{"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":"\n","metadata":{}},{"cell_type":"markdown","source":"# Transfomers for Time Series Forecasting","metadata":{}},{"cell_type":"markdown","source":"## Introduction\n\nTime series arise in a variety of fields and have been explored in areas such as finance, economics, medical data, utilities, and various other fields. A key task they attempt to solve is forcasting: using known observations from one or more time series inputs, to predict future values, or an outcome based on regression or classification.\n\nThe breakthroughs of Transformers in revolutionizing the field of natural language processing (NLP) has motivated researchers to examine their effectiveness in other domains such as image classification. In particular, the auto-regressive capabilities of Transformers seem appealing to sequential tasks, notably time series forcasting. Similar to natural language, time series have a positional dependency between the observations, just as there is a positional dependency between words in a sentence.\n\nThis report explores recent research efforts concerning the use of Transformers on time series tasks, specifically multivariate time series forcasting. Some common benchmarks in this area include:\n\n* PhysioNet Challenge 2012 [14]: Estimating a set of outcomes, such as mortality or length of stay in ICU, based on various indicators, such as blood pressure and heart rate, that are measured at different timestamps. A key challenge in this task is that these channels are not in sync, e.g. blood pressure data is available at time n, but heart rate data is available at time n+t. \n\n* Electricity Transformer Temperature (ETT) [6]: Estimating the temperature of a Transformer, based on multiple electricity load features. The granulatiry of the samples and the station from which the data was collected is reflected in the suffix. As such, ETTh1 refers to hourly samples from the first station, while ETTm1 refers to 15-minute samples from the same station.\n\n* [Electricity](https://archive.ics.uci.edu/dataset/321/electricityloaddiagrams20112014), [Weather](https://www.bgc-jena.mpg.de/wetter/), and [Traffic](https://pems.dot.ca.gov/): These are large, regular, and publicly available time series datasets that are commonly used in the time series Trasnformer Literature. They can be accessed from the linked sources. \n","metadata":{}},{"cell_type":"markdown","source":"## Time Series Transformers\n\nSince the introduction of deep learning, the task of time series forecasting has been considered using various models, such as LSTMs and others. These methods have been shown to perform well for smaller univariate time series. However, for longer and multivariate time series, they fail to take long range dependencies into account. Instead, they utilize a lookback window, which considers a limited number of past observations in making the prediction. \n\nOn