EthHgzVAeG+0eZbdeKmDHd5HiIBRgMyI2PSQWuvKddBsq55wGmf3cz4dqAHUc4Ep0OxxQQyQrw+CJmaHAVKXScIQFdRVaUfGExLXoyUZgscdRBVzslhpSphYG8eiJA4XD5eQhetGbh6VoKOTbu4H7XPYYmJ3krM+8WqlhTscztZ7RC9IzP3q6W36r7+v1d3L9+q3z+3QH5cd0PhQsa5oeVxzKx5WXusBtYaS1dIRox0dhfpZ4xXalTxd44rspI03lDlCOxpTtb8jW/GdTcqOqVNKZ4O2xYxVTWtIJWYGIVOtaQnh5Q5xcsFzpIwNm0RQUHZJJcbe5UE1DnO6IWXsEHvExvDI3FCgLsDuz/5koKgRAFQKHb11GOGJ48268BjAYYqTAW3Py8wVM1Kt37dOL7+0XM9ur1b1psXKCTUqeaR9Rgbu0F5KVQJzHlAJEOmUqwMjJF6LasVwiQdGBrIAqjqoQ3ZT1EYEiTW3GMwl5vmobRT2eFsYuI+oC5QD9c2F04xwu3GdOQ4uL4q4KxHjIlJHuuQX0u7Fgap3itzjeOj1MMUxwMTAHz+xxQ0QqmtuV1VLjDrNW/po6B9Kqd+n+Lq9Oi1ml1piEjQrtEOFbfsUUzBN75hdqBlJhxRTukVtZbu0pZF8R6xebh6qDbETVKlMHerIdFs97Sq6Uhefc6bG5oYT2Ngp9nZovXltTLAzoiWhxxwLSBR7wlYha/IN5C8IiaF8qQ+mUgjy7grCeAyuxwvrGlfGC6QWny5Ayk1JJjO6M9brwKPhyZhwAvWPHc0u+7yqxGypdLWmNKxSS32Vancs15CyFxVbaiQZ2cWAWmHCEZd/25TALOciurAC7hqT1Y5u3iBcgotGbJlFgAon6UesLs4WBsRMPLnIFAZKlxAESoIBLzSE8DoaUCgZIhZ+rKQHquWp7wQKH1AFwiAidhShpMjjmOhrMq6sb9FzW0t1/6r9Kq1rdlswJcXHqakjVue2LNaZ2fXa15GrXfWJGq5Duix2ubJNGEwN7df7C3fr7LQ95mzZiTZtqGJq9qi+pkLbCy7XM/ELtKY2Q9vbC7U9cbKS57xb73nrFZqef1RYAE8PUUCYA3skAY0ydrA1QRIZz2sic5DNFhvLg9sIDeybx6mrRzG7btJjgKmEbGwAKZPsJhSCeGH9eBwBT8aAErG2BtV3JGlPaaXGNG9RQ3KB6tPHqq4zUXnlK5WUYQaYEa5YwBip0KAiYumvggYQN6zbjIzHKC2CsMkuR8rJCD2gGiL713F/pREwSRReS9gD4kRVMEBl1NmB0iCTvfjmoKMKQ0adoIZJFh4NhrpQVkSMmvcjqcI2T5TkUQeNSvboFn1JxrvL6/XrZ7a73cy3l9WptrFN7ALS1NbhJrPNjNmhkXFVqulMUbudYEe3blOTErUzdoybxZxbs0F5iNxs6oiTFJNVpJLYQq2MnaqLGh7X1Nh9Oi29SmdOn6yrLrtc+SXmIe14LrDX1DBxomzxuogLY1OcrMk/YMvYEQRL7BihMPt9gT0iNkgIo3Apg4OQaeCIiI2jgf09Z0SMrWLXeG3YPO+HV+c3Oz0CA95XILP8yJqDLhb36NqDajl6qyViu4QBGmuU2FSi7JZic+06VJcwRC2trYoz5ZqcbgRLXBgSRX2iBkiu0VVEmIF4MWf+5b+X/vAm6aHPmf/5Uekv15nhmfJAcRDeINZGGVokYw3ZkgSkFI6EIMTM/AqMnGOCjQ8FC4ZQAyVIFNY/9rWgLvRVMTj7XBg+78P2Nxg/sWpKmWiTjczK8Og3YI/f++dGN5+YwfKMyqTlubapVfXNra4LtCL/dJXUtSi58aByO8qUrBbt78xTeqKp57iQ2hIyg9+W5g5UrNnB1EkTdX3uNhVlJGjSqKFaMD5fp3esVPI9pmTvNO/q4S9Kt785qIvH0yJsRo4CW2s3wiU8QckmQHCkFwUigT0XdxmZR+wRWyaJR400niKEy7ZeDCXC1o+AfTbsDy8PEULIg1QKn33l7YGdehzGgFbGGw5U6wePbdbCjYdUWtushZuKta+8UfPG5rgZs4eBIWaNVCi2XTFDZ2pLR5FCFdvUaaQ7MbVBWWNmmIqYGRgUmztSJ8w8YVRBuREoZWiEFog9E25gNCZxYqd67TZuIOp757NBuAH1Qa0l6hWCJ4bHsSF0rlEjzLXgRLHtqcCgAW4hx6OEiM+Bamabp0jYgqoMyt54DiEQiJmSNxQNcWjmzXo10i36Qhmz1dLX7l+rB14+qLb2Tu2tbFRDa7tyUhnzKg1JT9K5Y7M1ctRo7VaRth+sUkXicG1OmKLC9oOK7WhVdkytpkwcp4QJF+rQ3p0q3b9DpU0hxcx8l3Ibtym7brsyas3uCAkc2mg2uiJQxK4dv8H+ocsDkqVuGFuhXK3MhALPh3CdPZrXxsxhhEKDiRCULI1MxI0JlWHD5Esi1UCIEwgeu3MeY9gbJMdCh2ikMQUipt6aHau5Tcnm0Ym+QYwBS8Zr9lXrlie3OlewrqnNbe6YlRKv9Qer3XY2DAM6gpDTC0SdZdrwaSZaz1RORprGZYaUOcZIeAZhAyM0aoi5QH5UOBBvo34YF49mEAiSxyBBiBUjRRVAiBDoTjN+XsfzCR1g2MTuiCNzf6RJBUPFjUMJsyCYbcH7MCgeYPCUGuFWRgi2dEugeqgvxpWk7I1M+0Q7adCOyuebYIuAk4THq9DbZMyuHv9x78vmnR1yQ+M7CEzYyba1w/2lzOQ45aYlaO6oHIVMUe5pydDe5Mla3zlGa9tG2vk9W0XJbZo7Y4ayzr1BL8SeqefXblZe3RaX9KssL1V+vHlyO+zkze4e2CBhBrwhyNF5RcaGeFOuzNJIkaoJbJY8hAtXmB3ipXEip5bebcFv1xAydpo/OfAEIfQ1jJddH9g34bhRZ9nzTUigqrE7bJhQBgk/1hbiIz5VmnxVQPa8B4KDkJqHQxc2GjgwkaGlO8rcwBWGeTebG8hAoJbWDqdA/r5qn77zyAa9tMcMohswkD571lWKv4AB2NcF8S4M76CRIYbMbWqJMTgK2QlZYMyxZmSEIPgEhDMgWDYppbICxYEy4LWo2SIjeeqDKZ3j9ZA85E1cF7W9+XH3WVwpHUoG5YIRcxx2BWH+MRnpSCUFCwYFTfs1CTvK3zgxsED4nJMuC+KAHv2CRVvLnDBIM9uKjYWI7eexC81GjMjcU9Xk9mV8eV+l2xjhqmk5mjE0WbX1DUpPSdS/2mbrnvQblHjhp9SZNlwb163SxMY1aksfoVizo/bizfZTmwc2hJOxEaazD/O4eBNsERAewOZINlMRhK0SHsProyMOEqU7EBtCzXISx74QHdQbO7u2kzpq2IUczL54DslodqBm4UXq+iF91gQ185S+TboiIHJUNicJQiKE6jwOY0CSsYMZBkQ8KjdVrW0damlrd3G4OCMwWk1Rx/eu3OdGFx4BjAv3yrn8i4OYGiDWi2HjykUSEqhdSnqIm2GQtL2iPF1s2ZQILdkYIIaLi8fiwEghdkIczj0Mx9kwbBYGiRXGa/IcQCIQVRshb8BiqLLFAuFi/IQvUMIsLt4rMmHutHcEl/lfMFVsZOzRb6CLDuJlh2h3Uu4CzApQ2vboumIdNGJOM9utae7U2JxETWnbpAtjX9Jp7RvVuoG5xOXKbS9VQmezWuKCk3FDXKY6UMTEepvxuuwEDAljf9gF5AuxQoDYeIzZGSIAW8HGULvYHKEvno9qcfZoto56JbSGN4f3ZsTvksjEjAmB8BrmfOPN5ZqCJnxB4hhbRhETHuF4lMRRjXHWJ4Mqocg/3MNhQJIxP/G54/PUaISbZep4VG6K4uNiXQKExcC+YmPyUt00rG2l5mZFQHLihV8F5WEPflZ65EvS0/Y3Wy2RQONMj0HyDrhvGDOk6lSyGR1GzDAijJg5xYQTCBnwGlexYSSNe4YyIHkBYULaZMUhagwfdYxLSTkRQM26ulAjbY7DP47EC2ET9tsj4bfitmBIC4uM4/E4SufMjwfP8QPC+x0LJuRrzqhstzt5p3lqJO7gpwj4WSFsxMLCjcX63N9e1uJN+3Vly6O6suFBvbf2j/rQoW8qadXvFLP4Zp2W3qDW2ETXoEQFRlao2XXr6eA6s8kXg5Oz89bMdiBhQgl0bqJ+aUza/UJg75Ax9kjOw8WMzYaYfY2oQFzwIbFH13xkwgWhkBxWuNgwIoJQBWEMqoBWmi2S9GOONo+jpLFHStloTmLPO8J2nohfhQEbMx6SkaSxRrjE5c6fOETXzB7uMtaoE+LFLW2dbpNStmDKTTMCBSQbiM06lYuLZ/ehNqjBHDvfiNEMkaQcF+JrKAoMGoUMAbs4sREyipj5A8w9hhw5EAqF53EsjD7JjoWxY+DE4kh+1BvhMuCH8AOLiIw3C4FkCqEJlA4nABdPJttt6hjlTkKRUAjHGne+qY7rg4J9/g0eJ4TejhnjjZ05NldFWUnOY4OM8dYIoXUdTsWfjM5MTErRTG3S8JJnVdmeqMKOgyYuOpSZkWmmlKucUL3SplyihNp9ym/eq4mJFYqvMRvCLhONfLFHACGjbEeaPUCC2FCMESw2SEUEnhl2Qls0pM2cC0JveFhs64SAQCDwWKnZPbFkbJ5SSx7DVpm9gg2SA8GrJAxCHgNbJqcx7yO2fi4KjuFxTPSaMm5vb1dVlf1o/Qhmwb597nBdMrXAbbF001umaVpRptuan/3uLrX7JxYYSUaAMdGEAamicHGzIvFfzvLEveirRw0QOyY8AQEelji2klAWblQnf9txUMwQMJ1OxG55DxYM2zrh+kGm1A9jvGyt79SyvR+P0YyCgmFhoW5R2rRUUxLHcVw82I69f0VA5nwuF0LxFRPdoaLCvrN+xNDMJH34vLE6d1y+C0MU2u34UIwLtUZgHO3mULCLdEZnrTpCCSKyQSdzc0ySKqqr1G6KGM8sd8ZlGnfR+zU63zy/oVMC9UoLM/Zol07sgfI3yBa7cArXHifUQFINm8aOmCZHxx31xdgR3h42nJQdKGSAEmb7fmZxIwiYa0HDE5UReF8kmjkGYQkIGaHC+wNCeq+cbzyOgfC31bPYv3+/vvCFL+jGG2/UHXfcEb73SLxqVGUvo7apTZsP1arZ3MSG5jaX3FswMT/8aBjEZVkNJMIgTNwrFKpLbJh6Ba65w1wyjJnSNJIiLAJX92nGTngCMqUwfu+SYGGgpBkziKE7xWALhOdi6KhoSB1FDXiMigpIHuXBZqiu0STXFMtE+9s+CwuD4n2OxxY7LCJIm0VEbJsYnsdh1NTU6Otf/7qzyR/+8IfOIzsafWmPmw5Va3dFvSrqWwNzC98fa3+wV54Zg5Fvp9a02m9tj6bGtpsAjVW+KlSlTHWiXlG5LF+qaNLMPrALvK/WOnWa3bY01qjFiLk4tkClTbHqoJIHW0GtUoO+4aFA3UKU2Bn346kRB3YhCbNDCJzHHInbWsBGqZdPsPehAoOKDOydkAj3sQYIl9GtCiHzfoRAiB97vCZ6hYxvvfVWTZ48WTfffLP++c9/ascOU3lhsG0+6CBu1Qc4UNWo3z23Q99+ZL2++dB6Nbd1aObIbJexpszoCDDkZI65+JGxm4QDiPmygweKgpADBAjhsQggajf1ysBjJNMIZeDWoXcijR6oaKdCMFrid7Zw6LgjqceF16KaURwu7ht+PYuDhcNcDGa/UllBYwduIYS8x8gXMufYvB51QjiDODInAA+Hhx56SM3Nzbrlllu0efNmLVpkxBRGxB7x5PoCxIx3mmdWVteiysaAjAGhCXadmWyeGjONy2vqtLM9X/fqUu3tzNOzLZP0bOw8ZaQkKU5mIwz04bO7rjns0WwNOzJbpYmkva1V7TEJaorPcduLHaxuUtX+rWqjAw4xwQnfVeiYjWGPiAvEAfbI6cGFL8weCXNwwe54HCXNZDc6OslbcD8bNxCuILdC7TBCgmO7ck2z30U/NbGwlH+mx3HQK2RcXFysM844Qzk5ORo2bJh27jRjCeO2225zKuXOO+9UYqL92L0IiPdvy/dqZ3m96pvaXcx4l/1NwX12SoJbFCTxjgAlN5f8t/T23xkZm8GRLWZ4z9P/Kz3xrYCMmTOMAnDxYlME9OzHGDETi6NaAjXgnE8zal4LaVM0j3HzXAalQJ7cj+pwyT97vmtXDusklBrqxIVOEoKqiLkfkC74ShAqwciJQeNOElaJVFBQRA+Zo8w9HLC/008/XRkZGZo6deoR4uDhhx/Wf/7nfzqi7gtC/uVT2/T8tnKXqOOXDv/aLpfRanZZ2dBqdttp9tqmeLVpY+wE3Zn8Xj0+6ouKnXi5Rg0z0kw0Ncukv3/dZERs/xZOvMzBJslr9lCTPEKtsUl27E4TvPXKbLP7jagb22NUvW+TOrBRthRDSLCZKSd38iQRkMyDgBEXLuRm9oS3CLm2GNGigCddKbe9GPY4/e3mfpgnif1xAXiV2K3brixT2r4wUN8ex0SvkDEuVUtL8MVzHR9vpBPGu971Ln31q1/Vtddee/g5vYVDNU0qrmvTkKx0ZaclKSUxzu1zV9NkqsSMnhgeNZ+vAgb+7PeD9mZispAeoYQNDwTkiFIGqAdIlGQH4G+ncO3fy/MpJ2o21cr0NFQLsV5ibYQ3KIlLDidZqMPEXUw3w+UxYtWoEOqKUb7nfM4eC5e1cR/kS1KG51APiiKG1FkkLDSOwWfxcMD+mprsxGbA5uLiyAUEuOSSS/S1r31NH/zgB53d9ibW7a/WbxbtUm17SJ38xkeBX4zdoRkclBAXE94sV5qX26TbJr2oG9r+qhAhKMrSIEs2moX08LY4kZPoNc8qRQ0KdZoyVkipbWavRvSppqbTQs2K6WhSG1uEoVypuGEWMnZEPTA2hW0VTA3sLQWyNk+P96OGntwFSpryNBcmMWCPCAeOAfGyASphDo7DZ3PDsMKiqw9DQW9E9Ir1USFx3333OdVRWVmp6dPDP5whLS3NXdLT040vepcwMtNSlBNqUHzldhWkxqggK0OtpjoYzDI2P1VXzhpxWJkchuvHN1VMdxJER9yLGRS4gpSWYWSEGCBTp0jN4AgtdNrfKAmMmH8WRkqGma4j3oVBLVwzB+O8zwc1wuysQNUFtZm4epQfYfC4jMQAaQgZPjdQuxGQtKPqg/gwKh3lTryO54RMlVCDjLLBXfR87DBv3jw9/fTTevzxx7VmzRrntUWQnJzsFHN2drZxRe+SxSPry1RdU6Mp8cVKM8K008Lhn4i3Zhh8qxFfbEygmlGymZ21WlD5d2UWLzEFbDZIiSTzSojLQsjEYwml2e8PwXc01hgZNykx1KmmzngVd+YYKXPMGJXEFqgxJtW41WxzH7tzGFHTIHT2p6Rp1wZhOsa6DjEydpPVEA5mXySP2VCBcAaVFoTMIkB00CFKnTLVPxybkwPrgAQgYRTWFOvF47joldK2GTNmaO/evVq9erU++clPavRo+yGPAouiN0vbQNKhlRq94y6lHliijKoNCuWM1DsXzNRbZhZp+ohcZXTUKBRjJApxRkCi4+DqIAxAlhnjAo6ITYFGpl65onpz31C0lAgRt4WUI8oWI3YK2IibmmRCGiRDSjcEatd11hmZomSp4DjX1C+tyxg3bh21x7yekZoQMssTN/QZU+wsRlxHYskccwTxbVtUvDZS68zIQ4rv2T4HZd8VMACfn+dFMt4DGGPGjHEhCGLFeGZnnnlm+JFXsGfPnl6fTbH6peWadeCvuiRhvebEblVVZ5oOxeS59ue2mHhlxtQrXY2qVbKYZ9XcEdKkji26oWC3cmPMhlCdruTSbCGSWDNb67QTfmNVsZpbUMOxakjMU3JsuxswH2sCoclMvEkJauxMUGx6vrL52fn9eT1VD4QWmMpGlQV2DMnPfX+ggIn/oozJe5DQQzzQ0owXwWPP3xIM/SEGjRIm0YeIQGywZjgWaprPS/1zmpF0dy3QPM57o7AHKXqFjHH35s6dq0svvVQFBd2fEXt9UBAlNst+47Y8z8kbqiGq0Fn5zRo/50I9t6VMO5+5Q82r7lTz1udUWlWtA3EjlJ+RpBhT0W7CGSEIiArXH9LCwKiZJAxBWAJDo8IBFeHCFbZ6qK90VRH2OhSr27vOFg4xPaooSO4RAtljRgmJj79QGmcX4m88F9IcNiswTAyfmPW0t75ysqArcGu4TRqXELImRBGJzZHd5hioZK4he1QyZB4hXWJ7y035o2YYbOS2T7fPNcBBrPiyyy7T2LHdD9rv9UFBHS0asuEOHTq4T+Wx2cqIadB47dHG2IlqNTKdr1V6V+zTOjt2vQpUqe2dw9z41jlZDfpA0nNml0bEyGXIjj9oomB2tq215n1rVd/YaLwcr7qkoeb9tSupw25njzQzCqmttVVtcSlmggXKzc1XYpURMLOQ8cCoGkJtQ/BjFwQkSvkkte/YPa372DSkSlhjpr0neRLArBTK3SifI3SHQud52BqiBWXNBqVUe2Dv5EZo9R85LzipREBpJ3MstpsXyvogwRiJPQ8ihFfoAASkQ4lZYpZSkhOUXTRaSTF1+ueag9r44r80oeI5Harr1NNbK3Tghb/qX4//Q/esrxWT2tzOG5HRfy5xYYTHsc65MTBSlK9rBTWD4qyP4aB2+TqpFYYIMW5IGIMlHIObxvHYDZrXsLheusuM125jxBEQuzv9g9KC/7DF9s5wmCMM3pekHyBEwnEgcWYLzDElwyQ5FgInAhYs70mMEQUTeQ07S5ebwZO8IW7I5qe0z3r0LuwEPiy5VaNGjFKCEWiZspSb1Kmc+FYN6zigt8Yutl+sUw1K0nmhtbogxgjKfu9CEwixiWZfkBfKk98VG+Vvdoaxk3ldrCnjBCM7O25TfJY6zGaqQrkqbuh0ZW2tCRkubj7U3jWtwuyxuSEgYogT2+DETy4Ee8T7iuREANUVkP75Xw4SyF0f43WOVM3msK2IzRFyO81eQ4IPe3VqlzVgggH1SylcBAgZxA9xZkgegcCY2EGY8xi4ZEzMirP+FlOSlNVQi9vUZGJxvaZ2bldzYrZqO8xtMwPojE/TtPgDenFnlfbWmBEMnxOQHMkL4l8u62wXN/zdrlGyhBSovCBxQnUDSgDXLaKmyTxjXIQjIGuMDoNna3UMmtgvMyUe/3owD5aTR1dg6EeDciLUOPFrSJ5YHK2r8z4aJAGJPbNQiQVizJAtNcqRofIoE94n0/5tHJ/viNAGk7s8ehdJOYpXsy6Ne1mXpO7QOellGp0ZrzHxFZrVuVH1nQmqUapa7FnlnRmaELvfBGmLdla2qC3HyI2YLfaITUVisihKU5qtYy/VhrQztSn7QjXEpmtz/GQVx+S66oyQeU3J9r6xJgRq2uw3Z3AVx8FG8JogUbwj/sa+F/1YWmjOMjFlyDqC7uwR28YbIy58yF5L/JqJhHP/LQivEdqAiEmCw61cIzzc/pFhkONAkLAm8ADpLMW+8fgGGQYuGTNjmB8ZRUup2Y5nHQGeVfmQhlUtV3xLtdrbOxTb2aa0mCY1pAx3fzeHTNW6OmEDRgpxsc09CTUIFJfNnekNkByJjotuMgI314vaX4jYZaBNJWB4PI66QA1A0EzEwv3jeRg4XUvP/Ui67Qpp8U8DhXAsoKx5LfFhwiMY7uSrAyUCMHIUCZ+fz5Jt6p2SONQ9IBbNZ+KkwEkDIuZ4XdWOR++ATsuGKhfCGxJbrZmtL6uws0zXxC/TxXpReTE1CqndtGWHaeZ6HVKe/UQhVbbEamupEVOn2TKqkwut+ezS0UTeokWFuRkamZelho54lShHDfM+q46p19pLmpTaUurK3Npj4tRB5x4nbSazcaJGISMUyH1AzhA9Snn5bdKd75b+bJ4Z4axjAcLE1shZMDgIexxzQZCkBqhm5lWQYCb/wjVx6Mj6AS7RbExNXgUQXiSm3DWMMUgwQGdT2I+79t5AQRSYEoB4+JGzRyl5yDjVNzSo0243d8Qosb1OVTmztT5xluZXPqDTO9cqhnpIiIokGZ13nLEJPTBpCpJHcaMoUBO0SON+Magbd98ZqL0/k9bYZokYGYoBwkPN8Nn4LFQ+UPZGIgWDhmi3PxUQNEkSyLwrULXEi4lXE7tmcBGxXk4ItElHQPiEZhXie8T+IOAICGtwMkAB8Rl4D7byp7NvkKPXY8bUAfMbF81SXXtITVWH1JCQo5LEkSqva1GukTHty2lq1M7OQj3aebYR9Yt6S9wyZSd0qiDR7IpcgtvxJU+Hyqv1ePylaqk6qKFte5WfmayCjjINO22Bpp91mToaq1W2Y5USOkwVmwiIbzdiHjtP8SGzP5qFIDuqI1gjeG3YEdVATBKkZh0brjKFSn6DGO7Rm9qyPnYuDppNsEfiw5GqHzy4iADA7mmigqwJo+GpdQWxZEyddYVAwcMkvMH9gwwDlIzt12WSGi45tbsYG2fmnHGKZ8hKckjxQyZp2EUfVduws7Q+/RzNblyqy5I2KgYl7HryzTgxIsIAkOhpphJImtD+STcexgwRU+rz8L8bkZryZo4sSTzCGpAhlRIMHoK4UaTEz1AiKAlUO2oJtYzhEn6INbJEtU64JHg+QDGsvF3abIuZhQGBk5HmBEMNJ64gi6EreA/CKTznaHDicKMO7XUsDj6/R++TMa43RJc6xNX8xlTtUn3yUGXkDlNSfEib65J0d4dp5I5J+mfHmZoSs0fvjH9BdXHZmjZutNKZyFZgqrZoujaUdujelnnamTBR21rz1VBfrzG5SUqcdIESJpntrLhd6ct/qvTYVpUljVJ71ijlZaUpOS1LMW6gvHl4hBOcyDCbpaQS22SNRMJlnMR5DKHANQIBoYDdInTW3iftXWrCxI7F+sB2sXcqi1g3XcFawR6PpXYhexQ7djzlqkAZD0IM3DAFqhAXnGQVsS8XazP3yAwmtt6cufGnK3fkVJ0+Z64+e/4IXTrM3DPOyhAjRsc1xMvsVWKyKE7ANbfPvdHcsQWBYUL8kYQIqplaYRTn1KsDQqQ0iOoLyuVQziTcOEFQDoRSRqFS+kZIBbXL545g4z+CpAaJQYy21txLWrEhchY4/yZedzKA6CnaH6RG3y+gUoGwFzFSU55p6ZkaP3yophcl6fxhbWpKG6VV7WO1NWa0mUyCxuiAy2lMHVWgolySuEZkWUPUPvfDeiDtnWrKn6mhKR1Kyy3SExlv07YJHzGbvzJQq677MmTvkaHJSeUaN7xIyaPmKob64AgBY4+EKihn4zYnfUJbzh7NZhEJruzSbBFijnhqzPjetjBQ1NQf40UeYISsHYvqHWwRuzxZEK6AjCP5jUGIgUvGuFULvmRnWiPE+aZcL/2W/dBmQLh6KNox54efaHbG/2UTRysLHsedpJkDVXw0ULm4nIt/EnTpUctLXNhlpY10IVzcOwwV8sTdciVoZrQ0hvAZUMsYPGoAFQtBEysmbodyjcRwUSUk6SLKA6IecXpgsIQrUDSbHw2U88kSskffAs/nvC8EFTKnf0i6+mazEfO0jJg7i+ZpRer5iu9oUUpMi+JjO7RLRUqNbdHQZLMZbLK5QhUx+frjsmIt3VqsLftLVdfcoTh1aGrNYmWt+qX0vB0T2yTsBMG619WZGl5mhGq2Q8KZ+ndUqlO52KR9NsIShOQIJRCTxu7sdW4dROwM+wOUnvFvgaQhZBpFKH/j/bgPQn72h0HIzeOkMHDJGJDQYt83jIV63gu+LF34taCX/miXicdJjFB6A7GiaiHLo7H1iUANo0xR3RgnYQ3UJnMoiHsxp4IqDppAcP8waoweg0VhoE4g6AjBcpsQB2Vz+1ZIL/8leC8IG4OnEYVEygZTyWz9hKKBtIn5kVjkNcTcPKIb5B3Y923U2TqUPU93ht6m/+t4hx5LeYurpOhsDwYHxRopr2gbqxfiz1FWvJ1kzaZaR5ynv5VP0Ob9ZRqZnaTtJXVasrtW8QdX6uKGx1TYaiTIvGHyE+QyEAiEIyIbGeB5cdJHDKCAmXvCrBS8wWS74HmRnHadnNinkXa2CRq8PHaDRikDvCnsjfwFXhudd7T6E16DtCnxxKZ5De/rccIY2GR8NFChLIjuwGPU6jL45MKvBl1G3cVcSX5AwBAvhIxSRvHyXBQtqpvNGdlBd+UfA/cNpQH5Q8bEkyFYOuwwYlxBqi1YPFlGrKgLpl9FdvZgQaFOmMZGzBE3d599BkZmcuEYED7H8XhDoKWtQ3c8t0mr99erpC1VT2086LrnMpMT3MS1DrvQgdc06a1KuOS/pIv+U4fGvUd77JxemBGvCQXpOm/CEDe74jRt1djQwSB0RTKNxDGqFruDSBkIREUNCTe8KBK3zosyUYAwYD3gaZHrwI7c0Cp7PMc8RcrpINdDq4PSNRQFIQjsEnuk/Zl6+dUmHhAf+42YaYoiEUhsOVLf7nFCGLBkvOlgje5ZuVdPbixWfbMZ6IkCQj1eJhdVCjlCrNQVowimvCUobWMyG7W+GDWG6GJ3xODMJcRIuaDWGc9JHI4YGRdUCWqEBYMhx5tqRomwuLh2IQ+7EFdDTbPIWBAMhoH0+bxHJ/E8ogp7KxrcRrhPbijW89tKVdXQqhFZScpKjFV+WoKbZZyfkWhkm6gCuxRlp6qlM1Y/frFRu5uylJ0Sr4T4BNW0xanDFG12aqLmjM7VGYVmg65szGwGpUsuAvXNhUTtsNPDStcEAGo10gbvdiE3W4aYSbiR0EMgMBaTMAe27cIcdpLH3iB5BAIxZkrjIGqejwjB/rBLkn+M14SgOQbem8cJY0CS8fKdFfrdoh16aXeVHllzUHe8sMupkeOCWC874FKPTCyNMzvDfbgPA4yAeBuEiZEShsAQiekS5uA+V65m6gJXkMXhvmIjZLr1iAmjMHDjCJnQ1XT9PcGQFki+wciYBcLGkCQCUSzUgGLw7lj4sPY3RM4QIkicHUTO+VTwuTyiEjtK6/TrZ7frRbPLJzeV6L5V+509MjEwLhTjRrmy/RLKmC2Z2mPidXZhhy7tXKLM7Q/q0SWrlRwfo2tzdmrMvocUV7JW1U0dumBijpIy7HdnpCYJOGK/rkHJbqOIzVyc0sXueJzuTtdNijdFotpsiQHzhNGIZ5/7WenaX5tn+PWApMlXIDYQH4Q7sEMuHBd7RFm7i92GoBkNy+uoBiIuznM9ThgDrrSNWcUo4hj7b0h6otLNwOliKsrNVGF6OAlxNErM3XrhliDsQOyVUABDTYjVsj0S6pNkHqoZw3Qx24KAAInbTr4ymF1BwA8STjWyRSXTIQWpsxCo24RE2U0EEifxEdk0cupVQes0e+ChfjFsQiEjz7UPF14UkHRkNCHF9age4nqUybn2Z45vCsbjlNCbpW0Przmgslqzwaxkt1V/q52gD9W3q9juK69t0q6yOp0+OkeTCtMdEcfVHdAn4h7W8KatGtq2Txm1W5VWtUk5+57R8JhSTW5ep3OmjdbUSWZzVDPQAUcsl2YjYsCULFItw154iAxUKzkQmoC2Pha8BkLFg3O17wZmUuDtYbN4d5Bq+ZbAvvG6IGNyGqwBF5c2kkd4oJhZB0wg5P1oRqKsEzs9nofp8SoMODJuN9Jbur3CXSfGm0sXE2fGvU/TQ3uVn2PGRgjgCJhVEvOCMCFYkhzMHyak4AzaCJSQALcpZqf9E/cNNw/DnH5NYKyoADrhmH416ryAnCFt2koBahhFDdlCqpA90+GIQXNsYspuRKEdAwUD+TJxjW4mlAu1xShllAiqhuNB9LilxWulXS8EC9LNyPA4WfQmGb+0p9LNz2bfu47YBDVXHVJG5QalxXVof0uy2WqH2+Vjf1WTWjtDmtPwnCaGDqohpcg4rVX5tZvUfHCDNmi0ytqS3b554+LtRE4npov1GtmSM+BkDBFH9mmkEQN7pDWZv0n2Rvang0AZ4sN6wI4h6HX3BkoZu8S7g1iZbczjzWaDxJcRHoTOsFE66lDXAHsk1owKJ59CExSfgYoijxPCgCNjtjtnC5uVu6vUopAKy5fqouoHNFU7FLNnSXC2jnQKARTCrufNmKuCMrXKneGwREcQq8XYID0MntIg4m+oW7reiMtBzl3B8yBMgPqFOCNNJ/hzxOyIvUXmw6JGmFGBIiELzvHplMOVRAFveDD4PGSwMW6K73mcYUYoG9QQFwbZ89mZ9Has4nqPY6I3yZimjuW7K1TXFlJO7UZN3nWHTo/bpnmhzRqemajF1fnaY+oYx2p/TbNma6smpdQqvW6n0mu3K6W5VMkddapPH6u4hCRV1jUqI9Sh1MkLAq+Ixh0m82EbEWEQgQtH2AVgF9gkapkwGCKD5DLigp2gWRfUQiNMCNexTRg18ogABAHloszSRjGzVvASIX5OAuRFXILc/nYNTHabBB+blh4rae5xBLr8agMH503I1/vOHaMpGU06v+0FTR9VoNgcUxAYFuTGWT4CiHOUERiDdzBQgOtGAo74biNxXCNQwgJdjRxSx0i7ggQGhhwBRsgg+Tk3mMqwRcJgFcgyye7nuIy+5PllZrSUHBHKoD7zgCkTdt3FHURpYNgsBj4fC4DESSXxPPtcVGKwoFDdbIlDCMQjqjB5aIY+Mn+sThuSoLObF6swJVYtqcPcUJ+RZc9pSNsBO68mqK6pVQmhkDYnTFVWa4my6nc5YdEQSlN9e0iZFWuV1FarzJYSNeSaPSV0CUtFOua6wuUhzH66AoFxza8CEiUcwTB5Ql3YLiEH7Ie1EBEUCBgaPbBbyLtiW2D35EdcbsRelzkquE24hEQh9ojidpUddr/HCWGAtkObeM1M0oycZuWWrVAMLZoQHVlk3DlmRoTjq42t7WpJG6mEqs2BMsUlKzKVgdpkwhptwxMvC2LAxwIE+eLvg5ZlFCxETsyX8h9CBxgpYE4GCyZSn0y2mWuMmuO7onkjWdw9PgdxOlQGSTxK3Igv8xrUN89lAfKZOUkwKpNZyCPNLY0sJI8TRm+3Q+elJWpGUYKGlr+g2rZEbS9vNKUcq6T2Wq1tLlBNYpGGpscZj7VrVXWqEuoPanjnAZV0pGubRqk8vlBtrS3aE1OkivzTNfGC9yo12WygO0CoL90prb8/CIPh9ZHLoJOTqgtsC8JlCzCqe7AhSuMARIrd4vERMuN1tP8TXsM2qYdnCybsETsn3MFawnvkOTwf+8