{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: white;\n            font-size: 250%;\n            text-align: center;\n            display: fill;\n            border-radius: 5px;\n            background-color: #66023C;\n            overflow: hidden;\n            font-weight: 700;\n            border: 5px solid #F28C28;\"\n     >\n    🏆 Machine Learning Grandmaster\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #e8f4ff;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    Welcome to ML Grandmaster, where we'll take a look at the most important Machine Learning algorithms and fundamental concepts from the ground up. <br>\n    We'll look at the theory behind the concepts and also the code to implement these ideas in the real world.\n</div>","metadata":{}},{"cell_type":"markdown","source":"## ML Grandmaster Notebooks\n<br>\n<div\n     style=\"float: left; position: relative; width: 100%;\"\n     >\n    <table\n           style=\"float: left; font-size: 16px\"\n           >\n      <tr>\n        <th><b>📈 Machine Learning Fundamentals</b></th>\n        <th><b>🌳 Decision Trees</b></th>\n      </tr>\n      <tr>\n        <td><a href=\"https://www.kaggle.com/chazzer/ml-grandmaster-linear-regression/\">Linear Regression</a></td>\n        <td><a href=\"https://www.kaggle.com/code/chazzer/ml-grandmaster-decision-tree-classifier\">Decision Tree Classification</a></td>\n      </tr>\n      <tr>\n        <td>Logistic Regression [work in progress]</td>\n        <td><a href=\"https://www.kaggle.com/code/chazzer/ml-grandmaster-decision-tree-regressor\">Decision Tree Regression</a></td>\n      </tr>\n      <tr>\n        <td></td>\n        <td><a href=\"https://www.kaggle.com/code/chazzer/ml-grandmaster-random-forest/\">Random Forest</a></td>\n      </tr>\n      <tr>\n        <td></td>\n        <td><a href=\"https://www.kaggle.com/chazzer/ml-grandmaster-gradient-boosting-xgboost/\">Gradient Boosting (XGBoost)</a></td>\n      </tr>\n    </table>\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: white;\n            font-size: 250%;\n            text-align: center;\n            display: fill;\n            border-radius: 5px;\n            background-color: #023c66;\n            overflow: hidden;\n            font-weight: 700;\n            border: 5px solid #7ace07;\"\n     >\n    🌳 Decision Tree Classification\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    In this ML Grandmaster notebook, we'll be taking a look at Decision Tree Classification from the ground up. <br>\n</div>","metadata":{"execution":{"iopub.status.busy":"2022-09-24T10:16:05.019533Z","iopub.execute_input":"2022-09-24T10:16:05.020027Z","iopub.status.idle":"2022-09-24T10:16:05.054697Z","shell.execute_reply.started":"2022-09-24T10:16:05.019926Z","shell.execute_reply":"2022-09-24T10:16:05.05279Z"}}},{"cell_type":"markdown","source":"![classification tree](https://content.api.news/v3/images/bin/5bd910805cbe429cbd495a5b1e73c794?width=650)","metadata":{}},{"cell_type":"markdown","source":"# 👉 Contents\n* [📚 Prerequisites and Notes](#0)\n* [🤨 Intuition](#1)\n* [🚚 Import](#2)\n    - [Packages](#2.1)\n    - [Dataset](#2.2)\n* [♻️ CART Algorithm](#3)\n* [🪓 Gini Impurity | Splitting Criterion](#4)\n* [🧱 Building the Tree](#5)\n    - [Finding the Root Node](#5.1)\n    - [Dealing with Pure and Impure Nodes](#5.2)\n    - [Minimum Samples Split number](#5.3)\n* [💻 Code Implementation](#6)\n* [🙇 Conclusion](#7)","metadata":{}},{"cell_type":"markdown","source":"<a id=\"0\"></a>\n# 📚 Prerequisites and Notes","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    There are no prerequisites for this notebook.\n</div>","metadata":{"execution":{"iopub.status.busy":"2022-09-24T10:23:59.885022Z","iopub.execute_input":"2022-09-24T10:23:59.885452Z","iopub.status.idle":"2022-09-24T10:23:59.893209Z","shell.execute_reply.started":"2022-09-24T10:23:59.885417Z","shell.execute_reply":"2022-09-24T10:23:59.892088Z"}}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    Similar topic: <a href=\"https://www.kaggle.com/code/chazzer/ml-grandmaster-decision-tree-regressor/\">🌳 Decision Tree Regression</a>. <br>\n    One note is that while the Decision Tree is never used in the real world, it is the fundamental building block for more powerful and popular algorithms like Random Forests and XGBoost. <br>\n    Random Forest notebook: <a href=\"https://www.kaggle.com/code/chazzer/ml-grandmaster-random-forest/\">🌳 Random Forest</a>. <br>\n    Gradient Boosting (XGBoost) notebook: <a href=\"https://www.kaggle.com/chazzer/ml-grandmaster-gradient-boosting-xgboost/\">🌳 Gradient Boosting (XGBoost)</a>.\n</div>","metadata":{}},{"cell_type":"markdown","source":"<a id=\"1\"></a>\n# 🤨 Intuition","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    A Decision Tree tries to model one or more output values, given one or more input values. <br>\n    Its structure is that of a Binary Tree, and at each non-leaf node it makes a decision based on an input value via a logical statement that can be either True or False. <br>\n    Based on the decisions in each non-leaf node, it generates an output in the leaf nodes.\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    In particular, a Decision Tree Classifier tries to model a discrete variable, a.k.a. an integer number of categories. <br>\n    Let's take a look at a simple Decision Tree Classifier.\n</div>","metadata":{}},{"cell_type":"markdown","source":"![1.jpg](attachment:46979b5a-66fa-4b49-b14d-f8a90d9f392b.jpg)","metadata":{},"attachments":{"46979b5a-66fa-4b49-b14d-f8a90d9f392b.jpg":{"image/jpeg":"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\n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    In this case, we took as input a simple true or false answer to a question, and as output binary categories. <br>\n    Let's look at something a little more complex.\n</div>","metadata":{}},{"cell_type":"markdown","source":"![2.jpg](attachment:75063186-20c6-4788-afcd-3fe801ee0072.jpg)","metadata":{},"attachments":{"75063186-20c6-4788-afcd-3fe801ee0072.jpg":{"image/jpeg":"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+/a0eRc/8/h/79rQBaoqr5Fz/AM/h/wC/a0eRc/8AP4f+/a0AWqKq+Rc/8/h/79rR5Fz/AM/h/wC/a0AWqKq+Rc/8/h/79rR5Fz/z+H/v2tAFqiqvkXP/AD+H/v2tHkXP/P4f+/a0AWqKq+Rc/wDP4f8Av2tHkXP/AD+H/v2tAFqiqvkXP/P4f+/a0eRc/wDP4f8Av2tAFqiqvkXP/P4f+/a0eRc/8/h/79rQBaoqr5Fz/wA/h/79rR5Fz/z+H/v2tAFPT/8AkLXf4/zrWqgmnSRzvMl0wkf7x2CpfIuf+fw/9+1rlwlGVKm4y7v8zSpJSd0ZEF15FhdJ/Ez4H49a0reIwaQU/iMZYj61Vn0aXrFKGJbJDDHP4VPBpk0TeYbpvMIwflyP1rz8NQrwqck46JWv0s9TepODjdMTRpEWxOWAIYk5PSorJjcancXK/dUED+n8qcdDQknz259FFWILCW3j2RXRVev+rWtaOGrvkhUSUYee/YmU4auO7M2zebyZmglRZWcbtxAOPbNPbeBm81DA/uRtkn8qsPoiu5Zp2yTnhAKWLRxE25Zuf9qMGsIYHEK0HsvN2+5f5lutDf8AT9S/byiaBHVWAI4Ddalqr5Fz/wA/h/79rUFzI9qm6S+OeyiNcmvYclTheb26nLbmeiLlxOltC0rngdB6ms6yt3vJje3IyM/Ip6VDFBdaoQ80hWJfukqOfwrSFtcKoAuyAOABGtcUE8XNVJL3Fsu77+nY1f7tcq3Zaoqr5Fz/AM/h/wC/a0eRc/8AP4f+/a16JgWqKq+Rc/8AP4f+/a0eRc/8/h/79rQBaoqr5Fz/AM/h/wC/a0eRc/8AP4f+/a0AWqKq+Rc/8/h/79rR5Fz/AM/h/wC/a0AWqKq+Rc/8/h/79rR5Fz/z+H/v2tAFqiqvkXP/AD+H/v2tHkXP/P4f+/a0AWqKq+Rc/wDP4f8Av2tHkXP/AD+H/v2tAFqiqvkXP/P4f+/a0eRc/wDP4f8Av2tAFXVrEyr58Qy6j5gO4qLS9RCgW8zYHRGP8jV/yLn/AJ/D/wB+1rOvNJkCtNG/mN1ZdoH5YrycVh6lGp9Zob9V3OmnOMo+zn8jbornrTUJlKxSXDIg4DbQcfXNa4huCAReEg9/LWu3DYqniIc0PmuxlUpyg7MtViX0YudZSFiQNoBI/OtHyLn/AJ/D/wB+1qv/AGbP9t+0faecfe2DPp06VnjaMqsYwSuuZX9B0ZKLb8iaDTLWDBEe5vVuazNZl8y7WJeiDGPc1q+Rc/8AP4f+/a1W/slzcmdrnLZyDsHWssZhHKkqVCKSb19CqVW0uabMye3u4bQCVNsQbIHHU1pxAf2I5jdnyhJLdj3FWGtZ3Uq11uU9QYlpEtJo02Jc7V9BEuKVLLvZTbjK6atruOVfmSuupn6ffwWloVfcXLE4ArVt7gzW4lkTys9Ax7etVBpIV94lG7r/AKpaJ9Le5cNLdM2Bj7op0aWKoU7aStoktPm2xSlTnLsU5JksNSMsTq8b/eCnOKXVJlmvIUZiIQA2R6HvU40NFOfPY+xQGppdNacASThsDA/dLxWH1LESpSg2km72/NF+1gpJmfOdMkkMgaYZ7KOP1q1p7p5oFtZsEP3pXPNSR6SIjlZRn1MSmrH2e5Ax9sP/AH7WtaOBnGftJ2T8l+rJnWTXKr/MtUVV8i5/5/D/AN+1o8i5/wCfw/8Afta9Q5y1RVXyLn/n8P8A37WjyLn/AJ/D/wB+1oAtUVV8i5/5/D/37WjyLn/n8P8A37WgC1RVXyLn/n8P/ftaPIuf+fw/9+1oAtUVV8i5/wCfw/8AftaPIuf+fw/9+1oAtUVV8i5/5/D/AN+1ooAtUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVnavNJDBGY5GRi3bvWjWROftmsRxDlIuT/n8q4sfJqlyR3k0ka0V713siNdZkFuUKZn6A9vrU9rpm5vPvCZJDztJ4H1qLVmtpHEaJvuOmU7ex9aqiOSKVIr0zCPGF2twK8qVRwq8tb94o6J9E/PzOlRTjeOl/v8AkdGAAMDpRTIo1iiVFztUYGTk0+voVe2pwsKKKKYBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAZepaasqNPCuJByQP4v/r1DpF9tItpDwfuH09q2HkSJC7sFUdSawtv2q9L2MJXByXPQH1x2rxsVTVDERq0d3uu/yOqnLng4y27m5JNHEB5kirn1NPrKl07yLZ5t3nXAGdz8j8quWNz9rtVk6N0Ye9d1LESdT2dRWbV0YyglHmi7lmiiiuszCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiisTU/Elvpet2GmSQu73ZHzgjCZOBn8auFOVR2irsmUlFXkbdBOOtcTK/jLV9Ru4IGi023hfYGZfvDsQcHPHpQPAl5efNqniC7nJ6qmQP1P9K6fqtOP8Sol6Xf/AAPxMfbSfwRb/A65760iOJLqBD/tSAUz+1NP/wCf+1/7/L/jXLN4E8M2ssMVzNKZZjtjEs+C59hVv/hXvh7/AJ9ZP+/rU3Twq3lL7v8Aghz1n0X3/wDAN7+1dOHW/tf+/wAv+NC6pp7HC31sfpMv+NYH/CvfDx/5d5R9JjTG+HGgN0S4X6S/4ilyYT+eX3L/ADDmr/yr7/8AgHVJNFIMpIjf7rA0+uKf4a6aDmC+vYv+BA/0pn/CAXMf+o8RXqexz/RqfscM9qv3xYe0rdYfidxRXD/8IPqn/Qz3n/j3/wAVR/wg2qf9DPef+Pf/ABVH1eh/z9X3MPa1f5PxR3FIWUdSPzrif+FfSyf6/wAQXr/59zSf8K1tT9/Vb1vxFHsMN1q/+SsPaVv5PxO182P++v5ijzY/76/mK4z/AIVpp3e/vT/wJf8ACj/hWmm/8/17/wB9L/hR7HC/8/H/AOA/8EOet/J+J2fmx/31/OjzY/76/nXG/wDCtdN/5/r3/vof4Uf8K103/n+vf++h/hR7LC/8/H/4D/wQ5638n4nZebH/AM9F/wC+hR50X/PRP++hXGf8K007/n+vf++l/wAKT/hWenf8/wDefmv+FHscL/z8f/gP/BDnrfyfidjLcxxwu4dSVBOAa5+2nmBcQgmeY4LegrPX4a6ejBl1C9DA5BDLx+lS3PgGO6IMms6gxHTLDj8hXn4vL6VerBxrWir3913+X9aG9LEVIRd6d36nSWGnrarvf5pj1b0+lXeD1rhz8PJF/wBXr96v4f8A16YfAOor/q/ElyPqG/8Aiq7KWCwlKChCrZejMpV60ndw/FHd0Vwf/CH+JYObbxK+fRmcf1NA03x7B8qanbyj1Yg/zWtfqlN/DVj87r9CfbyW8Gd5RXCfZviCP+Xy1/8AHP8ACj7N8Qf+fu1/8c/wpfUl/wA/I/f/AMAPrD/kf3Hd0Vwn2b4g/wDP3a/+Of4UfZviD/z92v8A45/hR9SX/PyP3/8AAD6w/wCR/cd3RXCfYviA3W/tl/Ff/iaP7P8AH3/QStvzX/4mj6nH/n7H7/8AgB9Yf8j+47uiuD/szx63XVLcfiP/AImj+x/HZ/5jMP8A31/9jT+px/5+x+9/5B7eX8jO8org/wCx/HX/AEGYf++v/saP7G8dH/mNQj/gX/2NH1OH/P2P4/5C9vL+RneUVwf/AAj3jVuT4hQfRz/8TUWl32u6P4yt9I1PUPtiTpk85AyCQQSM9qPqSabhUTaV7a9PkH1hprmi1c9BopCQBkkAe9N86L/non/fQrhOm4+ikDK3RgfoaWgAooooAqX9qbqIAMfl529mNR6bdxSp5AjETp/B61frL1CyJk+027BZRyRnGfeuHEQnSn7ekrvqu68jaElJckn6GoQCCD0NY+ln7PfT2p6ZyPw/+tS2+uwAbLpljcdWzwao3Wq2SavHcR3CsvG4rk+1YV68Kjp1qb1T+dnuJSjDmhNpXOlorFk8U6an3TK/0T/Gof8AhLrH/nlN+Q/xr0Pb011OR4ikvtHQUViL4q01upmX6pUy+I9LI/4+MfVD/hTVam+qGq9N/aRq0Vl/8JDpf/P0P++T/hS/8JBpf/P2v/fJ/wAKftYd0P21P+ZfeadFZy67pjdLyP8AHIobXtMUc3iH6ZNHtId0HtYfzI0aKyG8S6YvSZm+iGon8V6co4Ezf8AxSdamuonXpL7SNyiucbxdB/yztJW+rAU3/hLf+nCT/vr/AOtU/WKfcn61S7nS0VzY8Wxj79jKP+BVKni2xP34pl/AH+tH1in3BYmk/tG/RWMnifTG6ySL9UNWE13TJOl5GP8AeyP51SqwezRarU3tJGjRUUVzBOMxTRyf7rA1LWl7lp32CiiigYUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAV5z4j/AH3xN0qNvuqYsfmTXo1ec6383xU04ehi/rXoZd/Ek/7rOXF/CvVHo1FFY/ijVBpPh66uQ2JCuyL3Y8D/AB/CuKnBzkoR3Z0Skoxcn0POfEms/wBq+M4ZIXJgtpkijI9QwyR9T/Kux+IN/c2OgILaZommmCOyHB24PFebQNbH+yooixuPP3TErgZLLtAPfgfrXSfE6RjrNrHk7VtyQPcsf8K+jnh4+3o00tI3/D/M8mNV+zqS6u34k15oGseFrNNY07VJJ0QBpkbOMH1GSCP1rvdF1OPWNIt76MbfNX5l/usOCPzqpcOh8Fu8xG02GWz/ALlY3gKdbPwXJc3DbIY5ZHJP90Yz/WvMrSdeg5zXvRla/e52U0qdRRjs1c1/EXie08OJD58UsskudiIPTrkn603w94nj8QNIqWNzb7F3bpF+U844PrXnza3p+t6pc3/iCSZrcArbWsWcjPf0GPXua6/wvr0l01tp9jo11Hp0alftMz5xjkdua0rYJUqGsfe6u9l8u5NPEOdTfTt1OwqKa5gtygmnjjLnCh2A3H2zUtYXiXwzb+I7aNZJGinhyYpByBnsR3HSvMpKEppTdl3Oybko3irs3ax9a1+PR7iwtzC00t3MI1RWwQO7frXKaX4g1TwtcDTPEEMj2q8R3IBbaO3PcfqKl8OpP4p8US+ILlCtpbHZbIfXt+Wcn3NdqwXs251NYJbrr2OZ4jnSjDST/Dud9RXEeIb6+1TxZb+HrS7ktYRHvneI4ZuM4/ID86oNdeMbLSTPBGLaxtVOPtRVpWUd2z1NRHAuUYtySb6Pz2KeJSbVm0j0Ke4htYWmnlSKJRlndsAUqSxyIjo6srjKkH7w9q8u1nXpvEemaFBOgQz3JWZV6MVIUH9TWh47MB1DSNNsFK3qEKgjYjYpIAGB9PyFaLL3zRhJ2bv8rEvFKzklorfieiUUighQCcnHJpa806wooooAztU1zTdGCG/ukhL/AHVIJJ/AU7S9Z0/WYnlsLhZlQ4bAI2n8a868R6rplx46829LSWdmoTbEoJkYc7ee2Tg/Su28M6taapbytZaZLZQIRgtGFV/pjrjFehWwapUFOzu1fyVzlp1+eo43VvxLmqa9puimMX9yIjICVG0kkDr0q1cX1ra2f2uedI7fAPmMcDnpXk/j69+2+KpIQcpbqsQ+vU/zrc1eZvEfiWw8P2zE2dphrhlPBIAz+XT6mtf7OioU5N2um35Ij60+aSS20R2Gs+ILDQ7aOa6dj5vESRruZ/pVTQ/E665ctEmm3kCBSwllTCn2z61b17TG1PRLi1gKpOUxE542n2PbPSsHwVq6R6Pc6dcxvFdacGaVGJJIySTz71hClTlhnJK8k++3n+hpKc1VUW7I6/zozKYhInmAZKbhnH0p9cB4O05tRnm8UXNy6TvJKB027cY5z2H9KwotZ1NNQt9ZnuJryysro2/nY27lPsPb+laLL+acoRlrHf17E/WrRUmt/wAu565Va51C0s5oIbi4jikuG2RKx5c+grA0HV7vXfEF/cwykaTbqIY1x/rH6lv8+orI1aQ6v8TNOs0+aOyAZ/qPmP8A7KKyp4R+0cJvZXfloXKv7qlHq7HZ6jqtlpVu097cLEi4znk8nA4HNWo3WWNZEYMjAMpHcGvHfHt15/iu7VT8saJGfwGf5mvQv+Ek0zSbTT7OSVpbl440EMI3sMgDJ9K0q4BwpQlG7ctfyJhiVKck9EixqHiKOx8QafpIgMkl3yWDY2Dscd+hraryOfxH5Xi+91zyDcLCxhgUnCjggEn6An8a1rC+8Z+JZUntpUs7Mn/WKoC49s5LVpVy5xjGV1FW1bfUiGLTbW+ulux6NXn+qHd8V9PA5IRc/k1d3bpJFbRJLL5sioA0mMbjjk4rg7U/bPi3O/UQIR+SAf1rHAqzqPtFmmJ1UF5o63VNG/tN0LXUsaqMbByD71zel6KmoXF1E0zJ5LYBAznkj+ldxXN+GfmvdSbsX/qa8arSi6kbrcitSg6sbre40+Eiv+qv3H1X/A0n9h6zB/qNSyPd2H+NdPRV/V6fTQ0+q0+mnzOZ/szxCeuoAf8AbQ/4Uf2Lrb/e1T/x9q6aij2Ee7+8Pq0O7+85j/hGr6T/AF2psfpuP9ahtNAtL15Vj1GSRom2vhO/410epXH2TTrifuqHH17Vn+GLYQ6UJSPnmYsT6joKh0Yc6jYydCn7RQt+ZCnhKyB+eaZvxA/pVmPw1pkbZMTv7O5xWvWDr91LM0emWZJnl+Z8HGF9CaqdOlBX5TSVOlTjflHyP4fsH2stsHHYLuNXbT+zb6IyW8UEiA7SfLHX8q5eFNJ0+BftUZubz+KJGyqn6jj+ddLpEs8tuzS2SWseR5ar1I9xU0p8zs0iKM+aVml6L9SV9KsJPvWcJ/4ABVWbSdGieNZYIkaQ7UBYjcfbmtYkAEk4A71w+oambrU2u15SE7LdfVvX+v5VVZwgtUi68qdNJtI6JdF0aR2RIImdfvKHJI+vNP8A+Ef0sf8ALqv/AH0f8awNCWaz8ReRMSHdCHz643V2RGRg0UlCpG7ihUVCpG7ikYsWi6LdqWgRXAOCUkPB/Oo7vStD06IS3MeFJwAWYkn6VRsD/ZPiiS0yRDKcAH35X/Cna+ftevWVn1Ubcj6n/AVm3Hkb5Ve9jJyh7NvlV72NmLR9LKK6WcRDDIyM/wA6nXTbGPlbSAY77BVrpXLaxqTLrLWklwVszHtkVByMj9T0rabhTV7HRUcKUbtGvPqul2XytLFuH8MYyf0qtbeIoLu6WGC1nfLAbgo49zXOW4sfOCW9ncXj54DnaPyFdpp8Zjs499tHbuR80adBWdOpOo9HZGVKpOq9GkiyVU9VB/Comtbd/vwRN9UBqaiumyOtpMpvpOnyfes4fwQCq8nh3S5P+Xbb/usRWpRUunB7ol0oPdI5y48KxoDJY3Escq8qCep+tW/D2oy31o8c5zNC21iepFbFc1ov7jxHqNv2OSPz/wDr1k4qnOLjomYOCpVIuOieh0tFFFdB1BRRRQBW/tC0/wCe60f2haf891qzRQBW/tC0/wCe60f2haf891qzRQBW/tC0/wCe60f2haf891qzRQBW/tC0/wCe60f2haf891qzRQBW/tC0/wCe60f2haf891qzRQBW/tC0/wCe6157rFxE3xQsJg4MYMWW/A16XXnHjD/Q/H2kXfZvLJ/ByD/OvQy3WrKPeLOXF/An2aO9/tC0/wCe61wvief/AISHxZZaQr4soMSTPzg55J/Lge5r0Sk2LvL7RuIxnHOK5sPX9jJzSu7aeT7mtWn7SPLfQ8v8WRWFjrGhQ2e1LaHHQnA+cHkmofiM6XOt2skLiRHt9oK8gncf8RXoms6Bp+vRRpfRs3lklGVipGetTR6RYx29pB9nR1tABCZBuKY7gnvXfSzCMPZyd3KN7/PzOeeFcuZLRO34HC+NNY8jRLDRYJB88S+ew7KoAx+f8qg1PVYB8OobWxilijMwh/ecGRRyW+hNd/f6LpuqSxyX1nFO8YwpcdBU89ja3VobWe3je3Ix5ZUbcfSohjaUYQjy6p3Y5YeblJ33VkeZaZqnhPR7G0uDaSXepInznaQu49evH6Vo217q/iu7je6m/svSo2DeXGSrSY6YPU/XpXWWvhbQ7KUSwabAHHRmG7H55rY6UVsbTbcqabl3lrb0WwU8PK1pvTsv1Kv9oWn/AD3Wl/tC0/57rVmqWr3bWGj3l0gy8ULOo9wK82MXJqK6nW3ZXZw3irVH8R63DoNjMFtUbM8vbPf8B/OuzsG03TbGGztpEWKJdoHr7n3rnPhvZR/2ZcamziS5uJSrtnJUDt+JOfyrtq7sbNQaw8No/i+rOfDx5l7WW7/I801rUV0P4gLrLI01rJHjKf7u0jnvxUN/q+peN7lbO3T7HpoYF3c9fcnv7AV6dJFHMu2RFdfRhkUqRpGgSNVVR0CjAFVHHRUYvk9+Ksn/AMDuS8M22ub3W72PPPEWg+XbaU2hukjWHAQnknO7dz15HNWPC2jGHUX1rW7lHvnJKITnYT1J9+wA6V3tFZvH1nS9n+PXXUtYaCnz/h0Kv9oWn/PdaX+0LT/nutWaK4joK39oWn/PdaT+0LT/AJ7rVqigDyrT9Z0zSPEmuXOpQedI0p8lRGG/iJ4z07V1Og67qWpXb3V2kFlp23bFAQfMY9mz6V0cmn2UtwLiS0geYdJGjBb86s13V8XCotI62Su+nojmp0JQestP63PIR4bvNa1PU7iaZLV/OLRtMDhyWPTHbGOa7PwrpFl4ft5Hmu45r2c5lkGcAegrq6KVfH1q0eR6R7Dp4aFN83U4nUfiHBZazJZxWbzxRZVnDYZm7AD0z3qpodrNqF3q+raiUtHv4Whji5yARjJ/IV3v2eHzfN8qPzP7+0Z/OpKPrUIQ5aULNrV3uHsZSlecrrseX2uj6+bFdEkv7W201WJeSNslwTn6n6cVt682k6J4Hm0+2CSKyiNFbks5P3j79/wrta4LXN3iXxxaaOuTaWX7yf0J4J/oPxNb0cRPEVU56Rj7ztpt19TKpSjShaOreiua/hFbXSvDdrC8qrK482Qf7Tc/yxWP4TtZ7fxJqupakEjMjMqMx5bLZyPbAFd8BgYHSiuT61P95/f3++5v7GPu/wB089fwjbX2p6tc3+oR7bly0DR5LJznJB/LFaGk+HdK0KG4miuvtN80bBJXGNvHYdvrXZUVUsdXlHlctOwlhqad0tTxfSNb/srR9Q01bJ5b27baCy528Y6dc8mvRfCscOj+HbW0nnQTAFnGehJzit/yIhL5oiTzD/HtGfzqStMXjVXVoxtd3fXXYmhh/Zu7d+iK39oWn/Pda4Lwlcwy+NtavpHAUlwpPu/+Ar0avPvh3/yFtbz97eP/AEJqMLpQrPyX5hW/i016/kdudRtMf69awPDNzDCLxpZFUvIMZ/GummbbBI3opP6VgeER/oVw3rL/AEryp/xY/MdT+ND5mz/aFp/z3Wj+0LT/AJ7rVmitjoK39oWn/PdaP7QtP+e61ZooA53xLfQyaV5cUoYs4yB6da0LC7tINPt4vOUbY1BH4U3XtPk1HT/Lhx5iMGAPGfasuNfEkyJAAsCKAu/gcfrXPJuNRuzehyyk4VXKzd0br6laIjMZl4Ga42KOfVLme5a5jgEjEOWY5x6fSunstFMDmW5u5riRlKsGY7cHrxWc3hJg5EV8yxE9Cv8A9epqxnOzcflcmtGpUs3HTtcfaf2DpK7zcJNMP4vvH8AOlbK6lZsoYTrgjPOaqWPh2ysmDkGaQdGk6D6CtataUZRWqSNqMZRWqS9Dn/EOrxJYGC3kDSTcEjsveuXsrkWl5DO8XmLGc7SOtdPqeh3GpaysrOBa7QCc8jHUAVupBFHEsaRqEQYUY6CsJUp1Kjk9LbHPOjOrUcnpbY4eXVUfXY9SSJ0UEblP0wf0rrbfWbG5i8xJgBnGGBBFWpbaCeIxSxI6H+Ejilhgit4/LhjWNOuFGBWtOnKDd3dM2pUp05O7umcv4l8qSSC9tpQZE4bHUdwar2F0t/4jF7MQiKNxz2wMD9a7NlV1KsoZSMEEcGo4LaC2BEEKRhjk7VxmlKhefNfQmWHvU5k9NyCTU7RI2fzlO0E49a5TSRY3dxdXGpyR/McgO2MknOa7ZlDKVYZBGCK56TwjatIWjuJUU/w4Bx+NFaEpNNK9h14TlKLir26D5Ne0rT4vLs0EhHAES4H4mrenat59r5l2Y4nZjtQZyF7Z96dZaFY2JDpHvkH8cnJH0rSq6cZ7y+5F041L3m/kit/aFp/z3Wj+0LT/AJ7rVmitTYrf2haf891o/tC0/wCe61ZooArf2haf891rno7iGLxg8okHlOn3u33f/rV1Vc1f/uvGNm399QP5isa+0X5o58RtF+aNz+0LT/nutH9oWn/Pdas0VsdBW/tC0/57rRVmigAooooAKKKKACiiigAooooAKKKKACvO/iavl3GlXA+8C4z9Cpr0SuA+KK/6Hpz+kjj9BXflj/2qPz/JnNjP4L/rqd7G2+JG/vAGnVBZNvsLdvWJT+gqeuGSs7HQtgooopDCiiigAooooAKRlDKVYAgjBB70tFAEUFtBax+XbwxxJknbGoUZ9eKlooptt6sNgooopAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFZ1potpZ6veanFv8+6AEmW4GPQVo0VUZyimk9xOKdm+gUUUVIwooooAKKpatdz2Ol3Fza2zXM0a5WJerGue8N+LrrUNUfStVsxa3m3cgAIyMZwQehxW8MPUnTdSOyM5VYxkovqddXnvhDFr491u17HeQPo+f616FXneh8fFPVB0yJP/Za6MHrTqr+7+plX0nB+Z3l82zT7lvSJv5Vk+ElxpTn1lP8AIVo6u2zSLs/9MjVLwsu3RVPrIxryX/GXoOX8dejNqiiitzoCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK5rW/k8R6a/uB/49/9eulrmfE3y6hpz+jf1FY4j4L+hz4n+Hf0/M6aiiitjoCiiigAooooAKKKKACiiigAooooAKKKKACuH+J0e7RLR/7txj81NdxXK/EKAzeFJHAz5UqOfpnH9a68BLlxMH5mGJV6Ujb0STzdCsHHe3j/APQRV+sLwbcC48J6ewOSsew/VSRW7WNePLVlHs2aU3eCfkFFcDrdl4s0wXN5FrgayjBk3PgMo9MYP0qto+j+I/Eenx3tzr88NvKTtUE7iAcZwMCupYKPJ7R1Fy/P/IxeIfNyqDuejFlXqQPqaWuHufBGk6fYT3uo3t/cLChdiZcZx6V0WmanbyeGYdQijkjt0gLBJDlgqjue/SsalGKipU25K9trfqXCpJu01b5mtRWB4P1S91jQ/tt6yl3lcJtXGFB4H8636yq03Tm4S3RpCSnFSXUKKoafrFlqk91FaS+YbZgkjAfLk+h71fqZRlF2krMaaaugornvFniOTw7a20kUCzPNLt2sT0Ayenet+N/MiRwCAwBweoqpUpRgpvZ7fIlTTk4rdDqKKKzLCio55lt4JJnOEjUsx9gM1i+FfELeI7Ga4aAQmOUpgNnIxkGtFSk4OaWi/UlzipKL3ZvUUE4GTWbea/pOnoGudQgQE4GG3HP0FTGEpu0Vcbko6tmlRUFpeW99bLcWsyTQt0dDkVhf8Jxo8eoXVndPJbPbuU3SIcOR1xj+tXChUm2oxbaJlUhGzb3Okorn7fxroV1ex2sN2WkkYKn7tgCT0GcVrzahZW7Ms13BGyjJDyAEUTo1IO0otfII1ISV0yzRVe1vrW+VmtbiKdVOGMbhsH8K5/x1qt5pWjRPZTeS0swjaQDJVcHpRSoyqVFTWjYTqKMHPodRRXCx+G/FDxLPD4odtyhl3bgDnkf5xWn4R1u+v3vtO1QKbyxcKzr/ABDkf0raphUoOcJqVt9/1M41ryUZRaudPRWReeKNE0+5NvdajDHKv3l5OPrjpWpFKk0SSxMHjdQysOhB6GueVOcUnJNJmqnFuyY+ijI9elFQUFFYOheJY9W028vZo1t0tZXVvmz8oGc/lVXwnruoeILi/upY0jsFYJAoHzZ789+MV0PC1IqTkrcu5kq0G0l1OorirsR3XxSshEButrYtMR9Dj+YrsZ5Vggkmf7salj9AM1yHgOB7xtQ1+4/1t5MVT2UH/I/CtMN7kKlV9rfN/wDAuRW96UYed/uOzrzuL/R/i84XpIDn8Y8/0r0SvOkP2j4vMU5Eed34R81pgNqv+Fk4n7Hqjs9fbbodz7qB+opvh1duh2/vk/qaZ4lbbokvuyj9asaKuzRrQf8ATMGvI/5ffL9St8R8v1L9FFRXU4trWWcru8tS2M9cVu3bU3bsrslorl4dV1rVc/YoYo0zgt1x+f8AhW7p8V7FCwvp0lkJyCq4wPSs4VVPZOxnCspv3U7dy3RUM93b2zIs8yRl+FDHGamq7o0utgoqlqt+NNsWuNm8ghQuccms/TvEYurlba6gMEj/AHDng+lQ6sYy5W9SJVoRlyt6m7RRSEhQSSAB3NaGgtFZVz4i062coZTIw4IjGf1pLPxBa3twkMUU+WOASnA+prP2sL2uZe2p35b6mtRVe9vIbC2M85IQEDgZJNOtbmO8tkuIt2xxkbhg1fMr26mnMr8vUmorJ03VXvtTvLfAEcR+Tjnrg5pda1BraJLe2lVbuZgqgjPB7+1R7SPLzGftY8nP0NWiuJmsGiYnUNYRW7qrM7flWv4eFj5kv2We5lcKAxlGF69hURrOUuVq3zM4V3KXK1b5/obxIVSzEADqTVM6tp6nBvIc/wC+Klv7b7XYT24ODIhAPvXLaFpVlqUMonjkEkTYLLJwfwp1JzUlGK3Kq1JxmoxW51UN7a3BxDcROfRWBNT1ymr6BZWFi9zFLKjrjaCc5Nb2kSSy6TbPMSZCnJPU+lOFSTlyyWoU6knLkmtS7RRRWpuFc14p/wCPrT/98/zFdLXM+Kf+PrT/APeP8xWOI/hs58V/Cfy/M6aiiitjoCiiigAooooAKKKKACiiigAooooAKKKKACsvxJALnw1qMR727n8QM/0rUqnqwzo18P8Ap3k/9BNaUnapFruiZq8WjmPhrMZPDksZ/wCWdw2PoQDXZ1wnwvP/ABKL0f8ATcf+giu7rozBWxU/UxwrvRic944OPCF/7hR/48Kl8H/8ilpv/XL+po8Y28lz4Uv44lLPsDAAZJwQT/KoPA9wZvC1rGYZYzADGd64Dd8j1HNVvgtOkv0F/wAxHy/Ur/EO4aHwrJGp5mlSP9c/0rHHiexfwfqGmriB7a3FvHvcZmOMEgfXNbvjfR73WdHhhsUEksc6uVLAZGCO/wBaz9T8C21xo0s1tZRx6s8anasp2B+N2M8etdOGnh1RhGo9ea/ptv5GVaNV1JOHYv8AgKaB/CttFFKryRFhIoPKkknB/CrvivUTpnhq8uEbEhTy0Pu3FSeG9MfSdCtrWaOJLhU/e+WOp9z3PvWV8Q4Jp/CzeUrNsmRnAGeOR/UVzrkq43ycv1NXzQw/mkSeA9OFh4YhkI/eXJMzfQ8D9BXT1ieFNRTUNBg2W80IgUQkSLjJUDke1aGqTXVvplxNYwCe5RCY4z0Y1jiOaeIlzbtmlLljSVtrHH/EkFI9JnIPlxzncfTof6Gu5ikSaJJY2DI4DKw6EGvM9U8bwazocmnXWlSteOMYU8K46Ed/wrr/AAZbXtn4Ztob5WSQFiqN1VCeAa6sTQnDDQVRWcW16p63MKNSMq0nHVNI36KKK8w7DnPHF99i8K3WDh58Qr+PX9M1yfg7XrXQPDV/c3HzMbgCOIHlztH6e9dd4r8PT+IYLOGKdI0im3yBs8rjHHvWZZ/DqxttV+0y3DzW6vvjt2XgemT3r1sPVw0cL7Oo9W7v5dDhqwrOtzQW2hma74i1TVdN07Tkg+yXOpNkqrHPlE4X6Z5z7D3rM1DwbPoUct/cNbSWkTldjty64wD9Se1dH4u0XVf7csta0mATvAoUx8cEE447jmqH9h+JfFd5EdcP2SyjOfLGBn6D19zXVRrRhTjKElGOt119O/oY1KcpSakm307Gv8OLeSHwyZJMgTTM6A+nAz+YNUPiLbWEVtDIlnEdQupAglx82B/PsK7m3t4rW3jt4UCRRqFVR2Ari/EtvLqHj3RLUoxgRfNJxxw2T/6CK4sPW9pjHW2Wr+46KtPloKHoi3dQaZ4L8Ni4S1ia82CNXK/O8hHr19/wrh9Pg8MJAs+s31zNdOSzQwKcD2Ldz+NdN8R/NS70qZ4nksomLSbRxnI4z7iqcXi/TfMI0nwsjzuc52gkn8Aa7sMqnsfaK7ct2mlt0uznrcvtOV2SW2h1vhSXSptNkbSLGS1gD4PmR7S5x1z3rn/ifloNMjzgF5D/AOOirtonjHVpY5J5YdJtQQfLRAXI9Mc/rioviVYyz6Rb3keNts53/RsDP51yUEoY2Lck7363tp1ZtUblh2ktvK34GN/wsa8S1tbSxs0eVI1RnkyxdgMHAFUrfW7/AMOyat9utXi1G/jEqSHjaSfT8T+VaeheLdD0rR4mms4/7QRdv7iLlgOmWPf1qs+i6x40ku9XmiFuvl7bWNuN+DwBnt159TXeo0oOSnT5YdW3u76fI5m5yScZXl27EeieGtavrT9zbW9tHL873dygd5M8/LnPH8/WreuaVrHhnT0v/wDhI5nZXVVi5APsBnGB6Yqa08Q+K9Ms4rA6A0jQqI1cxtyBwOnBpB4X1/xK8l9rkvlbY28i36fNjgY/hGce9Q6k1U560oqHybf5lKEXHlgm5fdYp6Bp/ii/sZ9UsNUSITyFn3udzsPXg11PgvX7rWdLuftpVprZ9pkAxuBGefeuQsdU12y0ZvDdrpky3TOytJtOQD1A4x+Oa7rw14e/sTQTaOwNxNlpWHQMRjA9hWOPcVCXtErt+7a17d/uNMNfmXLfbX1PLU1drbw/e6fGcNd3O5z/ALAHT8Tj8q9c8OWcFh4fsoYM7PKDkkYLE8kkfjXB2vw11CSC4NxcQxTA4hAO4NzyT6cVqW+geMrhlt7zWvJtRwzRPlse2AKvGyoV48sKiWt356fiTh1Upu8ot9juZ4VuLeSB87JEKNjrgjFVtK0yDR9NhsbcsYogQC5yTk55q1DH5UMcZdn2KF3Mclsdz70+vC5mlyp6HpWV79RCQASegrzrwIp1DxTq+qPyecH3Zv8AAV399IIbC4lPRImb8ga4j4Xxn7DqMxH3pUH5DP8AWu7De7hasvRfic1XWtBep0fir/kDf9tFrR00Y0u1/wCuS/yrO8Vf8gb/ALar/WtLTv8AkGWv/XJf5V5K/jP0Kj/HfoizWF4rmMelLGpx5kgB+nWt2uf8Wqf7PhcDhZefyNOv/DZWI/hSKGmalBoj3sEoLYcFAo5Jx610OmXlxexPLPamBCf3YJyWFYeiRW11r13KsatGoDISM4Jxz/OupbJU464rPDqVr30MsMpct76K5w14s+sX19PGrSCLARV54zj/ABNamn3d/aa5HYXM/nK6DIx93jNUdF1SDSo7zzw3nFhtUDkkZ49qv+HrWa6vJtWuRy+RH756n6dqwp6yTT1e5z0tZRcX7zepVSa51aHVRPMSsa5SPHAIJIP6VVM32qPR405nRtpPfAYYqeWT+ytY1GJ+Enifb+IyP6iq3h4wR6j59zKiJChI3Hv0/wAalu8lF77P7yG7yUW9dn99zu65vxVeMEhsY2wZPmfnt2/z7VO+vvdyGDSrZp37yOMKtZhzP4sjW9MeUAD/AN3IX3966K1RSjyx66HVXqqUeWPV2uVo5rWNxDptj9pnIwZZV3c+oXt+NdLpFtqEQaS+mX5hhYVUAL78U1rrSNFibyjEjH+CPljUmj3d3fRy3E6COFm/crjnH9aKUVGVm9fLYKMFGaTevZbFbxTGX0fcOiSKx+nT+tWdHukfQoZcjEceG9ttXbiBLm3kgkGUdSprjWg1XTEuLBIneKbjcqkg+49M06jdOfPbRodVulU9pa6aL/hMGS4vZz/Fj9STWe0F1rWuXRgcKyseScYUHFdLoWntp+mqkgxK53uPT2rDlttT0XVJ57WEyxyE4IXcCCc4OOlZSg1TipbdTGVNxpQUlp1L1p4Tt48NdStK3dV+Uf41twxW1oqwQrHED91Bxn/GuaGp+ILz93Da+UT1byyP1NaOmaLJBcC8vpzPddsnIWtabje1OPzNqTje1KPzNad/Lt5X/uoT+lcp4WuEt/ts0zhI1VWYn8a6PVt/9k3WwEt5ZwBXn67lAikLRxuQzcduxxUYifJOL7GeKqOFSL7HRR+d4m1IM4KWEJ+76/8A1z+ldSAFUKBgAYAFc3D4i02wtUgtYJmVR3AGT6k1XfxVeTvstLRcnp1c/pThVpwV27tlU61Omrt3kzraK52zk8RyzRvKsaRFhuDgDjvx1roq6IT5le1jpp1OdXs16hXMeJvm1LTo/wDa/wDZhXT1zOtnf4k06P02/wDoX/1qzxHwW9DPFfw7eaOmooorc6AooooAreRc/wDP4/8A37X/AAo8i5/5/H/79r/hVmigCt5Fz/z+P/37X/CjyLn/AJ/H/wC/a/4VZooAreRc/wDP4/8A37X/AAo8i5/5/H/79r/hVmigCt5Fz/z+P/37X/CjyLn/AJ/H/wC/a/4VZooAreRc/wDP4/8A37X/AAo8i5/5/H/79r/hVmigCt5Fz/z+P/37X/CqmqQXA0m8Ju3I8h8jYvPyn2rUqpqv/IHvf+veT/0E1dP40TL4WcV8NI5X0q9Mc7RjzhwFBz8o9a7fyLn/AJ/H/wC/a/4Vxvwv/wCQRe/9dx/6CK7uurMf96n/AF0McJ/BiVvIuf8An8f/AL9r/hR9nuP+fx/+/a/4VZoriOgrfZ7j/n8f/v2v+FHkXP8Az+P/AN+1/wAKs0UAVvIuf+fx/wDv2v8AhR9nuP8An8f/AL9r/hVmigCt9nuP+fx/+/a/4UeRc/8AP4//AH7X/CrNFAFIWUgfeLj5/wC95SZ/lUnkXP8Az+P/AN+1/wAKs0UAVvIuf+fx/wDv2v8AhR5Fz/z+P/37X/CrNFAFbyLn/n8f/v2v+FHkXP8Az+P/AN+1/wAKs0UAVvs9x/z+P/37X/Cj7Pcf8/j/APftf8Ks0UAVvIuf+fx/+/a/4Un2e4zn7Y//AH7X/CrVFAFRrWd1KtdsynqDGp/pSJZSRf6u52f7sSD+lXKKLgVvs9x/z+P/AN+1/wAKbJaTSxtHJdF0YYKtEpBH5VbooAxIvDFhBIJIoLdXHQi2Tj9K0Rb3AGBePj/rmv8AhVqiqlOUvidxKKWyK3kXP/P4/wD37X/Cj7Pcf8/j/wDftf8ACrNFSMrfZ7j/AJ/H/wC/a/4UeRc/8/j/APftf8Ks1HJNFEMySIg/2mAotcCLyLn/AJ/H/wC/a/4UeRc/8/j/APftf8Khk1zSof8AWalaL9Zl/wAarN4r0FTg6ra/g+a0VGo9ov7iHUgt2i/5Fz/z+P8A9+1/wrnNG8J3+m6g9zLrU7pvZkiUfKS3UsDkVoHxh4eHXVYPwyf6VG/jfw6g/wCQkjf7qMf6VvTp4mEXGMHZ+X/AM5SoyabktPMi8Xy3Fj4XvZDduxdBGBsUZ3HH8s1V8B6fLD4YhlSdo/tDtJgID3wOv0rG8YeMNK1bRXsbNppJGkVtxj2rgH3rsPCsElv4X06KVCjiEZUjBGef610VKc6OC5ZKzcvwsZQlGpiLxd0kVfE0cselAyXDSAyL8pUD19K0bK3uPsFvi7cDy142Lxx9KoeLif7NiHYy8/ka0RqNlaWcJluI1+QYGcnp6CvFTSqyb7ItSSrSb7Im8i5/5/H/AO/a/wCFRXGnvdwNDNdM8bdRsX/Cs2bxbZo2IoZZffhah/4S1uo098f73/1qHXpbNjliaOzZpWWjDT0Zba5ddxyxKKSf0q35Fz/z+P8A9+1/wrJg8WWbnE0UsR9fvCr6a5pkgGLyMf73H86qFSna0WioVaVrRaIZdBgmn86RlaQnJPlryfergtp1AC3bADoBGv8AhSjUbJhkXcH/AH8FB1GyAybuD/v4KpOC2LTgtVYpX2hpqJU3Fw5ZeAwVQcflVU+E7QsD50ox2GK0W1rTVODexfgc03+3dM/5/I/1qJKi3d2M5KhJ3dh9vp7WsQiguDGg7LGv+FUr7w5HfzGaS5cSEYJCLzWjFqVlN/q7uFv+BirKsrDKsD9DVuMJq3QtxhOPLujBt/CtvA4czu7DkbkGPyrVFvcAAC8YAf8ATNf8KtUU4wjBWihwpxgrRVit5Fz/AM/j/wDftf8ACjyLn/n8f/v2v+FWaKosreRc/wDP4/8A37X/AAo8i5/5/H/79r/hVmigCt5Fz/z+P/37X/CjyLn/AJ/H/wC/a/4VZooArfZ7j/n8f/v2v+FUrvQ4r5g1xKWYDG4IoOPwrU3r/eH50eYn99fzpNJqzJkoyVmYieF7SNsh2b/eANaEVg8C7YZ/LHosSD+lXAynoQfoaWlGEY7IUYQj8KK3kXP/AD+P/wB+1/wo8i5/5/H/AO/a/wCFWaKosreRc/8AP4//AH7X/Cucuo5JPF0ERmLOoXD7RxwT06V1ZdVGSwA9zXL6ewvvF09wnzRxg4I+m0VhX15V5nNiNeWPmjoPIuf+fx/+/a/4UeRc/wDP4/8A37X/AAqzRW50lbyLn/n8f/v2v+FFWaKACiiigAooooAKKKKACiiigAooooAKy/Echi8N6k69Rbv/ACrUqK6to7y1ltphmOVCjD2Iq6clGak+jJmm4tI5L4aRhfDcrjq9y2fwAFdlXnP/AAhviTRpHGi6oDCTkLv2E/UEEZpxm+IVrwYxMP8AdjavSxGHjiKrqQqR17uxyUqsqUFCUHoeiUV51/anxA/58P8AyCv+NOF/8QX6War/ANs0H8zWP9ny/nj95f1pfyv7j0OivOzc/EP/AJ4D/viP/Gk+2fENf+XfP/bOP/Gn/Z7/AOfkfvD60v5X9x6LRXnX9pfEBetjn/tin+NH9veOovv6Ru/7dz/Q0f2dPpOP3h9aj/K/uPRaK86/4THxZF/rdCz/ANsJBSf8LD1aH/j50PHrjev8xR/Zld7WfzQfW6fW/wBx6NRXnyfFCMf63SZFPtKP6ipl+KGnn71hcj6Mp/rUvLcUvsfkP63R/mO7oriV+Jukkc2t2PwU/wBaX/hZmj/8+95/3yv+NT/Z+J/kZX1qj/MdrRXFf8LN0j/n2u/++V/xoHxM0piALS8JPQBV5/Wj+z8T/Iw+tUf5jtaK464+IlhaMFn0++jZhuAdVGR+dVX+KGnD7lhct9WUf1pQwOIqLmhG6+QSxNKLs2d3RXnr/E4t/qNIdvrL/gKj/wCE78QXPFroXXofLkb/AArT+zMT1VvVon65S6O/yPRqK85/tTx/df6uxMIP/TFV/wDQjUSW3jq+laM6gImXhl85VI/IUnglFpTqxV/MPrLfwwb+R6USAMk4FVJ9W062B8++to8f3pQK4UeAdcvDnUNbznqNzv8AzwKuQfDDT1IM99cSHvtVV/xqvq+Fj8VW/ohe1rPaH3s2bnxv4ftgf9PWU+kSlqxbn4nWKEra2E8x7F2Cf4mtW38BeH7cgm1eY/8ATWQn9K2rbSdOswBbWNvFjusYB/OjnwMNoyl6u35By4iW7SOE/wCE78QXnFjogweh8t3/AMBQJviDqP3YzbKf9lI/55Nej4xRR9dpx/h0or11D6vN/FN/kec/8Ih4svebzWto9DO7foMCnx/DJ5Dm61d2PfbHn9Sa9Dopf2niPstL0SD6pS66/M4iP4Y6Uv37u6b6bR/SrK/DjQgOTdn6y/8A1q66ioePxL+2y1hqK+ycoPh3oA6x3B+sxqVPAPh5DzaSN/vTN/jXTUVDxmIf2394/q9L+VGTZ+GdFsHD2+mwK46MV3Efia1qKKwnOU3eTuaRio6JWK19Yw6hatBMDtJyCOoPrWVB4UsY33SvLL7E4H6VvUVlKnCTu0TKlCTvJFeCwtLYYht40+i8/nVjA9KKKpJLYtJLYrz2FpcjE1vG/uV5/OqD+GtMfpE6/wC65rXoqXThLdEypQlujCPhPTyeHnH/AAIf4UDwnp4PLzn/AIEP8K3aKn2FPsR9XpfymMvhjTB1SQ/WQ07/AIRrS/8Ani3/AH2a16Kfsaf8qH7Cn/KjBl8J2L/6uSZD9Qf51WPhJl/1V+w+q/4GunoqXh6b6EvDUn0OX/4Ri+HTUj/49/jR/wAIzf8A/QSP5t/jXUUUvq9MX1Wn/TOX/wCEc1Ifd1P/AMeaj+x9ej/1eo5H/XRv8K6iij6vDpf7w+qw6X+85f8As/xGP+X0f9/P/rUf2d4jPBvQP+2n/wBauooo9gu7+8Pq0e7+85f+wdYl/wBbqX/j7GlHhWdv9ZqLH6An+tdPRR9Xp9Q+q0+v5nM/8Igve+f/AL4/+vS/8Ign/P6//fA/xrpaKPq9LsH1Wl2OYPhJl5jv2B90/wADSf2Dq8X+q1L/AMfYV1FFH1en0D6rT6K3zOX/ALM8RDpf5/7an/Cj/hHtTuDm51E/Tczf4V1FFH1ePW/3h9Wh1b+85keEc/fv3I/3P/r1s6bpdvpkJSEEs3LO3U1doq40YQd0i4UKcHeKCiiitDUKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoopCQOpxQAtFIGU9GB+hpaL3AKKKKACjGaKa7rGhZ2CqOpNDdtWAxreB/vwxt9VBqJtMsG+9ZWx+sS/wCFRR6rFNcCKKOR8nG4Dj61fqKWIjUTdOV7DlT5fiRQbRNKY5Om2h/7Yr/hSf2FpP8A0DLT/vyv+FaFRzzx28ZklbCj9a1lXlFXcrL1IVOLdkimdD0gDJ02zAHfyV/wrKuLaxluFh0+wt1cH/WJEAfwOOlTS3NzqkvkwqVj9P6k1rWVlHZx4Xlz95vWvLnia2Obp021T6vv5I6VShR96S94rw6NZCNRcW0M8g6tJGG/LPap102wT7llbL9IlH9KtUV6NNezgoQ0SMJe8+Z7jFijT7kar9FAp9FFMArJ1OBoJVvYOGU/Pj+da1Iyh1KsMqRgisMTQVany9ej7MunPklcitrhLmBZU79R6GpqxIGbTNRMLn9zJ0J/Q1t1GErurC0/iWjHUhyvTZhRRRXUZhRRUVxOttA0rgkDsKmUlFOUtkNJt2RLRWcdatQM4kJ9NtImsxu2BBLj1AzXN9fw17c6NPY1OxpUVTvdQjtBtwWkIyF/xpunXz3iyCRQrIR0q/rVL2vsb+8T7OXLzdC9RUU1xFbqGlcKCcCpa2Uk20nqibPcKKa7rGhdjhQMk1TtNSS7naNYyoAyCT1qJ1qcJKEnq9hqDabXQvUUVQuNWggkaPazupwcdPzoq1qdFc1R2QRhKTtFF+isy01Ge7nCrbgR55bPQVp0qFeFaPNDYJwcHZhRRRWxIUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFVvtsf/POf/vy3+FH22P/AJ5z/wDflv8ACgCzRVb7bH/zzn/78t/hR9tj/wCec/8A35b/AAoAs0VW+2x/885/+/Lf4UfbY/8AnnP/AN+W/wAKALNFVvtsf/POf/vy3+FH22P/AJ5z/wDflv8ACgCzRVb7bH/zzn/78t/hR9tj/wCec/8A35b/AAoAs0VW+2x/885/+/Lf4UfbY/8AnnP/AN+W/wAKALNFVvtsf/POf/vy3+FH22P/AJ5z/wDflv8ACgBl/HdyqgtpAgz83OKy7Kya+aQyTvhDjPXNar30YRj5c/Q9YW/wqhpE6wxSblkJZv4Yy38q8rE4eFTFQUrtO91fTRHTTm1TbXQtLpsFopmQuXQFhk8ZxWZHLcQRx3vmswZyrAmtG/vFaylVUmBIxlo2A/MiskSl7OO2AJJkLcDNcmOUKNRQpq1ldW73NKLcoty1OguroW9o02M8cD1Jqv8Aab37GkggRnfJ4PAWqmqXKS2kaRh8BurIQOB71Zn1CKKy2hZAxTau6MgHj3rtqVZOpNOVlGK28zKMUorS7bLFhd/bLfzCu1gcECs++uVurgwmXy7dDhmAzuNMtrj7JpcmFkEjnglDj069KihawFmEn3mXJY7QQfzrlrV6lSjCnJpO13fS/ZfM0jBRk5LvZGlaT2iTC2tULf3nA/ma0KzrOa3hh+S2mjJ6/u2Yn8cUtxq0MKkBXMnZWQr/ADr0aM1Soc9VpLy0XoYSXNO0Sxd3cdpFuc5J+6o6msaOO41a4LucRjqey+wqNFkvbjzZ/NKHqyIW/AYrZjuYIYwkcMyqOgELf4VxxjUx8uaelNbLuatqirLWX5E8FvHbRiONcD9TUtVvtsf/ADzn/wC/Lf4UfbY/+ec//flv8K9aMVFcsVZHM227ss0VW+2x/wDPOf8A78t/hR9tj/55z/8Aflv8KoRZoqt9tj/55z/9+W/wo+2x/wDPOf8A78t/hQBZoqt9tj/55z/9+W/wo+2x/wDPOf8A78t/hQBFqlr9ptiyj94nI9x3FJpd39ot9jH95HwfcdjU322P/nnP/wB+W/wrImc2d99pgSQRk8hkKj3HNebiU8PVWJjttL/P5G9P34+ze/Q6CiqceowypuRZSPaJjj8qf9tj/wCec/8A35b/AAr0YyUkpLYxas7Ms1na0xWyABxucA1Y+2x/885/+/Lf4VR1WdZ7QBUlGGBJaNgPzNcuOv8AVp27F0f4iKlhMoAjFksz5+9jmuhAAGAAPYVlaXOsNmA0cpJYnKxMR+YFXDfJg4jnz2/ct/hWWXUnCgpSd7rt/Vy68k5tIyZmjn1omRgI1bBJPHFWNG/4+Ln6/wBTVe0toz5jXcE+4nIAjb+lS6c32W5n3RS7D93EbE9a8/D0qqrQqzXxNvz1XX9Daco8jinskSa026S3i9Tn+la4GBisLUp1a9gl2yBFxnchXv71ai1Vpp/lgfyRnLBSx/SuyjWhHFVIy3bSX3GU4N04tbBrUpS2SNf+Wjc/QVYs7GO1IdSd5QKfSqGp3VtcIEzIsiHIyhH55ptjf3ZkUSB5IuhIQkj8qy9tT+vPmXM9Era27lckvY6ady1fXk32lLS2wJG6t6Uw/wBnw4+0Oksw+82M5NVYbmJNUmmn3AHIGVOfy+lKr6VCSwEkh7BhxWLrucpTbju1aT2S8u5fJZJJP5GzbyRywq8PCHpxipazrfU/Mb/j2lWLHysqFv5CrH22P/nnP/35b/CvaoVFUpqSd/lY5JxcXZlmiq322P8A55z/APflv8KPtsf/ADzn/wC/Lf4VqSWaKrfbY/8AnnP/AN+W/wAKPtsf/POf/vy3+FAFmiq322P/AJ5z/wDflv8ACj7bH/zzn/78t/hQBZoqt9tj/wCec/8A35b/AAo+2x/885/+/Lf4UAWaKrfbY/8AnnP/AN+W/wAKPtsf/POf/vy3+FAFmiq322P/AJ5z/wDflv8ACj7bH/zzn/78t/hQBZoqt9tj/wCec/8A35b/AAo+2x/885/+/Lf4UAWaKrfbY/8AnnP/AN+W/wAKPtsf/POf/vy3+FAFmiq322P/AJ5z/wDflv8ACj7bH/zzn/78t/hQBZoqt9tj/wCec/8A35b/AAo+2x/885/+/Lf4UAWaKrfbY/8AnnP/AN+W/wAKPtsf/POf/vy3+FAFmiq322P/AJ5z/wDflv8ACj7bH/zzn/78t/hQBZoqt9tj/wCec/8A35b/AAo+2x/885/+/Lf4UAWaKrfbY/8AnnP/AN+W/wAKKALNFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFADJlLwuo6lSBVDR0kihkjkjZCGzkjrWlRWE6ClVjVvqr/AIlqdouPcgvITcWkkS/eYcVlR6LPhWaVUPcDkityis6+Co15qdRaoqFWUFZFKTTYnshbrldvIb39arRaMxkU3E29F6KM1rUUTwNCclJx2BVppWTIpreOeExOvyeg4xUEGl2sD7whZh0LHOKuVlanqXlAwQN8/wDEw/h/+vSxX1ekvbVUrrYKfPL3YsdqGqCHMUBBk7t2X/69VbLTZLpvPuSwQ84PVql03TOk9wuc8qh/ma2K5KWGqYqSrYnbpH/M0lUVNclPfuIqKihVACjgAUtFFeulbRHMFFFFABRRRQAUUUUAFFFFABTJY0mjaN1yp6in0Umk1ZhsYLpPpFxvQloWPfofY+9bUEyXEKyoflP6UTwrPC0TjhhisnSpGt7uS0k4yePqK8yCeDrqCfuS28n/AME6G/awv1RtUjKrqVYAg9QaWivU3OcQAKoCgADoBS0UUAFFFFADXjSVdrorD0IzSqiou1VCj0AxS0UuVXvbUL9CNoIXfe0SM3qVqQAAYAwKKKSik7pDuyvNZW9w26SIFvXoabHp1pGcrCuffmrVFZvD0nLmcVf0Hzyta4AYGB0ooorYkKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiigkDqaACik3L6j86WgAooooAKKKKACiiigAooooAKKKOlACMwVSzHAHJJrB+1Tm9lu4Azxrx83TFT3Vw+oz/AGW2P7sfff1/+tTJrK5klW0jXZbp0bsfc+prxcZWnXa9knZPRrq/8l3OulFQ+Lr+Qy51iWaMJEvlk/eOcn8Kn0/S9pWe4wT1Vev4mknh060tzG48yQ+h+bP9Kl0sXMR8qVG8pl3IT/D7VnShKWJX1l878tk/MqTSpv2en6mnRRRXvHEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUANeRIl3OwVfUmsHUbmF7tJ7Z8uvU49OlXtTsnuAZRISEXiP3pmnQ2tzYMgRfMxtc45+teRjHVr1Pq6SXVN9bdjqpcsI8+4LqlzMP3FmWHqTxUkV7dLdxRXMSIJM4wag0qVre5ks5Tzn5frUmqHbdWbdw/9RUQq1XQ9u5u6autO9mthuMefksalFFFe0cgUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFADZHEcTyHJCgk49q5M+LrneWW1j8vPGSc/nXT3pxY3BHXy2/lWV4WRDowJVSTI2eOtYVOZzUYuxzVeeU1CLsZLavrWqHZaxsin/nkv8A7MacvhrVJ/mmuUVj/ecsa68AAYAwPagkKCSQAOSTU/V09ZtsX1VPWpJs5E+E70AkXURPblhTVi8SWg8tDMyjpghh+tXJtWvtVvjbaUQkSfelI6+/0ra09b1bbbfNG0oJwydx71EaUJP3LrzMoUacn+7uvM5vzfE392b/AL5Wj7N4luuGeVB7uF/lXX0Vp9X7yZr9V7yf3nIf8I7q8nL3S/jKxo/4RnUxyLpM/wDXRq6+qt7fwWFu80rZCY+VeTz0pPD00rsTwtJK7/M5r+x9fh/1dwxH+zOf60eR4mTjfMf+Bqa6yGVZ4EmT7rqGGfQ0x7qBGdDIu9E3sgPIHrij6vHpJ/eH1aCV1Jr5nLbfE/rN+a0u3xP6y/mtXv8AhLrLB/czdeOB0/OtXT9Qi1GAyxJIqg4+dcZ+lRGEJOym/vIhTpzdo1H95ze3xOO835rVa4utdXdDO8oyORgV082rJHq0WnpE0jt98g/cq88Ucgw6K31GamdBzi1Tn9+xpChFv45aeZwsN3q1upWJ3UHk4AqwZfEM0O4i4aP2Uc/lXWrY2qNuWBAfpViopYSoo8tSWnZGksOr3jOV/U4W21eSykzPZK7g9XypH4Vof8Jif+fMf9/P/rV1DIj/AHlDfUZpn2aD/nhH/wB8CtaeFlSXLTdl6EyhXe9S/wAjmx4xHez/APIn/wBal/4TFf8AnzP/AH8/+tWpdXuj2pYTfZy69VVAxqrZ6pp9/drDBpxIJ5fylwv1ptzTtzq/oYt1E+X2iv6FX/hMV/58z/38/wDrU5fGEX8Vm/4OK6D7Ha/8+0P/AHwKY2n2b/etYT/wAVfJW/m/A09nX/n/AAMmPxbZMfnhmT3wDWvaX1tfR77eVXA6juPqKryaHpsoINpGM914P6VztnF/ZviwW8LN5e7byeoIzzS56lNrns0xOdWm1z2aeh2VFFUNbuHtNCvp4yVeOB2Ujscda64x5pKK6nU3ZXL9FeWaH4Oute0qLUm1iWNpi2VILHg465rR/wCFb3g5XXZM/wC43/xVd88Jh4ScZVtV/dZzRr1ZK6hp6o9Corzz/hDvFFnzZa8WA7GV1/xqrqC+NtIspLq61RVgTq3mKSfQAYyTSjgYTdoVYv70DxMoq8oM9Norx7TNf8VatfJaWmou0zAlQ20A45POK17nUfHenRbrpoY4xxvk8oA/jmrnlc4S5XON/X/gExxkWrqLselVjXUEun3P2q2GYz95fT/61cKniTxfMcR3dmxPo0P+NXRL8QpVDKFKnpjysGuXFZK6kUpVIxa2d9jSnjknpFteh013cRXDJdQNsmXG5D1+o9aJp5Lp7IP/AKzPOB78VyDaX45mYkxhSfRo1pY/DHjOdx5l4sPv5+Mf98ivMeQ1nJudeCTtezffe1tzp+vxsuWnLTyPTiQOppNy/wB4fnXnQ+HOpzfNc63lz1wGb+Zpf+FZ3P8A0Gf/ACGf/iq9r6thetb/AMlZye2rf8+/xR6JuHqKMj1Fedf8K0u/+g1/5Db/AOKo/wCFaXn/AEGv/HG/xo+rYX/n9/5Kw9tW/wCff4o9FyPUUblH8Q/OvOv+FaXn/Qa/8ht/jSf8Kzuz11gY/wCubf40fVsL/wA/v/JWHtq3/Pv8UegvdW8f354l/wB5wKpT+ItGtv8AW6nar7CUE/pXHp8LlP8ArtWY/wC7D/iauwfDPSozma5upfYEL/IUexwUd6jfov8AMPaYh7Qt8zRm8eeHoul60n/XOJj/AErPuPiZpMefJtrqU9sgKP1NaMPgTw9D1sTJ/wBdJGP9alurDwz4ftvtFxZ2cCDoWjBJPoM8k1UfqV7RjKT+X6Cf1i120jl2+IOsXzFdM0cHPQ4aQ/pgUf2j8QLrlLRogf8Apii/+hGuz0TWtN1m3dtOf5YiFZCm0rnpxWpRPFQpS5VRSa73YRoymruo36aHmV2njyC0lu7m7aGGJS7nzEGAPYV0fgTWL3WNHla+cySRS7BIRgsMA8/Sm/ES8Nt4YaFTg3Eqx/h1P8qt+CLQWnhOywMNKDK3uWP+GK0rVFUwfPKCTbsrKxFODjX5VJtW6nQ0UUV5J3BRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRVb7Pcf8AP5J/3wv+FH2e4/5/JP8Avhf8KAH3n/Hlcf8AXNv5Vk+FDnRyPSVv6VduoJxZzk3chHltxsX0+lZPheOV9Nk2XDRgSHgKD2HqKxl/Fj6M55fxo+jOlrA8T3rx28dlCT5lwcHHXb6fia1vs9x/z+Sf98L/AIVzWpZh8UQG6uGCKFIkKjjr2xjrRXdoW76BiZNQt30Oh0vT006ySFQN55dvU1drNF1CRkawmP8AgH+FJFdwzTiGLVg8h6Kqqc/pVxcUkkzWLhFKKY7WdTGmWW9QDK52oD6+tc1Z6hrtxJvt2lmHfKjbVrxNFLFcWkk0jywg8kqOORUcmt3E+210szEtxzGox9ABx9a5asr1GnK1u3U4q071GnJq3RdTR0vW7idruG8jRZLdC5K+3UGuWllL229yWlmkLMSew6fqTXQHR5dM0S7meY+fJH+8UAEY9M1gQWctxZXFyAdkAH6msqvPZRlvZmNb2loxlvZnXi+XTfDdvM2C3lKEX1bHFQeG7N/Kk1C4y0tx0Lf3f/r1jWMF1rssMLswtbdQCccD/EmuuW1mRAq3bhVGAAi8D8q6KX7xqXRbHXRvUak9lsYKxQ3XizyooIhDADvAQYJx3/E105KxoTwFUfkK5nQ7O8i1C8EomiZiT5uwYbn3H41f1r7RbaTPILqRsjbjYvc47CqpPlg5vzHRfLTlN+bKHhwG71S+v2GcnCn6n/ACq/ibULlNRMEczpGsYyqnGc1peH7KRNJjeO5ZPNJchVU+3ce1ZutaLfz6jJKitMhjB38AnHbA71lKMlQVt2YzjNYdcu71N0XItPD6TTSHIgHzZ5JI4/GsfTruew8NXF47MzyOfL3HPJ4z+eaghstV1cxW90HhtYcAllx0H6mtXVtJuJdJFvbytIIyCse1RwPwqrykuZdFoXec1zxWy09S7piSx6RGbidmkZN7Ox5XPP6VkaVq0i2N/JdTPNDCcI7dWznj+VVlh17UYltJFaGAAKxZQowP1NWNS0Oa30dYLRnmCvvdNoyeOvrScpNXinZL7xOU2lKCdkvvMrTl05cG5hmuLh2+WGPoB7+tdxDDFDGEijWNf7qjFclaPrr7Y7e38rChd7RBeB7kVu2VhfwqzXGpSPI/UBQQPpkU8Ppol+Fh4XTRL52salFVvs9x/wA/kn/fC/4UfZ7j/n8k/wC+F/wrrO0s1yCfvvGxx/DIf0Wum+z3H/P5J/3wv+FctpCPceJZ2WVgwLnfgZ64+lc9fVxXmcuI1lBeZ2VZHik7fC2pH/p3ar32e4/5/JP++F/wrF8WxzR+FdRZrp2HlY2lVGckD0ruw6vWgvNfmbVf4cvQTwH/AMihZ/V//QjXSVyvgiGZvCdmVuXQHf8AKFU/xH1FdD9nuP8An8k/74X/AAqsX/vE/V/mKh/Cj6Is15l401CbX/ENvoNidyRyBWx0Mh6k+yj+tdh4hvptF0S4vTeOXUbY12Ly54HavOvDui+I7mb+0NOHkmUHF1IQM5POM5Nd2W0lFSxEmlbRX2uc2Lm21SXXe3Y0vCtnHB8Q5oIOYrVJEB9cALn8TmtH4ohfsWnE/eEr4H4CsrwPbXM3i28Zrx0liVzKyqD5h3YOc+/NaHxLilS200vM0gMjjlQMcD0rrl/yMaavey/RmK/3WTt1/VE1t8O9Hv7CC5gvLpRLGrg5UjkfSo/AE1xZ63qejNK0kEOSuegKtjI9M1DoviJtM8CGZrphNDI0EEW1TuPUdRnAzVnwJpslvZTavdXXkSXhIQttyyg5J59T/Ks60qqo1VWd1ey9b/5FQUOeDpqz3Zr+MfFA0K1FvanOoTLmP5chBnqf6Vwo1vW72VPtviFbONhknzMYH+6gzn61cuLN/EvxAu7SS5dQiuiygDICrgcD3Na1n4KsfD1wb7U9TgaFFO0SRAc+uDnP5VdJYfDUlGSvNq+13r0RM/a1ptr4U7bna6XA1tpdtC1090VQfv36v71brE0XUf7bs2ubW4uUhVyimSJBux3HHStL7Pcf8/kn/fC/4V4VRSU2pbnpQacVy7FDxPPqVtoM8ulKWuVIPAyQueSB3rB034j6fKqRajFNbTAAM2Ny59eOR+Vdb9nuP+fyT/vhf8Kw/Eelad/ZVzd6ltkWNC27y0D57AEDOc104edFr2VSF7vdb/8ABMqsaifPCVvJ7GXrWt3Gua9aaHot4Y4mxLNcwnt14PsP1Nbf/CV6bH4gGiM7+eMJ5hA2l/7ufWuX+HOkSGK51Xe0W4+VGQoOQOW6/gPwrL8OaIPE+rajPNdSRSRzCVZEAJJLH/Cu+eHoXlB/DTW/m+pyxq1NJLeT/BHaa14203R7trTZLc3CffSIDC+xPrWZe/ES3fRHnsIWW9MgiEUw+7kZ3cdRV7W7mx8L29xdiVRe3JJCLGm6VvU8dPWvO5NFvl8PLrjo2x7jPT+H+99M5oweGw9SKlKLWqs2936dgr1qsG0n/wAA9e0SPUo9MT+1p45rpiWJRcBQeg/CqnittNh0WS71G3im8nJhWQZ+cjAArno/iFYfZFd5r4TbRmMQpjP19Kw92sePtTRMtHYxN94j5Yx6nHVqxpYOr7V1ay5IrV9PkjSdeHJyQ95v+tTb+GNnIlnfXrjCyuqJ77c5P5mu+rOstLOn2UVpbXLpDEu1V2L/AIVY+z3H/P5J/wB8L/hXFiq/t60qnc6KNP2dNROH+KUhFpp0fq7t+QH+Ndpo8Yi0SwQfw28Y/wDHRXA/E1JEbTg8zSZEmMqBjp6V3djbz/YLbF3IB5S8bF9B7V1V9MFSXm/zMaX+8T+RoUVW+z3H/P5J/wB8L/hR9nuP+fyT/vhf8K806yzRVb7Pcf8AP5J/3wv+FH2e4/5/JP8Avhf8KALNFVvs9x/z+Sf98L/hR9nuP+fyT/vhf8KALNFVvs9x/wA/kn/fC/4UfZ7j/n8k/wC+F/woAs0VW+z3H/P5J/3wv+FH2e4/5/JP++F/woAs0VW+z3H/AD+Sf98L/hR9nuP+fyT/AL4X/CgCzRVb7Pcf8/kn/fC/4UfZ7j/n8k/74X/CgCzRVb7Pcf8AP5J/3wv+FH2e4/5/JP8Avhf8KALNFVvs9x/z+Sf98L/hR9nuP+fyT/vhf8KALNFVvs9x/wA/kn/fC/4UfZ7j/n8k/wC+F/woAs0VW+z3H/P5J/3wv+FH2e4/5/JP++F/woAs0VW+z3H/AD+Sf98L/hR9nuP+fyT/AL4X/CgCzRVb7Pcf8/kn/fC/4UUAWaKKKAIbz/jyuP8Arm38qxfCP/IMl/66/wBBWzef8eNx/wBc2/lWN4R/5Bkv/XX+grCX8WPoznn/AB4+jOgqre6da6ggW5j3bfukHBH41aorZpNWZu4qSszFHhbTQclZT7F6v2um2dmQYLdEYfxYyfzq0HVmKhgWXqAelLUxpwjqkRGlTjrFIa8aSKVkRWU9mGRTYreGDPlRJHnrtUCpKKqyLstxrosiFHUMrDBBHBpsUEMEXlxRoif3VGBUlQ3F1BaIHuJUjUnALHGaHZasHZaskSNI12oiqPRRinUisrqGUgqRkEd6bJLHCu6WRUX1Y4oDRIfTJYkmjaORQyMMFT0NEU0cy7opFdfVTmn09w0aGRRRwRLFEgRFGAo6Cn0UUD2CiigEEZByKACiiigAoqK4uYbSFpp5Aka9SakVldFdTlWGQfUUrq9hXV7C0UUUxiM21C3oM1yfhMb9Qu5T/d/mc10t/IItPuJD/DGx/SsHwfHiC6k9WVfyH/1656mtWC9Tlq61oL1OmrnPHT7PCF7/ALWxf/HhXR1yXxGk2eFiufvzoP5n+lejg1fEQXmjTEO1KXoXvBK7fCGn+6Mf/HjW/WP4Vj8rwtpqn/ngp/PmtioxLvWm/N/mVSVqcV5Iz9Y0az1yzW1vVcxq4cbG2nIq5BBFbQRwQoEijUKqjoAKkorNzk4qLeiL5Ve/U8+HgbUYvFDXUF0sdi84lYrIVfGd23A966bxP4eTxFpq2/miKWN98chGQD3BHoa26K6J42tOcZt6x2Mo4eEYuPRnkOq+CNasjBBbwteRY3FougYnngn2HNbmk+Abm7dLnxBcs4UALbK+ePQnoB7CvQqK6J5rXlDl0T79TKOCpqVzgdZ8C3x1aS/0W9WDzOqlihXjBwR24qOy+HdzcXIn1vUTMAeURixb/gR6fhXoVFZrMsQo8qfztr95X1Sle9iO3t4rW3SCCNY4oxtVVHAFSUUVwt31Z07BXnPjLUZtf1uDw5px3BZB5pHQv7+yj9a7rVpbiDSLuW1QvcJExjVRklscVwvw6sruO/urmewcBlKm5lyGB64APXPc16OBjGnCWIe8dl5nJiG5SjSXXc7vTtPh0zTYLKEfu4kCj39T+NeeHw54q0HUbo6N80M7cOjLyuTjIboRmvTqKwoYudJydk+be5rUoRml0t2PPtJ8CXd5e/b/ABHcGV85MO/cW/3m9PYV33lR+T5Plr5eNuzHGPTFPqH7Xbed5P2iLzf7m8bvyqa+Iq4h3l06LZDp0oUlZGW3hHQGl8w6Vb7s54BA/LpWtDBFbRLFBEkca9FRQAPwqSisp1Zz0k2y4wjHZWCiiioKPOPil/rNN/3ZP6V39j/yD7b/AK5L/IV5/wDFI/vdNH+zJ/SvQLD/AJB1t/1yT+Qr0sT/ALnR+f5nJS/jz+RYooorzTrCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCrqTbNMum9Im/lWb4UTbo5b+9Ix/kKta+/l6Jcn1UL+ZpPD8fl6JbDHLAt+ZrF61l6HO9a68kadUdX1AadYPNx5h+VB6mr1cvrmb/X7Swz8i4Lfjyf0FOtJxjpuVXm4w03ehb8OWEkUT307sZbkZwfTPWte7uFtLSW4f7sak49fanu8VvCWdljjQdScACub8QalFeaOjW7MY3m2kkYzgZ/wqW1Sp2W5LcaFOy3IYbrW9bdvIkFvEOpHyjn36mtbStNmtZWkm1F7hhkFA2VB/xqhBoeoS26Lc6kY7dVGEjJ4H6VpaQmnW/nW9jJ5jrgyNnOT9elZ0ou6c/wAX+hlRi+ZOe/m/yRqE4GT0ripvO129vJd7eTbxs0Y7D0/PFdFr139k0mZgcO/yL+P/ANbNZOn6NqAsIjBdLbpMN0g2/MfT9Kde8pKCVx4i85KCV+rNHw1cGbRkBOTExT8Oo/nWXYWjeILy4uL2VmiibaqKcVP4VJjN7at1Rwf5j+lVfD139jvr2CThcM/4qT/SoTTjBS2M1JSjTU9tfwLWixrZ+Ir20gJ8gLnBOeeP8TVvxHeS29tBBBIySzSAblOCB/nFUfD0qIt9ql04RWbG4/mf5iszWtVXULuKWJGVI1IXd3560nUUaOnX8ridRQoWXXb0ubeh6tPe6ndQyPujAzGMdADitt7iGOdIXkUSyZKqTycVx2mA6RrFq1wdiTRAkntn/Iq/pTvqviKa+IPkwgqme3Yf1NXSquyi97l0a0uVRe9zd1OYwaZcyg4KxnB96oeGhs0NGYnBZm5+tJ4om8rR2QHmRwv9f6U8D7B4W9Ctv+pH/wBetG/3t+yNZS/fN9kc7a6lcS6vCfOk2Pc7sbjjBOMV3DMFGWIAHc15/Y6Xc3lrLc24JaFhtA6sepx9OK0ZLnUtceCyeBokBHmttIB9zn+Vc9Gq4p3Wr2ObD1pQi7q7exNr9z9o1aO12l4bdfMdF/iOM/y/nSL4ovZuLawUgcADLY/Ko7O5t7XxNey3UgjVdyqWH0GPyq14eYT6vfz26FLVugxgZz/+v86E5SnpK12EZSlPSVrv8jZ024u7m28y7txA+eFz1HrjtVyiiu5KysejFWVm7mV4il8rRJ/V8J+ZqLwvFs0cNj77s39P6VB4uk26fDH/AHpM/kK09Gj8rR7Vf+mYP581gta78kcy1xD8kXq4P4oTY0yxgB5eZmx9F/8Ar13ledePc3nifR7Ac5xkf7zgfyFevlqviYt9Lv8AAeLf7prud3psXkaXaQ4xshRfyAq1QBgYFFcMnd3OhKysFFFFIYUVgeKvEieHbFGWMS3MxKxRk8cdSfbpWZo/i6/Gow2PiCxFm9yAYJQCFY+hzmumGEqzp+0S0/F23sYyrwjPke52VFFISAMk4ArmNhaKakiSjMbqw9VOaz9f1NtH0S6v0jWR4lG1W6Ekgc/nVRg5SUVuxSkormZpUV5raePdbtFiutT09ZLKblJI0Kcex5B+hrvtM1S01iyW7s5N8bcHPBU+hHY10V8HVoK8lp3WxlSrwqaLcuUVHPPHbQSTzOEjjUszHsB1ri7r4m6bGxW2s7if0JwgP9aijhqtb+HG5VSrCn8TsdxRXEWHjfVNRnVbfw7NIhPLK5wB9SMV29Kth6lF2n+aCnVjUV4nG+NdQ1UXdhpGmsYTekgzA4yc4257eprk/EfhePw5bWUq3rzahNL2GAMdx364r1uQxopkk2gIC24/wjua870kP4x8ayanKCbCyI8pT04+6PxPzGvTwOIlGF0rRirvzfQ5MTSTlZ6t7eR6JDv8iPzPv7Ru+uOafRRXjM7wooooA80+KLZvNOX/AKZuf1FeiWQ22NuPSNR+grzj4mHdrdgn/TH+bV6XENsKL6KB+lenitMJRXr+ZyUf49R+g+iiivMOsKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAMTxU+3R9vd5FH9a1LOPybKCMfwxqP0qprmnyalYeVEQJFYMu44Bpset2cc0ltNKEeEAM54Ut3ArHSNRuRz3UarlLraxqVz2raXfnVE1CwKtJgAg4yDjHfrWrFq1hM22O7iJ9C2P