the other hand, the Transformer’s attention mechanism captures the full horizon of the input data, and as such is able to capture long range dependencies. Furthermore, Transformers use positional encodings to pass the relative ordering of the sequence to the encoder. Self-attention and positional encoding are key modules in the Transformer and are described in greater detail below in the context of time series data, while borrowing examples from the NLP domain to bring the idea closer to the reader as language is more relatable than time series data.\n","metadata":{}},{"cell_type":"markdown","source":"### Self-attention\n\nSelf-attention is a key component of the Transformer architecture introduced by Vaswani et al [1]. The objective of self-attention is to establish a relationship between different parts of the input. In language tasks, self-attention is capable of defining the contextual usage of the word in a sentence. \n\nFor example, the word `mouse` can refer to a living creature, or a character if used in a sentence that includes words such as `cat`, or `mickey`. However, when used with words such as `laptop`, or `keyboard`, it probably refers to a computer accessory. Self-attention computes a score, i.e. attention score, on the word `mouse` against each of its neighboring words. So let’s say the sentence is:\n\n> An external keyboard and mouse can help boost your productivity. \n\nThe attention score of the word `mouse` will be high against words such as `kyeboard` and `notebook`. The reason for this is because a good tokenizer, such as word2vec, will make sure the vector representations of `mouse`, and `keyboard` are a short distance away from each other and as such will have a high self-attention score. As the figure below depicts, the words `cat`, and `keyboard` are both among the top 10 neighbor’s to the word `mouse`. This implies they play a key role in setting the context of the word `mouse`. However, `keyboard` and `cat` are not close neighbors of each other so they are unlikely to have a high attention score in a sentence such as:\n\n> The cat sat on the keyboard\n","metadata":{}},{"cell_type":"markdown","source":"![2023-07-05 - 10-38-05 - Embedding projector - visualization of high-dimensional data.png](attachment:e3310e0a-e551-4413-b848-eb9daf68fb45.png)\n\n(Image generated from https://projector.tensorflow.org/)","metadata":{},"attachments":{"e3310e0a-e551-4413-b848-eb9daf68fb45.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"![43c67e06-ad86-4c14-8e2b-fb84c90a540c.jpg](attachment:942fa3e3-9184-4108-ac84-faec3477429a.jpg)\n\n(Image 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AGfrXXVheLOdMtcf8/wBbf+jFoAT/AISq3/6Bmr/+AL0f8JVb/wDQM1f/AMAXreooAwf+Eqt/+gZq/wD4AvUOhSyXviPWL8Wl1BBJFbxobiIxliu/OAfTIrpKKAP/2Q=="}}},{"cell_type":"markdown","source":"This intuition is similar to how attention-scores are applied to time series. However, what is captured in this case is the periodicity, progression, and scale [3]. This is accomplished by training the tokenizer on the time series data using a function that is able to capture these properties, notably sine and cosine function. Hence, the embeddings created for a time series is based on the amplitude, scale, and frequency which helps establish correlations within a single time series, but also across multiple time series, i.e. channels.