QTpFuVTlhue7wmBiwZO+DCHTB3qtqIirM5Z38MhDmwpjaf3VKqu1fs1Qu7G0yBxGhMgpEqLdCEKDBoVC0xsmw78x8PxJyJs+HmoURW3h4YOASJO5dhSpvkIAZLbTDuHzFgwg+EQSiuR9kSqoBIOQ4ES4kQgHSZQxFJHBLCmPGOoKaZ92FREDY57e0BSXucNHp9NgWIjVdn2Q4d2rZalS1xim8uV7OStWvIRapsjlVJdaPYwr+2JUa1nUkaHypWWajAjdcsCNXpyZQrVDb5vbpowfkak3d07qMLaEyi7peQAyf2l/5s9rfVbKg6CMnhWXE/tkntOnFiFC22hweGqiVejMfGOkAAQMLUGGN7hCIIbTBxMDIGYJyJidnXmxI29Qz5I2JmvSewXY8TwsAmY87InOEhYcgM0mMilBnI+v3V+suLu108Ly6mQ2tq05SbmqiieCPTTiNCKhyo0TwWmI9MIoQ4MMkKFAfkTzsow1OIr1HqQ3yYRUGYg506mB1MRyCuIWVIJDiIDZPow+VDZRD3Q5kTgiAeGBkINOd9gfqd8Ca57kAWEDXL1IaSwSbe7HFK6BMyNltZ05Cnzbv2amJak1oSc/WPmAXa3jZEjU2Nbjv9ThMFcbGdKlWm6jqTNTK2VB1tLdqWdoZqRlzkFPbB8hqX8BuamawdpfXaUtakzOaDSqw28iTySPWPq2Yw+6o3hVpuJIpqJRlHaRv2NPu9QUx3j5EzwoA2e8IWKGVO7DwG+RIHRiHzesgaknYJZXsexyCJiFfHnBaEAHaJPbpqHx8rPhnEdPb2rqDHwF133eV27P3Qhz4UvqeXEck2h3Hfyr1atadKhRnJ6rT/yutbNTI/Ux8+g3IckhHHUZjr/x4kMojlEutFLeDeQbpMsmKvMuee2eO4dpQNETemA2r9g2bcE4PnU9qGUucxjoeihsRJ7BHaKDTDP+tTQVwZtcLxPHoFS5YscZuWslN0b2LR9io9+NJ+jU5t1uLdTSo2p6YwNcbVHb+4q9KRLAuy04i7pTOkoqRmDctI1MQxIxWndmUlhdRsz21ua9fw7BTtqW7TyMplOqN2oRF1glpjElTd1K44tl3KHKEx2qeM8peMMM0bhFAJi1H+dtm3A2+NjQ0QLJBuoylnPDU8QvIWS35phGprZojZK6KC9eNqkM3e8dy8F9ajsG90kKALEQNURUNzW9B+2sGO0S0qSMXAULjHMTJCB3TWoQzoxQcYJs0XVE2w3xfqgdpldpUm9IDKwEV0O4LkBYoD48adQ33jyhFioAmERUH4glDF1GuC47tuvxMgYhImnAga7bgeUYnThqYoPy1OL5fHqKyxTcmhNo3LT1N2SoJL1tkp2gFKDhnpDcvP079dPEPTCpKUGh+jlMQ45aUnOvJeuKlMwxLqdV77MjUqUS+UJmtzeav2llbqpapUHTqwV5vKO9WQTYWFqVrsFu+sZHOwtRFCgMRyldkb9ohHR7UF9kil0CXfMDs0Aqf6gjAfY2RdJY/9faJEjBghvObxmhjYYYrjgIaQ8oYW7SirU52R8rghaXrLjCIlxr8G6aEsqNWEVHEqzMYdUZ7zmcCQ2UAUkl3++3CCw5Q2JElBPKEEyuJwIQlB0EbN5owREJvGReQ4xINxM08UhGKW/ToYb8gGkxyfLj2PE0LfhCmM58y+pg3NONzsMbEgXTmpCVq9N6hFjgknXyHbYdnJuuW6WTp/Yp72lDdoS3GdMpLjnc0RnoiPT9DU9EYVVa5QaXuKGlrbzRbjlBrTpoVpV2lbyiyVDp2vpNFnaOSuu8xrW2l2mBZ4WXheRbOCumS0OIKCrj2S1fwNiBUTBmNXEeyxa0noawFPlE1GNz1s9vi8rYWmwCMM//s8Xo3Bo4yPAqT7/rNH6+Pnj9OHzhurjy0YFxj6a4HYLcoBtUDxO1llkn6QLoX1zXVBJhv1AJlSaUH9LzFmXD+qLai9ZE7y8G5i0lRPUH50MrXCJGOYJIfCIaHCyWHNfUEC0SPqsLO8Xi3tnUoIxWrJ9go9uvagDtU0u2YO+587v7d1dBhRp2nasCABdt6EPPPmkrSvskH7Kxs1a3iWxuUmaUtjhkpCQxRfu09JMu+uo1QVsdk6FJMvBss3xqRqyM6HAhukMYPOukhymYFUO54J7PasTwQt/dQLdwXkjc2TnzgZkEDE3vEYSfhtNi/RDRvyOBYGhTJGRazZX60YEwBZ5g52BaqEpEjsiZ6xcc+IsTHkPVLF4EZyho9LHfOmfwS3XWjBjttUawvAnk/YApVAxxwNGyiFngAnBRYWHVUkLVE+qPNIY4nHa6KvlPGeigbdvniXs8kNB2tUXNOkupZ2E4ydajaeJIWDKba0dWr2iGxdNbPIvS4lIU6zR2arIDNRM0dkufvH5adof027yhKHaVZejPLjGrW5rUB3t56nMlPKkPd5CVu0oOXZwAbpKkH1UtXTWB50ylFHzOYIlK8Vzgge7wlsetSOZf8QN8DI1gI2imCJ7Nfo8Sr0OBm3tLRo/fr12r59u/Ly8twW4d2hr8j46U0l+suLe7StpM4NaklOCGmk2znhdQCjYkwm066ojOhaxYCB738pIEWSdGSegSNnM3TaqOF93Db6+THW1wtInxIlYtHEl4kZE0KZ/OZA2QxidJjC3LJlizZu3Kj09HQlJ5vH0g36ioxf3lvlyinXH6hWVWOb4kwdgzYzFZJ3GclxzmvLMdGQnhSnN51W6BQ0YGQm8y3c9v1GdJn2nHmjszR93HANnXKOMibNV/OwczRp9HBdMCFLF04ZqgV5tYorXW9v0BKoYq5pJMIeqdih/d/dTxhhQhB+6wlQGUQtMy3TEDFhi8lvCkIfHt2ih06Dr2DdunWuUuLhhx/WV7/6VVVUHNUBFEZcnJFVL6O8vsWRcRYla7npSktJ1sKNpappNGXQEyAUcTRoSXVlZvbvg5AJO9B5R7syHXMQpRsKZH+7vHkPANeS5AqVGCRLUCQz36XDQ2AGMSDZP/3pT1q4cKG+8pWvaOtW++67wbFEQ0+Dca7bSurVauTbEROvNoWcFZC4azflWmBEO2VohlITQxqenaykuKPCBt0gJfyUxOQ0nTUmS1eflq8rTyvS6cNTlThiltlFOLTGpDXa6PGYIEm8NSoo6PQk50BzUU9h0uVBGA6bx4OcdnVQsulxTPS4Ms7NzdXll1+uiy++2C2CKVOmqKgocLXAoUOHHEEvW7ZMKSkpmjXLjKWXUFbXrKW7KpWekqjU5lKldDaopjNZs0ZlK92MvVdA1QaJEbqcMMYzPhQoBBJ/GLtTCUbIuIMkR8ho9wSI6VHzyXAj9joj7uyhtLQ0XXTRRe7y7LPP2nkqRtOn23cURnl5uUpKSpw3x98LFiwIP9I7WL6rQkt2VhvJ2k/UVuy2TapTsl0bJZs302QsDWEzr/hrV05xlROvCxAw9cXsRkMHKGWUbNFfuiGwRzw1Kn1o3CCXwYCrngDKm3kZ1B3TEEJS2rmEHsfCKZMxNcL33HOPFi1apOXLl7vLzp07NWNGsFXRo48+qj179ug973mPEhJecePvu+8+PfXUU3rhhRc0c+bMw8/vDRBn211aq9ztD+i0iseUWbxM45IbNXnGGYo9kVKxkwFuHr37lKahQiBk4snEbOlwIoFHaMLtg2eKmgt1xswGoPKhJ4Ai5r0Haf3nI4884hRwxB4JhSEGsD/Ilsc+8IEPKDMzSIqBZ555Rg8++KATBwiJ888/P/xI76CmpVMbtu7Q9TGPa0Hncs3RRlPIIe2NKVRiKEZpJhJmjsh2HXYTh6RraNYr3tfB6mY9s6XczT/OTU1wIbdjgoodSBY740QNIRNSI1lHq/K+lfYc8xCxSTfgJ02ulRmvjkRfT4GwGTkMj9fEKZMxsbji4mIjtVilpqa6WFxOTo7GjRunxYsX6+9//7u++93vujhdV6CEL7zwQucWNjQ09GrMmAluk1vXKXP7Q6oL5Sg3K0NzEvYolJJlRjkm/KzjgLgrioFww/FAi/PK24PMNAbtdkro8ho6kUo3BmQNYSIQyDAzeyLXPoffLr9HgMIlD4E94nVhe5AxIuHmm292YYoxY4783SdMmOBU86hRo7Rjx45ejxkPyUzWuP0PKXRotQ50Zite7ZoZs0NbO4erKjZLyWY26UnxrgSutrnVzTkmPryjokW/fXab9pWUaXNZm9YfrNH0oWlGyEfaJoGG1gPrFXrpNmnrk0EugWqIriE1yJZZFFT6YIxktrFHQlyczPHosFOPPsUpk3EoFNL48eOdyzdt2jR3DREvXbrUqY9LLrlEtbW1KigoUFLSq5XfmjVr+iSBl7DnWeXENmho4VANyU4zuzNzJUiHC3U8EFpYdYcR7NNBnNeN0+xGiZA0W/bb4DGScahgDLyru0dnHrHj/SsCso6MzmRAEIqZMiM3z/gk6jg9XoWRI0cetkcukydP1oEDB3TNNddo0qRJysjIcKKhqzKOAC8O0u5tMo5Tq0YUP6VN5e32V7xiTTWmdtbrYHuWdsUM04jMBHeuPlDVpNF5qW4CIVj+0irlbv6LzulYqRExJdrcnKvYpDRNGPJKMvrlA3X6x5L16lzyC7XWVSszO08xTFkjP4G9RwgWwmW/RQYCMbMiYp90erKxAvaICKFqyJNyn6HHE3hUUNx0000aOnSoysrKnILuDn3Whc1kqqYahTrNuBhuArFiZMcDxrj8VlMKxSY12oOtlygd6w7sU0eVBMYcspMOg3zouIP0I8Cg2Yrm3BuDGDEqBMMnboytk+Rg81KO5dGjIETxxS9+UXPnznWeHAKgO/SZPTLGNWOY0lorRdqiMLFFGfZHcahAaYmxqm9tU3Fts0rsMqnQ7MRwqKxcuRv/rBHt+1x12rDqlZpV+bja2l+xMWqP/7xsv1pKtyu+vUEb61K0u8psHtJloE/X0a6AkAUb77IRLtVBkdnGiAqeu+beYKiQR5+hx8kYtfz+979f119/vZs7QeiiX0H5Ga2dbBPDZfQ5QZz2eGAPOmJuECvxNhopqA3uSrAR0O9PuRAZYyQ3rh+v665ek6L6ccwIsAXCcbmguBnUQliDek+PHsWQIUN0ww036L3vfa+zx6PDFH0PO/tOv0YTps5UfEOpaurq9EjHmSpOGKm8JJo+YhzJJsXFui683yzep+/++REdPLBPmxozVdUap4OdeRpuxHxW4SsnEGqWsc+UnCLFm5eVFdvktnVSndk8m412F7cluUbLPZ4aQ6tIurG7DPZOw5K3xz5Fj5Nx1AEDm/0+acF/2OWL0twPvnbCDJVLYTyuGqoWpYCxdueyUb0AydLVFJkpMeWq8INHAffwnE8HQ4QoQ3NNGSMDxU4CkAoMj4GP5DyNfOvXNeFt/6XtUz+jgjOu1cfmj3YkTCUFMyqyU+P1p6W7dMcLO1Ubk674uDjFtjWosbVDhUmtmjG2SEPyjGTDIKHX3tqsivhCbc+7QB3NNcpsPhSEztjwtruOTgTAvA/b428LmjHw2iiDw5ulCaQnE3ker4keL207UfT5bArmsR41LOiYYAgQ8VyG/ZCRhkRnXheohaMBQUPIZKvpYIKIef6xQKyYXn/GDBIOYZAKpW7cN/Ut3S8aj15HXzV9HIZ5TkVDh2r+tFGaP54knfTo2kOulC0/LVE1TW3aXlJvf8crPj1PnXbCHta0VbnxTZozOlsJZ1xvdvpKjiEvPUnltc3aVlKrPbHD1ZI7Teeefa6SZhkRExM+FtyIzEnmPS4IRAc1x9gjr5nxrsB78+gTxAyaEZonC74WwhVsG0OxeleCJY78WqVxqGoGChG+oH6zOyJnY1IShWy/VHhaoFQ8+gV9NULzWHh+W5m+/+hG15FXWd+iyoYWJ1BJR6QlJZgi7lRe006dmdeisZNn612XnnW42cN5cXYSJ4i26UC16lvaNWFojrK6VjgSYsPW8OCYKkh47WhQ6sb8CMJu2GNPdId6nDAGjzI+WaB4ad3EdUM9AFdh8eeghI2wwrGyzTR2LP1NMLKQZB4bjpIoOVoxuwqK4YEK6amZAB6nhD5XxkchzliXuRW7yutNEde5gp/UxDilJsSprK5J7cbMWQWjNG7yLO2uDyknNUkjQkasK/8U7OxRV6qYvHHKz0zVsCw694LjOiAsGF7F2EyqJ3YvDcJp5Da6gk5ObBGb9B5an2NQM8DW4lrduninfvvcdq3Za67Z8cAOHuxzV3sgULQv32Ok/Gz4waOwd0UQ4mCEJRf68lkwHh7HQFFWkprbO7RmX7XM73JKuKyuRbVNrW4mxVljcnTllBxlxrfZou0wkzIiXvGHoAKHVvutj5vCMbJ1NH4U2JGG3T8gWXIUeHWbHgkUtUfUYNCS8V5TILc+v1PbS+u0r6JRf1yyy23FdEywXxiGTuUD09HYLYENHrsDMTdCDy6UYa8hk+13yfU4DlbvqdTCDcXmaMW4Jg9iyJByVWOrMpPj3ca51fb3XlPPqclJmpF4KKgOonSNpqIMU7qE1RAKR4O8Bx4cNkm4gjgwpWxUDHlEDQYtGa8yJYz3xrZL+emJrnV6xW46ko4BajHd5CsM2AwbYz5Wos714Rto8KCumSlZtEZ7eHQDBlfd/MQW1+gRH/fKkqQxDp07tSjT7QQSbww9a0SWPnTOSOUWmChoY9pacxDiwh7duMpuwgvsYUc1EPOuSdKxQS/J5u4GXXn0GwYtGSfHh1wpEflLDL7F/k6OP87XQZE8VROEK9glgcoMdkXoDuzYMe+jQVyO6gkqMcb0TyzSIzrBdl+oXXD/qn1af6BGGUlxYguwCHhOZlK8m7nNbOKPLBir98wbqRGZ5BrGBBMCXUWO2SQigZGplHIeDWwVe6Rqwu0wY89jRxqPqMKgraaoamjR757b4YZ74xam2kL46HljVJR9nAwyMTYK4UnQoSxOZFsk3EKfnIt69FU1BZuJPmDk+9TmEke2kwoy9PL+KlU3tKqppV3by+pNJHQ6ok4Ixejscbkal5eq8ycP0VUzuqmAIDRBp2j+FCnjOCVsEUDavmonKjHgyZiB8lwY3L1gYp5z+SLAPVy1p9IZ/+yRWcpN68NpZ0zLIrHCtCwaQDz6FX1Fxr95drtuWbjF7VdHaCwnNd5VUqQlxinWbJSSNlqh3z5nmC6eVKCOmE4Vpidr2vBM1znfa0A0RNrxUdBeQPQ5BvQ3/pIR7V9e3K3yumbtr2rUH1/YpV2mPCJgz7sLJg3RJVML+paIUTKLfmxnit/a9U+k1XeZYglcVo+BC0rW6Kira2lzYTKUcV0zpBxyuz6TqMtMTtDHF4zTd66doYvMLi+ZUqjpvU3E7Ebzwi+Drfnd5ddBDNqjTzGgyXj13io3jjA7NUFD0pOc8mAX3n4He+GxLU3WyKDWk+3T/WaNAx5rD1SpqqHVKWJCY2xASukaWyy9Y+5wXXHaUH3uovH65AV9vDHAzkVSyfqg9I2qDEJxu+w+jz7FgCZjiuabwkkS+v0ZvAI59zuYG+sy2fb1U/ZG0gVy9hjQyElJdN5YnJFwu9ljvaliFO8l0wr0ztNH6Lp5I3XptEI3y7hPQdUPVRhMlMMWSTpTceHRpxjQZLxgQr5z/ajN3FNRr5E5KZo3pp+Hn+xdbspjtfmsT0sHVgXtqYDyI48BjTNo3DD1y752bDJKvPiLl03W+8/ux0lyzNPetyIYl8nO5dhja31QOeTRpxjQZFyYmaTPXDhBV88s0jvnjtBHF4zrX2XMIPpVfwq6oBidScKEQUHsS8YEN48BDeLEX37TZP3g7TP1pcsn6dYPzNMnLhjn+jH6BdTAr7hVijMvjXGaNfuDcBljNdntw6NPMaDJGGSmxGv+xHydNS7XJUr6FSUbzBW0a2ZeDDNjZ6PGoplm+GcEj3sMeBCCuHDKEN1w9mi3MW6/ggltdIZmFEhDpkkTLjMFY9eMhPXVFH0O/433Jdg6PzKInorCVvv76GEtHh59hVQTBVBAZBcQdopOzrW7PC30B/y33pegTXr0uUHChK4pFMnEN4Uf9PDoYzCRcJLZX0NVYI8k76ZdbawQBUnuQQhPxn0JOp+ID593ozTvI9L8L5la9srYox8x+Urp/P+Q5v6bdMF/+kRyP8KTcX8gb4JUNCuYE+Dh0d9AIbN79PF2qPHodXgy9vDw8IgCeDL28PDwiAJ4Mvbw8PCIAvQaGa9Zs0aPPfZY+JaHR/9i//79uv/++92+ix4e0YheIeOysjKxz+ktt9wSvufVYHsZD4++QEtLi3784x/r29/+turq6sL3Hglvjx79jR4n446ODjer+JprrtGUKVPC974aoVA/d8N5DBr87W9/c7uQX3DBBW5nl+4QF+cHrnv0L055uHxDQ4N+9atfqaSkJHyPNG7cOCUmJurll1/WlVdeqd/85jf65S9/qcLCwvAzpNtvv13bt2/XSy+9pOuuu07XX399+BEPj9eH2267TRs3bgzfkvLy8jRt2jTdc889+uQnP6kf/OAH+vrXv645c17Zj/CRRx7R888/77bpRzzcdNNN4Uc8PPoWof8hnnAKiI2NdSQ7depUzZo1SzNmzNDMmTNVWVnpwhQrVqzQ6tWrnSKBpCMoKirS3Llz3S4f8fHx7rUeHj2BnJwcTZ482dkUtojtEaI4ePCgNmzY4HbzGDVq1BFknJ+f756fmZmp8vJyLViwIPyIh0ffote2XUJpoERQz93h7rvvdvG7/toDz2Nwob29XZ/61Kf0ve99T9nZrx7Qs3z5cj3xxBO9vu2Sh8ex0GvVFMOGDdM3vvGN8K1Xw2e1PfoSeHLf+ta3lJGREb7nSHh79Ohv9BoZE4IoKPBzFzyiA1RLYI8+cewRreg1Mvbw8PDwOHF4Mvbw8PCIAngy9vDw8IgCeDL28PDwiAJ4Mvbw8PCIAngy9vDw8IgCeDL28PDwiAJ4Mvbw8PCIAngy9vDw8IgCeDL28PDwiAJ4Mvbw8PCIAngy9vDw8IgCeDL28PDwiAJ4Mvbw8PCIAngy9vDw8IgCeDL28PDwiAJ4Mvbw8PCIAngy9vDw8IgCeDL28PDwiAJ4Mvbw8PCIAngy9vDw8IgCeDL28PDwiAJ4Mvbw8PCIAvQKGa9bt07f/OY39f3vf1+VlZXhez08+gf79u3T9773Pf3P//yPtm/fHr7XwyO60ONkvHfvXv385z/XpEmTdNFFFyk1NTX8yJEIhULhvzw8eg91dXX60Y9+pJycHF166aUaMmRI+JEj4e3Ro79xymTc2dmp+vp61dbWHr40NDTo+eef19q1a7Vlyxbde++9r1LGNTU1qq6uVklJiVpbW8P3eni8fjQ2Nh5hjxDxpk2b9MILL+jgwYO6++67tX///vCzA2DD2GhxcbF7vYdHfyHGSLUz/PdJAeL96U9/6ow8JibGkfOUKVPcY88884zuuusu3XLLLWpvb9eXvvQldz+47bbb3AIpLy/XDTfcoPPPPz/8iIfH68P//d//uRAZ9gjy8/M1ffp0/fKXv9TDDz+sJ554QgsXLtTPfvYz9zjg/ueee86R9/z58/Xe9743/IiHR9/ilMmYl7W0tKijo+MwGSckJGjx4sX6wx/+oN/85jf61a9+pfj4eN14443hV3l49B6wR07+ETIm9HDgwAEnBn7/+9/rqaeecvb54x//2D3u4RFNOGUyPhba2tocCb/88ssqKCjQF7/4ReXm5oYf9fDoe/z1r391qjgtLU2f+9znNG7cuPAjHh7Rgx4n4wiIC2dmZoZveXj0LwhDpKSk+ESdR9Si18jYw8PDw+PE4Zs+PDw8PKIAnow9PDw8ogBRG6agRGn37t2HM+NdwUdOSkpy183Nzd0+p7/BZ6O6hBgl9avR+hn5fImJia5UEfTG5+R95s6dq8LCwvA9bzxgi13L5rrijfRbs26orQbR9jn5jHwmYvvYY+R2T4PjTpw4URMmTAjfEx2IWjJ++umnXUVGdz8G5PHkk0+6H+2ss85yJU3RBkr6+PzUYV955ZXupBFtYHFS+rV06VK9/e1vd5UwvQFM7KqrrtL48ePD97zxsGbNGlca1509QsSrV6/WoUOHdMUVV0T1b71kyRK94x3v6LXf+vWA77apqcnVfl999dXue+0NeuKYZ599ts4888zwPdGBN2wCj+YRSub40aIVNBOwSCmnilawQH/xi1/of//3f8P3eJwKnn32WUfYn/3sZ8P3RB/oPuS3/u53vxu+JzrxhS98QTfffHP41uDBGzZmnJ2d7epGoxko+Ly8vPCt6AQKafjw4eFbHqcK/1v3DFDGo0aNGpSjEt6wyhjDwq3B/YpW0J3IJS4uLnxP9IGfn++SsIrHqYPOP75L/1u/fkDEg9EefZ2xh4eHRxTgDU3GW7du1U9+8hM3FhHX5oMf/GCvZF9PBSTuGJTEWf6Tn/ykxo4dG34kOkBGnXnTKHcy7J/+9Kdd6Mfj1FFVVaVvfetbbmwsIzs/9rGPHXOEbF+D6gTskdnO73vf+6IueQUYIMZQJ3JBhFM+8pGPhB8ZHHhD1xnv2LFD27Zt05ve9Ca97W1vixoiBszQpXqAao8f/OAHURcDY5Qp405ZlB/4wAc8EfcAmES4cuVKLViwwE1/ixYiBky0o+zu3e9+t5tax2eNNrCWWdNUpFDdM9jwhiBj4nGlpaVu5mzkwgzaYcOGacyYMW4QDJPiooXwMHrmNb/zne90JwmSEmVlZeFHowOUBc6bN8+VEOJdUJblcWLAmayoqDjCHvl9MzIyNGPGDD322GOO8FDK0QJU51vf+ladd955TrXjVUYbRo4c6TzIP//5z249s+4HE94QZMzQIXYP+c53vuMu3/72t/WXv/zFzar97W9/6+Yqr1q1ypWRRQMiY0W5sHBjY2PdfdEEhjhR4gQRM/eX+dMeJwZI4o9//KOzw4g9MqmQ75RQACM6OSFDytGESLKb62gkOk5kfH+sdcoEly1bFn5kcOANQcacyYnFoTYiF+KwqJHILg2oz2jJwOKecqHOGIPC8KNtjCgxY2qM2Q0DlzU5OTn8iMdrgYqJz3/+80fY40033XTYI0IREwai3C1agBfJpg+7du1yXlC05TAAdsglsp6j6fvrC7yhE3jEPAlRQHZ01JCYiJa48YYNGw4n8D7+8Y/rjDPOCD8SHWBB/vCHP3Tdi7Qp05iSnp4eftTjVIDrz6YKEAmttvzu0XKS4yRB7gIBQzz2LW95S/iR6AHr+c4773R/n3POOW49Dya84UvbaD0lDBCNdYl8tVz4fNEIak65UE3h0TPg5EtIKlpVHb93NNdCIw4QVL7O2MPDw8OjX/CGLm3z8PDwGCjwZOzh4eERBfBk7OHh4REF8GTs4eHhEQXwCbwoBeVRg60DyeNIUFVApUu0VuN49Cw8GUchqAWlgWAwlvd4BICIORlTJldQUOBtYRDAk3GUgTpLOpCKioqielazR9+AZg3sINo6OD16Ht7/iTKghCjK7w8iZuFv3rw5fMsjAho52M+wP8JGkY13PQY+vDKOMhArZt7G0KFDw/f0DlDgtO4ytpAJbuwlyDwFhtsweOn1gilhe/fudScW5k1PmzZN27dvdy3ikNpnPvMZTZo0Kfzs6MI//vEP/etf/3JEyDCqyy67TP/+7/+u3//+9697LCYdow888IAmT57sZgu/+c1vdt8TrcqEJphz0bWlnyFZnAyifUsnj9eP0P8Ywn97RAFoV4WQT2ROxMGqRu2tbFRqYpziQyfn5DCxjdmxX/7ylx3hAAaQMzzooosu0q233qp7773XEfSUKVOcYmbwN8Nmxo0b54gEYmW3YYbOMD4yAgj+7rvvdtvbM02PfwvPYdjTBRdc4Ej49ttvd0TUlXh6DE1VUukWkxr2nSScHHkuXLjQ/bu+9KUv6dJLL3W/B9PYmJtwzTXXuF3J+W42btyoWbNmudg+JzUIFvLm38r3BKFD3CNGjAgfOdhw4PHHH9eiRYvc98dl9uzZbhdkLny3jLnsGh+GvPGWOGF6DGz4MMUbFP9af0g/f2qr/vj8Lv38yS3aV9kQfuS1wQJ/8cUX3U7G7JCCSoMUUGA4ShAkBM3g+TvuuMORK+QJKVx33XVuih6jN4ljMrMZsuoKBuYsXrzYETlqGMKCeCB7CJht+znhEBvvcRxaJz39XWn576Rn7HrX4vADJ4ZHH33UeQl8H3gnnDwY9sO/HTBz9/zzz3dhiwcffNBN5oNcGdrOd8agG4ZEXX/99e6k1RV8H/fdd5/7jhlCD+kyp5vB/vPnz3fX3lEdvPBk/AbE7vIGLdxQrMzkeBVlJ6uqoUWPrDmo9o6TW8jdqVLCCpDkQw89pHXr1rmQyZ49exzZQKZ/+9vfnMJjohbu9f3333/EEHXizpBxpCQLIkNZE6pAZfYq2pqkdfdJHe1SpinSuERp/YMm+U98V4tjkSH/Fk4gTzzxhCNfTjCQLtMCTzvtNDdfe+3atbryyivduEpImXGVEUDmEDjfOd8N10x24wI4EXJfNA/x8ehdeDJ+A6K4ptEWrpSaYO6skUdWSoLK61vU2n5iA+yZKDZnzhz94he/cIoV5cswbwAZoZr379/v9iCDhIhbUt1x4403OnL+05/+5AiW24QvIOQIcKcpzcM9Z2Yyo0Nx3bngthOTRn3yGSjZ6lE0VZvsr5GSs+0fYt9FUpYRdLNUXxp+wmvj8ssvd4qX74MTCwqfkxBkStiFMMOHPvQhN3aU3T4gT25DyAxFJ9zArG2+L+K/EUC0KGGOw3dBDJhdaoifc+H75v247o9EoUf/w8eMowwnEjNOiAtp+a4KNbW2KxSK0aHqJk0flqlZI7IdSZ8I2JuPmPHDDz/sFDAxXcIOhDDYg4z7li9f7lzniy++WFu2bHEhC2LDH/7wh506hIRx5XHJIzHjSPxz5syZTiESA43ETYkVM38aAmd+Mmq5RxGXZNJ8o1S1R4pPNRIuMWI2Qp50hVl6QvhJxwf7FnLSIF7OSYl/C0RLLJ3vhe/nkUceccTKd0iIhoQn4QZImRMQu89w/f73v//wvx0y5jvi38zx5s6d68JAnOzwNIgzM+if75kQSVpamnudjxkPHvhqiijDiVZTrNlXpcfXHVJ9S5vG5qXp2jnDlJ7kGwNUe0h6+a9SzQGT6TnSae+QcseHH3zjwVdTDB54Mo4ynCgZg9a2DkfGhCk8jkJDhaniTLPwN3bjjCfjwQMfM34DIz4u1hPxsYAqfoMTscfggifjKAOxRZ/A8YjA28LggQ9TRBn4OdgslOvBtjuuxyuInJQpoSPpRzmcx8CGJ+MoBNnz2tpatxhZlB6DF1RR+JPy4IAnYw8PD48ogI8Ze3h4eEQBPBl7eHh4RAE8GXt4eHhEATwZe3h4eEQBPBl7eHh4RAE8GXt4eHhEATwZe3h4ePQ7pP8PzrJQoFrrom0AAAAASUVORK5CYII="}}},{"cell_type":"code","source":"from imblearn.over_sampling import ADASYN\n\n# Perform ADASYN oversampling\nadasyn = ADASYN(random_state=0)\nX_train_adasyn, y_train_adasyn = adasyn.fit_resample(X_train, y_train)\n\ny_train_adasyn.value_counts()\nX_train_adasyn.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**1-2-1.Random Undersampling:** Randomly removes majority class samples to balance the class distribution.  \n  \n<img src=\"attachment:b70feaf3-ae0c-4b31-9052-07db89d8ff96.png\" width=\"500\">","metadata":{},"attachments":{"b70feaf3-ae0c-4b31-9052-07db89d8ff96.png":{"image/png":"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"}}},{"cell_type":"code","source":"from imblearn.under_sampling import RandomUnderSampler\n\n# Perform random undersampling\nrus = RandomUnderSampler(random_state=0)\nX_train_rus, y_train_rus = rus.fit_resample(X_train, y_train)\n\ny_train_rus.value_counts()\nX_train_rus.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**1-2-2.Tomek Links:** Removes majority class samples that are closest to minority class samples, aiming to clean the class boundary.  \n  \n<img src=\"attachment:a1eb513c-9f38-484a-a6d9-a067a3641883.png\" width=\"500\">","metadata":{},"attachments":{"a1eb513c-9f38-484a-a6d9-a067a3641883.png":{"image/png":"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"}}},{"cell_type":"code","source":"from imblearn.under_sampling import TomekLinks\n\n# Perform Tomek Link undersampling\ntomek = TomekLinks()\nX_train_tomek, y_train_tomek = tomek.fit_resample(X_train, y_train)\n\ny_train_tomek.value_counts()\nX_train_tomek.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**1-2-3.Near Miss:** Selects majority class samples that are closest to minority class samples, balancing the classes by undersampling.  \n  \n<img src=\"attachment:3eb8de13-28ea-4847-9eff-68a24d8e5c82.png\" width=\"500\">","metadata":{},"attachments":{"3eb8de13-28ea-4847-9eff-68a24d8e5c82.png":{"image/png":"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"}}},{"cell_type":"code","source":"from imblearn.under_sampling import NearMiss\n\n# Perform Near Miss undersampling\nnm = NearMiss()\nX_train_nm, y_train_nm = nm.fit_resample(X_train, y_train)\n\ny_train_nm.value_counts()\nX_train_nm.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**1-2-4.ENN (Edited Nearest Neighbors):** Removes samples that differ from the majority of their k-nearest neighbors, cleaning noisy samples.    \n\n<img src=\"attachment:82ae80e5-5b93-4de4-8c4e-ba90a559b750.png\" width=\"400\">  \n","metadata":{},"attachments":{"82ae80e5-5b93-4de4-8c4e-ba90a559b750.png":{"image/png":"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"}}},{"cell_type":"code","source":"from imblearn.under_sampling import EditedNearestNeighbours\n\n# Perform Near enn undersampling\nenn = EditedNearestNeighbours(n_neighbors = 5)\nX_train_enn, y_train_enn = enn.fit_resample(X_train, y_train)\n\ny_train_enn.value_counts()\nX_train_enn.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**1-3-1.SMOTEENN:** Combines SMOTE for oversampling the minority class and Edited Nearest Neighbors for cleaning the data, providing a balanced and noise-reduced dataset.  \n  \n<img src=\"attachment:7e36b8a8-a6b3-490c-a440-8968600b78e7.png\" width=\"500\">","metadata":{},"attachments":{"7e36b8a8-a6b3-490c-a440-8968600b78e7.png":{"image/png":"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"}}},{"cell_type":"code","source":"from imblearn.combine import SMOTEENN\n\n# Perform random sampling\nsmoteenn = SMOTEENN(random_state=0)\nX_train_smoteenn, y_train_smoteenn = smoteenn.fit_resample(X_train, y_train)\n\ny_train_smoteenn.value_counts()\nX_train_smoteenn.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# List of training datasets\nX_train_balanced = [X_train, X_train_ros, X_train_rus, X_train_smote, X_train_adasyn,\n                    X_train_tomek, X_train_nm, X_train_enn, X_train_smoteenn]\n\ny_train_balanced = [y_train, y_train_ros, y_train_rus, y_train_smote, y_train_adasyn,\n                    y_train_tomek, y_train_nm, y_train_enn, y_train_smoteenn]\n\n# Names of the datasets for easier reference\ndataset_names = ['ORIGINAL', 'ROS', 'RUS', 'SMOTE', 'ADASYN', 'Tomek', 'NM', 'ENN', 'SMOTE-ENN']","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.tree import DecisionTreeClassifier\nfrom sklearn.model_selection import GridSearchCV\nfrom sklearn.metrics import f1_score, make_scorer\n\n\n# Define a custom scorer for class '1' F1-score\ndef custom_f1_scorer(y_true, y_pred):\n    return f1_score(y_true, y_pred, pos_label='1')\n\ncustom_scorer = make_scorer(custom_f1_scorer)\n\n# Define the parameter grid\nparam_grid = {\n    'criterion': ['gini', 'entropy'],\n    'max_depth': [2, 3, 4],\n    'min_samples_split': [10, 15, 25],\n    'min_samples_leaf': [5, 8, 12],\n}\n\n# Store results\nresults = {}\n\n# Loop over each balanced dataset\nfor name, X_tr, y_tr in zip(dataset_names, X_train_balanced, y_train_balanced):\n    # Instantiate the DecisionTreeClassifier\n    clf = DecisionTreeClassifier(random_state=111)\n\n    # Instantiate GridSearchCV\n    grid_search = GridSearchCV(clf, param_grid, cv=5, scoring=custom_scorer)\n\n    # Perform GridSearchCV\n    grid_search.fit(X_tr, y_tr)\n\n    # Get the best estimator\n    best_clf = grid_search.best_estimator_\n\n    # Predict test set\n    y_pred = best_clf.predict(X_test)\n\n    # Evaluate the best estimator on the test set\n    f_score = f1_score(y_test, y_pred, pos_label='1', zero_division='warn')\n\n    # Store the results\n    results[name] = f_score\n\n# Print the results\nfor name, f_score in results.items():\n    print(f\"Dataset: {name}, F1 Score in Test Dataset: {f_score}\")\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### **2. Cost-Sensitive Modeling**   \nCost-sensitive modeling is a technique used to address the challenges posed by imbalanced data, where certain classes are significantly underrepresented compared to others. In such scenarios, traditional machine learning algorithms may become biased towards the majority class, leading to poor performance in identifying minority class instances. Cost-sensitive modeling assigns **different misclassification costs** to different classes, giving **higher penalties** for misclassifying minority class instances. This approach encourages the model to **pay more attention to the minority class**, improving its ability to detect these less frequent but often critical cases. By integrating misclassification costs into the learning process, cost-sensitive modeling **enhances the overall performance** and **robustness** of models dealing with imbalanced datasets.","metadata":{}},{"cell_type":"code","source":"from sklearn.tree import DecisionTreeClassifier\nfrom