51bDBhkEEe1VKMaitcucY1Va/3HOw6Nf6hKJdXnJRTkQqev5cCtLUdIhv7FbZcRBDmMqOF/CtGihUopNb3BUIJNPW5zK+GbyQhLnUWaIfwjJ/nW9Z2NvYQCK3QKvc9yferFJuA6kUQpQhqghRhB3SK17YW+oRolwpZUbcMHHNWQAAABgCjcv94fnSGRAMl1H1NXZJ3NLJO5SttLS11S5vEkOJhzHjgHuahm0K2ee5uIyyyzRsvX5QT3q69/Zx/fuoV+rioTrGnDrew/99Vm1TtZmTjStZ2MG08MXbusV5MFtkYnajZz9PStibQLCaeGQxlREoUIpwpA6Zqb+2dN/wCf2H/vqpU1CzcfLdwn/toKmFOklZakQpUUrLUi1HSbbU40WYFWT7rJwR7VLY2MGn2wggBA6knqx9TUn2q3P/LeL/vsUfabf/nvF/32K0tC/N1NeWHNzdStqempqcMcTuUCOHyBnPtVm4to7m1e3kH7t12kDjik+1W//PeL/vsUfa7f/n4i/wC+xRaN2+47Qu33Es7OGxtlggUhBzz1J9TU9RieI9JUP0YU7eh6Mv51SslZFKyVkUrvRrC9m86aHMh6sCRn61agt4bWERQRqiDoAKkyD3FLSUYp3SEoRTulqFFFQ3VzHaW0k8hOxBk46027asbaSuznPGD5NpGOvzH+QrpLZPLtYU/uoB+lchfXKa3rtqsGTH8q8j3ya7Suei+acpI5qD5qk5rYK88uV+3/ABahTqtuFP8A3ymf5mvQ6850a4hHxU1AyOMuZEj9yMcfkDXs4BNKrJdIsMTvBPuj0aiiivPOoKKKKAPP/H1tdRazpuqLavcWsAG9VGQCGzg+mf6U2X4gW1yEa48PSyeU29SxB2EdxkcV2Oo65pulo5vLuKNkGTHuy59ML1riZLnVfHt0be1RrLRkb9456v8AX1Pt0HevZwzVSnH20Pdj9q7X/Ds4KqcJv2ctX0tc37/xlbw+FE1m3iYtMfLiik4+fnOcdhg1BbaLq+v6QBruoNHHM6yrFbAKQuPusfyrH8f2UWmaVo1pbRlbWF2GPfA6+55qfxB43S5tl03Qd8s8wCGVVPGeyjufftRToNwjLDr4m9X0SenoKVRKTVV7Jad2yDwjFHaeOr+00yWR9PjjYNubOSMDP55re+IF4bXwtLGACbiRYuew6n+VT+EPDo0DTP32DeT4aYjnHoo+n86y/ibu/sK1wPl+0jJ/4CannhWx0LapWV+9upXLKnhpX6/hck8K3dnH4AR9SMf2WMyI4kGQRuPGO9VvhxE23VLiJGSykmAhVvbP8gQK4GC8WYWljfzyx6fAxZkjGTyck49T0zXf2fiyWeBLHwxoUskcY2q8nyov1x/jXTisNOEZqOvO79klf8zGjWjJxb+yvmzZ8Ya7HouiuNqPPcAxxRsMg8ckj0Arg/D2t6T4ftTMYJL3Up+qAAJGOwye/wBBUGs3FzeeKYrfxHcIiwYSVoVOFX7xA/PGa2bTxH4Z0EeXo2mz3lwx4kkX5ifQE8/kKqlh1SoKmouTlq7aLy1FOq51Oa6SWmu/3HXeHNX1PVlllvdL+xQYBhJY5b14NbtcfpzeKtbvYbq7K6XYowfyVHzyD0OecfXFdhXjYqCjPS3one3zO+jJuOt/mYHjWWWHwlfNDnJUKxHZSQD+lVvACWieFofs7q0jMzT46h89D+GK6aSKOaJo5UV0YYZWGQRUFlp1npyOlnbRwK7bmEa4BNCrr6u6Ntb3B037X2nlYs0UUVzGwUUUUAeW/EA+b4vso/SOMfm5r1KvK/FH+lfEi3hHOHgT9Qf616pXp47ShRj5fnY48NrUqPzCiiivMOwKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooArfbU/55XH/flv8KPtqf8APK4/78t/hVmigCt9tT/nlcf9+W/wrNl03S5rl55LO4LucsPLfBNbdFTKKluiZQjL4lc5+bR9JlGFtLqM+qI39apnQlQ/uLu9jHp5Df0rrKKh0Kb6Gbw9J9Dk/wCybsdNRvP+/Mn+NH9lXn/QRvP+/Mn+NdZRS+rw/psX1an2/FnJf2JI3+sv7w/9sH/xo/4R+E/eub0/9u5rraKPq9PsL6rS7fmcl/wj0H/Pe9/78GlHh62/imvSP+uBrrKKPq9PsP6rS7HMpoGmL96O+Y/7hH9KlGi6SP8Al1uz/wABeuhopqjTX2RqhSX2Uc8dG0n/AJ9Lv/vl6ifQdMb7sd8v/ACf6V01FHsafYHQpP7KOV/4R2w/vX3/AH5P+FJ/wjtj/evv+/J/wrq6KX1en2F9WpfynK/8I7Yet9/35/8ArUn/AAjth633/fn/AOtXV0UfV6fYPq1L+U5I+HbX+GW9H/buf8KQ+HYe1xdj/t2NddRR9XpdhfVaXY48+HyPu3dz+Nu/+NJ/YM3/AD+XH/fh67Gil9Wp9g+q0u35nHf2DL/z+XH/AH4el/4R7P3ru5P/AG7N/jXYUUfVqfYPqtLscrY6ZLpupRTwtLJHyJN1uwOPauh+2p/zyuP+/Lf4VZorSFOMFaJpTpxpq0Sq9/GiMzRTgKMk+S1cZ4F8mU6hqstszyy3TGOQRFio74PbrXduiyRsjDKsCCPauFk8C6np0rvoWtSQISSInJH4ZHB/KvQwsoOnOnKXK3YzrKXPGSV0js/tqf8APK4/78t/hR9tT/nlcf8Aflv8K4j+2vGeh8ahpy3sK/8ALRFzx9V/qKnh+Jun523VjdQt3Aw3+FN5fWesLSXk7gsVT2lp6nYfbU/55XH/AH5b/Cj7an/PK4/78t/hXPQfEPQJmAaWeL3kiOP0zWgvi7QGGRqtv+JIrGWErx3g/uLVem9pIxX8G6PPq019cjUJvMcuYmQ7ck564ziungmt7aFIYLWWONBhUWAgAflWdP408PwLk6lG59IwWP6Csmb4maPGcRwXUnvtC/zNbypYyukpJtIzU8PT2aR0OoR2OqWrW17ZzSxHnBhbg+oPY1T0vSNG0dzJZafMkp48xomZsexPSsP/AIWhp3/Phc/99L/jVy3+JGhygeYLmE/7UeR+hp/VMbCHLyu3YXt8PKV7q50321P+eVx/35b/AAqC7NpfW7QXVnJNE3JR4CR/Ks1PHXh1v+YgF/3o2H9KmTxh4fkOF1SAH/ayP5iuf6tXi78jXyZr7Wk9OZEstlpM7q8ukq7KAAWtM4A6dqtx3EMSBI7aZEHRVgIA/SnW+pWN2Abe7glz/ckBq1WUnPaVy4qO6Oc1XQdF1m5+03djcmbABdEdSQOmcVPpumaRpA/0LTpI3/vmFmb8zzW5RVOvVceRydu1xezhzc1tSt9tT/nlcf8Aflv8KPtqf88rj/vy3+FWaKyLK321P+eVx/35b/Cuf8USa3cRWp0NriN0kJkHllcjHHUcj2rqaK0pVHTmpJJ+pM480eUydJubuLS4E1ISy3gX946QtgnP09Ku/bU/55XH/flv8Ks0VEpczbGlZWK321P+eVx/35b/AAo+2p/zyuP+/Lf4VZqK5m+z20swRn8tC2xerYGcChK7sM8tEou/il5m1yFus42nPyr6fhXp321P+eVx/wB+W/wrzfwPb3Op+LrjV5IWWJfMdmI4Dt/Dn1wTXqNelmbtUhT/AJYpHJg9Yyl3ZW+2p/zyuP8Avy3+FH21P+eVx/35b/CrNFeYdZW+2p/zyuP+/Lf4UfbU/wCeVx/35b/CrNFAFb7an/PK4/78t/hR9tT/AJ5XH/flv8Ks0UAVvtqf88rj/vy3+FH21P8Anlcf9+W/wqzRQBW+2p/zyuP+/Lf4UfbU/wCeVx/35b/CrNFAFb7an/PK4/78t/hR9tT/AJ5XH/flv8Ks0UAVvtqf88rj/vy3+FH21P8Anlcf9+W/wqzRQBW+2p/zyuP+/Lf4UfbU/wCeVx/35b/CrNFAFb7an/PK4/78t/hR9tT/AJ5XH/flv8Ks0UAVvtqf88rj/vy3+FH21P8Anlcf9+W/wqzRQBW+2p/zyuP+/Lf4UfbU/wCeVx/35b/CrNFAFb7an/PK4/78t/hR9tT/AJ5XH/flv8Ks0UAVvtqf88rj/vy3+FFWaKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACq81jaXBzPawyn/bjB/nViimm1sJpPcx7jwrod0CJNMt+e6LtP6VnN8PvD7HIgmX2EzV1NFbRxVeOkZv7zN0ab3ijmoPAfh+Ftxs2k9pJGI/nWtBoml2yhYdOtUA9Ilq/RSniKs/ik38xxpQjskV/7Psz/wAukH/fsf4VSuPDWi3RzLpdqT6iML/KtWkJCgkkADqTUKrOOqk18ynCL3Rz7+B/Drn/AJByj/dkYf1rJvvCHh7zBBbWkhmJx8kzYFdDPezXspt7IHb/ABSf56Vcs7GO0Xj5pD1c1yvMsXXfJQqNR6yu/wAP8y/qtGCvOKv2/wAzgz4CsJ7h7eC6ltZkPDN8+727U7/hB/EVr/x5698o6DzHX/Guz1KwM/7+HiZfT+L/AOvSadqPn/uZuJhwCf4v/r1rQzjFUKnsK8r3ejet/IieCozXPBW72ON/4R3xwv3daz/28N/hSf2T4/h5TUPM9vPU/wAxXotFel/aM+sI/cc/1WPST+885N/8QLTh7QzAf9Mkb/0E0HxT4zQYbReR3+zP/jXo1FH12D+KlH8g+ryW02ebf8Jb4w/6A/8A5Kv/AI0n/CW+MP8AoEf+Sr/416VRT+u0f+fKD6vP/n4zzX+2vHl3xFYPFnuLYL+rUf2d8QLvl7qSIH/psq/+g16VRR/aCXwU4r5B9Vv8U3955r/wiHi6Tl9Xwfe6f/Cj/hDPFf8A0GR/4Eyf4V6VRR/adbsvuD6nT7v7zhvCcHiTS9dl0/UFlmsthPnMcoD2Kk+vTFdzRRXJXre2nztJPyNqVP2ceW9wooorE0CiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKrXV9DaAeYSWIyFHWoqVI04803ZDUXJ2RZorF/tC8u5hHbqsWRkbupFLcS6hYxZknR9/A46GuL+0adnOMW4rrbQ19hK9m1c2aKxZH1CyVLh5hLGSMjORWr9oT7L9o/g27q2o4qNRtNOLWuvbuTKm42a1JaKr2l19qhMvllFzxk5zSC/tzbtOH+RTg8cg/StFXpuKlfR6/Inkle1izRWRLrRZtltCWPq3+Aqa3j1GV1knlEaA52AcmsI46nUly0k5em33st0ZRV5aGjRRRXaZBRSB1LFQwLDqM8ikd1jQu5CqOSTSurXCwrMqKWYgKBkk1jSyzatP5MOVt1PzN6/59KJZptVn8mDKwKfmY9/r/AIVq29vHbRCOMYA7+tea5SxsuWOlNbvv5LyOhJUld/F+QW9vHbRCONcDue5qWiivRjFRSjFWRg227sKzNS0/zc3EAxKOSB3/APr1p0VnXoQrwcJjhNwd0Z+m6h9pXypTiZf/AB6tCsnUbBg/2q2yHHLBf5iprDU0uAI5SFl/Rq5MPiJUpewxD16Pv/wTWcFJc8NvyNCiiivRMAooooAKKKKADp1pnnRf89E/76FVdWGdPkOcYIP15qnbaTb3FtHL5jgsMnp1rirYiqq3sqcb6X3saxhFx5pM2QQRkHIorOtrGWyuQVm3QEHcG4xSz6rCtuXgO9ydqjHf1qlilGHNWXK+3+XcXs23aGpoUE4GTWVpdxcPdTRTuWIGcHsc07UZHnuYrGNtoflz7VKxsXR9ql1sl57D9k1PlZp5yMiimxxrFEsa/dUYFOrsV7amQ13WNC7sFUdSaZFcQz/6qRW+hrO1tjtgUnCFjmrUNhaK8c0K8jkFW4Ncf1ipKu6cErRte++vY15IqCk+pcpGYKMsQAO5pk88dvHvlYKP51j3Zl1IiSI7YV4w528+tVicUqKtFXl2FTp82+iNI6jaK20zrn2qyrK6hlIKnoRWdb6dYHADCVhyfnzWiqKihVAVR0Ap4adeetW1vIJqC0jcWiiiuozCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACo3t4ZJA7xqzL0JFSUUpRUlaSuNNrYy4Du16bP8KYH6U7W1Js1Po4qKJhFr0ofjeML79K0bqAXNu8RONw4Poa8unTdXD1YLe8jok+WcX5Izrm6SfRdwwDwpHoafIfL0FVJAYoMD8azTp94u5PKYgcnHQ1o2tjJOTLej+HaiegrkpTr1ptODTceXsvNmklCK0el7ktjPHBpKSOwAAP556VkhnFhIegmlA/Lk1oDQ49/MzFPTFWLzT1ntUiiIQxn5fStJ4bE1KaTjblVkr79H+AlUpxlo92NlZrFEW1tN5I5ZR/OizvJXmMdy0au33EU8/jVf8As+/l+WW6wv8AvE1etLCG0GUG5z1Y9a3orESqpxTjFdHb8l+rM5cijZu7LVFFNkkWKNnc4VRkmvUbSV2c5z155trqckinDbtwPtU4afWJtuRHCvJANRwW76nePM+Vizyf6Cp7rTjbN9otphHjszYx+NfNQpVZKVRJuk3e17XR6DlFWi/isasEEdvEI41wo/WpKpabdS3UTGUL8pxuU9au19BQnCdNSpqyOGaak09wooorYkKKKKACs+80qO4JeM+XJ+hrQorKtQp1o8tRXRUZyg7xMNbi/wBOO2ZC8Y7nn9atnV4GtXdCRIBwh9a0GKhSWxtA5zXNPGb2aeSCMJGgzgD/ADzXk4h1sGlGlPmvsnuvO/kdMOSrrJWsOWG+8v7YC/rnPP1x6Vr6ffi7j2tgSr1Hr71PasZLSJmGCVGRWNewNp14s8PCE5Hse4oUJYJRrQbcX8Xz6hdVW4NWfQ36KjgmW4hWVDww/KpK9qMlJKS2ZytWdmZ+stiwx6uBVGybUWtxHAAI+zEDita8tVvIPLLFecgipIYlghWJPuqMCvOq4OdXFOo21G1tHqbxqqNPltdlZRLZ2cslxMZWxnnoPasWwlghuPNnDHaMqAO9b19bNd2/lLJs+YE8daFsbUBQYUJUYyRWdfB1Z1Y+z2htfW7HCrFRd932MOK9aK8mlhUEykgbu2TU6TmHV/MuyFYLgkDjpWu1nbM4cwpuHTiie0t7ggyxhiO/Q1EcvxEV8abTuuxTrwb26EDavZqOHLfRTU9rdpdozIjqAcZYYzTE060jORCpPvzVkAAYGAK76McTzXqtW7L/ADZhJ07e6mRXMMM8RSbG31zjFYc22xfNre7ufuj/ADitS70xLufzGlccY2inwada25BWPcw7tzXJicPVr1NIqNvtX1/D9TSnOMFq7+RjXE7XVyv2hvLwnGQcA49KI4rZiTc3m7HQICf5it2ezt7g5ljDH171Gum2a/8ALFT9STXPLLKzqOTal63/AENFiI2tqipYy2S3AS1hkZjwXI6CtampGkYwiqo9AMU6vVw1KVKHK7fJWRzVJKTugoooroICiiigAooooAKKKKACiiigAooooAKKKKACiiigCr9i/wCni4/7+UfYv+ni4/7+VaooAq/Yv+ni4/7+UfYv+ni4/wC/lWqKAKv2L/p4uP8Av5R9i/6eLj/v5VqigCr9i/6eLj/v5R9i/wCni4/7+VaooAq/Yv8Ap4uP+/lH2L/p4uP+/lWqKAKv2L/p4uP+/lH2L/p4uP8Av5VqigCr9i/6eLj/AL+UfYv+ni4/7+VBqmrxaX5fmRSP5mcbR6VnHxWjcR2M7n61nKtCLs2ZSr04uzepsfYv+ni4/wC/lH2L/p4uP+/lY/8Awkl2eRpM2Px/wpP+EjvB10mXH4/4VPt6ff8ABk/Waff8GbP2L/p4uP8Av5R9i/6eLj/v5WOPFiLxLYzIfrSN4q8z5bawldz0yf8ACj6xT7h9ZpdzZ+xf9PFx/wB/KPsX/Txcf9/KxfO8R3v3IktkPqAD+uTSf8I9qFwc3WpsfZcn/Cj2rfwxf5C9tJ/DFv8AA2jaoOt1P/39pPs0Y/5e5v8Av7WP/wAIjGet7KT/ALoo/wCEQh73kv8A3yKXPV/l/EPaVv5PxNYxwL1vpB9Z6bi1/wCgg/8A3/FZw8I2g+9cTH8v8Kd/wiVj/wA9Z/zH+FHNV/l/EOet/KvvLrJZFg7X53L0JnGRTHudPj+9qjf9/wDNVR4SsO8k5/4EP8KlTwtpq9Vlb6v/AIUJ1ekUHNXfRfeRvqulp/zErhv91mP9KhOu6YOl1fH6E1pJoGlp0tEP+8SanXS7BelnB/3wKLVn1QWrvqjE/t/Tv+e9/wD99Un9v6d/z2v/APvqt/8As+z/AOfSD/v2KT+z7P8A59IP+/Yp8tbuvuDlr/zL7jEXXdMPW5vh9Sad/bWl/wDP7efma120uwbrZwf98Cmf2Npv/PlD/wB80rVu6C1fujPj1XS3OP7RuF/3mYf0qK4uILq4S2t7wyKeWZ5citGTQNMkGPsir7qSKyH8JZc7ZgF9a5cXGtKHI1dPe39dTSnKvB3sn+BfnktrOMRw3Ezt2VJeBS2+nzXaiS8kk2/wqW5qifCGACl6wb/c/wDr0f8ACKTnhtRYj/dP+NS6FWcl7RXito9Pn3H9ZqxWlPXvc3EsUVQEnnCjoBJS/Yv+ni4/7+Vz/hoPFq15AsjPEgIye5BwD/OuqrvpT5o3tYVKp7SPM0VfsX/Txcf9/KPsX/Txcf8AfyrVFaGhV+xf9PFx/wB/KPsX/Txcf9/KtU2V/Lidz/CpNAFf7F/08XH/AH8o+xf9PFx/38rnLSXXdXDzw3KxRZ2+gH04q1/Y2tP9/ViPozVgqzkrxiznVdyV4xZo31nL9lbyZZ3burPnIrGjuXtcqWdeeQHK1Y/4Rq6l/wCPjVJW+mf6mnr4StP4552P1A/pXFXw1arVVWDcWtOhvDE1VHl9np6ka6rH/E834XH/ANapHu7KeIrJNc+wZ9wzTj4TsMcSTj/gQ/wqM+EbXtczfpQ6OMacZSTT7pf8AXtpp3VP/wAm/wCAM0+YfaVhMzrG5/gfHPrWz9nj/wCfub/v7WT/AMIjbf8APzN+Qpf+ERtv+fmb9K0wlKth6fI9SaterOV+S3zNYWqHpdTn/trS/Yx/z83H/fysc+Eof4byZfwFJ/wia/8AP/N+X/166uep/L+JHtKv8n4mu1tGgy13Mv1lxUDSWSHDamwP/XwKoL4St8/vLuZx9AKsL4W01RysrfV6Oaq/sr7w5qz+yl8x5u9OHXVW/wC/1RtqOlr11SU/Ryf6VKPDelj/AJYMfq5qVdB0teloh+pJo/feX4h+/wDL8SkdW0of8xG5/Nv8KT+19K/6CFz+bf4VpDSNOHSzh/75o/snT/8Anzh/74FFq3dBav3X4mcNV0o/8xK4H1Zv8KkGo6W3TVJfxkI/pVw6NprdbKH/AL5qNtB0tv8Al0QfQkf1o/feX4h+/wDL8SL7Xpx/5irf9/qPtenf9BVv+/8ATj4b0s/8u5H/AAM/40n/AAjel/8APA/99mi9byC9fsvxBbnT2OBqjZ/671ZSCKX/AFd5M/8AuzZqq3hnS2GPJYe4c1kaxpEejwJeWc0quHAwTSlOpBXklYmVSrBc0krHSfYv+ni4/wC/lH2L/p4uP+/lTW8hlt4pD1dAx/EVJW50p3Kv2L/p4uP+/lH2L/p4uP8Av5VqigCr9i/6eLj/AL+UfYv+ni4/7+VaooAq/Yv+ni4/7+UfYv8Ap4uP+/lWqKAKv2L/AKeLj/v5R9i/6eLj/v5VqigCr9i/6eLj/v5R9i/6eLj/AL+VaooAq/Yv+ni4/wC/lH2L/p4uP+/lWqKAKv2L/p4uP+/lFWqKACiiigAooooAKKKKACiiigAooooAKKKKAMDWj5uuaXbnld+8j8f/AK1bwAHQAVz90fM8Y2i/3I8/oa6GsaespPzMKWspvz/QKKKK2NxCoPUA/Wopp7a0UNLJHED/AHiBmkvLpLK0kuJPuoM49T2Fcxp2my69M99fyN5ROFVTjPsPQCsqlRpqMVdmNSo4tRirtnUQXVvcjME0cn+6wNTVl2mg2VhdC5hMgZQRgtxWd/wkF/d3kiafZrLEhwCQfzJ7Uvacq9/fyE6rgl7Ra+Wp0tUNT1WHS4keUMxc4Cr19zWZFrmoQX8NtqFokYlIAKnnk4z1rH8QXLXmozspzFBiMfXv+ufyqKmISg3Hczq4lKDcdzuUYOiuvRhkUMyopZmCqOpJwBWBrN7Ja6BaiGRklkCAFTg4xk1PrFhd6lp0EcMgBGDIrHG7itHU3SV2jV1d0ldpGq9xDGAXlRd3TcwGakrjdB02O8v5jdZlW3wBz8pOf5cV18sixRPI3CopY/hRSqOceZqwUajqR5mrIRJ4pJXiSRWePG9QeV+tRX19Dp9sZ5iducADqT6CsbwuHmN5eOSfNkxz+f8AWm+I83moWWnoeWJY/wCfwNS6r9nzrch1n7LnS1exv21xHd26TwnKOMg1LWD4WnB0uSNzjyZDnPYHn/Gk0K8lu7nUbp2YxbhtBPA69PwxTjVTUfMqFZNRvuzcM0ayrEZFEjDIXPJH0pxIUZJAHqa57w6gvp7nU5/nnL7UJ/hGO3507xTeKtotlGczSsMqOw//AF0e1/d87D237t1H8jeeRI0Luyqo6ljgVlXHiTTYG2iVpT/0zXI/OsvxFNn7FYyE4VBJKR14GP8AGq9jd6LBEhWxlmuT/Cfn5/l+lZzrvm5VZeplUxD5uWLS9TqbC+j1C28+NJEXcR84xmrVMibdEjbCmVB2nqPanMdqEnsM10q9tTrje2pzPhXm7v29x/M109cz4RGftr9iy/1rpqxw/wDDRhhf4SCiiitzoCq98dun3J9Im/lViqmpnGl3R/6ZN/KplsyZ/CzO8Kf8gc/9dW/pW5WF4T/5BLj0lP8AIVu1FD+GjPD/AMKIUUUVqbBRRRQBn6jqsenTWyOhbzm2kg/dHr+taFcven+0fFsFuOUgxn8OT/SuorKnNycuxjSm5yl2TGTTRwRNLK4RFGSx6Cse48UafDkR75m/2Rgfmad4nm8vRnXPMjhf6/0rMSdNNS3EOkebK8KuZME5JH0NZ1aslLlTsZ1q0oy5U7fia2nard384/4l7xW5z+8Zv85rTlkWKJ5G+6ilj+FUtLu767V3u7QQL/Bycn8KqeJ737NpnkqfnnO38O9Wp8tPmbuWp8tJzbv+AyPxVaNHG0kUiM74KjnaPU1uM6JGZGYBAMlieAK4F9MMeifbJDh3cbEPXZ6/nW1ql2ZvCUEin7+xW/Dr+orGnXnZ8/a5hSxE7Pn7XOkjkSWNXjYMjDIYHINU7HUkvbm6hCbWgfb1zuHrT9N2JpNttwEESn9KwNAnU6lqd0TiLBcn2yTW0qjTj5m8qjTh5/5Gxq+sJpKRloWkMmcYOAMe9YTeJtRum2WlsoPbapc1b037TrEd9dNKBvOyFXG5UI74qu9hqkCbbnVooIh1IfH6ACsZyqS96LdjnqTqS96LdmXtLGuyTrJduqQZyyuo3Ee2Olb1ZekXlo6fY7e6kuHjG4u4PPPrWpXRSS5dHc6qKSho7/O4Vg+LT/xKkHrKP5Gt6sDxb/yC4/8ArqP5GlX/AIbFiP4UjYs/+PG3/wCua/yqeobP/jyt/wDrmv8AKpq0jsax2QUUUUxhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHOA7/ABuf9mL/ANl/+vXR1zVqd/jW4P8AdQj9BXS1jR+16s58PtL1YUUUVsdBzvi6ZltLeBf+Wjkn8P8A9dbdlAtrZQwKMBEA/GsnxNYT3dtDLAhdomOVHJIPp+VVkvNe1ALHDbi1XGGkZcfzrm5uWrJtdrHJzclaTabvax0cqeZE6A43KRmuOspNV0XzreOxLs7feKE/liussrd7W1SKSZ5nHV36mrFaTp89pXszWdJ1LSvZo5e10q+Z5dTvsvcqpaKLvuxx/wDqqoulT/8ACNTzPGwmaQSFSOdo4/qTXZ0VH1eJm8LH8/x6nE27y67e2NvsIit0Ac9uOp/HAFdtjjFMSKOLPlxqmeTtGM0+rpU+RO7u2aUaXs07u7ZQ0vS00yKVFkMhkfcWIx+FQeI52g0WXb1kIT861qRkV12uoYehGapw9zljoU6a5HCOhS0e1+x6VBERhtu5vqeaopZ3D+K5LqSMiFI8I/Y8Y/xrcopOmrJdgdJNRXY4q8F1pV7fW0MbFLvhCB2J7e/UV0ej6d9h0tYJB875aT6ntWliiphRUZXuRToKEua//AOUj07W9LeWGx2tC7ZDcf16Ve0vQXhuftt/J5tznIGcgH1z3NbtFEaEU7ijhoRd97HOa1Z3serQ6haw+cFUArjPPPUenNRQwazfNgQxafEfvMiBWP8AWuoopOgm27g8OnJu71GRR+VCke5m2qBuY5J+tV9Um+z6Xcy9xGcfU8VbrD8VT+XpIjzzI4H4DmrqPlg2aVZclNsb4Ui2aU8nd5D+Q4reqjo0PkaPaoRzsDH8ef61eopR5YJCox5aaQUUUVoahVPVjjSLv/rk38quVR1jjR7v/rmamfwsip8DM/wl/wAguT/rqf5Ct6sHwn/yC5P+up/kK3qih/DRGH/hRCiiitTYKKKKAOS0W4hTW7+5uZUjPzYLnHVv/rVfuvEavILfTYjcTNwDj5R/jU1z4asLm5aY+YhY5ZUbAJq9Z6fa2CFbeILnq3Un8a5oU6qXLsu5yU6daK5b2XfqctrsN9Fa27X0/mtJIWIA+VOOgq+fETT7LXS7V5JMBQz8AfhXQywxzxmOVFdD1VhkU2C2gtlKwQpGD12rin7GSk3F6P7x+wkpNxlo/vIdOgube123dwZpmO4nsPYe1c1exSa/4gkgjfbFCCu7GQAOp/E12FQxWsEEkjxRKjyHLkDqaqdLmSj0LqUedKPQw4fCcIBNxcyStjAxwBUNrod/9kudPuCggPzxODnD5/lXUUUfV4dBfVqfRHHC18QLbf2eqMIfu5BGMem70rc0/RktNKktXbLzA+Yw9SMcfStWiiFCMXfccMPGLve/qckPDOpRZSG9UR57My/pU8HhMFt95dM59E/xNdNRSWGproSsJSXQr2ljbWMXl28QQdz3P1NWKKK2SSVkdCSSsgrC8WLnSFPpKP5Gt2snxIm/RJj/AHSrfrUVlemzOur0pehd09t+nWzesS/yqzWfob+ZotqfRMfkcVoVUHeKZVN3gmFFFFUWFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFVvtq/88Lj/AL9Gj7av/PC4/wC/RoAs0VW+2r/zwuP+/Ro+2r/zwuP+/RoAs0VW+2r/AM8Lj/v0aPtq/wDPC4/79GgCzRVb7av/ADwuP+/Ro+2r/wA8Lj/v0aALNFVvtq/88Lj/AL9Gj7av/PC4/