{"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":[],"dockerImageVersionId":30698,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Test Design Strategies for Model Evaluation  \n\n\nTest designs are critical components of the **modeling process** in **problem-solving** scenarios, playing a pivotal role in **evaluating the performance** and generalization capabilities of machine learning models. **Before diving into the modeling phase**, determining appropriate test designs is **essential**. These designs outline how the available data will be partitioned into training, validation, and test sets or how cross-validation will be performed. Establishing test designs ensures **robustness** in assessing model performance, helping to prevent overfitting and providing insights into how well the model generalizes to **unseen data**. By systematically organizing data for evaluation, test designs enable practitioners to make informed decisions about **model selection**, **hyperparameter tuning**, and overall model quality. Moreover, they facilitate the comparison of different models and aid in identifying potential data-related issues such as **data leakage**.\n\nList of more applicable methods:\n\n* Train-test split (Holdout)\n* Random subsampling\n* K-fold Cross-validation\n* Leave-One-Out (LOO) cross-validation\n* Stratified cross-validation\n","metadata":{}},{"cell_type":"markdown","source":"### Train-test split (Holdout)  \nThe holdout method is a straightforward approach to splitting data into **training** and **testing** sets. In this method, a **portion** of the available dataset is set aside as the training set, while the remaining portion is designated as the testing set. The **model is trained exclusively on the training set**, and its **performance is evaluated on the independent testing set**.  \n\nThis method is particularly useful when the **dataset is large enough** to support sufficient training and testing samples, allowing for **reliable model evaluation** without the need for computationally intensive techniques like cross-validation. Additionally, the holdout method is beneficial in situations where there is a **clear distinction** between training and testing data, ensuring that the model's performance is assessed on truly **unseen data**. However, it's essential to ensure that the data split is **representative** of the overall dataset's characteristics to **avoid biased** model evaluation.   \n\n<img src=\"attachment:dd964c55-eb88-4a8e-b043-d27f4289f4c2.jpg\" alt=\"image\" 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Z03Y+BHmdN2PgR5nTdj4EeZ03Y+BHmdN2PgR5nTdj4EeZ03Y+BHmdN2PgR5nTdj4EeZ03Y+BHmdN2PgR5nTdj4EeZ03Y+BHmdN2PgR5nTdj4EeZ03Y+BHmdN2PgR5nTdj4EeZ03Y+BHmbN2PgIrNFSJJaTeRi9QL5Oovk6i+TqL5Oovk6i+TqL1GovUai9QL1GovUi+TqL5Oovk6i+TqL5Oovk6i9RqCpUmbn9Wr7dTfqPuUaDpFElOZg2VWSSS8HHliXINj1ssbPh+ZZCrVWlra7uhJ5iq1Kmrazo6IsfqFs+sIob933XuwN4pasugJJr+LEse7UPZaP6F2CJ4u1PcLBgqNR4Bzuwj1dWr7dTfqPu1tJwmg+RnuE0iaM6GjPBSqNxHoegqltlupaRP3jU7/vqKCqf0zXNSfSZGf8kKvWaRn0KbxL0KNRGX8BqlQppEJq5vS7D+e7UPZaP6F2fxSN+AfiZhDipMD7KPUXVoMavU1apKRCHkZmIC0ZQgDRlCANGUIA0ZQgDRlCANGUIA0ZQgDRlCANGUIA0ZQgDRlCANGUIE0srsQJpSxAmlLEDaUsQJon+GIC0ZQgDRlCANGUIA0ZQgDRlCANGUIA0ZQgDRlCANGUIA0ZQgDRlCANGUIC0JQqlBSUdAhCixIhYXoLCtBYVoLCtBYVoLCtBYVoLCtBYXoLCtBYVoLCtBYVoLCtBYVoLCtBYVoLCtBYVoEUZkojd+yDy73Yz+z8g73g+h4j5DEP9zd0f0e8x8T+r3/n3//EAFgQAAAEAgQHCwYJCwEFCQAAAAABAgMEEQUSNaMTITE2QdHSFCJGUFFhcZGUpNMGEDKBorIVICNAQnJ0obEzNFJic4KDk7PBwmAWJFPh8ENEZHWAkJLD4v/aAAgBAQAGPwL/AFdadw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFpXDmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZFp3DmyLTuHNkWncObItO4c2Radw5si07hzZ+LRn8T+or/U9J/w/wCon4tGfxP6iuJ4p9EjW00pZErJMiH5rAfy17YSilIRnc6jL5SGmRo55GZzCFoUSkLKZGWkvMuBgGYZwm0lhDeSo98ePQZaJCJ3ShpuKZXjS0RkRpPIeMz5/NBtwjUO4TyVKVh0qPTzGQ/NYD+WvbEHAvsQaWnlSUbaFTyfW80XHyrG0nepPSrIX3hgouHg0wxrInDbQqsSdMt8Jl5nYKjYZt5bKqq3n51Z6SIil1zCd3QUOuH07nrJUXPjM59AaiGVV2nUktKuUjEXHw6UKeaqyJwjNONRFo6R+awH8te2IKCeYg0tPOVVG2hU/e80ZAsQ8GppldUjcQqeT6w/NYD+WvbEYiMah2yZSk04BKiy9JnxPSf8P+on4tGfxP6iuJ6R+zue6Y/gL/sIN9tCUvPNnhJaZZDMUYa8uDl6iMyIPRDhybaQa1HzEFxVLvMtMLwjrmHWSSOeQsfT9wKHwyXId1aoY1oVNKse9V1y6/PSHSj3EhPmgqMQfpfLOfgn+4oZ9iKhnI3fbobbdSa99jKZZcWQQxqObzHyC582T7peZVK0JUfNbuGSkzSSm1ZfpYjIMJ8pvJ6EizSRorxENVcXzkZ4uohDPwKCbhFo+TQlNWqXJLQKS/c/qJEQdBIfUpUsLgIfC9Gg5aQy3SzcWmCqqrG7Bk2mcsWOqXmX0Cj+lz3FcUUn/D/qJ+LRn8T+orieOQhJrWphZElJTMzqmN0wNGx7D8qtbcZqxetIJ2kGn2zxJW/Ft4MkJ5k4vuEPBs/k2UEgpg4WAhX4l2JWSFYBs1SRlPJ6iC34t5yilEuqTTsMdYy5cZkGm4NuIpNBpr4ZiHVvT5MUxCvxDK4d9SCwjbiapkrTiPzRz0PRsW+yo0ScbYUpJ70tJEC8zqzo+Mah3XiaQ8thVVKMk+jSH3WaU3Q6hBqS1uaVc+T0hEQ0VRsWxDRKPTcYUlJKTkxmXT5jjqJZedaJyuw7ClWUmf0TTl5uQMtxsLFLNst6qIZwKElp0EX9xCQBKr4JONXKZnM/vMR7MO0t95VSTbaTUZ78tBB46OgI+HN2Vf8A3I1Tl0pEE3GNxpQqnkk7XgSSVWePHUxeZXQIF6Io6LYZTXm44wpJFvFaTLiik/4f9RPxaM/if1Ff6npP+H/UT8Vij4ZVCLZZnI3TeNWMzPR0jg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fDg/fB+j4lVCIZelM2jeJWIyPT0f+05uKFZhVtYNK5vIUZ4+hRD81gP5a9objimYVDWDUubKVEf3q+JELgkJdiyQeCbXkUrQWgPlTkBDwaCIsGbKiOZ6fpGMvmq0NRsNFwlTGt5REdbk9MuYIwmJct8RcvxodiEah3EONVzwyVGeXmMh+awH8te2HCwe5otr02Zzxcpecol9px6uqohDf6UjPHyFiDUetomTdUqSCOciJUvjmo8hYwqChoVTMMlo3MI6e/Vk0Fk08vzZl+LbecS6uoWBIjPJzmQ/NY/8Alo2w0wmGjSW4skEZoRLGf1viqcdWlttJTUtRyIi5REw8C/uk4eVdaS3unIenJoB0U4xFHEE4luslKaszl+tz/HcgYliLW6giObSUmWPpUCI2I1BH9I20yLqUERUI6l+HXkUXnwsfFNwydBKPfH0FlMMRbU8E8glprZZH8dTji0ttpKZrUciIuURMPAv7pOHlXWkt7pyHpyfOi/8ANf8A7Q79UwqjoeKOEQ+g8Msinvcv4yENRkDS8JAMKWo4iJiHDYN5R5CKU9GgIXD0xu6MPKy1DKShP76pfgKbKLdU+4whxBOLOZmVWeUUv+xT/cOQcDGHAKeaUlx9OUkTI8XUQbhGog3DbfQ0s073CJOWUvWG/syfxUKA/ZK/BAg6bi6QwiG0IQ1CmnEhGQpH1aBScQpZuOwasGypeOU5VeozEXGnSa4Z9g0nhzmtZr6Z8wh91LwkSUSvCK5VY5+aC+z/AORiFZikJWyqDx1iyYsoYSnIptaVdEg4umPKKBh4UnJIh0LW64ymWL5Miyy0gnqHpF14kf8AbYPBV8eSrP0cmUQtN4b8vUawNTJvTOcw1TxRNbCIW3uepzy9KfNyBa/KDyogiWZqKUPhIg2sfo1SLekIcqPinXIVb6UKrFUwqcmNMz5TkIeFiFvIoo0kpKW8iv0j5zDERRflFGUK8lVUkxrFYz5zUkyTV5jEJR8G+bDrqMK66ycjlokejSExbVPEqkiIl7lTDuFI/r8oj6LjIsyfhVIVuhSaxqToI+rKFQe6NyybNyvUraSxZecNtznUSSZ/NW2qQY3Q22qskq6kyP1GGYeAYwDJsEurWNWOZ8ooqOVAzijZbdNeGX6UiOcpj4HoVst0kZJU9VrKrn9FJf8AWUMOUwhLrDkywa0tyVy40ZDEDSNHtkpcd6BuZG+WfPoDL8DTMDHurIlnBIUzhUl+sRkUuvSEr3KUG9JRR7ZGgyqSylP+2ML+B/yVZvdXoehP9b15AqjmY2pBlENoweCQeI6s8cp6Q1DwEXgGVMJWacGhWOZ8pBmkMH8G0fEfkUVELnpKc5nPqCacU0jdKvkya+jhJy6tIdpJpso+AZM8I1g0JLoL6R/eNzR0ZhmMEpVTBoTj9ReaJ+oj3Q7GwbCoaKZaJ6sTijrYsZHMxSEGZngjbJ6XORy/v9wWmjaPfgGMdRLkOSZlzqcxTDcBSzrUW246lpRpqbwz5FIxHlx5R/vv5nNW5PR9HFPJj6w69SDa3oBuGSqDbbJBqUUshVcfJlDzkPCuQDSCnUcYQhKS+s7lCaLpRbcThTMkvJIpkoi/VxGWIKomjomHottpeDOIiJSM5YzUZkciDa4hUNTlFLORxMMtqrLlTKWTo0BNHwCUKjFprKcXjwZHkkXKGY6kPzUzLE621I56FVcZfcEx1FowTZ10xzc0nVTLHl/tjC/gf8lWb3V6Hoz/AFvXk+dFEfBsXuf4Sr4XAKq1cJlmHC/VPIHHYqAioZrc6irvMqSU5lyiEi4NlyLabRUU00VZSTnllp/5B6CRQjVHQbSUm5UhjbeiDTkxHjUemY8ooR6BimYhaVVG3GFEa5o0copU4uCiYUltpq4Zo0zy5JkDeioCKhmsCsq7rKkp0aTIKiW6PinIfdLR4VLKjR9HSEOwsBFRLe50lXZZUopzPSQoQoWCiIk221VyZaNVX0cshDwiIV5UUTbRGwlszXlLQKZhKXaco5p1eNcSnByKr6WMOFQ77JQkRKcY26hTSy5ccz+4QzWEw5oiVpN39OU8fmg1wkDExSCYkamWlLIjrHyAqM3LSKYKpg8GmCMt7yTqzDlIUikm4o04NtmZHVLSZh546HOlt8pRG5DG805OeM5CHjIyjVqccbklmCZNSWUlkTinLlEHuRhbjzFVw2ZSXKrjxcvMHKDfgHYGEwDuDiXIdaTSs8mM8WkLl5O7ud9At0Qxutkc/SJRYvWGI2OgHn3VuNvOLhWTUhOTFi5JAkQUEzHUWZpOqmHJ5R8yknPrIhDpgfJRVCqIpOKqmhB8+MiIvxFF7ik/FwLBMKRkwiZaJ/8AWMMwaPJSHS4Uk7pVRO/PpNRS+4ObvKHRFxGNSYdhtskFoI6hFMPOw1EPRDiUm1PAKcbMuUjSG1mRpNSSOR/NmPsqfeUKJ+yN+6Qfdi23Tgol3CktB41JP0pHykG24CEpeKUvFJx5tBz0EUkKmIGDpOiYiJaOZk3hSPBOTnJThSllPIXKEREFFxbVJfSg3yr6f0iSRCkUROEcUbThQ5LxqNuri/vIPsxCHVHGG22g2yLEc9OPnC/tTP4JDH2VPvKFFftU+4YQ1DFXfafU8lH6UjPF1GYiaFhqLOLilKVVxmRtnkOsUsheofwF/wBvNE/UR7oVRrUAUNXSSFOm7W3vUQpCl8CZOOs1YVtX09M+uQU55TxFIxbSZmlDKimSp4ykrIXQIVyGhFwEIt9tbTLijMyRMpHj5coop2qdT5RM+fEIlii2nvhCjoRBGaklLkmnllIzC4jykXSNIuIkTaUOTIy5FGZz6hBpNg4T5dXyCsreI97jG54+jY2FfSskxEYhZIOroOrvqxdRiHT5LxsRFmZlgl1DSoj5OfqCaQNClQ0QlJV9BKIpS+6YQcMxS7rv00uvtIIugyQcxSbbcK9DORLTjpMPuE4v0ZaEp5MgfZiEOqOMNttBtkWI5nlx8/Ez8I9PBPINCpZZGHfgumG2m1fTJxxlSukkkf4go+NiEvxZEZIQ0R1ET0zPLi5uJ8JFQENEuSlXeZSo5esJaaQlttJSShJSIiBsxLLcQ0eVt1JKT1GMLC0fCwzspV2mUpPrIKQtJLQopGlWOZAlJomBJRHMjKGRq82FOi4PC1q1fc6Zz5ZyG6XKPhXIidbDLZSa59IwkVAQ0S5KVd5lKjl6whqJhWYhpGNKHWyURdYiIShJUc+W/bKG+SxzxliyTERBvUc/ErOaMMcGajTo3ppxH04w7SUe0cOam6jTSvSxyOZ8mTzG9E0dCRDp5VusJUf3kEuN0VBNuIOaVph0EZH1ebdDlHQq4idbCqZSap8s5DCxMBDRDuSu6ylR9Zg2olluIaPK26klJ6jClQkFDwqlYjNlokT6hulujoREROthUsJJU+WchupUBCnFVq2GNlNefLMJKLhGIok+jhmyVLrClQkFDwqlZTZaSifUFNPNpdbWUlIWUyPpIIeYoyDZdR6K22EkovXLzYU6Lg8Kaq1fc6Zz5Zy4pjoFhSjfgzJLkyxer/VnlX+0/wAz40jWTcXgyhCKpPFkSfHHlH+ubqy/m/8APjSMLlaq3SeNzUeIiKZglKxbrbd2v8eNFuT3u6XGfYNP48b0i+ZyVgjbR9ZWIvxHkXS6yqpNR4dfISzmXsmfVxmpazklJTMxBeU696SqWOt0YlbXzl19w5NtpNaj5iIPUsdPRNEsLcMmWWa0qpdCi6BnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxBnnSHUvxAymk/KSLpGFSslmw4SsfWs5BdHu/Jt4qik/QMshkCSjywjkJIpElJLkV4M86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IM86Q6l+IG6WR5QRNKNNOETrL1aVU+lR9HrDES0c23kEtPQZTCo15JuHOo22RyrKBKR5Mb08ZTMxmv7RjNf2jGa/tGM1/aMZr+0YzX9oxmv7RjNf2jGa/tGM1/aMZr+0YzX9oxmv7RjNf2jGa/tGM1/aMZr+0YfgS8n9zboTgjcrZCPLl5gmhEGk4ltFdK9GFnPWQZhl+TxvqZSTeEM/SlpGa/tGM1/aMZr+0YzX9oxmv7RjNf2jGa/tGM1/aMZr+0YzX9oxmv7RjNf2jGa/tGM1/aMZr+0YzX9oxmv7RjNf2jES06wqDjoVVV5hWj4tIGXpOElsvWop/dMUWxKRkwkz6TKZ/efHlJQ8pmthcumWIQRH6TJqaPrxfcZDycok980icQ4nl6f/gfXxQ0ad63ScNvuScv/wAF1/FhGU+k9FpL2Vf8glCcRJKRceS0CkoX/gxivwLUI0z/AO6QZS6k7Z8UeScYWiJwaj5qydZ/F8nGP+JGF/bXx95VM/8ADjf8l6h5TvfokTf4bPFFEP6W41OP1Hq+L5MOQ0O48hiKrOqQmZIKsjGfVx95VPREO4y1ERVZpS0yJZVnMZdZDywPTun/ACXxRCHpKMT7i/8AQjjjTLba3DmtSEkRq6eXiipEMNvoI51XEkop+v4rEZ/tBgsJPebjbOWMyy+oZy9wbGcvcGxnL3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnN3BsZzdwbGc3cGxnL3BsZy9wbCof4fr/ACaXK242yyz1C3e6N6hbvdG9Qt3ujeoW73RvULd7o3qFu90b1C3e6N6hbvdG9Qt3ujeoW73RvULd7o3qFu90b1C3e6N6hbvdG9Qt3ujeoW73RvULd7o3qFu90b1C3e6N6hbvdG9Qt3ujeoW73RvULd7o3qFu90b1C3e6N6hbvdG9Qt3ujeoW73RvULd7o3qFu90b1C3e6N6hbvdG9Qt3ujeoW73RvULd7o3qFu90b1C3e6N6hbvdG9Qt3ujeoW73RvUFv/DVer9Hcrer4sD+/wC+rj5f2dv3l8UxHq/EviwP7/vq+cuvJRhTQUyROVYMvxEA0ZOHVqoiJmR8+9EK4uCbwD5pKs2/WNE8kyqkE0UdHt7oPIrdG9yT/QCaPpCG3KpcsG6hyuhX3FLk80LCrbr4WVddaWDKctfmQwqjyeJz8msnpT9VUJjFwKHJflEpf9Dk0YwT7O9WWJbZ5UmG4NEChaFpNZPYeRVSyzKr0fOl/Z2/eX8xdVhENJbKalLBxm6WNzl9LfagwlMQweGnUOZ5eoEy9EsIcPRvtkPpM0ISz6bhnvSBOJcacbNRIJSVaT5gqGbiWFvJykVbUH07oZUtkjrIKtPF6sfzGI9X4l8WB/f99XzqF/bf2EL+yT+AZUlCnTxb1MpnvOeQbbf/ANy3NIsC76bkseKWL7xjEVF7pY3Yp3CIQbhV6hb0ky6MchDOmc3ElUX0kKJ6T/EgZKKZG60Rkf1yHwnR5TgVnJxvQnmPm5xBxMOqaFQ7mLSR1kYj+dL+zt+8v5iZTOR5SC+n/MQaccidLEGyXEoamlJSOc/wEVBR6t46qddXL0gnWXTchTUWPSk9E9YVp+TP+wjJGZfKKLF8xiPV+JfFgf3/AH1fOoeGhoWIfWlVYzbZM09Yh5tutKSgkqQ6g0mRy5w3SCYGLVCpMir7nV+jKeQQlK0chaolsymSEnW5jkCwcBGlEvFUW2lhU0cugFJCyYqSqYM61XklKYiYd2CjEwbxzQpTCt6fPiEHuaCiXksekpLRyPHoxBs2YWKeUtxCibSwqsREojOeLFkBkpBm04UjQ4g0n1GH1ImqCcaPBq5MZYj+dL+zt+8v5kcButOGPTUVKc58gZcedJpDaiUZyM5hLzUYhKKtU6yFz/AKbadqqwm8cNJyqyLKDgEPboUtUzMiMkoLkKYU/EPVN7VJNUzP8A8604TqFqNU5GUvmMR6vxL4sD+/76uPlfZ2/ec4piPV+JfFh4R6g6XU43WnUgzljUZiwaa7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWBTfYz1iwab7GesWDTfYj1iwab7GesWBTfYz1iwKb7GesWDTfYj1iwKb7GesWBTfYz1iwKb7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWDTfYz1iwab7GesWBTfYz1iwKb7GesKfRQlLEjBJRvoQ5zI1axYtK9kULFpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULEpXsihYlK9kULFpXsig60ihqTrK5YVRaeI4mJq1sC0pyryyKYZj1M4A1moqhKnKRy40pijzhyaKAXVJZKnXxmX9uN6S+zOe6YhPrue8fGnld+2L3lcb0l9mc90xCfXc94+NPK79sXvK43pL7M57piE+u57x8aeV37YveVxvSX2Zz3TEJ9dz3j408rv2xe8rjekvsznumIT67nvHxp5Xfti95XG9Kn/AOFd9wxA86nPfPjTyvPTuiXtL43pX7I77hiA6XPfVxp5Yfaf8l8b0i29ENtOOQrtRC1kRq3p5BAw26Gt0/KfI1yremejjPCPuoZb/ScVVIeVS3IphCXYksGanCIl75eTl43WttM4qEm63zl9Iur8CDtLvJ+UiPk2p6EFlP1n+HGcTAv/AJN5FXo5D9Rh7dje8oxe/wCQ3Po6/VxwhppBNtoKqlCSkRFxo6pCCSpw6yzIvSOUsfqIuMndw4Hdcvk8POpPnljEdAEihyXBKQTpmTsjrY97jCIZmPSp9daSaivo5Z4sWTSFw0FHodiEpM6ppUU5ckyx+oQEVSkdDIcisJVWwhwmlVTxymUy9Ycco+JKIS2clSSaTL1GIKBbaZVBrQhx5SiOukjcqYsfQGqHS2zuFRqQbsjr1ibrHplpLQPg74Rb3XWqVZHKfJWlL7wULFRrbMUoppQqZ9EzLJ6xCUvTDzMGbxqKSCPHJRliLGYoaIotxmKh46MRDqWojxEeXkkfTxQmNhUUKhlSjSRPE6SsR8xjcDzqPhJDKXXW0JVVx6SM9EwUcuNIoVSzbSs0K3xllkUpn0iiIii3GYpiMjUwy1GR4iPLixSPpEe8T/ycCpSIg6it4ZZdGP1CFiImNJtqKThGt6ozUnlkRTFGuMOtvojFpPCb4yS1PfKxF6pBhMTHobU8klpKqo8R5DORYvWCUk5pMpkZClYiOaYbVDMG+1gyMiUW+LHM+VIj46mTh4PckQppZtkZEUiLlMznMw65AxiHktflJkaTTzyOWLnFHsUTEsRa3YxEO8S0qIySelOTrxgqPepBtEWZyqY5EfIZ5CFNwDiWyZgTbJs0kdY6xTOePizymecYcbaeNjBuKSZEuSTnI9IpNtMDKNcW8pLL7fp8kyPKKGi3oOlEoQy425uhgkNtrwcpIQkt4nJ0jyKS7AvpwDsQp0lNH8njxGrkHlM6thbTLqmTbWaDJK96c5HpDym2HVNnRS0pdSg6uErGaSny5B5Pxz8I+y4+uLefM2z+RNRSSR8mQgryV+BIk443/wA8qfIelWr1+jF/1IUsblFRNKopBhCGnmUErGSZGSj+iRjybiFw9JoTDYdDrcCRpiW6yjkZEYohxuCpBOEphEQpMUrCukn9NcklV9fXxQSaW8lKZio2sqs4yw5Vlo+kX4CjKYomBid0bnVDHD1DwqUKTvaxfqqkKAhIaGiXYVhtbb0RAMJciEqMvomfoTOeMQDTkDFk4inieXhEGoyRIt8aixGX6w8q6OKho6JXHvOOsutNzaqqL9Lo0eoUWxuGOQyui22cJAMpJ7CfoLcMpoTyjybP4Pi1uQUfhXmEsnhCKso/RFJRC4SnXGaRbQtpFHnUI97Ko9iOUhBw0lFgmkpqqXXMsWScin1CiGtxRCN0uLhoolNGVRvCpWSjxcx9YjHEwLrm56bVFnDKSZG82XIR5RSUexARFGNHRyoQii0YNbyz5uTnHkvBfAMbDLo6LaJ51TEklymXMeUzyCkYB+FpqIVExZuI3K6SIRxJn6SzNJyMeUi3GnUsuGxg3XEnJySTnI9P/pU//8QALhABAAICAgECBgICAgMBAQAAAQARITFBYVFx8BBQgZGh0SBAYLHB4XCQ8TCA/9oACAEBAAE/If8A+BZppppppppppppppppppppppppppppppppppppppppppopppppprppppppppppppoppppppppppppppppppppppppppppppppppppppppt6/wDxf8f33MPNOJCD1j4KgRAGjeVQehHe9QYiM8IWP1JcuKPs1YFKhfUsXCcAFaEXYHPB8ExlCggCu18NT+WkpBOFRx4+CYHhYyC1mrF9XBmHsoSyWWGckEpY6miWzgskLHSw0W2ErTFpfgjLGCahfC8ZIUwEuBY/aBQ1PCwsQ6XMRijT6KSU6Vl/RhC8MWWUc0Tnx8NS7CpBUmel/im+8jf7sw0j1im4PIaUveDxNe1n2RQTohRAK/6lu/k7BBUFiaPHSNjJTjoCYRFHwoMfgE/AnMfapIeDB97/AEJjdUMxNZhQtZhal5uS7KS3dtetyrJZSlBNVipHXOdYtx3Rjw0jLLb0PFXcBdBAGjBiiJRjE/EkHwuIYF5XzPC4jZrVAnDVmuc/D8h/r4Mj/Et9+ZbUhwQABtXiM7086VZTHBxPLhkmVcW04O3NXcLCueSBVvbv6wxmSmWRo1aZNix993QQOKwtrXDDofG0UsKiUN3zLd9zDYwBMimNV8McyiYNpA5EgTpIwfMU50N0Aoc+WNsPu0BQt6Wq07ggoOdM2oFiPWolwuO+w80roFpRQ07SOKFUvJa7TrVoMDUur28ainVldQws4UStAuhfpCKwFySt1bdRdZNY4yqpXNwhRGcqi1cz6gLAFqH1/wDDO+++VAHBa2gNrj/JySSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSSScKAOClpCbHH/qb0j7aUhtjA/EFag+cxSkStmM+Jfc3mm8eYiFxlVMmcL7PWNKG3RUa6/H1hbWTHlxxCVTkQ2byx14cxWA5dApn8wTLxLxMKzMv+pYvzmGxjpTigL86C1boNRi/t+YNu5mLs8OF0Fn6jL0w3Ga1gBfLR16Qb9Ys7jSeqXiXjf2muwW9JRnPawT4M3lbGtQ3/VrxsTDlboYl8xU6lWNBfwrx8R4hiQ2VOgh6h2rNQCfewyZjPsL2qzlXo+kL6qW+G04fBKbLDqzQ/iMdgF3tbWvSGbG756jeRvhpIWZcsJBsMoY9FmjEI01nqhZfwWg3L+DSNeMaGLU6CHaHas1AJ94xkz/AGUxD9tFLXP+qEkHUw1RLLsYWTj0p7ETCjsrRDu4HmY2E8V9u4yyJ7tQrLSv0qey+YBtIlmRsNqGE2yzEEAfYs8DFtIT7uNvxGisiW6zFW0nl5l2vTXJIb2aPjEpCVZNaOBK5XjErOpZ8Zd95x8HTWAc7C/pRzfUdn64Zf8AYReTWwLcaqWk3vUGqn3HEqtVVwX4lzhfy0OfFVHGUOq1zQEyJgWOGAeFNaZgVg+ZtWXqMYepquDLL6A8XrHnIpmAG2NCFgfC3iclP6NQ3BTRvAcy+SILbo1oZuqs3zDZYdyHILbe3juzBu570GFPqnTKCror+r4ioQFXZMtjVZ5ndteCYIia+kHeaqo6VRgdCl45psdiirUVCGEqw4xxf2ZiJdm0Goch9F/ZOxg5zWlNDVsJzLHP+0Th3lS6n/3e31a7pS+CxBUW8zmb9ODK927wStyuFS+CBHVqwR0cqWO7yvTC7rF8xq4WAdtNIGq8LuPcBekVWTfh774SjO0LSwGNXqs1G0AI0WH3BBl9allwk+iJ6QvyHNZQ8yGXDhlR0m/+7Kkz7XVJoyqU5T157IZRfbP2IOUDvhAOVtkOd1PJPq0AJxmL+9B6b1s0XtVbFXYPMpdl+lg8jnnB4bwfdmXTCwK/X2xMzIBS3W83YnkltP8A3v8AVru/s6wKm0Xju66quYtct1Ay4iQ0HiN2AvEYya6hbHkOsahxFyeFT1AAac8KQRsQximVnHUOG0rffYfSbBYES4UCafdfAWcaopgO2sDFpRVwdlaOqxoxp+0D3+ApdreI+w1yKnhwJ+JQXFwHSaFuS0ZKWjdBee6XccE4ki8gFGMRQlGtH0OL65MRBigNZyCy2sU6e8VU8gc8DG+ackPsdgHSbm6K73wWmA88mA3RZ5b9Fb82ZzbuOLxKOBRa7EUo+rGYATTOWqpqxTfG3bY1ot/XxZdDjNxJVEaflh2cAq+Za1dyMgWlQjbTs6A47nyPrRni17XzH8uw8+UJltuTNHlTGQv0jgL0c+sRxQlSWar+tnMFJqQZMFIhrBFKdY4SLnxm8gDOfSNl1ayIgtYLXQzzdVWlpg13a83qpmBtCi4cpdelBHTv8Fw3GMdXrXw0j75ASZ5pzbqEd4HZHX3qwg8iDNtM3F73n4M/e4QX/bzRsDEvq4uWWHsBqODw0nml8Xf5n8otgGPVeKqpYRCqJYKvDyd4UmEZMDBlq/QftAQHBfNmcGQGpWAyoq7wLkqxzKqbAqg0razBnOIaqgSrAUFKN6A9I61Wy3bwJrbQpcSimc8kdcDtb4YzleAfkOXR/wAQF85HdV4SnEpfnAjdvgqNxjHV61/aqVKJRKlEo+FPhXwEdWlqhWO5XKYIyrWoN8vzN0b6BDgKeird7h8KlF/D6JiUSiV8SUfCj43/AFAh9SB+Fi6gKHEhtAGiP5cU1TZeCeEQGfii49kBlE2JyShDoBHzFWKWVa7d75F3zMFd4ENNy7KPtBh/SJ+Fi6jI8s31WAUYj50KlUWFryfVzDjdA15U/MIt3Odu+4kPeopzlsOalHBBb13ZBHQJmyImDKxYzFPo1sXMf1MMzRRcW64pqmzgg44tcPDQuFQtg1W6bW3uUyoXinWG77iShUX93VMQHE08DuhcaQQqd2JhjYGtXehYmcXo3ObvfIu+flJb1muzZlzSI/MUGU8Sg+cgAyr/AAD80WSKpV8fW1fVfnFYOPSgfmjYsD9q/wCx+bp7bJ0Su16ne1X1X2+aLdmR6gz7D5vfYqxzRi9G3oMoYy0bWnISzJ8yAY47QGVhZH1D/wDnfeISzJ/Y6F30hX7EfFfauVgDQ7Nqiv8Ad5cuXLly5cuXLly5cuXLly5cuXLly5cuXKrhY8y9IFSl1eWHfcIudYaxqvCmIB0xkAUAGB/d5cuXLly5cuXLly5cuXLly5cuXLly5cuXLdU9dKyFRU0EokvALvIB+GK5ZsxrQvgoVfBL9I4G063U9v8AZPb/AGT2/wBk9v8AZPb/AGT2/wBk9v8AZPb/AGT2/wBk9v8AZPb/AGT2/wBk9v8AZPb/AGT2/wBk9v8AZPb/AGRG6QPhMlRaS3V3AJQMwgnngVs4GbuaC0ValFxsw7nt/snt/snt/snt/snt/snt/snt/snt/snt/snt/snt/snt/snt/snt/snt/snt/snt/snt/sl0ttXsllg7ERMPqfxVpXYVSAhKH/erPnmgwvTb+QSxF/QRsAsvG1AK19Af9vlG7iHkK/N//R/FAqo/kP8AkggKQPAYPnjhFrCRWjaSvAn/ALcG2gn4XD8oODBO0/4f4q+ir0T8++B2Y9Qhc1mvRHygqHFBauT+K1L+Fi2Gil9n58DsL6zrHZSfUmSZAD0/6z5RgOKN/wAELbbmrltBatd+X5PUHVmRiiXVi6X7/wAGW9+mdxRfLXM7Me7Hux7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5HuR7ke5Hux7sbyKeQQ1VOud89Q8mftzdubtz9uftz9uftz9uftz9uftz9uftz9uftzduftz9uftzduftz9uftz9uftz9uftz9uftz9uftz9uftz9uftz9uftz9ufBvOenhbDdobt5h/D8KDj+xuaJaI4eppg2QwfBZohqblfKtZmYrucTXw0bjZuVL/AKH4v8d+FBwf13cxXdFi0A00rjUrJhNprrCYqsLAkaZIK2TzBh5hhi0rxaGy2up5xTgLDKgs4b3RmamScrAJQpTfKrNT0gjlvk2s6G+LTJmE6aY7Nqi4sg0FLyZmmCLX4d8jw89NgwVSoEDIIi4Z2Z3WvlLXVygCzKFLRVDfpUGnLevWu/U0geaaVh4OdIQaeWK5TpsofeAQmj3TxbbgAV8QatKHNhQJrkOrhgdt2PnOLvzAWhGdgLNvRhn+h+L/AB34UHB/Z/Jf7T2fxhySVr9Sw+6TAwA6ZLMmV+WMl5lAbAGVYcbCY+pDI9SUTbezpt9Sn6x4UIYhoLEbxIKf3RHPiXHBx4ut1ZXlBcJ/2YY6V8q1hEmEHDWr+8zfoiyFMlsCpbX0PtLtnJ47clM/J3KMla+9M8HA243FiCBayPU3gfY5s5LZ36w1MrrVhUT6k0/0Pxf478KDg/soIWcxSBQq88XrNRq+/MgEoFnZiKulUcZQZULerxqWdfNIu+ZhsStOZrCGEtDto4WkcqappxEG2kCvKViquXc6k1KDTCzC8IcXGzN79kNLBwbMZmC+7QNHoA7sqy2KD+dAcIgJ9TuciqY3b+7GHkOkPletP1C/clnXF1EaETEN0AOXuv8AiURbwhS2mY4fJK3klcqTpZaKUNN4BuJgIKhb1FVL0GWGfKiLKjeEVjzcKWNCLN0iGurl/wBD8f8AjvxoLjMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzM/B1t+Trc/E/jsg4lr0Co6fEo+e8adOnTp06dOnTp06dOnTp06dOnTp0aNEjRg0SJGCRIk6dOnTp06dOnTp06dOnTp06dOnRIkVCzmSK8cUefPyjShCEIQhCEIQhCEIQhCEIQhCEIQhCEIQhXWViboK7AfD4h8icq0K1Z1L4uocXHs2dqPHj5oSCrVWsJRX1O/8A0pnuQg9yEHuQg9yEHuQipMIxAV8o/H/x80z/AEI9P+o/yzg+/D/N8JkCK1UFtympViBSKJbed6zr5mmGmkgLotxEMuBRua+RryfN/BdlkDD6i65YYwbqWVfgK9D5+Zkpbk1a9h2AnZCmjCcJQHkw36efmJ/MA3hAWAA0fxqB8tqA0qEEAHyaHoHwuvhUYfLP2wK+k9ITvRgAi1lwOwmUohGqK0gIJyMEETTI0ZsBXeTi3U3I0cMcEFGlurxBolvJSyxGnhqmnwxp/wA7ZigmL2HmPTWpfMQ8Cf1SwvZ7i3iuWN4lNXoEXwlF7GMy82Z8Qm9wC786jTCscrAtDWh9JfyZUS2gySoNiHHmEK3HAYImcnKnMtH9U9JA8BO5YNnluYWQ400mMkRG653sVlT1QeeVuQstAZ2h94whLwCpyJTkEdjSS0o/xWNgqjekHtuiEqxGC1aymoWW8WK3KW6Idi0gkAMuALnFZNJuwr6FYc4iYRyTo3ZZNKZPJCeAuEjQS7pR15gMeyLGyocmKCXn5UzEYKs1aKo7rUeVTR3cVdBAocMYQBXG0cZQKFuxlcP6+dyJthFrqVNZjLYYqi5rli64sAcVVkYbhUCcRNGi1UXVx7cBGNLdb4t1i7glpJ3LsgjLbwNPDZ9SnWOukw4Mc5ngxCwPMNWlq5+Tt0uT6FK2layBZhl0HcUyHdW5gS/FwbSrkEpvdhDiStYCo0mxjuXaiSCLXyMgWrwZT+ERaGlJ0sOnNK89q63BZbEp1k1M85xLsv2VZGi8JGK1USQFiFNWC/EMFqymIWwINtHlHM47pGalXirvNW4mdb77SXfyCzWDsCWrC5DSTLQ1QIWtjKWuAk0CRq2x0GIPcEBQkoFXac/LajE/hiOpzK+Ucx/gfy5nP/mr/9oADAMBAAIAAwAAABDzDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDzzzzzzzzzzzzzzzzzzzzyuLVN1bFxSzcrkTzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzyjoEMmkkmYjDrr1XzzzzzzzzzzzzzzzzzzzzzjDDDDDDDDDDDDDDDDDCBDDDBCDDDBBCDDDDDDDDDDDDDDDDDDDDTzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzxJSohn3/AITwSAW218V8888888888tqZ8mTV8Tzbb+Kw188888888888bwI2IZfNNQpd4hG/I31488888882jhOi3ZcRRN62z7R84888888888888888884888888888888888888sM8scsc888ssc88888888888888888888884888888888888888888888888888888888888884wwwwwwwwwwwwwwAYwwwwwwwwwwwwww04wwwwwwwwYQwwwwwwww0880888888888888888888888888888888Q8888888888888888888888c88888888888888888888888888888848888888888888888888084t7xxxxxxxxxxzzzzzzzxxxxxxxxxxzzrMAAAAABGAEIEAAAAAABOUoU/wD/AP8A/wD/AP8A/wD/ANrh/wCQ9v8A/wD/AP8A/wD/AP8A/wD/APr99999995FwYZ9999999DWo9//AP8A/wD/AP8A/wD/AP8AkkA9peL/AP8A/wD/AP8A/wD/AP8A/wCr3333333/AEjU89999999DW4a/wD/AP8A/wD/AP8A/wD/AP8A999/+/8A/wD/AP8A/wD/AP8A/wD/AJ6FNNNNNNN9stNNNNNNNNy08M88888888888888g888888888888888c888888888s888888888s88888888888888888A88888888888888888888888888888888888888888888888888888A88888888888888888888888888888888888888888888888888888k88888888888888888888888888888888888888888888888888888c8888888888888888888888888M888888888888888888888888uv2fnP1888888888888888888zfX+FrJgc88888888888888888888sdRjm9H888888888888888888LixGp2gwe8888888888888888888888888888888888888888888888888c88888888888/8QAKhEAAgEDBAEDBAMBAQAAAAAAAAERIWHRMVGR8EEwgaEQcbHBQFCAYHD/2gAIAQMBAT8Q/wCKSbcIbgT1IqQxKRuFLEpcIbhwJNqSVMEOJJrA01Ricz/U6AnqeSJJBWm7UeCZofbAyYwja2KCq6+B7CDVXFqRri0/91Wwkmq2BaLi1tuQ1IL3GhVqPJCq4Eqj8ChMmLKbEqtCSC1VxupenBjXgpbBIEmwejew2TSKkb8kyy2EpXyPMz4EmU/BJyYqyiptCq4E5bXqKg3IVKeTaxEvuY0mxNp2CUe482NzXYUyQmSooX0E9RENMdTkn0VIW4su8aJbDODPAvJMq3hfohEvDFqY6a6oXh5JqfhipAQpaeSYbaFRGRDvf/CaPKTusnU1k6msnU1k6msnU1k6msnU1k6msnU1k6msnU1k6msnW1k6msnU1k6msnU1k6msnU1k6msnU1k6msnU1k6msnU1k6msnU1k6msnU1k6msnlbpQ3+FBacPBYcPBYcPBYcPBYcPBYcPBYcPBacPBacPBacPBacPBacPBYcPBYcPBYcPBYcPBYcPBYcPBYcPAsk6Co9ePr8Zfj1KsJfdaPA0y3ocOjJmQJ/UNY+T1kB85fheh5BiNtwqrSYn7SaoP4++w71HtWZiN9B5Cx6Hbbr6/DX49WKbY1OKDjdIdM0KrmmR3jEvlfoaEnCI09tSorq/SU+r8pfhegzToOKXQTqqOfNaFHFO6cpp0an2NM6TSVCc1r9qmmxL/PodtuvrT7kiyLIsiyLIsiyLIsiyLIsitMS1ErRS1LUsyyLIsiyLIsiyLIsiyLIshnGFD9kXPKLnlFzyi55Rc8oueUXPKLnlFxyi65RccoueUXPKLnlFzyi55Rc8oueUXPKHSkg3Vb/wCHVU8tbfRaN7Do2n4H4JU/w0pHRg6a9gSIyRKSbpcicuCIE6tbfxvP3STNbR+hmze7kczuJntjVP8ADThyTLfcePaBuq9/mBUgu1n6adZXayJwoXeyam9/77//xAArEQEAAgEDAwIGAgMBAAAAAAABABFhITHRQVGRMHEQQIGhwfBQ4WBwgLH/2gAIAQIBAT8Q/wAKQVYF6RjQpFBO6CdCKGrKauWXFNXEJCIhbNASBE/iftGOpOk0J1/MYHSqlFk2nX+iUiRD5JtbbMK37zQkGgzS77c/720XFiPWOhb1gb4iOh2gWozorsMSydpoIctBB1IlWbyhSBoZpCdZqq6RKD6Y0B6ytHeBAO/wAFLvDU0iNp2goPeLdhsZgdmzDVUSqzHSomlkQAPqAEgp7IqYRWnMs+1HQxHUDsty1S6XESaaMVUTUOyNoXYO0tQS1KZcF9JLTtGv1470otYdZqXcOICVd/zLLTrKoDtDVsvW1FXBFF03l9XSKzCW2rrGwvf/AITI2hErQnsTEgx4MeDHgx4MeDHgx4MeDHgx4MeDHgx4MeDHgx4MeDHgx4MeDHgx4MeDHgx4MeDHgx4MWDQBhHXUdSZvRSSSkzfCZ/QSSSlEfF+w7vqbvRR0+7H6ai2/W4dTiHlDeiIvcA2/SPNKL20N94DJOtINt90jplNiFE01pfMq6oaAdM0tfX1f3vY9C/R8MT0jdIrd6G1Db4fuO76g1Lfkf+PMqPuL5XT7XrCqLSUhoOps2L2ut5pNrT0BNPotRGsUupo+iI17Mqgt8BTTkuvV/e9j0CWHaH2hTSdeu+v6zs5/UNKH0YbfBXqIbNlczM8nMyPJzMjyczI8nMyPJzMjyczI8nMyPJzMjyczI8nMyPJzMjyczQ1a9zmWbvycxTd+TmZ3k5jvn5OZkeTmZHk5mR5OZkeTmZHk5mR5OZkeTmZHk5mR5OZkeTmZHk5mR5OZneTmV1wD7gHyk222022222SH/DpaJ2zNauo7O6BoJ1haL2iIW+3ydBcoq4atE1upaGvevrB1ewuNN/eF17/1K0Hv8tqAxUvbH98zVL6FfiG1tuHSP4fa+YpKfk0JU3AghvNzpXt9otF6/v4hpHV3/dKlq2918xqMfz3/xAAtEAEAAgIBAwIGAQQDAQAAAAABABEhMUFRYYGx8BBAUHGRoSAwYMHRcJDh8f/aAAgBAQABPxD/AIgTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTTHTTTTTTo5/3A000000000000x0w00000000000000000000000000000000000000110/EKhncU8zXwUPvNmYV8LPiC4Vx8VqGEJjMfvDE3USotY/tJderCAdEhoNCNkDkw8SlrHAfGSbp2AlgK6ENWa4AAPTJ5mBmIQGpiMEEHMGM4S4hdAGPuS9MCdkBEMQZbuBusgx91qkKT7lLr7y41O7m4BwBmBfyAxWQACzVQUB7RkT2xbGUOfHQQQo6gLDNyQTNnIABY4AzTJ8wQXlFzavHl0AwMhNI8CEbC1SyDA2HaLEbFosmRYctD7S6phcu0UNxGFVUDKf2guu6g58fCEb600rQC8FAcgNC0I9qozCMExZuQP4UdTyfcDBD1CiqQiOnsgU8BBSwKmQ/B1+t9I0xRV7nkjs4HcjjXY4As0QwCBPEvFyQbSJeXRE1JRLdc8u7kALW4LgVQHkRgAFiUB7BmC07gGwqgqUiojSwY+york3WDbCCVkIJwGzEDJ8FsJuMH9orruoGUR8YDYAAAOSyoMN5KENmXSDXfhSAXsEc2HkpdH5UC09VLQFkrkKiiUOhMzY6PISAUcmG/DlcTvCAUwVF1fbuAAGwC0uk4Y8VbVAwB4CACUieamIpuP6U/aGyAil7LYrQQGTiQAOzRgtMt5QABsmaJYF7jKmmdqAQAxJC5ACI9q4ZA4AAkksQgxDpUTqkGR3mDYAGigALwYUhpjpHP2gSzB4ChsF0V1i1APUgDbY1FmEdbJAAEGj+1F16/oUdPjX80v8AjR0+mr0xeOBeZtChRV/3PbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbTF44FZm2LVl1/wBTbqx61CA6oI1k0BR5RWLjQ7Onfx92NTzFC0WFyWZabAbaFhcbX8Pr+oZLaxm8Y86Tb4jVWCmdc1niq5u4EmO4KUtSoK8mEVw+4doV0BV6kvgAcAYpvDdPN5F+29RcByLRkf8AcDcX+MSEICHkstTh80hFTLgsGX7u4Abrd7s/Hp97mVla5z928OsRvYbRDkz/AIgqNlMJnN9U78calgJkqx0qrM8+JrvygnoQUXIudxx5KDpvzSoRLeiw5GOARBWGxFjNqyNLx0Yo6p2/+xX5iLslRZcSENlSQ2yL1imGIVoLaAwUgpKGG/8ANe7l6ybzTiu4bpzt4xCArX3iGrQrprpad/EqDOMZvq4zzf8AmZh366PeAit6y2hbQ1mhx3ifi7QCLkgTdS1u012xWnr8q/ihbKYCKLIv2gDANW3X974d+8DPpMEZDQFzQtZDiXKvF87/APkGhrHSs/iWMtHLf33caVrP7hDEooKNAAqqBW49mDTPVGTczKHcrDmhKmIMVtzKaVRXSTVheEw2PTO+5GhxnjuYzXG5eL4lgFUVnfv9wbasb04OMde0uliRAPoEhsqS4OPEKFBJAWrRcUCzDVg5iwAAikuQGoFGB4zvvF+9QBfoxRQCXTI9EWi2APXhqFAUGkwLOqlOoX4jZQF3Rn33/EUWUnXj8zV1e/HeKyHBdc+vPEFR3+7O3iOTQ2ERoAFVQw5nCggZ64ybnYg7lX8wRoGOnETNz+GsqIEHTrL3LHlxF0KhBsC1bWE14LydoNa0gkQSUlFXwbqgF2RXYYOXv4wyKhCq2GgvdejNvJuhxgwCkICgsJ+Bb+2gpRYFBaGYuYGlOxK/1CAO8mNcnWFGHIYfgiPApVSZQWNPYODkhoAABUBisp0FbaWtkgGsAq6lwE8FiVMGEwaMK+0x7sVIbGC0AUaYApEJSEfjStlCiN7OPnA6EllHRmIrUDIraxWLeHXsSlqCaFJoUhAPHRLa+zWj1vFNPIehlCC23q+HfU+a57TIaRSyFNloA/nUxawARKU4FQu9o02wQpa0HQcAbHKAjeeFVCm9rKsMgLVoRuMoUsIhOxhozqkBWwLAVpafBafysY1WRSKKDAvtrWqcGjljVN4dijKWCtVtXXV+/wArfTBaUSCLClLULllSI21gqusa3F9hbabQCb1NlVWI3SaqCUbhaaoEkGdMiCQGNBZoWtQkuNe0BRqicgGgVUCG9nUBYTBqUnFlQWVeVgW3lANcSpa8S1vU3BKebk6dit0jORLBk5ci8JRW2MLAdQVhUIY1FPlRCijRUWwCQpZkIuihdBW3xByQs89KkWghbUOLMU/VEqJdqQuL6R1GmG+NMcfpFBjBOAkhTEoFGrExKLWMUA2HQ8MQIOgTY5LBCkaQSLLBNAjFIAkaGDYTJNUERuW08EvlgrFwd/fjQMlQC2TG4QwjI0SgUoVDDLSVLRZYtlLArQqUcO6ICyoAYiA0gqsB7IBrDlJstQAUF48TSAxQRAqQC5QRb95EQvF7IAqcReYTACCYDYEQMWy59DhurTzcu1Z0UOPl6xArDbEiTqU5semtqrMOaSqNjoAFVzrtiO5HS0oWiEgKoKYGLmSXhkFJRUcC0Kh/SwNS6KVCJSorK6gJbwg7YiWRUhZYQA/ZKlC5YpZ1hxSmXmeWCwNKF5prUpAC482D3Buim6zSfV3oaJAEUuyyO1U5usEU0A05RSCGocppaKlWBbqBsoC0IElGbULouYYDBDYpoSntlCzLc9+BsZtVjJSK2tXMAG3JV9unMY2a5kbCKw0t5hNyVCCaa4whmKsUSFjmUWvBANSXmkUtR02AjJaUEBQ0rphPoByFgkBKIzD3noA9Cy0LUAUIF7iTeQqUFwzULaljTs1HIIgVqGyNoWKvHENVbQSt8hBe84EaXGVzTCUDI8YmtdcIdsoBuBFatHJiyGuixTcB41okSAnqECYyCsUuDMgiwjKIOSDBC9NtOzCzlKrQCIPCMe8FSyItI5NfKvMClMuTivx9YwbyunSxwekTBpOQbwQgmWrCvvC/bAy01lyQBlz9n2XrdQxEAtha9NI9hNgGdWwuQsjNbjG4pOA4YAEu+hl/m0LooQLbEoa8jS29XA7zjedRK282uKT57jzGrexdeG8us74jod/bD4bSADYG24paVJ4lVgKGCwMgX6tB3/03+p24jydcPfr+YtLpxUpwQAqAgColP570EuihkVYAIqKSJkXoQwxJiEDC1GtBGqIKqgBABaii4tSkhgVAO7VYKWyF/Cq6/DBmhTdQLPJGTPgnIhdkslNQB8iYBiqgTZpZygGpod4mqhFqHZOR8IprMWWBQKo2vq7cc3SLAwbaKF9uyoqk0Lx5xFZWGI4qgJMIC2YWjVy/jaF0UIFtiD8zStY6VKF43vG5sQ5tmS6L6kQAVjoEudG71FuBveJQmp1AznXvqwA40VKWYyQCtaZjEn8ISkQFqKIIYY4B/QdkoRAbAGhoWJOXBDkugCNFsgPPLnP2lGespyGTMMyi+te+rEKOIFmm3NVfH/n6gYawbYBwc/vc4KNVriUpKx0lFJRXSpQUUV9pXBVUUHSAVgxCmAWgcEANRQLZ0+YN/Gz+vWKhnvA8KgaAqhdZYQobaFDgAwAFURsBARBAKRBFGkEzmLl9OzdXQ0UFLpQYUKRIxFLEFEbEUqod9BebYEuImHZxKWQc3kHP+4jrySyxKx5NrvN3mLUNSMIOnUG7KZxAbaA4VC0BVC6ywWWQJKFxBIIGGo+dKxJqCiC7BCwWwaIVq9YDEQFK2MRti6+hEqgBIvhB8AhZgBigWIDAXHUl6So4ggiIiFVFBFUeuYwnEpQo7AgjdlFVUIFxCFnIaCqF4VrcepQkbBBSII1sHgh0VjLNiqF5puXtEAFVAzF2tt6sDgQ49Ml1UJayjMC6pxqWuWaLStEDOgyZUGoCuHrB2cKOoAgmxEisgtkCWQlKYTCmogbRzqJewlWWJWPJtd5u8w4/hr6IyAxpIn4BFPW/o1DxKDiV/CpXxqCog4Rvo7gRQAtxXVzDUDwfzoOPhUr6esZoHsj9U6LxSpXBlvrAzE+9A0PqhU7hLOoH1cE26AGRf1HqwJXl7AbfVGPFOO2J7FfVzz04LIXqoUgBQxWCP30AUlmn6lgAvAE+AEtS/HVn4MeKBSWafmCp/wCjXmSJaGkeoBCghGc/OIUKFChQoUKFChQoUKFChQoUKFChQoUKFDUBcAAZcKCgUVKmOH2lYmgvRYGUwDZQpAIBVax86hQoUKFChQoUKFChQoUKFChQoUKFChQoUNaZOFRaxgAghZOo2z/0RIbqiOTE0Uw0mFoiZAqIZLf6CdhB2EHYQdhB2EHYQdhB2EHYQdhB2EHYQdhB2EHYQdhB2EH7SwzghAHIn5TyjEABfgRuzRo4ZGHVI8J2EHYQdhB2EHYQdhB2EHYQdhB2EHYQdhB2EHYQdhB2EHYQdhBlYvmSDQAwIA/xPsY/QBA83TeB9cSKAPuDIPj8SJeGDpWIKiPYq4iaX0gRsrS1ojjJ/wDt/FC0EBD89GQUfg+uASLY0keslk8CexuXF+7MT6QDuUr9h/iOUb3d9eU1+8F0Q9olqj9g9uPpH2a4T+NMjd3kTIG+nQ+vfcQ50BkEIc9pun0dlxZ9SDjP/g/jWTGoBWPzPM8zzPM8zzPM8zzPM8zzPM8zzPM8zzPM8zzPM8zzPM8zzPM8zzPM8zzPMvvL7zzPM8zzPM8zzPM8zzPM8zzPM8zzPM8zzPM8zzPM8zKNNPWtzKz/ANNsABlyc5+i3AbMlVU47mngAoAutI5hn46QwpwnOZl9gcEwCEOfrqzTDDDDDDDDDDDDDDDDDDDDDDDCCDDCCCCCCDDDDDDDDDDDDDDDDDDDDDDCSjREHN7x5ZZ7PyBQauaH5JDlmjRo0aNGjRo0aNLzRoaSPivVKhvkJGlRo0aNGjRo0aNGjRpomgdlipzluhyu8mh8XXwLOn3+XGuIH2Ruu7esoVaZakLW8ylGrK6xEvmGwG25Vd4BxmGEIAqnEqnRinHzBv4DXR/XWtQdU7uEEHnLEdGzrC3VrMgnh0lSU1upaWP6/HwFGvi6+BZ/d8tuLSIlVjBIAHjEFp2iIDc/C5KRZyDMZqSmPAAU/wBIrUavq0OxAVg4EWAjnn2lzEFQBFzZOkxKaSHQiQovUBKcZM8AHIwQAXxBhpAAFfHKEDQEEQtDHHzBv4DXR/XMkOBjnEAnLH4I0Jsck+5wEaAg0gWzrP2DdEKa9ZmD9gYtuycWhyskBHHVJMHqBAQe1OqifpzGUF/9gaLR2Cu4Siz/AF+PgqNfF18Gz+75nHPDs0QGt6ryIpd94F87dDo9hAWeQlEon4EFYsVglBKHCs2+ASjIAToVnv7/AAOlYAYUqkm6ApZsavIIFwrIsSAB0AaDL8wb+A10fIqggAFFzl+iVetmQghDWVcZnI9y+yok7Cvor/KKPBy8+IpgFFO0OIGutrDmakCjAgIRas/1+PgqNfF18Gz+75jcqEVY1Cw6H6At8WMYgABBvtjOQQAeQxApmhg0HuAUcJQWThNDB9xAAg0JmCAoGFE1IAKMEHYLBIvugwIin/APxXVgqhAAA+L1ZBgMxGD7IIMjcDY1sw/MG/gNdHyIUADtqgBLBzv/ACggQmlHmsAD3AbiYYQRooQAAjju2LB/AEKs6EPTIAjgy6p1Rf6sgn/gI2Vef6/EUKNfwzbmmVA11nhPCeE8J4TwnhPCeE8J4TwnhPCeE8J4TwnhPCeE8J4Tw+J4TwnhPCeE8J4TwnhPCeE8J4TwnhPCeE8J4TwnhPCeE8J4TwnhPCeE8J4TwnhPCMXMzB34vpMTExMTExMTExMTExMTExMTHRmOjMHExMdGYmJiYmJiYmJiYmJiYmJiYmIlLiDyX8J1KdPqaC0AI9QwXQX1zVixYsWLFixYsWLFixYsWLFixYsWLdu2btyrZs3LNmzFixYsWLFixYsWLFixYsWLFixYtmxwwLXS7LoEFS2/CN1c32f8T2/9Mv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+kv2X0l+y+k9n/TMI/F/pgZ+G5ELpNRofwo6Svnb2uJR+iAuPY1MoRls+fK+Vy91aoR6zj8D5Sjp/wBH9SdhqTsNSdhqTsNSdhRiIzpUQSZF9UQhe1z/AIjYFBd18ZyZQBgHcxLgOLmQUtlw+pn8lsRAxbzOMyp0CD7l5D6u57iq24S+gNFA+yRIC6UvuB9TDiqnWNF6AiZ1+obATkANnQfUnVmMZmD44ahrYhEcCAYjxmH7jslZY2t61EL+jux4iP6iYuBjtFslxv8AiMk8EAgZCwc0OJvnBKWz3gX8Auu0wZ0lZ+lf6UePCX1XXEqIeslkQ7oHMRXGCuyBAQMhiWAAFwcQC1igYLKMsq9EU06hDsivxlBigcB4ACtG8MnUygSf6CM/MI0FMQCt5RSD0bzgAN2Pm4jKGb0GmY0K+FpgWUgwtwRF6YBF2YgGRV5gs/RXUF3oXDgJ1HKQX/hGQK+RFUMIV3BLlzWTIAxDMASG39tACLUmRYSYfrjEOEAzSCl1o5LAIH2DSVfzZZoMBWtFgHAhoVQAAODPWGtwpZcAIjYwMt20WMEPWIbdTECVmCIFhtdZ9wB0EG3UBkqwWqXggFAMDkhm6ffFYugbJbS7Hxaz5UADQXdwyfa/pQwxsWdmRAMAWNkl36o3SCoCKMZFhx7kos4CgizEH3khnxQRxERQqNSRINgJhmQv1BQWIzwSd2MseSwAFiWP6G1doRqwQKbV/wAjIoAoqQeVfZ8KYAA0DMT2ezLDcUZA6hKqvoqYg/BC85jeaADQLTUU5pMS3SGOoYXLBTZzQkMhDuC5deTyQWGyLnBjCmDsDQLKHQIABAbCAxgnAICGkfXfSeQwMYfQoSAZBpEAft/IAcAABS6ahwXgSswgFGiL+Lu8PQA0EALuXwXoALAtsqDCjKskRkIQAALTBAp8ISIvMAxIiCQeBCHUJX+PpYEQ4iy9qgJrQwpbrMQ6ZhWGJk+GILBKqEcj9HWiYy6ZlCuXMozjtEOkq2q1ABUQXJADErL6Tkv8Sv3Cz7pyg2feb44nX+46/wCBP//Z"}}},{"cell_type":"code","source":"import numpy