sklearn.model_selection import GridSearchCV\nfrom sklearn.metrics import f1_score, make_scorer\n\n# Define a custom scorer for class '1' F1-score\ndef custom_f1_scorer(y_true, y_pred):\n    return f1_score(y_true, y_pred, pos_label='1')\n\ncustom_scorer = make_scorer(custom_f1_scorer)\n\n# Define the parameter grid\nparam_grid = {\n    'criterion':['gini', 'entropy'],\n    'max_depth': [2, 3, 4],\n    'min_samples_split': [10, 15, 25],\n    'min_samples_leaf': [5, 8, 12],\n    'class_weight': ['balanced', {'0': 1, '1': 2}, {'0': 1, '1': 5}]\n}\n\n\n# Instantiate the DecisionTreeClassifier\nclf = DecisionTreeClassifier(random_state=111)\n\n# Instantiate GridSearchCV\ngrid_search = GridSearchCV(clf, param_grid, cv=5, scoring=custom_scorer, error_score='raise')\n\n# Perform GridSearchCV\ngrid_search.fit(X_train, y_train)\n\n# Get the best parameters\nbest_params = grid_search.best_params_\nprint(\"Best Parameters:\", best_params)\n\n# Get the best estimator\nbest_clf = grid_search.best_estimator_\nprint(f\"Best F1 Score in Training Dataset: {grid_search.best_score_:.3f}\")\n\n# Predict test set\ny_pred = best_clf.predict(X_test)\n\n# Evaluate the best estimator on the test set\nf_score = f1_score(y_test, y_pred,pos_label='1', zero_division='warn')\n\nprint(f\"F1 Score in Test Dataset: {f_score}\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### **3. Classification Threshold Adjustment**\n\nClassification Threshold Adjustment is a **post-tune** technique for improving model performance in the face of imbalanced data. In **binary classification**, models typically use a **default threshold of 0.5** to decide the class labels **based on predicted probabilities**. However, with imbalanced datasets, this threshold often leads to a bias towards the majority class, resulting in poor detection of the minority class. Threshold optimization involves adjusting this decision threshold to a value that better balances the **trade-off between precision and recall** for the **minority class**. By finding the optimal threshold, usually through methods like **ROC curve analysis** or **maximizing specific metrics** (e.g., F1 score), models can achieve a better balance, improving their ability to correctly classify minority class instances and enhancing overall predictive performance.","metadata":{}},{"cell_type":"code","source":"from sklearn.tree import DecisionTreeClassifier\nfrom sklearn.model_selection import GridSearchCV\nfrom sklearn.metrics import f1_score, make_scorer\n\n# Define a custom scorer for class '1' F1-score\ndef custom_f1_scorer(y_true, y_pred):\n    return f1_score(y_true, y_pred, pos_label='1')\n\ncustom_scorer = make_scorer(custom_f1_scorer)\n\n# Define the parameter grid\nparam_grid = {\n    'criterion':['gini', 'entropy'],\n    'max_depth': [2, 3, 4],\n    'min_samples_split': [10, 15, 25],\n    'min_samples_leaf': [5, 8, 12]\n}\n\n\n# Instantiate the DecisionTreeClassifier\nclf = DecisionTreeClassifier(random_state=111)\n\n# Instantiate GridSearchCV\ngrid_search = GridSearchCV(clf, param_grid, cv=5, scoring=custom_scorer, error_score='raise')\n\n# Perform GridSearchCV\ngrid_search.fit(X_train, y_train)\n\n# Get the best parameters\nbest_params = grid_search.best_params_\nprint(\"Best Parameters:\", best_params)\n\n# Get the best estimator\nbest_clf = grid_search.best_estimator_\n\n# Predict test set\ny_pred = best_clf.predict(X_test)\n\n# Evaluate the best estimator on the test set\nf_score = f1_score(y_test, y_pred, pos_label='1', zero_division='warn')\n\nprint(f\"F1 Score: {f_score}\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install --upgrade scikit-learn","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.model_selection import TunedThresholdClassifierCV\n\nclassifier_tuned = TunedThresholdClassifierCV(best_clf, scoring=custom_scorer, cv=5, refit=True, store_cv_results=True)\nclassifier_tuned.fit(X_train, y_train)\n\nprint(f\"Cut-off point found at {classifier_tuned.best_threshold_:.3f}\")\nprint(f\"Best F1 Score in Training Dataset: {classifier_tuned.best_score_:.3f}\")\n\n\nimport matplotlib.pyplot as plt\n\nplt.figure(figsize=(6, 4))\nplt.plot(classifier_tuned.cv_results_['thresholds'], classifier_tuned.cv_results_['scores'], marker='o')\nplt.xlabel('Thresholds')\nplt.ylabel('F1 Scores')\nplt.title('F1 Scores at Different Thresholds')\nplt.grid(True)\nplt.show()\n\n\ny_pred = classifier_tuned.predict(X_test)\n\nf_score = f1_score(y_test, y_pred, pos_label='1', zero_division='warn')\nprint(f\"F1 Score in Test Data: {f_score}\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import gc\ngc.collect()","metadata":{"execution":{"iopub.status.busy":"2024-06-03T21:12:58.812398Z","iopub.execute_input":"2024-06-03T21:12:58.813040Z","iopub.status.idle":"2024-06-03T21:12:58.880995Z","shell.execute_reply.started":"2024-06-03T21:12:58.813004Z","shell.execute_reply":"2024-06-03T21:12:58.879489Z"},"trusted":true},"execution_count":1,"outputs":[{"execution_count":1,"output_type":"execute_result","data":{"text/plain":"11"},"metadata":{}}]}]}