wC/RoAs0VW+2r/zwuP+/Ro+2r/zwuP+/RoAwtM+fxdft6Bv5gV01cpoc4/trUJykjBifuoSR83eui+2r/zwuP8Av0aww/w382c+G+C/myzRVX7av/PG4/79Go4dWtrjPkiWTb12xk4re5vdbF6iq321f+eFx/36NH21f+eFx/36NAyzRVb7av8AzwuP+/Ro+2r/AM8Lj/v0aALNFZdzr9laOY5fNWQDO0xkGlsdbgvo2eOGfKnBATdj8qjnjzct9SPaQ5uW+pp0VkXfiKys3McizeYOqbMEfnTbXxLZXMgjCyq5OFBXOfype1hflvqL21Pm5b6mzRVX7av/ADxuP+/RqpZa7BetKscM2Yzjhd2R68dKtySaT6lOSTSfU1aKpTanFbwtLLFOqKMkmI0sWoxTRLJHFcMjDIIiPNF1ew7q9i5RWXZ63FePMqwTgxNtICZ/l0pmoa9FYCMGCUu5+6yleO55qfaR5ea+hPtI8vPfQ16Kq/bVI/1Fx/36NMn1OK3heWSKdUUZJMRFW3bUptJXZdorLsNXe7hMslnNGpPyFVLbh61Z/tCPOPLmz/1zNJSTV0KMlJXRbrlvFbGW8srYd+fzIFdB9tX/AJ4XH/fo1zOpTC48U23ySYTZ8pQ7vXpWOI+C3dowxX8O3do65FCIqjoowKWq321f+eFx/wB+jR9tX/nhcf8Afo1udJZoqt9tX/nhcf8Afo0fbV/54XH/AH6NAFmqGtnGi3f/AFzNTfbV/wCeFx/36NZ+t3ato1yvlTLlQMtGQOo71FT4H6EVfgl6DPCgxpDH1lb+lblc/wCHJxDpCqYpmy7HKxkjrWv9tX/nhcf9+jU0f4cSKH8KPoWaKrfbV/54XH/fo1SuPEVhbFlYyGQfwBOauUlFXbNJTjFXk7GtRXL/APCSX905FjYblHqCx/Stm11GSS3Rp7O4il/iURkiphVjN+6RTrRqO0S/RVb7av8AzwuP+/RrJ1nXpLNY47aNhK+STKhGB7CqnNQXMypzUI80jforL07VvtdjHM8MpcjDbIyRkelWjfIqkmG4AHJJiNNNNXRUZKS5kWqK5e68R3V1OYNLgLY/i27mPvjtTYbXVZ/nu728iP8AdjiJ/wDrVl7ZN2grmHt1J2gmzqqKypdSTTNOVpEupSgC7nQgsfcmpJNZgjsvtRimCbdwzGcHPTmtOddTXnWzNGisPR725ljluroTv5zZRFjJVR7Vfm1SC3j8yZZo06bmjIFEZJx5gjNSjzbF2isCXxRCziOytpbiQ9OMf/Xq5aalcG3aS9s5YnBJARCflqY1IydkKNWEnaLuadFcufFVyxaSKwzAD94k/qela1lrUF9B5kcU2RwyhC20/UUoVoTdkyYV4Tdos0qoa0u/Rrsf9Myfyqb7av8AzwuP+/RqrqN2r6bcr5M4zEwyYiB0q5/Cy6msGReGG3aJGP7rsP1rYrnfDNyItKKmOVv3jcohI7Vs/bV/54XH/fo1FH+HEmh/Cj6Fmiq321f+eFx/36NH21f+eFx/36NampZoqt9tX/nhcf8Afo0fbV/54XH/AH6NAFmiq321f+eFx/36NH21f+eFx/36NAFmiq321f8Anhcf9+jR9tX/AJ4XH/fo0AWaKrfbV/54XH/fo0fbV/54XH/fo0AWaKrfbV/54XH/AH6NH21f+eFx/wB+jQBZoqt9tX/nhcf9+jRQBZooooAKKKKACiiigAooooAKKKKACkJwCfSlpsn+qf8A3TQBzfhMbpL6U92A/ma6auc8Ij/RLk+sg/lXR1jh/wCGjnwv8JGV4iujbaPJtOGkIQH69f0pdCsY7PTYmCASyoGdu57j+dUvFwY6fCR0EvP5Gtiznhls4WjkQrsHQ9OKSs6zv0QlZ13foizXI31w2r6w0UV39ntohtLs+AcdwO9dFqF0sOm3MqOpZIyeD0NYGiaJaX+lia5VixkbBDY46VNa8moR9ScReclTj6kunz2Gm3PzavJOT8uwAlea6UkKpJOAOSayLOPRLa9W2txEbjsfvH86XxHeG00plU4eY7B9O/6VUHyQbdtOxVN+zptu2nYxrG1fW9clvXUG2STJ3dx2H8qt+Ff9dqA7bx/M0W3hstZW7rdS282zLbTxzzVPTNMC63LaXMsysh3oVO3fg9TXPGMoyi2v6ZzQjOEoya1f6lpIg3jWVWKkFckMM5+UcU7xNFCklkYkVbgycbRgkf8A66guGMPjVGzgErn6Fak07Os6/Lfyf6i34jB/T/Gno04dWx3TUqa3cjU1+6e00iRo2KuxCAjtmsHwrJ5WqNGf+WsWR/OtLxTIsmkRtGwdPOHKnI6Gs+6tZtKOm6hFGWCRqsgHr7/UGnVb9rzdFYdZv23N0jY0PFVyRaxWacvM2SB6D/69a9vGtjp0aHpDFz+A5rn9Mhm1nWDqVxGVgjP7sHpkdAPp1rb1lmTRrsr18sitYO/NV+42ptvmq/d6IzPCiFobu6Yf62T/AOv/AFrM8VT79USMf8soxn6nn/Cuh8Pw+TotuMYLAufxNZ1z4fnu7zUJpGQeYP3Jz9Ov5YrOUJOiox/rqZTpydCMI/11NLUNTFjpAul2szKuwHoSazvEl00mgW7dPOKkgfTNUotI1W8e3tbwFLaDjJI6e3rW1rumtfaYIoAN8RDIvqMYxTbnOEtOhTdSpCWltP8AhzBvvt7XFrZGbyLd0RYiCQpGB1x3zWpZ+FYImD3MzyuDnC/KP8aoxW+q6nPZw3NuYorYj5yuOBj8zxXXUUqcZNykvvFRpRm3KS9LhXKxf6R42c9oyf0XFdVXK+Hf9I129uP97n6t/wDWrStrKK8zWvrKEfP8jqqKKK3OkKKKKACsfxM23RJB/eZR+tbFYPix9ulIv96UfyNZVnamzGu7Upehb8PJs0O29wT+ZNadVNLTy9KtV9Il/lVuqpq0Ei6atBLyIrklbWYjqEJH5Vy3huwsbq3luLlA7xtzvPygYznH511ki7onX1UiuN8Owi6N9YuzKkkYyVPIwaxrfxI6X3Oev/FhdX3On/tHTre2VxcQpER8u0jn6AVjXeqXGq36WWlz7EKktLgj/Iq1beFrGFt0peY+jHA/SszQZ7e21C/uJmSNEBAzxgbug/KpnKekZaJkzlUvGM9Exl5datok3kyXnmiRCQSc49+ehqjeSv8A6JLJMZXa3J3N15LDH4VoQQyeJNWluHBW2RSo9uOB9e9Zc+nXyTG3e3lYxA42qSMZ6iuafNa6vboclTmtdX5eh2WgQmDRbdT1Yb/zOaq+Jb4w2i2cWTNcHGB12/8A1+lU4Druoqkaj7FbqAu7bg4/HmqOmTW/9sme9uf3duCI2lOS2OB/U10Op7igtL6XOmVX3FTStfS7LGna1LawLaxaYzSL8o25BP14rqbZ5pLaN54hFKR8yA5xWFd+IftLG10uJ5Jn4EmMAe4rctI5IbSKOaQySKoDOe5rSi9bJ3SNaD15VK6X3FPX4/M0S5H91Q35GuZnumu9J0zT0PzMxDfngV2F9CbixniHV42A+uK47w5avPq6FlO2DLNkdD2H51nXT9okuun4meJTdRJddPxO2ijWCBI14RFAH0Fchcawby8le5habT0baIlHfsSfWup1BmXTbkp94RNj8q5jQdVsdO0+UTs3mM+doXORjiqrP3lG9kViJe9GF7IuabcXk0yCw06K1td3zO68kfXvWxqsxg0m6kU8iM4P6VijUdS1xjFYp9mt+jSnr+f+FXb+yWy8M3FujO+1CSzHJJzzRCXuO2q7/wCQQk+SXLqrb7fcjL8OahHaWN6s5+RAJAD3zxj+VWfCcLiO6uCu1JGAUfTP+NczbQvdXMdshwZWC16JFHDY2qRgqkUa4BJxWeGvOze0TLC3nZvaP6k1VNVO3Srsn/nk38qhTW7Oa9S1gZpnbqyLlV+ppviB9mh3PuAv5kV1SmnBtHZOcXCTT2KvhT/kEN/11b+QrdrH8Mpt0SM/3mY/rWxSo/w4hQVqUfQKKKK1NQooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACkIypHqKWigDnvCnyw3kR6pNz/n8K6GsXS7aW01rUVMbCGQh1bHBz2/WtqsqKtCz6GOHTVNJ9CK5toruBoJ0DRt1FYTeEbfJ2XUyg9sA10VFVOnCfxIqdKE/iRjWvhu2toZ082R2mQoWPGB9Kzl8NaiqeQNQAt8/dBb+VdVRUOhTfQh4am0lYzdN0S10350Bkm/56N1/D0q3dWVvehBcRBwjblz2NT0VooRS5UtDRU4qPKloFJtG7dgbsYzjmloqizLvtEivL0XfmMkgQrgdCcHB/Wse08P6oqfZpLhYbYnL7G5ausorGVCEncwlh4SdyvbWVva2q28UYEa9jzk+tWMZoorVJLRGySSsgAAGBSEAggjIPY0tFMYAADAGBRRRQAUUUUAFFIWVfvMB9TVeTULOEZkuoV+rik2luJtLcfdyiGzmlJxsQn9KwPCERFvczEfecLn6D/69Jruu2s9i9rayGR5CAWAOAK1dDtDZ6TDG4w7fOw9zWF1OsrdEc3MqldcuyRo0UUV0HUFFFFABXP8Ai1GbT4SoJAk5wPY10FBGetRUhzxcSKkOeDj3KWkxyxaVbpMWMmznd1HtV2iiqirKxUVypIK5zRNMubPW7t5IysWCFfs2TkYro6KmUFJpvoROmpSUn0CsK48LWlxdtMJZEVm3MigY98elbtFE4Rn8SHOnGeklchtraGzgWGBAiL2FTUUVaVtEUkkrIKybjw5p9zO0zLIrMckI2BmtaiplCMviQpQjPSSuVrSwtbFNtvCqZ6nufqas0UU0klZDSSVkFNVFUkqoBY5OB1p1FMYEZGDWa2g6Y0pkNquSc4ycflWlRUuKluiZQjL4lcbHGkSBI0VVHQKMAUrosiMjqGVhgg9xS0VRVjmr/wALsZxNp0ixf7BJGD7GoI/DF9cMPtl2Ng7Bi5/WusorB4am3exzvC0272Kljp1tp0Wy3jwT95jyW+pqj4obGjMPWRR+tbNYfiv/AJA4/wCuq/1p1Uo0ml2HWSjSaXYtaAu3Q7X3Un9TWlVDRP8AkC2n/XMVfq6fwL0LpfBH0CiiirNAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACmu6xozuwVVGST2FOpGVXUqwBUjBB70AZ517S1/wCXxPwBNQv4l0xOkzN/uoamOhaYxJNnHk+mRT10bTU6WcX4rmsf33l+Jh+/8vxKB8WacDws5/4CP8aP+Es0/wDuT/8AfI/xrUGn2YH/AB6Qf9+xQdOsj1tIP+/YpctbuvuFy1/5l9xmjxVpp/57D/gFPHifTD/y0kH1jNW20jTm62cP/fNMOh6Yf+XOL8qLVu6C2I7og/4SbTP+ez/98Gl/4STS/wDnu3/fBqb+wtM/584/1pP7C0z/AJ84/wBaLVvL8QtiO6/EYPEWln/l5x9UP+FOGv6Wf+XtPxB/woOgaWf+XRPzP+NMPhzSz/y7Y+jn/Gj995fiH+0eX4kv9u6Z/wA/kf60f27pn/P5H+tQf8Izpn/PF/8Avs0n/CM6Z/zyf/v4aL1vL8QviOy/EnOvaWP+XxPyNMbxFpa/8vOfoh/wpo8NaWP+WDH6uakXQNLX/l0U/Uk/1o/feX4h/tHl+JWfxTpq9DK30T/GoH8X2o+5byt9SBWqmkaen3bOH8VzU62tun3IIl+iAUctZ9V9wctd/aS+Rzx8VzycW+nkn3JP8hSfa/Ed4f3Vv5KnvtC/zrpwAOgA+lLR7Kb+KT/IPYzfxTfy0OYGleIJv9Zf7PbzD/QUh8Oam/39Tz/wJjXUUUfV4db/AHh9Vh1v95y48JSuf3t+T9FJ/manj8I2in95PM/0wK6GimsPTXQFhaS6Gda6Hp9o4eOAM46M53EVo0UVrGKirJG0YxirRVgoooplBRRRQAUVV1G9Gn2L3JjL7cfKDjqaoW/iawkgV5pPKkPVME4/HFQ6kYuzZnKrCMuWTszZorGfxRpqdHkf/dQ/1qtJ4vth9y2lb6kCpdemupLxFJfaOiorlH8XyscQ2af8Ccn+VRf25rdwf3Nvj/dhJ/nUfWafTUh4un01Oworj8+JrjtOv4KtL/ZPiCTlrhwfef8Awo9u3tFi+st7QZ19Fch/Yuvf8/R/7/ml/snxAvS5b/v+aPbS/kYfWJ/yM66iuS+w+JU6TyH/ALbA0m3xPH3lP4qaPbvrFh9ZfWDOuorkvtviVODDIfrCDS/2j4j/AOfZ/wDvzR9YXZ/cP61H+V/cdZRXJ/2h4kPS2b/vzSi78TN0hI/7ZqKf1hdn9wfWV/K/uOrorlt3ih+2PwQUvkeJ26zBf+BLR7f+6/uH9Y7Qf3HUUVy/2DxIet4B/wBtP/rUv9neI/8An+H/AH8/+tR7Z/ysPby/kZ09Fcx9g8SL0vAf+B//AFqXyfE6dJkb8VP9KPbP+Vh7d/yM6asTxV/yBx/11X+tUje+JLf/AFlqJAPRAf5GqOo6vd6pAli9psl8wHC5yfbBqKtaLg1ZpmVbERcHGzTfkdPov/IGtP8ArmKv1XsLc2thBATkogB+tWK6IK0UjrgrRSYUUUVRQUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUVW+xD/AJ73H/f00fYh/wA97j/v6aALNFVvsQ/573H/AH9NH2If897j/v6aALNFVvsQ/wCe9x/39NH2If8APe4/7+mgCzRVb7EP+e9x/wB/TR9iH/Pe4/7+mgCzRVb7EP8Anvcf9/TR9iH/AD3uP+/poAs0VW+xD/nvcf8Af00fYh/z3uP+/poAs0VW+xD/AJ73H/f00fYh/wA97j/v6aALNFVvsQ/573H/AH9NH2If897j/v6aALNFVvsQ/wCe9x/39NH2If8APe4/7+mgCzRVb7EP+e9x/wB/TR9iH/Pe4/7+mgCzRVb7EP8Anvcf9/TR9iH/AD3uP+/poAs0VW+xD/nvcf8Af00fYh/z3uP+/poAs0VW+xD/AJ73H/f00fYh/wA97j/v6aALNFVvsQ/573H/AH9NH2If897j/v6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\n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    These 2 examples are Decision Tree Classifiers based on rules that we decided. <br>\n    In the context of Machine Learning, a Decision Tree Classifier is built from the <b>input data</b>, using a <b>mathematical criterion</b>. <br>\n    We'll now look at how to build a Decision Tree Classifier from a simplified version of the Titanic dataset.\n</div>","metadata":{}},{"cell_type":"markdown","source":"<a id=\"2\"></a>\n# 🚚 Import","metadata":{}},{"cell_type":"markdown","source":"<a id=\"2.1\"></a>\n## Packages","metadata":{}},{"cell_type":"code","source":"import numpy as np  # linear algebra\nimport pandas as pd  # data processing\n\nfrom sklearn.tree import DecisionTreeClassifier  # model\n\nfrom matplotlib import pyplot as plt  # visualization\nfrom sklearn.tree import plot_tree  # visualize tree","metadata":{"execution":{"iopub.status.busy":"2022-10-01T14:00:42.024333Z","iopub.execute_input":"2022-10-01T14:00:42.025509Z","iopub.status.idle":"2022-10-01T14:00:43.569562Z","shell.execute_reply.started":"2022-10-01T14:00:42.025377Z","shell.execute_reply":"2022-10-01T14:00:43.567473Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"2.2\"></a>\n## Dataset","metadata":{}},{"cell_type":"code","source":"def preprocess(df):\n    df['Female'] = (df['Sex'] == 'female').astype('int64')\n    df['FirstClass'] = (df['Pclass'] == 1).astype('int64')\n    df = df.drop(columns=['PassengerId', 'Name', 'Fare', 'Ticket', 'Cabin', 'Embarked', 'SibSp', 'Parch', 'Sex', 'Pclass'])\n    return df","metadata":{"execution":{"iopub.status.busy":"2022-10-01T14:00:43.571491Z","iopub.execute_input":"2022-10-01T14:00:43.575902Z","iopub.status.idle":"2022-10-01T14:00:43.585575Z","shell.execute_reply.started":"2022-10-01T14:00:43.575829Z","shell.execute_reply":"2022-10-01T14:00:43.583792Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df = pd.read_csv('../input/titanic/train.csv')\ndf = preprocess(df)\ndf = df.loc[df.index.isin([0, 1, 39, 23, 34])]\ndf = df[['Female', 'FirstClass', 'Age', 'Survived']]","metadata":{"execution":{"iopub.status.busy":"2022-10-01T14:00:43.587846Z","iopub.execute_input":"2022-10-01T14:00:43.589731Z","iopub.status.idle":"2022-10-01T14:00:43.637298Z","shell.execute_reply.started":"2022-10-01T14:00:43.589661Z","shell.execute_reply":"2022-10-01T14:00:43.636354Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df","metadata":{"execution":{"iopub.status.busy":"2022-10-01T14:00:43.640383Z","iopub.execute_input":"2022-10-01T14:00:43.641229Z","iopub.status.idle":"2022-10-01T14:00:43.672593Z","shell.execute_reply.started":"2022-10-01T14:00:43.641191Z","shell.execute_reply":"2022-10-01T14:00:43.671643Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"3\"></a>\n# ♻️ CART Algorithm","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    How do we determine the shape of our Decision Tree Classifier and which features to process in each node? <br>\n    We do this by using the Classification And Regression Tree (CART) Algorithm. <br>\n    Let's define it below.\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    For each node, until the number of samples to process within the node is greater than the <b>minimum samples to split</b> number: <br>\n     <ol>\n         <li>Find each feature's best split. If there are $ k $ distinct values within a numeric feature, the number of possible splits among them is $ k - 1 $. Find the split which minimizes the <b>splitting criterion</b>.</li>\n      <li>Among these best splits (which will be 1 for each feature), find the best. Once again, according to the <b>splitting criterion</b>.</li>\n      <li>Split the node according to the best split found above. This will create 2 new nodes. Repeat the process until the conditions defined above are not valid anymore.</li>\n    </ol> \n</div>","metadata":{}},{"cell_type":"markdown","source":"<a id=\"4\"></a>\n# 🪓 Gini Impurity | Splitting Criterion","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    We've yet to define a splitting criterion. The most popular to use with Decision Tree Classifiers is the Gini Impurity $ G $. <br>\n    The Gini Impurity measures how incorrect a certain classification is. If a classification is totally correct $ G = 0 $. <br>\n    In simple mathematical terms, as:\n    $$ G = \\sum_{i=1}^{k} P(i)(1 - P(i)) $$\n    Where $ P(i) $ is the number of samples in class $i$ divided by all samples (which is also the probability of choosing an sample belonging to a certain class), and $ k $ is the total number of classes.\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    We'll be using a simpler version Gini's impurity, which we obtain from some simple arithmetic.\n    $$ G = \\sum_{i=1}^{k} P(i)(1 - P(i)) = \\sum_{i=1}^{k} (P(i) - P(i)^2) = \\sum_{i=1}^{k} P(i) - \\sum_{i=1}^{k} P(i)^2 = 1 - \\sum_{i=1}^{k} P(i)^2 $$\n    The last equality comes from the fact that $ \\sum_{i=1}^{k} P(i) = 1 $, since the sum of probabilities over all classes is 100%. <br>\n    Let's mark down below the formula we'll be using.\n    $$ G = 1 - \\sum_{i=1}^{k} P(i)^2 $$\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    In our titanic example, this will be the Gini Impurity:\n    $$ G = 1 - (\\frac{\\# Survived}{Total})^2 - (\\frac{\\# NotSurvived}{Total})^2 $$\n</div>","metadata":{}},{"cell_type":"markdown","source":"<a id=\"5\"></a>\n# 🧱 Building the Tree","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    Let's look at how we'll build a tree for the 5 row dataset with 3 input features and one output made up of 2 classes.\n</div>","metadata":{}},{"cell_type":"code","source":"df","metadata":{"execution":{"iopub.status.busy":"2022-10-01T14:00:43.673987Z","iopub.execute_input":"2022-10-01T14:00:43.674354Z","iopub.status.idle":"2022-10-01T14:00:43.686578Z","shell.execute_reply.started":"2022-10-01T14:00:43.674286Z","shell.execute_reply":"2022-10-01T14:00:43.685349Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"5.1\"></a>\n## Finding the Root Node","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    For both the Female feature and the FirstClass feature, we have 2 possible values. That means that we have only one way to split each feature. <br>\n    So step 1 of our CART algorithm is pretty easy for both of these features, we'll just split on 0.5.