as np\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.datasets import make_classification\nfrom sklearn.linear_model import LogisticRegression\n\n# Generate sample data\nX, y = make_classification(n_samples=1000, n_features=20, n_classes=2, random_state=42)\n\n# Split data into train and test sets\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, shuffle=True, stratify=None)\n\nprint(\"Train Size:\", X_train.shape[0])\nprint(\"Test Size:\", X_test.shape[0])\n\n# Fit a model using the train set\nmodel = LogisticRegression()\nmodel.fit(X_train, y_train)\n\n# Evaluate the model on the test set\ntest_score = model.score(X_test, y_test)\nprint(\"Test set accuracy:\", test_score)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Train-Validation-Test Split  \nThe train-validation-test split is a fundamental technique in machine learning for model development and evaluation. In this approach, the dataset is divided into three subsets: the **training set, the validation set, and the test set**.    \n  \nThe **training set is used to train the model**, allowing it to learn patterns and relationships in the data.   \nThe **validation set is employed to fine-tune model hyperparameters** and assess its performance during training, aiding in preventing overfitting.   \nFinally, the **test set serves as an independent dataset to evaluate the final model**'s performance on unseen data, providing an **unbiased** estimate of its generalization capabilities.   \n\nThis split is crucial for developing **robust** and **reliable** machine learning models, as it helps ensure that the model performs well not only on the training data but also on new, unseen data, thus enabling informed decision-making in real-world applications.    \n  \n<img src=\"attachment:2280b488-3b44-4b29-bac7-44c04fcd5831.png\" alt=\"image\" 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"}}},{"cell_type":"code","source":"from sklearn.model_selection import train_test_split\n\n\n# Split data into training and temporary data (combined validation and test)\nX_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42, shuffle=True, stratify=None)\n\n# Further split the temporary data into validation and test sets\nX_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42, shuffle=True, stratify=None)\n\n# Now you have X_train, y_train for training,\n# X_val, y_val for validation, and\n# X_test, y_test for testing\n\nprint(\"Train Size:\", X_train.shape[0])\nprint(\"Validation Size:\", X_val.shape[0])\nprint(\"Test Size:\", X_test.shape[0])","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Random subsampling  \nRandom subsampling, also known as the **random split** method, is a technique used in machine learning for data partitioning. In this approach, the dataset is randomly divided into **training and testing subsets multiple times**, with each split being **independent** of the others. The model is trained on the training subset and evaluated on the corresponding testing subset in each iteration. The results from multiple iterations are then **averaged** to obtain an overall estimate of the model's performance.   \nRandom subsampling is particularly useful when the **dataset is large** and **computational resources are limited**, as it provides a simple yet effective way to assess model performance without the computational overhead of more sophisticated techniques like cross-validation. However, it's important to note that random subsampling may result in **variability** in performance estimates due to the randomness of the splits, so it's advisable to perform **multiple iterations** and average the results to obtain a more stable estimate of model performance.  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"}}},{"cell_type":"code","source":"import numpy as np\nfrom sklearn.model_selection import ShuffleSplit, cross_val_score\n\n# Random subsampling\nrandom_subsampling = ShuffleSplit(n_splits=5, test_size=0.2, random_state=42)\nrandom_subsampling_scores = cross_val_score(model, X, y, cv=random_subsampling)\nprint(\"Random subsampling scores:\", random_subsampling_scores)\nprint(\"Mean random subsampling score:\", np.mean(random_subsampling_scores))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### K-fold Cross-Validation  \nCross-validation is a **robust** technique used in machine learning for assessing the performance of predictive models. It involves dividing the dataset into **multiple subsets, or folds**, where the model is **trained on a portion** of the data and **tested on the remaining unseen portion**. This process is **repeated multiple times**, with each fold serving as the testing set exactly once, while the remaining folds are used for training. Cross-validation helps mitigate the **risk of overfitting** by providing a more accurate estimate of the model's performance on unseen data, as it evaluates the model across different subsets of the data. Overall, cross-validation is a valuable tool for **model selection**, **hyperparameter tuning**, and assessing generalization performance in machine learning applications.