\n</div>","metadata":{}},{"cell_type":"markdown","source":"![3.jpg](attachment:80126d4a-795c-4717-b623-066bf58d1e75.jpg)","metadata":{},"attachments":{"80126d4a-795c-4717-b623-066bf58d1e75.jpg":{"image/jpeg":"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\n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    We've split both these features and evaluated the two resulting nodes by calculating their Gini Impurities. <br>\n    Then, to evaluate the entire decision, we've calculated the Weighted Gini Impurity $ G_W $ which is defined as:\n    $$ G_W = w_1 G_1 + w_2 G_2 $$\n    Where $ w_1 $ and $ w_2 $ are the weights of each resulting node, aka the samples classified in a node divided by the samples in the parent node, and $ G_1 $ and $ G_2 $ are the Gini Impurities of the resulting nodes.\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    For our numeric value Age, we have 4 distinct values, which means we can split the feature 3 ways. <br>\n    Why? Well our Age values, sorted, are [14.0, 22.0, 28.0, 38.0]. <br>\n    By taking pair-wise mean of each of each adjacent pair of values, we get these splitting values: <br>\n    [19.0, 24.0, 33.0].\n</div>","metadata":{}},{"cell_type":"code","source":"df","metadata":{"execution":{"iopub.status.busy":"2022-10-01T14:00:43.688134Z","iopub.execute_input":"2022-10-01T14:00:43.68853Z","iopub.status.idle":"2022-10-01T14:00:43.704761Z","shell.execute_reply.started":"2022-10-01T14:00:43.688498Z","shell.execute_reply":"2022-10-01T14:00:43.703549Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![4-1.jpg](attachment:4cf85988-59e7-44ce-baaf-2005a9c8fcf2.jpg) 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\n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    So, by taking the minimum $ G_W $ for each feature, we're done with step 1. <br>\n    $$ min(G_W)_{Female} = 0.267 $$\n    $$ min(G_W)_{FirstClass} = 0.467 $$\n    $$ min(G_W)_{Age} = 0.4 $$\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    And now for step 2. The best feature, according to the Weighted Gini Impurity, is Female, with a split on 0.5. <br>\n    Our root node will be the following.\n</div>","metadata":{}},{"cell_type":"markdown","source":"![5.jpg](attachment:3f2e15cc-7114-48ec-8fe6-9a5a59cbdbe4.jpg)","metadata":{},"attachments":{"3f2e15cc-7114-48ec-8fe6-9a5a59cbdbe4.jpg":{"image/jpeg":"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\n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    And by splitting the node and creating 2 children, we've thus completed step 3. <br>\n</div>","metadata":{}},{"cell_type":"markdown","source":"<a id=\"5.2\"></a>\n## Dealing with Pure and Impure Nodes","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    Now the right node is a pure node, since it only contains one class, and thus has a Gini Impurity $ G = 0 $. Therefore, it doesn't have to be split anymore. <br>\n    The left node is impure, so let's repeat steps 1 through 3 on this node. We are left with the following data in our next node:\n</div>","metadata":{}},{"cell_type":"code","source":"df.loc[df['Female'] <= 0.5]","metadata":{"execution":{"iopub.status.busy":"2022-10-01T14:00:43.706231Z","iopub.execute_input":"2022-10-01T14:00:43.706614Z","iopub.status.idle":"2022-10-01T14:00:43.724328Z","shell.execute_reply.started":"2022-10-01T14:00:43.706583Z","shell.execute_reply":"2022-10-01T14:00:43.723159Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    There are no decision's left to make on the Female feature, and we'll only have to look at 1 decision for both FirstClass and Age.\n</div>","metadata":{}},{"cell_type":"markdown","source":"![6.jpg](attachment:50f449c4-dcc9-4d99-a76e-31ee5a7e270e.jpg)","metadata":{},"attachments":{"50f449c4-dcc9-4d99-a76e-31ee5a7e270e.jpg":{"image/jpeg":"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down","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    Since both splits have a Gini Impurity of 0.333, let's just pick the FirstClass split. We've done steps 1 and 2, now let's just split the node again and complete step 3. Our Decision Tree Classifier now looks like this.\n</div>","metadata":{}},{"cell_type":"markdown","source":"![7.jpg](attachment:4f5d25ee-47c3-4194-9b8d-f299e160039a.jpg)","metadata":{},"attachments":{"4f5d25ee-47c3-4194-9b8d-f299e160039a.jpg":{"image/jpeg":"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Y/vtbS/wC9Fj+RqJZNW3g00UsfT6po9doryxfiZqoHNnZn8GH9aX/hZ2qf8+Np/wCPf41n/ZOK7L7y/r1HuepUV5d/ws7U/wDnxtPzb/Gj/hZ2p/8APjafm3+NL+ycV2X3h9eo9z1GivLv+Fnan/z4Wn5t/jR/ws7U/wDnwtPzb/Gj+ycV2X3h9eo9z1GivL/+Fn6l/wA+Fr+bUf8ACz9R/wCgfa/99NR/ZOK7fig+u0e56hRXl5+J2pdrC0/Nv8ahf4l6w33bazT/AICx/rTWU4nsvvF9eonq1FePv8RNfb7s1un0iH9aZ/wn/iH/AJ/Iv+/K1aybEd1/XyJ+v0vM9joryez+JGsQuPtKW9ymeRt2H8CK9B0HxFZeILUy2zFZE/1kL/eX/Ee9c2IwFfDrmmtO6NqWJp1XaL1NeiiiuI6AooooAKKKKAOKvRc6t4iazeRggkKhc8Ko74retvDWnQAbozM3rIf6Vj6cQfGMx/25K6+uShCMrykru5xYenGfNKSu7kMVpbwjEUEaf7qgVNRRXUklsdiSWwUUUUxhRRRQAUyWWOCJpZXCIoyWPan1x3iO/kvL8WEOSiMF2j+J6yq1PZxuZVqqpRuah8V2Al2hZiucbwvH+NbME8VzCs0Lh42GQRWHB4WthYeXMSblhkyA/dPoB6VU8P3MmnalLplycbm+X0De31FZxqVIySqbMxhVqxklV2Z1dFFFdJ1hRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAIx2qSegGa8ymcyzySHqzFj+Jr0XUJPK065f0ib+VebjgfhXBjHqkebj3rFHa+FP+QQ3/XVv6VuVieFRjRs+sjGtuuqj/DidmH/AIUQooorU2CiiigAooooAKKKKACiis7VNYt9LQB8vKwysY/mfQUpSUVdkykoq8jRork11HxBqH7y1i2RdtqgD8z1qzpWs3a6h/Z+pLiQnCsRgg+nFYrERbSs9TGOJi2lZ69To6KKK3OgKKKKACiiigDD8VS7NI2Z5kkA/r/SjwrFs0kv3kkJ/LiqfjCXi1i/3mP6CtnRIvJ0a1XGCU3H8ea5VriH5I44+9iX5Iv0UUV1HYFFFFAATgZPSuV1fxM/mmHT2AVfvS4zn6f40/xJrO0NYW7fMf8AWsO3+zWXNp32DRftE4xcXDBUU/wr1P41x160neMOm7ODEV5O8afTdnT6Bdz3uliW4bc4cruxjIFalUtIt/sulW8WMHYGb6nmrtdNO6grnZSTUFfcKKKKssKKKKACiiigAooooAKKKzdT1q100bWPmTYyI16/j6VMpKKuyZTjBXkzSori31HWdYLC2R1iB5EXGPq1Z8Ntcz34tJpnhmY4Hmk9fSud4r+WJyvGa+7G56JRXETWOsaL+/SRig6sjFh+INdDoutJqcRRwEuEHzKOjD1FXCspPlkrM0p4hSlySVma1FFFbnQFFFFABRRRQAUUVHNHJJjZM0eOu0A5/OgCSiq32ef/AJ/JP++F/wAKPs8//P5J/wB8L/hQBZoqt9nn/wCfyT/vhf8ACj7PP/z+Sf8AfC/4UAWaKrfZ5/8An8k/74X/AAo+zz/8/kn/AHwv+FAFmiq32ef/AJ/JP++F/wAKPs8//P5J/wB8L/hQBZoqt9nn/wCfyT/vhf8ACj7PP/z+Sf8AfC/4UAc98Q5ni8KSKrECSVEb3Gc/0rM8A+H9Om0yHVpYS90JHALMcDBx06VZ+IcUqeGQXuHkH2hPlKqPX0FSeAYpX8KxFLl4x5r/AChVPf3FetGUoZdeLteX6HE0pYrXsdeAAMAYHtS1W+zz/wDP5J/3wv8AhR9nn/5/JP8Avhf8K8k7SzRVb7PP/wA/kn/fC/4UfZ5/+fyT/vhf8KALNFc34su7/SfD091bXknmgqoOxeMnGeleXyXWuNZfbnur02zuV80zHaW9OvWvQwmXyxEOfmSV7HLXxSpS5bXPZdR1nTtJiL3t1HFxwpOWP0HU1wmsfEqaTdFpMAiX/ntMMt+C9B+NYml+Dda1wJdFRHDIMied8lh6gdTXbaX8PtO08rLLK1zOOcyIpUH2U/1rq9lgsJ/EfPLsY8+IrfCuVHBwaZ4h8US+btuLlSf9bM2EH0zx+VbS/DHUfILNe2wkxkIFJB9s16OtrMqhVu3AHAAROP0pfs8//P5J/wB8L/hWU83rbU0oouOBp/ad2cJ8Nry5iub7SZlISIeZg/wNnaR/n0r0SsSz8NQWGqXWo29zMtxc/wCsJCkdcnAx61pfZ5/+fyT/AL4X/CuTGVoVqrqQVr2+/qb0KcqcOWRZoqt9nn/5/JP++F/wo+zz/wDP5J/3wv8AhXKbFmiq32ef/n8k/wC+F/wo+zz/APP5J/3wv+FAFmiq32ef/n8k/wC+F/wo+zz/APP5J/3wv+FAFmiq32ef/n8k/wC+F/wo+zz/APP5J/3wv+FAFmivP9T1PUIfiNZ2K6hOIfkQqMAHcDnjoe1dv9nn/wCfyT/vhf8ACt61B0lFv7SuZ06im2l0dizRVb7PP/z+Sf8AfC/4UfZ5/wDn8k/74X/CsDQs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAmkijlXbJGrj0YZrPm8O6NcHMmmWhP/XID+VWvs8//AD+Sf98L/hR9nn/5/JP++F/wqozlH4XYlxi90Zh8H+HyedKg/DI/rSf8Ib4e/wCgVD+Z/wAa1Ps8/wDz+Sf98L/hR9nn/wCfyT/vhf8ACtPrNb+d/eyfZU/5V9xl/wDCG+Hv+gVB+v8AjS/8Id4e/wCgVB+v+Naf2ef/AJ/JP++F/wAKPs8//P5J/wB8L/hR9Zrfzv72Hsaf8q+4zP8AhDvD3/QKg/X/ABo/4Q7w9/0CoP1/xrT+zz/8/kn/AHwv+FH2ef8A5/JP++F/wo+s1v5397D2VP8AlX3GZ/wh/h4f8wqD8j/jS/8ACH+H/wDoFW/5H/GtL7PP/wA/kn/fC/4UfZ5/+fyT/vhf8KPrNb+d/ew9lT/lX3GaPCHh8f8AMKt/yP8AjUqeGNDjOV0q0/GMGrv2ef8A5/JP++F/wo+zz/8AP5J/3wv+FDxFV7yf3sfsofyoZHpOnRf6uwtV+kK/4VL9htP+fWH/AL9im/Z5/wDn8k/74X/Cj7PP/wA/kn/fC/4Vm5ye7K5V2M7VfCuk6tbsklpHFKR8s0ShWU/h1/GvK43vvB/ibn/WQNhgOkiH+hFey/Z5/wDn8k/74X/CuE+I+kMLW31PzGkZG8lyVA4PI6D1/nXq5binz+wqO8ZaHFi6K5faR0aO+tbmK8tIrmFt0UqB1Psamrhvh5eTXuiSWv2p0Nq+FUKp+U8jqPXNdh9nn/5/JP8Avhf8K87EUXRqyp9jqpT9pBS7lmiq32ef/n8k/wC+F/wo+zz/APP5J/3wv+FYmhZoqt9nn/5/JP8Avhf8KPs8/wDz+Sf98L/hQBymmsP+EuY+ssg/nXaVwVmH/wCEkVRIQxnYbwBnvXafZ5/+fyT/AL4X/CuXCv3X6nHg37svUs0VW+zz/wDP5J/3wv8AhR9nn/5/JP8Avhf8K6jsLNFVvs8//P5J/wB8L/hR9nn/AOfyT/vhf8KALNFVvs8//P5J/wB8L/hR9nn/AOfyT/vhf8KALNcHLI2meI3mniZtkpfB7g5wRXZ/Z5/+fyT/AL4X/Cq13o6X6gXMzPjodigj8cVjWpuaVt0YV6TqJcr1Qltr+nXIGLgRsf4ZPlNZXiSJTJbahaEO6sFYx89OR0pZvCC4/cXbD2dc/wAqpN4c1WzPmW8isR/zycqawqOq48so/cc1R1pR5Zx+47JGLIrEYJAOPSnVyuk6rey332G8nkSTop2LkEdjkVuzhraFpZtQdEXqSq/4V0wqRnHmR2U6sZx5kXaKwrHVRqF41vBc3Hyru3mNMH9Kp61rNzZXP2a2umZ1HzsUXj26UpVoKPNfQmVeEY899DqaKzrJL2ayhlnuXSV1yyhF4/SrH2ef/n8k/wC+F/wrRO6uap3VyzWDeeKYLW7aBIWlCNtZwwA98etaEeZpHjj1Eu8Zw4CoSv14rldBiM2tyIX2nDnO0Hv71hWnJOKi9znr1JJxjB7nZ21wl3bRzx52OMjIwalqqLacDAvJAB2CL/hWXrd/PpcKbLp3mk+6Ci4A7k8VtKShG8jaU1CPNI3qiN1AtwLczIJiMhN3NUbH7ZNp8dxc3TRuy7mGxcAfl6Vy0Ae/8SK0MzsTLuErAZwO9Z1K3Ko2W5lUr8qjZbneVzV7rl5aa2sUkZS1Dbcbclx6g1sTLJbwvNLfSKiDJJRf8Kz9Ovjq08qJJMFiwVd40Of04NOpraKlZlVXdqKlZm7Uc00dvC0szhI1GSx7VF9nn/5/JP8Avhf8KzNftrj+x5j9pdwuCylVGRn2FXOXLFtF1JOMXJdDXt7mG7hWaBw8bdCKlrlvC8sk0Etstw0ZjO4AKpyD9RVnXb+fTYFRLt2mk6DavA9elZxqr2fOzONdey9oyXVPEcVjObeGPzpR15wFPpWvBI8lvHJKnluVBZSfumuGso4raD+0bp23lv3CAAlz3PPanfaNV12byld3XuB8qge+KwjiHu9W9kc8cVLd6t7I7F9TsUba13CD6bxVhHSRQyMGU9CDkVyNx4bgsbB7i7vCGUcBFGCew5qXwrFcPFcFJniiyAMAHJ/GtY1Z86jJWuawrz51CcbXOroqjcE2sfmT6i0a+rKg/pUNvdw3T7IdW3t/dCrk/pW/Mk7XOhyinZsfrr7NEuj6pj8zXn9dl4jSaLSGLXLuC6jaVUd/YVzGm2bX+oRQLnBOWPoB1rz8UnKooo83GJyqqKO20S3Nto9sjDDFdx/HmtCqwtpwMC8kA/3F/wAKPs8//P5J/wB8L/hXoRXKkj0ox5YqPYs0VW+zz/8AP5J/3wv+FH2ef/n8k/74X/CmUWaKydSuzpkCyzXczbjhVVEyT+VYw8TyFwB5+D/uZ/lWc60IO0mZTr04O0mdfRWdZNcXlpHP9oni3j7jouR+lWPs8/8Az+Sf98L/AIVad1dGiaauizRVb7PP/wA/kn/fC/4UfZ5/+fyT/vhf8KYyzWBLockviL7XIqyWp+Yhj3x0xWt9nn/5/JP++F/wpkqSQRNJLfuiKMliq4H6VE4Rl8XQzqQjNLm6alwAAAAYArk9UZJ/FVoLdtzqVD7ecEH/AAqG51i+v7g2mnyyurcZ2gM35DgVraXoBsAJTcEXDDDFVBA9hkVhKXtnyx2XU55S9u+WGy6m5RVb7PP/AM/kn/fC/wCFH2ef/n8k/wC+F/wrqOws0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woA5TxVJ5mrJEP4IwPxJrsII/Kt4o/7qBfyFcROGvPE3lmQtmYJvwM8fp2rsvs8//P5J/wB8L/hXLQ1nOXmceG96c5eZZoqt9nn/AOfyT/vhf8KPs8//AD+Sf98L/hXUdhZrJ17Vf7OtNsZ/0iThPYdzVt4pY42d76QKoyTsXgflXFEz65rAXezFzgEj7qDvxWGIqOKtHdnNiarhHljuy/4c0s3lwb24BaNG+Xd/G3/1q3NW0htTntm84LHEcspHXp0qxBYvbQJDFdSKiDAARf8ACql7qMNg2ybUpPM/uLGpP8qUaUIU+WQRowp0uWfzNgDAwKKw7TVre8lEUeoyq56B41Gf0rReOSMZe/ZR6sqD+lbRlGSumbxnGSumW6KymvbdDhtZXP8AwD/Cp4N1zH5kGotImcZVUP8ASmpJ6JgpRbsmXqKyNSvf7LjR5rudi5woRE/wrPHiWDHM95n08pKiVWEXZsiVanF2kzp6K5N/E4B+Rrk+7BB/Srel6vLqdyYQ86fLu3bUI/lSVem3ZMUcRSk+VM6Giq32ef8A5/JP++F/wo+zz/8AP5J/3wv+FamxR17VG0+2VIcfaJThfYdzXJWFnLquoiMuSWO6SQ84Hc1t+J7Tyoo7qS5kklz5aggAY6noKk8MWL/YXuVmaMyNgYUHIH1HrmuGpF1K3K9jzqkXVxHJLZHQW9vFawJDCoVEGAKHtoXmSZ4kaVPuuRyKj+zz/wDP5J/3wv8AhR9nn/5/JP8Avhf8K7bK1j0LK1iwyhlKsAQRgg964e1X7B4qWKIkKs5T/gJ7V1sqSwxPLJfSKiDJJRen5VyOlRyalr4lDsDuMpfAyPT29K5sR8UUt7nJitZQS3ud1RVb7PP/AM/kn/fC/wCFH2ef/n8k/wC+F/wrqOws0VW+zz/8/kn/AHwv+FH2ef8A5/JP++F/woAs0UUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcj8SP8AkVh/18J/WpPh5/yKcX/XWT+dRfEj/kV1/wCvhP5Gpfh5/wAinF/11k/nXqP/AJFy/wARxf8AMX8jqqKKK8s7QooooAyPFFr9s8MajCBk+SWH1HP9K8dN482i22nAnaLlpMf7wUD+te7SxiaF426OpU/jXhOn2p/4SG2tGHIuljI+jY/pXvZPNezmn01/A8zHRfNFrroe6WsK21pDAowsaKgH0GKloorwm7u7PTWgUUUUgCiiigAooooAKKKKACiiigAooooA8s1WTzfirDg/duYV/ICvU68ks3+3/FASLyPtjMPooP8AhXrdepmS5VSj2ijjwjvzvzCiiivLOwRmCqWYgKBkk9q8/wBQ+IVy+qGLRrIXNvFkuSpJcDqRjoPep/iF4gNrbLpFq58+cZmK9VT0+p/lWt4M8PDRNJV5kAvLgB5T3Udl/D+delRpU6NH29ZXb2X6nJOc6lT2dN2tuzb0+6e90+3uZIHgeVAxifque1WHdY0Z3IVVGST0Apa53xzdG18J3hU4aXbED9Tz+ma4qcPa1VBaXZ0TlyQcn0JdA8UW/iG4vI7eCREtyMSN0cHOD7dOlbtcf8OIFj8NNKFAeWdiT6gYArsK0xcIQrShDZaE0JSlTUpbsKKKK5jUKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAKOr6ta6Lp73l22EXhVHVm7AV583izxR4gmZNHtWiiHH7pNxH1Y8V2Xi7RZtd0NrW3KCdZFkTecA47Z+hqz4d02XSdBtbKcoZY1O8p0yTn8a9ChUoUaPtHFSnfZ9F3sctSNSpU5b2jboefXlz430KFb28uZfJ3gHc6uM+hHavRtF1NNY0i2v0XZ5q5K/3SOCPzFYfxElWPwpIjEZklRVH45/pT/h8CPCUGc8ySEf99VriHGthFWcUne2itpYiknTrumm2rX1OorJ8TWX9oeHL63xljEWX/eHI/lWtSEBgQRkHg15sJuElJdDrlHmi0+p5P8ADi98jxE1uT8tzCRj3Xkf1r1mvEoCdA8aKDwLa82n/dzj+Rr22vTzeC9rGotpL+v0OPAy9xwfRhRRRXkncFFFFAHA2rY8Sof+nk/zrvq8/gOPESH/AKev/Zq9Arkwm0vU4sFtL1Ciiius7QooooAKKKKACiqOq6nHpdp5rDc7HCJ6muVk8T6lIzbXjjU9AqZx+dY1K8KbszCriYU3Z7ncVkatr0GnKY48S3H9wHhfrXMHXdTlg8j7Q5LN1A+Y+wxWjpXhl5iJ7/KqeRF/Efr6Vl7eVT3aaMHiZVfdpIb4fs7i+1I6lOTtVid395v8Kbr0r3+ux2O/ZGrKgz0yeprr440ijWONQqKMBQMAVhax4dN/cm5glCSNgMrdD70TouNPljr3HUoSjS5Y666+Yl1qFjoNr9nslR5yOg5/FjWNoNr/AGjrHmT/ADhMyPnue361fj8JOsErSzq8u0+Wq8DPuaxom1LTJZEjWWGRuGwmTWM3JSi5rTsc9RzUoupG0V0O8uby3s499xKsa+55P0FYMniO4vLlbfTLbcSfvSdx9OwrOs9Cv9Tl827Z40PV5OWP0FdZY6fbafF5dvHjP3mPJb6muhSqVfJfidUZVa23ur8Tk7lb/QdVa5AykjE5/hfPJBqLRbpI9fSU/IkjMOT0zXcSRRzRmOVFdD1VhkGuZ1XwvyJNOXqfmjZunuCayqUJwfNDVLWxlUw84NShqk72OprkPF//AB/W/wD1yP8AOt7Rba6tdOWK7bLgnAznavYZpusaPHqsafP5cqfdfGePQ1vVjKpS0WpvWjKrR0Wph63rYmgSytGym0CRx34+6K1PD2kGxgNxMv8ApEg6f3F9PrTdL8NxWUwnuJBNIp+UAYUe/wBa3amlTk5c9TcmjSk5e0qb9Dn/ABbKyafFGOjyc/gKu+H4kj0W32gAuu5j6kmpNX00anZGHdtkU7kY9Afeudh0jX7YmKCRkTP8Mvy0pc0KvPa6FPmhW5+W6aOxpk0SzwSRN911Kn8aq6Za3FpabLm4aaUncSTnHtV2ularVHUveWqOD0ef+zdbCynaoLRvn/PtUU8sms6s8hJCHJ/3UH/1q19d0C4lvTc2ieYJD8yg4IPrVrTdBe0065Em03U0ZQYPCjHTNeeqVS/s7aLU8xUajfs7aJ3Ocgil1fUY4V+UHhR2RBXbJFbaPpzmNCI4lLNjkt7/AFritMvW0jUDJJEWKgo69CK6E+LLJlIa3mIIwQQP8aeHnCKbk9SsNOnFNyfvGTJJfeJb4Ki7YlPA/hQep9TXW2ttDplgIkzsjUsx7nuTXOv4pjhi8uysljHbcQAPwFQ2kera5MDLNKlsT8zD5Vx7DvVU5xi9PekyqdSMZe770mVB9p8RatjfjOSM9EWtK78LxWtt5y32xk53SjA/SqVx4f1KznY26tIv8Lxtg4+lMXRdYu3CyRyYHeV+BWSi9VKDbMVFq6nBuRVn1K7ntvsss5liDbgTyT+PpWt4QH+nXB9Ih/OpLvw4llos0gbzbkAMW7AA8gVF4QP+n3A9Yh/OnCEo1Y846cJwrR5zsKKKK9I9YKKKKAM3VpdM2xQ6iVwxyoOePfjpVJb7w/pvMAjZ85yilj+daOpaVb6nGFmBDL9116iqUPhbT4zmTzZfZmwP0rnnGpzXil6nNUjV57xS9S/Yanbakshtyx2EBty4q5UcMEVvGI4Y1jUdlGKkreN7a7m8ea3vbhRRRTKCub8WJcyRwCON2gGS5UZ57ZrpKKipDni4mdWn7SDjc4Gx1O7sYjHaW6Bj1fyyzGr8eoeJJPnSKQj3hAFdfgCisY4eS05mYRw0krc7KWlXc15ZiS4gaGQHaQRjOO4q7RRXRFNKzOqKaVm7hRRRTGFNkcRxO56KpNOqlq8nlaRdP/0zI/PilJ2TZMnaLZyXh5Dca9G55xukP+fxruq5DwhHm9uJMfdjA/M//Wrr658IrU7nNglalfuFFFFdJ1mH4ouzBpghU4adtv4Dk1X8J2QS3kvGHzOdifQdf1/lVPxdITfQJ2WPP5n/AOtXSaTEIdJtUH/PMH8+a5I+/XbfQ4o+/iW30ItbvJLHS5JocCTIUH0z3rgd+6QvJuck5PPJ/GvS54IrmFoZkDxt1U1kT6Ho1nG9xNGRGvJDOcUYijKbunoGKoTqSunojiy3z7lG3HTB6Vt2/hzUb0iS6k8tTzmQ7mP4VWtIRq2tosUIjgDA7FHCoP8AP613tY4egp3ctjDDYeNS7lsYUHhSwjA8xpZT7tgfpWtaWcFlD5VvGETOcZzk1PRXdGnCPwo9CFKEPhRXvLS1vIdt1GrIvOWOMfjXO3P/AAjVqxHlmVh2jYn9c4rZ1qwl1GwMEMgRtwbno3say7XwjGADdzszd1j4H51jVUnK0Yr1ZhWjOUrRgn5sqJquhQsDHphPuwB/ma6LSr6C/tjJBC0Sq23aVA/lT4NLsbYARWsQI7lcn8zVoAAYAAHtV04Tju19xdKnOL95r5IWiiitjoOZ8YE+VaDtub+QrV0EAaJa4/uZ/WovEOnvf6d+6BaWI7lUd/UVzWn69d6ZEbfYrop+6+QVrjlJU6zlLZnDKapV3KWzR3dNkkSJC8jBUUZJJwBXIyeLroriO3iQ+pJNUSdW1uQD97Kufog/pVSxUdoK7KljI7QV2Wtc1s6g/wBmtc+QDyR1kP8AhW7oGl/2fZ7pFxcS8v8A7I7Co9H8Px2BE85Etx29E+nv71t06VKXN7SpuOjSlze0qb/kFFFFdJ1hRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcd8STjwzGPW5T+Rqf4ejHhOH3lk/nVP4mPjQbZf71yP0U1oeAV2+ELX/aZz/48a9WWmXL/ABHEv96fodNRRRXlHaFFFFABXktraj/haRiUfKt6z/llq9aryTQ7pH+JLXEjqqvcTfMxwOcgV6uW3UKrX8rOLF25oJ9z1uimSSxwpvlkVFHdjgVmyeJtEikEb6pa7icACQH+VebGnOfwq51uUY7s1a5PxD45g0HUzY/YpJnVAzNvCjn09a6wEEZHIqtcafZ3bh7m0gmYDAaSMMQPxq6EqUZ3qxuvuJqKbjaDszn/AA/43tde1H7ElpNDIULglgw469K6moILG0tWLW9rDExGCY4wpP5VPRWlTlK9KNl63HTU1G03dhUNxdW9qm+4njiX1kcKP1qPUr6PTNOuL2b7kKFiB39q8q0zTdR8d6vPcXdyUij+++MhM9FUdK2wuEVWMqk5csV1Mq1ZwajFXbPV7e/s7vi2uoZj1xHIG/lVivPp/hvLabbjSNUkS6Q5UyDb+q9K7qyjuIrKCO6lEtwqASOBgM2OTUV6VGKTpTv8rMqlOb0nGxPRVa+1Cz02Dzry4jgj9XOM/T1rm5viNoUbYU3Mg/vLFx+pFRTw9WrrCLZU6sIfE7Gf4vt/EGn6ymsabPPJBgL5SAsI8divcH1rH/4TzxKikPaxZHJLW7DH616PpOq22tael7ab/KYkYcYII61l+OLv7J4TvMHDSgRD/gR5/TNehQxCco0KtJNrQ5alJpOpCbS3PMfD39sSawbnSIfNu1DMSQCFDdTzx3r2LSP7QOlwf2p5f23H7zZ068dPauL+F9riHULsj7zLEp+gyf5ivQqM2rqVZ00lp16jwVO0Oa+4VV1K+i0zTri9mP7uFCx9/QfjVquA+JmqGO2tdMQ/6w+bIB6DgD88/lXDhKHt60aff8jor1PZ03Iy/CGny+JfE0+sXw3xwv5hz0Ln7q/Qf0Fep1ieE9KGk+HbaAriV182X/ebn9BgfhW3WmOr+1rPl+FaL0Iw1Pkhru9WFcZ8S5dvh2GP+/cr+gJrs64H4oPix06P1lZvyH/16eXK+KgGKdqMjZ8BJs8IWh/vF2/8eNdLWF4NTy/COmj1jz+ZJrdrLFO9eb83+ZdFWpx9EFFFFc5qFFFFABRRRQAUUUUAFFFFABRRSEgAknAHc0ALWHrXizStEJjnm8ycf8sYvmb8ew/GuS8V+OpJpH0/RpCqZ2vcL1Y+i/41R0b4f6lfypNqJNrbsNxycyN7Y7H616tHAQhD2uKlyrt1ZxVMTKUuSirvueg6Br9t4hsWubdHjKNsdH6g9fxrWqppumWmk2a2tlCI4l59yfUnuat151Vwc26a06HXDm5VzbhRRRWZQVBeXttp9q9zdTLFCgyWY1OTgZryPxFqdz4t8SJYWhzbRuUiHbj7zn8j+ArrweF+sTabtFatmFet7KOmrex6LpfibSdYmMFldh5gu7YylTj8a168GsXvIdWJ0ZpjMu4RtGMsyjqcfQdK7zwp45lvbxNO1YKJnO2KZV25b+6w9a7MXlbppzpO6XTqYUMYpe7PR/gd7RRRXkHcFFQXt5Bp9lLd3L7IYl3M2M8V5jrvxCvb0tDpgNpB08z/AJaN/wDE11YXB1cS/cWncxrV4Ul7x3+r+JNL0RP9LuR5naJPmc/h/jWFovjz+2deSwTT2SGQHa+/LDAzkjpiuD0Pw9qPiS7YxZEef3txJkgf4n2r1nQ/DthoFt5drHmVh+8mb7z/AOA9q7cRQwuFg4P3pv8AA56VStWkpLSJrUUVk+JNZTQ9Fmuzgy/ciU93PT/H8K8uEJTkoR3Z2SkopyZwXxC1U6jrMOl2/wA4tzggd5G7fhwPxr0XRrAaXo1pZDrFGFb69/1zXnHgHSH1TW5NVucvHbtu3N/HKef06/lXqtelmMo04ww0Ps7+v9fmcmFTm5VpdQoooryjtPH/AIg232fxVLIowJo0k/HGP6V6npFx9r0eyuM5MkKMfrgV598T48apYS/3oWX8m/8Ar12Pg2TzfCOnHuI9v5EivYxnv4GlPtp/X3HBQ93ETibtFFFeOd4UUUUAedxf8hxP+vn/ANmr0SvO4OdcT/r5/wDZq9Erjwm0jhwW0gooorsO4KKKKACiiigCnqOmQanCsc+4bTlWU8ispPCNoG+e4mYegwK6Gis5UoSd2jKVGnN3kilZ6VZWHMEID/325b86u0UVaSSsjSMVFWSCiiimMKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDOvtEsb9y8sW2Q9XQ4J+tUP8AhErL/ntP+Y/wroKKzlRhJ3aMpUKcndoy7Tw9p9o28RGVh0Mhzj8OlagAAwBgDtRRVRjGOkUXGEYq0VYKKKKooQgEEEZB6g1Db2dvabvs8KR7jk7RjNT0UrLcVle4UUUUxhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFY/ieTy9Fcf33Vf1z/Stiub8Xy4tbaLP3nLfkP8A69ZV3amzHEO1KTDwhHi1uZf7zhfyH/166SsfwzH5eixn++zN+uP6VsUUFamgw6tSigooorU2OV8W2chkhu1UlAuxiO3PH86Sw8UpBaxw3EDlkUKGQjkD2rqXRZEKOoZWGCCODWVL4a0yRsiJo/ZHIFcs6U1Nzpvc5J0aim50nuZ1x4vG3FtanPrI39BWWo1PxBcAFi6g9TwiV08Hh3TIW3eQZD/00YmtNESNQqKFUdAowKXsak/4ktCfYVan8WWnkUtL0uHS7fYnzSNy7nqf/rVfoorqjFRVkdcYqKsgoooplBRRRQAUUUUAFFFFABVeaxtLg5mtonPqVGasUUmk9xNJ7lNNJ0+Nty2cIP8Au5q2AFACgADsKWihRS2BRS2QUUUUxhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHAfFCTFnp0f96V2/ID/ABrovBsfl+EdOHrFu/Mk1yHxRmzfafD/AHYnf8yB/Su80KHyNA0+L+7bp/6CK9Wv7uApLu2/zOKlriZvyNCiiivKO0KKKKAI7h3jtpXiUNIqEqD0JxxXgEcc95d7YomkndiwRFySc54Fe+3Z22c7ekbH9K8c8Ef8jfYfV/8A0E17mUz9nSqzS2X+Z52NjzThHv8A8A0bfwX4j1pxNqErQg97mQs3/fP/AOqt22+GFkhU3N/PKO6ooQH+dd3RXJUzTES0i+VeRvHB0lurjURY41RRhVAAHtTicDJori/iLrUthpkVjA217vO9geQg6j8a5KFGVeqqa3ZtVqKnByfQ7NXV1DIwZT0IORWX4g1yHw/pv2yaJ5QXCKicZJ9/wqn4L0yXS/DcCTOS8x84rnhN3QD8KseKdHbXNBmtI2xKCJI/QsOg/HpVxhSjiOSTvG+5LlN0uZKzsc9rHiGLxB4E1O4gglhCMqESd/mHQinfDED+xbsjr9o5/wC+RXIWGtSWuh6j4fvlZUdW8rcOY5Ac7T7Ej866T4X3a7dQsyfmysoHt0P9K9fEYf2WFqRitLpr00OGlV560G3rb/M9Dqvf3kWn2E93Mf3cKF2/CrFc744jeTwhfBN2QFYgegYZrxKMFOpGD2bR6NSTjByXQ4SwtL/x74glmuZWjt4/mYjkRr2Vff8A/XXoVn4S0OxjCx6dC5A5eUb2P51xfgTxHpejWdzb30pheSUOH2EgjGMcf55rsB418On/AJicY+qt/hXq4/6z7T2dOLUFta5xYb2PLzTa5n3NyGGK3iWKGNI416Ki4A/CuH+J9xs0yxtwf9ZMWI/3R/8AXrrLDW9M1NitlewzOBkqrc4+nWuB+KEhOo2EeeFhZvzP/wBaubLqcvrcVNa6v8DXFTXsHynSfD638jwnC+MGaR5P1x/SuprI8LxeT4X01B/zwU/nz/WteuXFS5q85ebN6KtTivIK8n1b/iefEpbY8xrOkWP9leT/AFr1ivKPBg+1+PZrhuSPOk59zj+tduW+5GrV6qP5/wDDHPi/ecId2er0UUV5Z2BXm/xRk/f6bH6LI38q9Iry/wCKDf8AE2sl9Ldj/wCPV6OVK+Kj8/yOTGv9yzvPDcfleGtNT0t0/lWmSAMk4FU9N2w6LabiFVLdMk9gFFeS+JvEF14h1OYwNJ9igBMcakgbR1c/WpoYSWLrSs7Lqx1K6o011Z7PSEhVLEgAckntXjg8Xa1Lpdrp1pLJGbeMl5UOXcDJ5PYAVpT+KL+7+H8omnLXDXItmkxhmQru/PtmtpZTVi1drV2/4JCxsHfToei2+sabdyCO3v7aVycBUlBJ/CrteU6F4F/tnQItQjvTDcOzbFK5XAOOo57V6NpVtPpeiwwXt0biWFDvlOee/wBeBXPi8PRpO1Od2nZqxrRqzmryjZFm4vLW0Cm5uIoQxwpkcLn86fDcQ3Kb4Jo5U6bkYMP0rxxI77xx4mdTNgNuZS/KxRjoAPyrXbwj4l8Nym60m5EwHJEJwT9UPBrpnl1OCUJ1Ep9nt95jHFTl70YXieoUVl+H72+1DR4rjUbU21wSQUIIyB3wema1K8ucHCTi+h2xkpJNBRRRUjCuC+IXiNrWIaRauVkkXdOwPKqei/j/AC+td3I4jjZ26KCTXjGlwt4o8ZobjLLPM0sgz/AOcfkAK9PLKMZTlWntBXOPF1GoqEd5HWeBPCiQQR6vfRgzON1ujD7i/wB7Hqe3pXe0gAVQAAAOABS1x4jETr1HOR0UqUaUeVBRRRWBoFFFFAGH4u1E6Z4ZvJkbbI6+Uh924/lmuW+GWmKRd6m65I/cxkj8W/pU/wAT7orZWFqDw8jSEfQYH863vBVqLXwnYjGGkUyt9WOf5Yr1l+6y+63m/wAP6RxP38Vb+VCw+ErG28SDWICYiFIECKAmSME1w3xDsU07xDFdWw8triPzTt4w4PUfpXrFeZ/FBh9v09M8iJyfzH+FGWVqk8VFSd9LfIWLpxjRdl1PQ9OnN1ptrcE5MsSOT7kA1ZrO0BSnh/TlIwRbR/8AoIrRrzKiSm0u52Qd4pmN4pv7PT/D9y97GJo5F8sRH+Nj0H9fwrzLwr4Zk8RXzO4MVjE37xl7/wCytdP8UEl+yae4LeSJHDemcDGf1rL0Lx5DoukwWK6WW8sHc6ygbyep6V7mDhVhg+agryk/uPOryhKvapol+J6baWkFjbJbW0SxQoMKqjgVNXBwfE+yeQCfTp407srhsfhxXZ6fqFtqllHd2kokhccEdvYjsa8mvhq9L3qsdzup1qc9IMs15V8RdSe812LTozlLdR8o7u3/ANbFeq1414mE+meNp7qWAkC4E8YfpIowevpXZlEU67fVLQ58c2qaXdnqXh/Sl0bRLazAG9V3SEd3PJNadc74e8YWPiCQ28aSQXKruMb8gjvg966KuDERqRqP2qszppODguTYKKKKxNDzv4ox/LpkvvIv8jW58P5N/hG3H9x3X/x4/wCNZnxPTOl2L/3ZyPzX/wCtVv4bvu8Muv8AcuHH6A17FT3ssj5P/M4I6Yt+n+R2FFFFeOd4UE4BNFRztst5W9EJ/ShgzgNO/ea5b+84P616HXn+hL5mt2v+8W/Q16BXJg/hb8zhwPwN+YUUUV1ncFFFFABRVHVtQGm2DTYy5O1B7msTw1qlzPeyW9xK0odS6lj0IrKVWMZqHVmMq0YzUOrOpooorU2CiiigAooooApalqUOmW4llyxJwqL1NWoZVngSVM7XUMM+9cl4vkzewRg/djJ/M/8A1q6iwQRafbIO0aj9KxhUcqko9EYQquVWUeiLFFFFbG4UVyuo+IrmW8+zaaMgHG4LuLn2HpRFr+pWLqupWrFD/Ft2n/A1h9Zhe34nN9ap3t+PQ6qiora5iu7dJ4W3Rt0NS1unfVHQmmroKKKKBhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUVjeJL+exsY/s77HkfbuHUDFTOShFyZE5qEXJmzRWV4evJr3TBJO251cru9RWrRGSlFSQ4SU4qS6hRRRVFBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXG+LZt2oxRj+CPP4k/wD1q7KuD1Um98RyIOcyrGPwwK5cW/ct3OTGv93buzsdMh8jS7aP0jGat0gAUADoOKWulKysdUVZJBRRRTGFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHk3xCc3Pi1IBzsijTHuST/WvVoYxFDHGOiqF/IV5Nqf/ABMfiZ5fUfbEj/Bcf4V65Xq5h7tGjDyv99jiwus6kvMKKKK8o7QooooAr6h/yDrr/rk/8jXkXgJN/i6z/wBlXb/x017DPF51vJFnG9CufqMVwfgrwnqGk63Nd38SosaGOMhgd5J6j2wP1r1MFWhDD1lJ6taficeIpylVg0j0CiiivLOwK8s+ITGfxZaQN90RIv5sc16nXDePPDV5qM0GpadG8s8YEbxr1wDkMPxr0MsqRhiE5O2jOXGRlKlodwihECqMADAFLXAaJD4z1DU4JL+4mtbaBgXDqF8wemB1+prv65sRR9jLl5k35GtKp7RXs16nJeLPBkWtg3lntivwOc8LL7H0PvXnumXl74T8QJLcW8kbx/LLE3G9D1x6+oNe31l65oNnr1kbe5XDDmOVR8yH2/wrtwmYuEfY1tYPT0MK+F5nz09JD9I1uw1u28+ymD4++h4ZD7itBlDKVYAgjBB71xvh3wifC97caldaijQrEy4ClRt65b8qzovE+seJ/EUNto5NraRPvdiMkoD1b69hWUsJGc5OhL3Frd9ClXcYr2i959DUvvhzpN1O8sEs9tuOSiEFR9ARxVQfDCwHXULk/wDAVrq9T1vTtIiL3t0kZ7JnLH6Ac15x4g8dXusMbPTUkt7dzt4/1kntx0+grpwksfWsoyaj3ZlWWGp6ta9jOjhXSPGtvBpF2Z/LnSNZTj5ieGHHUdRWt8Twf7asz2+zHH/fRrX8GeC3sZE1LU0AuBzDCf8Aln7n3/lU/wAQtBm1KwivrWNpJrbIZFGSyHrgexrq+t0vrkFe9lZvuzH2M/YSdrX1sdHoJB8P6cV6fZo//QRWjXmvgvxNqsstlo0dok0MRIkkOdyR+/0r0qvHxlCVGq1Lrqd9CoqkE0I+djY64ryv4dEDxTchuG8h+D/vCvVa8p1jSNW8J+IG1PTkeSBmZ1kVCwAJ5VgK6svanCpRvZyWhjirxlCpbRHq1FebRfFCcKBPpcbN3KSkfoRU4+J+4fLo8hPtN/8AWrN5Xil9n8V/mUsZR7noVeXfFAf8TizPrbEf+PGup8OeKrvXb54ZNJltoQhYSkkjPpyBU3irwsniOGErMILiEna5XIKnqCKrCP6nil7bT8fyFW/f0X7MoeKtV+weB4VifEl1GkSkHsV+b9P51y+iR/2R4L1PWSo865/0WAkdAeCf5/lVLxN4cuvDsNrHLeG4ilZioAICkAdiferGpa9ps/gix0eDzvtMJVmymFyM5579a9SjRSoxjS95Sldvy/pHHOo3NuejS0M+1lh07wzcyfKbu/PkRjukSn5z+JwPwrej8OXEnw28xEzOZvtmzHJTGP5c1yOnyWgvoW1ASvaofmSPBLAduTwK9e0DxXpmuzNaWcc0bxR7troANvTjBp4+dWilKCvrdv8AJCw0YVNJO2lkct4I8X2VhYDTNQfyVViYpiPlwTnB9Oe9ehJLBfWzGGZJY3UjdGwYc1yfiXwdoTpLfyXI01jyzjGwn/d9fpXnlhdXenaun9jXUsj7wqFVK+bz0K+lcjwtHG3rUW4vrdaX9TdVp4e0Jq6L6NqHgbxKxMYfblRkYWaM+h/zg132neP9EvgFmla0kPVZhx/30OK3brT7bVLNYdQto5QQCysM4PfB7VyWp/DfTWR5bS8ktMDOJDuQfnyPzrN4nC4q31hNS7opUq1H+FquzO1hmiuIhJDIkkZ6MjAg/jUleMeH7680XxNFa2NylxG8whcIT5coJxkZ/nXs9ceMwn1aSV7p7HRh6/tU3azQUUUVxm5Fcxefayw5x5iFc+mRivE9E1GTwz4hWeaAuYS0UkZ4OOhx717jXP8AiDwjp+v4lkzBdAYE0YGT7MO9ejgMVTpc1OqvdkcuJoynaUN0Taf4r0XUlXyb+JHP/LOU7GH51sqyuoZSCD3BzXk998ONYt8m2eC6Tthtrfkf8ayjpHiXTDlbXUIcd4t2P/Ha6f7Ow1TWjVXz/pGP1qrD+JA9uoryLS/GHiHTZ1WcTXcZIXy50O78DjOa9bRiyKxUqSM4PUVwYrBzwzXM00+x00a8aq06DqKKK5Dc8v8AihITqtlH2W3Zvzb/AOtXoejxiLRbGMdFt0H/AI6K87+J8bDV7OTHytblQfcMf8a9E0iVZ9GspUOVaBCP++RXq4r/AHKjbzOKh/vEy7XkXjG4bXPGf2OD5thW2THc55/U/pXb+LPFcGiWbwQOr38gIRAc+X/tH/CuX+Hmhvd376zcqxjiJERb+Nz1b8P5mrwEPq9OWKn2svNk4mXtZKjH5npUEQgt44l6IoUfgMVJQTgZPSmo6yKGRgynoQcivId3qd/kJLFHNGY5Y1dD1VhkH8Kym8KaC7Fm0q2yeeExWxRVQqTh8LaJlCMt0c5f+CdDu7R4orKO3kI+SWLgqf61yHw9vJrLxFcaW5JSVWBXPAdO/wCWa9NubiO0tZbiZgscSl2J9BXlXgRXvPGjXQU7QssrH03dP516uFnOphqyqO6S69zirRjCtDkVmetVT1DS7HVYBDfWyToDkBhyD7HqKuUV5EZOLvF2Z3NJqzMTSPCmlaJeSXVnFIJXXaC77to9BW3RRVVKk6j5pu7FGEYq0VYKKKKgo434lJu8NxP/AHblf1BqD4YvnR71P7txn81H+FX/AIhR7/Ccx/uSo364/rWP8LpP3OpRf7UbfoRXsQ1yyXk/8jglpi16HoVFFFeOd4VV1N/L0u6b0ib+VWqzdffy9EuT6qF/Mipm7RbIqO0G/I5fwwm7W4z/AHUY/pXdVxvhJN2pSv8A3Yv5kV2VYYRWpnPglakFFFFdJ1hRRRQByni643S29sD90Fz+PA/rVDQCYPEESEc/Mh/KnOf7X8UY6oZcf8BX/wDVSx/ufF+Og+0kfn/+uvNk+ap7TzPJk3Kr7Tpex29YfiTUjaWgt4iRNNxx1C9/8K3CQBk9BXG27/214oEjDMSHIB/ur0/WuuvJpKK3Z3YibUVCO70Ok0i0ey0yKGRiz4y2T0J7VeooraKUVZG8YqKSQVl6nrttpj+U4aSXGdi9h7mtSsrUtBttSlEzs8cuMFl7ipqc/L7m5FXn5f3e5yes30eo6gZ4wwQoow3X3rTh8R6jOqw2lmjFRj5QWrHe2SPVzarlkWYJ83cZxXoUFvDbR+XBEsaeijFcVGM5yk727nBh4VJyk+a3cq6XJqEkDNqEaI+75Qvp70azObbSLmRThtmAfrxV6s7XIWn0a5RBlgu7H0Oa7JJqm0ux3TTjTaTvoYvhG1VpJ7phkphF9s9a6iWGOeJo5UV0bqrDIrmPCV3GpmtWYB3IdPfjmuqrPDW9krGeFUfZKxHBBFbQrFCgSNeiipKKK6NjpStogooqOeZLeB5pThEG4mjYG7aklFZ2k6suqpMyxGMRtgZOciqWv629gy29tjz2G5mIztH+NZurFQ5+hk60FDnvob1FZ+jrfLZZv5N0jHcB3A9DUl3qtlYuEuJ1Vz/D1NUprl5noUprl5np6lyikBDKGByCMg1zj63cS+I47SAhYFk8tgRnd6mlOooWv1FOpGFr9TeuruCyi824lWNOmT3qGz1Szvywt5gzDqpGD9cVS17R5NTSN4ZAJI84VuhzVLw/pF5Y6hJLcQqqhCoOQTn2rNzqKpy20M5VKiqqKjodNRUfnxGYwiRPNAzs3c4+lSVudFwoqOeeK2iMk0ixoONzHAp6sGUMpBBGQR3ov0FdbC0UUUDCuV8YSfvLWL0DN/IV1Vcd4ubOpQj0i/qa58U7UmcuMdqTNbwsMaMPeRq26x/DK7dEiPqzH9a2K0o/w16GtD+FH0CiiitDUKKpXWr2FmSs1ygYfwryf0osdVtNRZ1t3YlACQVxU88b2vqR7SF+W+pdoooqiwrk9b1+WSV7Sycqi5DyL1b1x6CtXxFfmy00qjYlmOxSOw7mqnhfTVSza7lQFpvlUEZ+X/69c1WUpy9nH5nJWlKc/ZQdu5h6fqs1jdxt9peSIkeYpyRj8a7a1v7W8GbedJPYHkfhUM2j6fOVL2sfBz8o25/Ksm/8MKv77TXaORedhbr9D2pQjVpLTVEwhWorTVHSUVz2ia3JLKbG/wDluAcKzcFj6H3roa3hNTV0dVOpGpG6CiiirLGSyCKJ5G6KpY/hXEaChvNfjkbnBaU/5+prpfEVx9n0abBw0mEH4/8A1s1l+ELf/j5uSPRB/M/0rkq+9WjHtqcVb368IdtTqaKKK6ztCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKQsF6kD60ALRTd6f3h+dG9P7w/OgB1FN3p/eH50b0/vD86AHUU3en94fnRvT+8PzoAdRTd6f3h+dG9P7w/OgB1IxCqSTgDk0m9P7w/OqOtXS22h30wYZSByOe+DVRjzSUV1FJ2VzzPwmDqXj4XJ5HmSzn9cfzFeuV5h8MYQdSvrhsfJCqDPuc/0r03en94fnXo5tL/aOVdEkcmBX7q/djqKbvT+8Pzo3p/eH515h2DqKbvT+8Pzo3p/eH50AOopu9P7w/Ojen94fnQA6im70/vD86N6f3h+dADqKbvT+8Pzo3p/eH50AOopu9P7w/Ojen94fnQA6im70/vD86N6f3h+dAGT4qsp9R8NX1tbKXmdAVUH7xBBx+leT2cPiKxaS1s4L+BpSN6xxMC2PfFe3b0/vD86N6f3h+dd+Fx7w8HT5U09dTmrYZVZKV7M8m0/wDrepSCW9ItVY5Zpm3Ofw/xNd9ofhPTNCAeGMy3GOZ5eW/D0/Ctven94fnRvT+8PzpYjMK9dcrdl2Q6WFp09UrsdRTd6f3h+dG9P7w/OuE6BkVtBC7vFBHG8hy7KgBY+/rUtN3p/eH50b0/vD86bbe4WsOo603en94fnRvT+8PzpARm0tycmCIn12CnrDEn3Y0H0UUu9P7w/Ojen94fnTuxWQ6im70/vD86N6f3h+dIZS1XRrHWrYQX0PmKp3KQcFT6g1g2/w60OGXe/2iYA5CSScfQ4AzXV70/vD86N6f3h+db08TWpx5YSaRnKjTk7yWpQfQNIkIL6ZaHHT90KlWygsbeZtPs4I5dh2hEC7jjgHHvVren94fnRvT+8PzrN1JvRu5XJFbI8ri8NeJfFF+ZtVaSBFbBacYC+yLXeaH4X03QUBt4t9wRhp5OWP09B9K2N6f3h+dG9P7w/OuqvjqtZcm0eyMaWGhB8277s4jxR45u9G1OWwtrJMoo/eyk4ORnIA/xrlGbxR4vk2kTzRE9MeXEv9P516/IkEv8ArFjf/eANODRqAAVAHYGtaOOp0YL2dNc3d6kTw06kvenp2OS8MeBodGlW8vXW4vF5QKPkj+nqfeuwpu9P7w/Ojen94fnXFWr1K0ueo7s6KdONNcsUOopu9P7w/Ojen94fnWRY6jrVLVZG/si88l/3nkPt2nnO04xXD/DfWY1S5065uCJGYSQiRuvHzAZ798V008NKpRlVX2baGM6yjUUH1PRaKbvX+8Pzo3p/eH51zGwpAPUUtN3p/eH50b0/vD86AHUU3en94fnRvT+8PzoA5rxp4ck17To2tcfarclkUnAYHqP5VwUU3i+ythpsSajHGBgRrEcgexx0/GvYt6f3h+dG9P7w/OvQw+YSpU/ZyipJbX6HLVwqnLnTszzLRPh5eXcq3OsSGGMnc0QOZH+p7fzr0uCCK2gSCCNY4kG1UUYAFO3p/eH50b0/vD86wxOLq4h3m9OxpSoQpL3TG8VaVe6zo5tbG5EEhcFskgOvoSKXwvoTeH9J+yPcec7OXYgYUE9h7cVsb0/vD86N6f3h+dR7efsvY9L3K9lHn5+pz3i/xFc+HbO3mt7ZJjLIVYuTtXAz27mrFp4q0i40mO/kvYYQy5ZHcblPcY61PrulQa7pMtjLKE3YZHGDtYdDXA/8K0vvPA/tG08ru+Dn8v8A69dmHhhKlJKrLlkn96MKsq8J3grpkHirxfLr7DT9PSRbQsBjHzzN249Pauz8F+HToWmGS4GLy4w0g/uDsv8AjTvD/hHTNCImDC4u/wDntJj5f90dq6Len94fnRisXT9n7DDq0fzCjQlze1q7/kOopu9P7w/Ojen94fnXmnWOoqG4u7e1geeeaOOJBlnZsAVkaR4rsNa1G5tLQSEQruErDCuM44rSNKcouaWi3Jc4pqLerN2im70/vD86N6f3h+dZlGF41QP4Q1D2QN+TCuS+F741HUE7GJD+p/xrr/GDKfCWpAMD+69fcVxnwxIGrX2SB+4HX/er2MN/yL6vr/kcFX/eof13PUKKbvT+8Pzo3p/eH51453jqw/FUm3SAvd5FH9a2t6f3h+dc14vmBhtYwQcszHB9v/r1jXdqbMMS7UpCeD4/+PuT/dX+ddRWB4UVU0yRyQC8p7+gFbu9P7w/OjDq1NBhlakh1FN3p/eH50b0/vD862Nx1UdXu/sWlzyg4bbtX6nirm9P7w/OuV8WXvmSw2cZyF+dsep6Csq0+SDZjXnyU2w8I2u6ae6YfdART7nk1U1b/RvFBf8A6aI/8q6fSLVLDTYoSV343Pz3Nc74ri26hFOpBDpjI9Qf/r1zVKfJQXkclWm4Ydd1qb2v3os9KkIOJJfkT8ev6Vn+ErTZbS3RHLnYv0H/ANf+VZGsaidUmtooskKgGPVz1/wrsbGGOysYbcMvyLg89T3q4P2lXm6I0g/a1+ZbIbqOpQaZB5kxJJ4VB1aodM1q31RnSNWSRRna3ce1c1rsrX+v/Z1b5VKxL7Z6n9amEcejeKItrAQMOCT0BGD+opOvLn0+FOwniJ+00+FOxua7qj6ZbxNEEMjvjDeg61pxuJI1cdGAIriL65fXtZjji4izsTPZe5NdshjRFQMMKMDmtaVRzlJrY1o1HUnJrY4KD954jTPe6/8AZq9Arz1JVtdd82TIWO4JbHPGa79Zo3RWV1KsMg5rPCfa9TLBP4l5j6CMjB6U3en94fnRvX+8PzrrO45TVfDs8E5udPBZM7tinDIfao7PxLeWjCK9jMqjqWG1x/jW3qXiC1sAUQiaf+4p4H1NcwzX2v3ReTGxASSBhUHt71wVLQl+6evY82ry05/uXr2NLUtcu7jUY7bTHwMgAgA7yfr2rVe/utP0Q3F+E+0jICjue1cppF7BYXpuZkZtqnYqjuf/AK1N1LVJ9Tm3ynag+4g6D/69Sq7Scm9X0JWJai5t6vp0RteGJbu6vrieWZ3j24bJ4LE8V0F/bG7sJ7cHBdCAfesG01ey0fR4YlxLcMu5kT1PqaXSL3UtUvxcSzeXbRk5UDCt7e/1ranOKiqe7ZvSnFRVPdv9Sj4dvvsGoPaz/Isp2nP8LD/OKjcfbPFhV+QbjGPYf/qrR8RaQJSb61wXx+8QHk+4rB0+6EGqwXMrEgSAuf5mued4NU5bJnNPmptUp7JnotcQypeeLGSdd6NMVKn0HT+VdnHPDLGHjlRkPQhuK4gyC28VGRzgC5yT7E//AF66cS/h7XOrFte72ud18qJ2CqPyFcRoZ+0eJFk9Wd/510mu6glppkmHHmSDYgB9eprF8JW48+a6bACrsXPqetKq+arGK6CrPmrQgump11FZVxr1vDqcdkqmRmIVmU8KTWnvT+8PzrpUlK9uh1xnGV0nscXrZl0/xE1xESrHEin17H+VdnDKs8Ecq/ddQw/GuX8XRgtbTqQeChx+Y/rSQ6yLfwsqK3+kZMKjuB6/ka5YTVOpNPbc4oTVKrNPbci1q8bVtVisbdsxK+0Y6Fu5/CtHVNdTTQtlZKHlQBSTyE9B7msLTAbO1uNTON0Y8uHPdz3/AAFUI5jGzS8mY9GPb1P1rD20km+r/I53Xkk5dZfkb+k63fyarFbXMgdXJUjaMg49q6wkKpZiABySe1cz4a0vyj9vuCFYjEak84Pc0eKtRZQllE3DDdIQe3YV0U5yp0uaZ1Upyp0XOoWZ/FdnFMyJHJKo/jXAB+mawdevodQvY54CSvlgEEYIOTxWtp+n2WmaWb2/VHlZc7WwcegA9a5eaQSzPIEVAxJCqOB7VhXnPlSn16HPiKlTlSm9+h3Xh3/kB2/0P8zWpWV4edRoduCwHB7+5rT3p/eH5130vgXoejR/hx9EOrM137Z/ZrLZKSzHDlTyF74rR3p/eH51k+I3lOkMtuSSWAfaedvelV+BhW/hsydG8P293H589wsoBwY426H3NdRb2tvaJsghSNf9kda4rSNTvLEmC1tkkLnJBByT9a7eKXdEjSbVcqCy5zg+lY4bkcdFqc+E5HH3VqSUU3en94fnRvT+8PzrqOw4/wARyNea5FaKeFCoPq3+RXXwxLBCkSDCooUfhXG3TpH4v8yRgEEykk9AMCuzEiEZDKR9a5qGs5vzOTD6znJ73HUU3ev94fnVW91O1sIS80gz2QHLN+FdDaSuzqlJRV2c34oRYdWt5YvlkZQxI9QeDXXryoJ9K4m1E2va59olAESkM2TwqjoK7Xen94fnXPQ95ymtmcuG96UprZjqKbvT+8Pzo3p/eH510nWcz4vn/wCPa3B9XP8AIf1rT8OweRosPHMmXP4//Wrm/Ekv2jW2RTkKqoP8/jXaQBIYI4gy4RQvX0FclL3q0pdjio+9XnLtoS0U3en94fnRvT+8PzrrO0dRTd6f3h+dG9P7w/OgB1FN3p/eH50b0/vD86AHUU3en94fnRvT+8PzoAdRTd6f3h+dG9P7w/OgB1FN3p/eH50b0/vD86AHUU3en94fnRvT+8PzoAdRTd6f3h+dG9P7w/OgB1FN3p/eH50b0/vD86AHUU3en94fnRvT+8PzoAdRTd6f3h+dG9P7w/OgB1FN3p/eH50b0/vD86AHUU3en94fnRvT+8PzoAdRTd6f3h+dG9P7w/OgB1FFFABUckEU2PNjR8dNy5xUlFAEH2K0/wCfaH/vgUfYrT/n2h/74FT0UAQfYrT/AJ9of++BR9itP+faH/vgVPRQBB9itP8An2h/74FH2K0/59of++BU9FAEH2K0/wCfaH/vgUfYrT/n2h/74FT0UAQfYrT/AJ9of++BWB41it7bwnfOkESsyqoIQA8sK6auS+I0mzwqVz9+dB/M/wBK6cHHmxEF5oyru1KT8jM+GlnFJp19NLEj7pgoLKD0H/167n7Faf8APtD/AN8CuX+HEezwuWx9+4c/yH9K6+rzCXNiZvzJwqtRiQfYrT/n2h/74FH2K0/59of++BU9FcZuQfYrT/n2h/74FH2K0/59of8AvgVPRQBB9itP+faH/vgUfYrT/n2h/wC+BU9FAEH2K0/59of++BR9itP+faH/AL4FT0UAQfYrT/n2h/74FH2K0/59of8AvgVPRQBB9itP+faH/vgUfYrT/n2h/wC+BU9FAEH2K0/59of++BR9itP+faH/AL4FT0UAQfYrT/n2h/74FH2K0/59of8AvgVPRQBB9itP+faH/vgUfYrT/n2h/wC+BU9FAEH2K0/59of++BR9itP+faH/AL4FT0UAQfYrT/n2h/74FH2K0/59of8AvgVPRQBB9itP+faH/vgUfYrT/n2h/wC+BU9FAEH2K0/59of++BR9itP+faH/AL4FT0UAQfYrT/n2h/74FH2K0/59of8AvgVPRQBB9itP+faH/vgUfYrT/n2h/wC+BU9FAEH2K0/59of++BR9itP+faH/AL4FT0UAQfYrT/n2h/74FH2K0/59of8AvgVPRQBB9itP+faH/vgUfYrT/n2h/wC+BU9FAEH2K0/59of++BR9itP+faH/AL4FT0UAQfYrT/n2h/74FH2K0/59of8AvgVPRQBB9itf+faH/vgVwfiD4dvNdPdaPIi72LNBIdoU/wCyf6V6HRW+HxNTDy5qbMqtGFVWkeSW/h7xlbSBIopQAcDdKrL+prvvD2n30enEa3Favc7zgoi/d7ZwMZ61u0VriMZKvGzil5pak0sOqbumyD7Faf8APtD/AN8Cj7Faf8+0P/fAqeiuM3IPsVp/z7Q/98Cj7Faf8+0P/fAqeigCD7Faf8+0P/fAo+xWn/PtD/3wKnooAg+xWn/PtD/3wKPsVp/z7Q/98Cp6KAIPsVp/z7Q/98Cj7Faf8+0P/fAqeigCD7Faf8+0P/fAo+xWn/PtD/3wKnooAg+xWn/PtD/3wKPsVp/z7Q/98Cp6KAIPsVp/z7Q/98Cj7Faf8+0P/fAqeigDyLxrrC6jqp02xhVYIH2EImDJJ0/ToK7jwl4aTSNGVbuKN7qY+ZJlQdvov4Vej8M6TFrDaqtqPtRJbOTgMe4HTNa9ehiMXCVGNCkrJb+bOWlQkqjqTd30IPsVp/z7Q/8AfAo+xWn/AD7Q/wDfAqeivPOo53xda28fhTUWSCJWEXBCAEciuP8AhpDHNqt8JY1cCAYDDP8AFXYeOZhD4QvcnlwqD8WFcv8AC+Im71GbHAREz9ST/SvYw+mXVH5/5HBV1xUP67nof2K0/wCfaH/vgUfYrT/n2h/74FT0V453kH2K0/59of8AvgVyniuOOK8t0ijRB5ZJCjHeuyrjvFwxqMB9Yv6mufFfwmcuM/hM2NBsoDo1u0kEbMwLEsoJ61pfYrT/AJ9of++BUOkLt0i0H/TJf5VdrWmrQSN6StBLyIPsVp/z7Q/98Cj7Faf8+0P/AHwKnoqyyD7Fa/8APtD/AN8CuS0uwe/16SSeDZFGxZlK4A9BXaUVnUp87TfQyqUlUabexB9itf8An2h/74FVNQ0W1vrYxiNYnHKuigYP9a0qKuUVJWZpKKkrMwdN8Mw2cvnXDidgOFK/KPf3rX+xWv8Az7Q/98Cp6KUIRgrRJhTjBWijhdYgbTdcMvkp5ZcSIpHysPSoZprjWbhY4LSNSOiRIBj6mu9kijmXbLGrj0YZoihihXbFGiD0VcVzPDNt+9ozleEbbXNozK0nQYLGDM6JNO33iRkD2FaP2K0/59of++BU9FdMYqKsjrhBQXLEyp/D1hcXa3DRlcdUXhW+oq6LG0Ax9mh/74FWKKFFJ3SCMIxbaW5Vlt7KCF5Xt4QiKWJ8sdBXF6hqxvGMdvbxwRE8BUG4/U13rKroUYAqwwQe4qlbaPYWkvmQ2yq/YnJx9M1nWhOdlF2RjXp1J2UXZdTB0nwyJo0uL0kK3IiHB/GujXT7NECrawhR22CrNFVTpRpqyLpUY01aJjP4Y015S+2RQTnYH4qPU/DcNzFH9k2QNGMYxw31963aKTo02mrCdCm01bc5ey8JbZA97MrKP4I88/U10C2FmqhRawgDp8gqxRThSjD4UVTowpr3UQfYrX/n2h/74FZuoeG7O8y8Q+zyeqDg/UVs0VUoRmrSQ5wjNWkjN07RrextBFIqTPkkuyCsrXtAeWQXNjEp4w8a8fiK6eiplSjKHJ0JnRhKHJ0OBg0TUrqZUaCSMdC8gwAK7G10qztrZIRBG20csygkn1q7RU0qMaevUmjh40ndas8+sriC11gy3ce+NWYMu3PPPatmbxBpSj9zp4kP+0iqK1L7QLK/mMzqySHqyHGfrTbXw5p1q4fy2lYdPMOR+VYxpVoXjFqxhClXheMWrEU2nrquiAi0S2uGG5QABg/4GuYi0bUJbkQfZpEY9WYYA9816FRWlTDxm02zWphY1Gm3qc5qnh53soI7PZ+5U7lIwXPrmubSG5tbgFrRi6/wyRkj8q9HopVMNGTunYmphIzfMnY5fS4tSvLlHntYI7dT8+6ALuHtxVLxJZPb6iJ0gCwMq4Kr8uR2NdrSEBhggEehqpUOaHK2VLD81PkcmcCkN7rd0BHCigcZRNqIKva3oiWGnW8kI3bCRK3ck967BVCjCgAe1NljSaJo5FDIwwQe4qPqy5Xd3b6kfVFyu7u31Oe8Li3ubGSKSGN5I36soJwf8mt37Faf8+0P/fAqpp+jQabcyywu+JBgITworSralGUYJSN6MZRgoy3RB9itP+faH/vgUfYrX/n2h/74FT0VoakH2K1/59ov++BR9itP+faH/vgVPRQBB9itP+faH/vgUfYrT/n2h/74FT0UAYuq+HoL4B4NsEyjAwvyt9awW8PatCcIgYeqyD+tdxRWE8PCT5tmc88NCb5tn5HDf2NrR48lv++1q3aeFLiRw15Ksa91Q5Y/jXXUUlhodW2SsJC/vNsqQaZZW8SxpbR4HdlBJ+pqT7Faf8+0P/fAqeit0ktEdKSSsiD7Faf8+0P/AHwKPsVp/wA+0P8A3wKnopjOCaNJvExjCgIbnG0DjGa7b7Fa/wDPtD/3wK4qz58UJ/18t/M13lcuF+0/M48HqpPzIPsVp/z7Q/8AfAo+xWn/AD7Q/wDfAqeiuo7CD7Faf8+0P/fAo+xWn/PtD/3wKnooAg+xWn/PtD/3wKPsVp/z7Q/98Cp6KAIPsVp/z7Q/98Cj7Faf8+0P/fAqeigCD7Faf8+0P/fAo+xWn/PtD/3wKnooAg+xWn/PtD/3wKPsVp/z7Q/98Cp6KAIPsVp/z7Q/98Cj7Faf8+0P/fAqeigCD7Faf8+0P/fAo+xWn/PtD/3wKnooAg+xWn/PtD/3wKPsVp/z7Q/98Cp6KAIPsVp/z7Q/98Cj7Faf8+0P/fAqeigCD7Faf8+0P/fAo+xWn/PtD/3wKnooAg+xWn/PtD/3wKPsVp/z7Q/98Cp6KAIPsVp/z7Q/98Cj7Faf8+0P/fAqeigCD7Faf8+0P/fAo+xWn/PtD/3wKnooAKKKKACiiigAooooAKKKKACiiigAooooAK4X4nzbdKsYc8vOW/Jf/r13VeXfE2783V7S0U58mEsR7sf8BXoZXDmxUfLU5cZK1FnX+BofJ8I2Oerhn/NjXRVS0e1+xaNZW2MGOFFI98c1drkrz56spd2zelHlgl5BRRRWRYUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUVDdXUNlay3NxII4o1LMx7Cmk27IG7anE/E2/Ca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id=\"5.3\"></a>\n## Minimum Samples Split number","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    Now is a good time to talk about the Minimum Samples Split number. As we can see, we still have an impure node. <br>\n    By setting the Minimum Samples Split number to 3, we can stop our algorithm without making further decisions, and we'll just have an impure node in our leaves. <br>\n    So how do we decide what decision to make in impure nodes? We select the class with most samples within the node. <br>\n    In our case both samples appear the same number of times in the node (unlucky), so we'll just choose randomly.\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    With this, we've finished building our Tree! <br>\n    Now comes the easy part, coding it up.\n</div>","metadata":{}},{"cell_type":"markdown","source":"<a id=\"6\"></a>\n# 💻 Code Implementation","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    sklearn's DecisionTreeClassifier does all the heavy lifting, but now that we've seen how it works, we perchance have a deeper appreciation of the open source community.\n</div>","metadata":{}},{"cell_type":"code","source":"# defining our tree object with the hyper parameters discussed above\nmodel = DecisionTreeClassifier(\n    criterion='gini',\n    splitter='best',\n    min_samples_split=3,\n)\n\n# CART algorithm that builds the tree based on our data\nmodel.fit(\n    X=df.drop(columns=['Survived']), \n    y=df['Survived']\n)","metadata":{"execution":{"iopub.status.busy":"2022-10-01T14:00:43.726195Z","iopub.execute_input":"2022-10-01T14:00:43.726582Z","iopub.status.idle":"2022-10-01T14:00:43.743591Z","shell.execute_reply.started":"2022-10-01T14:00:43.726549Z","shell.execute_reply":"2022-10-01T14:00:43.742371Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    sklearn's plot_tree comes in handy so that we can visualize our Decision Tree Classifier.\n</div>","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(10, 10))\nplot_tree(\n    model,\n    feature_names=['Female', 'FirstClass', 'Age'],  \n    class_names=['Not Survived', 'Survived'],\n    impurity=False,\n    filled=True,\n    fontsize=18\n)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-10-01T14:01:50.021964Z","iopub.execute_input":"2022-10-01T14:01:50.022447Z","iopub.status.idle":"2022-10-01T14:01:50.387405Z","shell.execute_reply.started":"2022-10-01T14:01:50.022413Z","shell.execute_reply":"2022-10-01T14:01:50.386339Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    So now, if for example we were to feed in a passenger with Female = 0, FirstClass = 0 and Age = 36.0, we'd use the predict method to get whether or not they survived.\n</div>","metadata":{}},{"cell_type":"code","source":"inputs = pd.DataFrame([{\"Female\": 0, \"FirstClass\": 0, \"Age\": 36.0}])\nprediction = model.predict(\n    inputs\n)\nprint(f\"Survived: {bool(prediction[0])}\")","metadata":{"execution":{"iopub.status.busy":"2022-09-29T14:08:00.897968Z","iopub.execute_input":"2022-09-29T14:08:00.898509Z","iopub.status.idle":"2022-09-29T14:08:00.910852Z","shell.execute_reply.started":"2022-09-29T14:08:00.89847Z","shell.execute_reply":"2022-09-29T14:08:00.909313Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id=\"7\"></a>\n# 🙇 Conclusion","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #d7ffd7;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    With this our notebook has come to an end. <br>\n    If there are any mistakes, please point them out to me in the commets, this is a living and breathing document.  <br>\n    For related notebooks: <a href=\"https://www.kaggle.com/code/chazzer/ml-grandmaster-decision-tree-regressor/\">🌳 Decision Tree Regression</a>, <a href=\"https://www.kaggle.com/code/chazzer/ml-grandmaster-random-forest/\">🌳 Random Forest</a>, <a href=\"https://www.kaggle.com/chazzer/ml-grandmaster-gradient-boosting-xgboost/\">🌳 Gradient Boosting (XGBoost)</a>.\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: #3b3b3b;\n            font-size: 115%;\n            text-align: left;\n            display: fill;\n            border-radius: 5px;\n            background-color: #e8f4ff;\n            overflow: hidden;\n            font-weight: 600;\n            border: 5px solid #ffcfa0;\"\n     >\n    Stay tuned for more notebooks in the ML Grandmaster series. <br>\n    I hope you find this series of notebooks useful/fun!\n</div>","metadata":{"execution":{"iopub.status.busy":"2022-09-27T18:46:49.836321Z","iopub.execute_input":"2022-09-27T18:46:49.837242Z","iopub.status.idle":"2022-09-27T18:46:49.845052Z","shell.execute_reply.started":"2022-09-27T18:46:49.837202Z","shell.execute_reply":"2022-09-27T18:46:49.843684Z"}}},{"cell_type":"markdown","source":"## ML Grandmaster Notebooks\n<br>\n<div\n     style=\"float: left; position: relative; width: 100%;\"\n     >\n    <table\n           style=\"float: left; font-size: 16px\"\n           >\n      <tr>\n        <th><b>📈 Machine Learning Fundamentals</b></th>\n        <th><b>🌳 Decision Trees</b></th>\n      </tr>\n      <tr>\n        <td><a href=\"https://www.kaggle.com/chazzer/ml-grandmaster-linear-regression/\">Linear Regression</a></td>\n        <td><a href=\"https://www.kaggle.com/code/chazzer/ml-grandmaster-decision-tree-classifier\">Decision Tree Classification</a></td>\n      </tr>\n      <tr>\n        <td>Logistic Regression [work in progress]</td>\n        <td><a href=\"https://www.kaggle.com/code/chazzer/ml-grandmaster-decision-tree-regressor\">Decision Tree Regression</a></td>\n      </tr>\n      <tr>\n        <td></td>\n        <td><a href=\"https://www.kaggle.com/code/chazzer/ml-grandmaster-random-forest/\">Random Forest</a></td>\n      </tr>\n      <tr>\n        <td></td>\n        <td><a href=\"https://www.kaggle.com/chazzer/ml-grandmaster-gradient-boosting-xgboost/\">Gradient Boosting (XGBoost)</a></td>\n      </tr>\n    </table>\n</div>","metadata":{}},{"cell_type":"markdown","source":"<div \n     style=\"padding: 20px; \n            color: white;\n            font-size: 250%;\n            text-align: center;\n            display: fill;\n            border-radius: 5px;\n            background-color: #66023C;\n            overflow: hidden;\n            font-weight: 700;\n            border: 5px solid #F28C28;\"\n     >\n    🏆 Machine Learning Grandmaster\n</div>","metadata":{}}]}