\n\n<img src=\"attachment:fa2eb1f4-3ed4-491c-a780-2fc455315197.png\" alt=\"image\" 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numpy as np\nfrom sklearn.model_selection import KFold, cross_val_score\n\n# Cross-validation\ncv = KFold(n_splits=5, shuffle=False)\ncv_scores = cross_val_score(model, X, y, cv=cv, scoring=None)\nprint(\"Cross-validation scores:\", cv_scores)\nprint(\"Mean cross-validation score:\", np.mean(cv_scores))","metadata":{"execution":{"iopub.status.busy":"2024-05-13T17:45:40.153528Z","iopub.execute_input":"2024-05-13T17:45:40.154236Z","iopub.status.idle":"2024-05-13T17:45:40.213320Z","shell.execute_reply.started":"2024-05-13T17:45:40.154206Z","shell.execute_reply":"2024-05-13T17:45:40.212013Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Leave-One-Out (LOO) cross-validation \nLeave-One-Out (LOO) cross-validation is a technique used in machine learning to rigorously evaluate model performance. In LOO cross-validation, **each data point** in the dataset is sequentially **held out** as the **validation set**, while the model is trained on the remaining data points. This process is repeated for every data point in the dataset, resulting in as many folds as there are data points. LOO cross-validation provides a **comprehensive assessment** of model performance, as each data point serves as a validation set exactly once. While LOO cross-validation can be **computationally expensive**, especially for large datasets, it offers an **unbiased estimate** of the model's generalization ability and is particularly useful for **small to medium-sized** datasets.  \n\n<img src=\"attachment:eeaec7fd-8fe9-4d87-9060-0b4c85ef6bdb.jpg\" alt=\"image\" 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numpy as np\nfrom sklearn.model_selection import LeaveOneOut, cross_val_score\n\nXo, yo = make_classification(n_samples=100, n_features=20, n_classes=2, random_state=42)\n\n# Leave-One-Out (LOO) cross-validation\nloo_cv = LeaveOneOut()\nloo_cv_scores = cross_val_score(model, Xo, yo, cv=loo_cv, scoring=None)\nprint(\"Leave-One-Out cross-validation scores:\", loo_cv_scores)\nprint(\"Mean Leave-One-Out cross-validation score:\", np.mean(loo_cv_scores))","metadata":{"execution":{"iopub.status.busy":"2024-05-13T17:49:07.823655Z","iopub.execute_input":"2024-05-13T17:49:07.824014Z","iopub.status.idle":"2024-05-13T17:49:08.281177Z","shell.execute_reply.started":"2024-05-13T17:49:07.823987Z","shell.execute_reply":"2024-05-13T17:49:08.280122Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Stratified cross-validation\nStratified cross-validation is a variant of k-fold cross-validation that **ensures class balance** in **each fold**. It's particularly useful when dealing with **imbalanced datasets**, where one class may be significantly underrepresented. In stratified cross-validation, the dataset is divided into k folds such that **each fold maintains the same class distribution as the original dataset**. This helps **prevent bias** in model evaluation by ensuring that each fold is representative of the overall dataset. Stratified cross-validation is commonly used in **classification tasks**, where maintaining class balance during model evaluation is crucial for accurate performance estimation.  \n\n<img src=\"attachment:b3d14a3d-5c6f-4bbb-a32e-181c9e99a9c0.png\" alt=\"image\" 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"}}},{"cell_type":"code","source":"import numpy as np\nfrom sklearn.model_selection import StratifiedKFold, cross_val_score\n\n# Generate sample data\nX, y = make_classification(n_samples=1000, n_features=20, n_classes=2, random_state=42, weights=[0.2,0.8])\n\n# Print number of classes in the dataset\nprint(\"Number of classes in dataset:\", len(np.unique(y)))\nprint(\"Class distribution in dataset:\", np.bincount(y))\n\n# Stratified cross-validation\nstratified_cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n\n# Loop over each fold and print the class distribution\niterr = 1\nfor train_index, test_index in stratified_cv.split(X, y):\n    X_train, X_test = X[train_index], X[test_index]\n    y_train, y_test = y[train_index], y[test_index]\n    print(f\"\\niteration {iterr}:\")\n    print(\"Train class distribution:\", np.bincount(y_train))\n    print(\"Test class distribution:\", np.bincount(y_test))\n    iterr += 1\n\n# Now perform cross-validation as before\nmodel = LogisticRegression()\nstratified_cv_scores = cross_val_score(model, X, y, cv=stratified_cv, scoring=None)\nprint(\"\\nStratified cross-validation scores:\", stratified_cv_scores)\nprint(\"Mean stratified cross-validation score:\", np.mean(stratified_cv_scores))","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}