\n","metadata":{}},{"cell_type":"markdown","source":"![979c156f-007f-4199-9a42-2f7898ebb6ca.jpg](attachment:fc92b68b-c272-4f29-918a-1de53d2ed3d8.jpg)\n\n(Image showing multi-variate time series (multiple 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nkSNNwXczYGScAfiTin5PtRcLaHnuj3Xn/E3xF3/cqn/fBQf1r0ReleX+Ev3njW9vC/y3kV3IuB2W5VR/KvTst6CurF/Gl5IEPopuW9BRlvQVygEjKiF2ICrySe1cP4BvxqWo+JLoZCy3wkUH+6VwP0UVu+J55P7OjsIjia/mS2GOoUn5z+CBq5X4Y7Rea5tG1XeKVB/ssZMfpiuiir0qj7W/MtxtFPuejClpuT2o+b0Fc5A6im/N7UfN7UARyf8fMP0b+lTVC+DPHk/MAcDsak+b2oAdRRRQAUUUUAFFFFAEE/34f+un9DU1Qz/fh/66f0NTGgCjqh3W6QDrNIqfhnJ/QGiY/Z9Shm/gmHlN9eo/qKF/0jVGf+G3G1f949f0x+dT3dv9qtni3bWOCrehByDXE4upzTjv0+X9MZjeOJ2h8H36Rn95cBbZMf3pGCD/0Kq3giJLey1G3QAJDqdxGo9ACMVU8XTXFx/YunSH7NNLqSN5wAZQEVn3DPXkDg1P4HaUw6ys7q8q6nJvZV2g5VTnHbPBr04VYyocq66/oDWh1p6VSssyXFzcnoz7F+i8fzzUt7ObeyllH3gvy8dzwP1p1pALa0ji67VAJ9T3ril71VLtr/AF+IFe4/5CdmQefmU/iM/wBKq+KdQfTPDN/dREiYRbIsHB3t8q498kVztvdmTx9qDE/u3ZI0b1MeAf8A0Yat+M/tN3f6FpNqyLJPdNOWkGVAiXdyO/JB/CrwjTrST73/AA/4BrVpODSfWxpeE53ufD2mTSzPLI1lFudzksecknvW6TgZNct4Bbf4R0xvS2A/JmFbmpOxgW2QkPcNsBHYdz+Va4qXs5SfZsxSGRuL3UVmTJghUhWPRmPXHqBT4fk1e4X+/GjfkSKtxxiONUUYVQABVR/k1iNv78LD8iD/AFrilBw5ZPe+v5DMfx7qc+leEbye1meG5YrHFIh5Ulh/TNdDA4lgjk/vKDXA/E+5M9vb6bEhlKRT3cqg42qkZAJPsXzj2rtNHfzNJs3Jzut4z/46K9OUY+wi1u2/6/AVupfqhet51xDaL/Ewkf2VTn9Tj9as3VwLa2eUqW2jgDue1Q2du8e+ecgzy8tjoB2A9hXBVvN+yXXf0/4IDICU1a4Q9JEVx9Rkf0Fcj8R7kx3Xh6IdPtwnP0UqP/ZxXTRXtveXdnd2kokhk8yHcOmQef1UiuE8b36XfiC9gbA/s6yXZz952mhYn2wBiurLGlW5Xsm/x/4cpxl2PS7Y5Rv+ujfzNT54qC3HyN/vt/M1X1SSZLeNICRI8gAwfTn+lY1aipxcmSh97cOoWCD/AF0uQp7KB1NOsZGmsIXZiWKDLHuazzfJtu9T2kx29vkAnrxuP9BU2gzC40aGUDbuBbb/AHc84/DNc1Ko51ea+jv+FiuV8vMcPdSJP4q+3M4Ej+IYreNe5SKEqfw3Ofzr0pBhQK8khtjts9bkLM0niQqmTwqGVgcfVv5CvWx0r1cRfS/TT7gkkrWFyKjnuIraIyTPtUd8Vl61drbXNiWcrmXoCeT6flmluY/tst0x+ZIYyiDsXIyT/IfnXl1MS05QitV/lcOV2uaVxcR21rJcyttijQuzHsBya870eKRLjwzcyoVmvYdQuZAeoMu2QZ/DA/Cug8VTPP4Wt7CMkS6rJFZgjsH++f8AvgNWFcTed8RtPaMBbSET2UQHqsW5h+bAfhXqYeS5E/5r/wDpL/zBQum+x6MAcCihfuL9KDXM9iTMnvrhbhvLCeTHKkbZBJOcZ/LNaEjiOB5GOAgLE/Suav78W1hB8oJvb0gZPQAk5/8AHB+daPiW5W28KarOSQEs5Tn/AICa5cJKU6jT62f3lOLVmzjvAZA1ezXPztokcsg9C0zvz7/PXpNeceD9OfSvFNtDKxaSbRVlbJ+6d6/L+A2ivR69LES5583cJxUXZBSZoPSs3Sbl5/PEjE/PvTP90k4/ka451VGah3FYzfHfz+E7q2zhrmSGBfcvKq4/Wo9PG34gayOm62tX+v8ArRVPxhPHqWtaL4d+8s10s9xzj5FDMF47nGfwqt4atI9O8f61axJ5cXlRtGv+zk9PxJrvjJKly90/zX+Q+Vct3ud9QelFVr+YQ2M7k4wh5riqS5IuXYklhmS4hWWJtyNyDjFcZ4m+03vjrQbC0uHt5YoZpjKgBKAgDoeP4SPxrQ0zXre00aWa8YokKpIFVcsQ4yoA7knNUNEnh1r4g6rqcDiW3t7OG3icf7WXP49qrCVPaU+frb/gGqhKDu0S+AZppIdaFwweZdUkDsF25O1cnH4V2Nch4NATU/E8Q/h1Rmx9UU119a1VaX3fkZyd5MQnAzRnjNVNUb/QJEHJkxGP+BHH9aTT3LWKBvvRko2PVTj+lcvtV7X2XlcXS5z9+41H4i6bbKQU061kun/3nwij8smnfD3jwpbR/wDPJpYv++ZXFV/BpbUNX8Q6y68zXpt4zjokfAqfwCcaJcR4wYr65TH/AG1Y/wBa9Cf8Nx7W/W/4lNWVjq8UtFUtSu3s7femNxYAZGeOp/TNcVSpGnFylsiS7Xmnj2D+0vEE0HJSy0We5bHqcgfqor0jd8ua4aNU1S/8a3gBIEX2CMk/3IiWH/fTGumg95eX+RUHZ3Oq0Ft/h/TWznNrEf8Ax0VpVieEZPN8HaM/drKIn/vgVtVnNWk0SLSVz3iTXZtIvdLjiI2TT5nyM4iGAT7csvPtW+zBULMQABnJrPm1sXKnJRUu55l8QF+0eIzIDxYWtu5+slyF/kDXpcH+rPf52/8AQjXk+oXLapZeMtUZSAYrR4v+uYcsv5gA/jXq9scwKTwSSf1rrrfwof1ukxTVnZ9CaiijNcxIh6V5cWW88RjVlxl/EyWynH8EcDJ/Pn8a9I1G7Wx025umPEUbOfwFebWEBtvBPhu6cnzJtaiuHOOfnkZf5EV04e6Ta9P6+4pLS56in3FpaQcCmxzRzKWikVwCVJU5wQcEfXNc1yTkviFcNHpVtEnJacSkf7MY3E/yrpr27Sz0ye8c/JDE0hP0Ga5fxNGdQ1e7twMi10idv+BScD9ENVfGGpu/w9tIoz++1JIYlA/2gCf8PxqaUb1bd7HXNJ0oLte/z/4Bm+F7drS/8Nb8759Hndvq0iuf/Qq9OH9a43UYEsfF/hq3iH7tbG6hX6AR4/lW3eeJtG0+6NtcXyLKv3lUFtn+9gHb+OK6cTNNqT6/5s5oxlL4Vc16RjhSc4xUUVzDcW63EMqPC67ldWyCPXNcZe+Kp9SsLiyjt2hkvpPJ0+ZTkSoW2FvYgZb6YrmlNIunRlN2RdW7k1e7bXghj02wt5TaFuDMxHMmOy4GBnrkmsX4eJ5GpPDnl9IsZD9Srf410viXytK8BamkQCJDYPEg9Pl2gVjaFB9h8fz2o426Nbrj/dJFdVFONCd+v+aFKXNLTZbHcDjg1laxq89jc2lpZWgu7y4LERGTYAijLMTzjsPqaybKxk8TGbV7i8uoI5GaOzjt5mj8tFJBJxwSxGeQeMVo6do8mnXlzqN/qDXkhiEaSPGFMcY5wccEk9TgdBXHzSa0NOWFNtyeq6f12Na2llmtopJoTBIygtGzAlD6ZHH5VPVLS7p77ToLqSMRtKu/aDnAPT9Ku1ad1c5lJSXMupC//HzD9G/pU1Qv/wAfMP0b+lTUxhRRRQAUUhOBmojOM/ck/wC/ZoAmoqH7QP7kv/fs0faB/cl/79mgBJ/vw/8AXT+hptveQ3UJkjf5R1yMEVBf3O22ZwrqUBIJQjnBFYzXMP8AbEWjoJIrg2QkaVed3ONpXHpzmuarVmp8sFcqMXLY2tLUm0849ZmaQ/ieP0xVaXWTH4pt9ICLtktmlLc5DAgAflu/Kr8UiRRLGqSBUGB+7PauMuZx/wAJ5HqHzFYrqOyGRjAaFmP6sKqKdOEUbUKanzX6L8Sxq0n2v4maJaMA0dpbzTkEZwSCBVnwqPL1jxPGTyNT3/nGlZelyi7+KWp3O0ssVs0YABJByi/0NaWgyLB4q8VBtwX7RBJ9094R/hXfp7O/aP8A7cZVFZpLyN69O+5s4OzSbz9FH+OKuOcISTgAZrJh1C1uNZkMcys8UAwn8WCeTj06UniLUDa+Hr6WNH8zyikeVIy7fKv6kV51KXNzTBQbko9zlLZGFnoep7SGup7knPfzMuv/AKAKv3t19p+JOk7eY7e0dvoXKj+RFXdR0yaPw9p1tYwPLNYPCyx/d37MA8ngcZrH09SfF95I24Nb2luGGPulps4/Jf0pRvTqN/3fy0/U3rzVRc3r+dzU+HxH/CNpEP8AljLNF+Uz/wBK3+ZdY/2YIv1Y/wCA/WuY8ByiO31aHDYi1KcABSerZrV0nVUm1O+gkVxKQsynafmQ5UY+mMVtjHzVlHzb+7/gmHK3do2bu7gsbSS5uZVihjXczt0Fc7aa82qzmZLKWGW3mMaxScMysmVYj+HOP0p2oy/2xr9vpqh2tLIrc3fynlv+WaH/ANCP0FQX+oRaL4lnvJtyW9zYFmGCNzxN298PWdZOorXsbwpK3K1eT1/r5HPSxNquveKGdi/2PTjbhs/xNkv+e0iu38LS+f4W0mb+/Zwn/wAcFcp4Rs5fs3iZrkN58z+VJ8p4bytzD8C5FbXgq7VfAulSMHxHahThT/Dx/SuxwUKdl0t+RjU+JpG1ekS3drbdi3mMPZf/AK+Kzf8AhJYn/txAoQ6apO7dnf8AKTn2wQR+FSaZfLPDNfTsDKCUfYpKx7eoFcPcRSR6Xaz7GEmtxSRS8d5JQy/+Oswrz4Tl8ff8uh0YeipXUvL/AD/JG74VWWDQvIm4ktL1dw9nCn/2eua1KBpbbxxqLE5jMaJjnoc8/htrsVaOHVvEUL7ljaGG4Awf7hB/9Fiudtf9M+G/ia8Mbqb6S4mXK9lAUZPT+GurBQaqtv4dPvv/AMAnESbk5d7P8DvriTGkzupOSpxj3qtBJ5v9lqckqGLZ9VG3+Zpkdx9o0SywCTP5LE4PfDUtm2NUlVg22HcV+U5G8g15+JcniVFbafnf8jnRB4mjSz8L3yQrgzkR4B6mRgv9afpUi6Zo92hyVsi/Xuqjj9BVPxjebdPtY1VhuuA5yuOEVpM8+hUVhS6tezeBJZmikmlvNMSSecBVVDsIdj064PQda63S5ZRmtr2/Bs3X8NR+ZUjdV+GGjg7g8F5bXDkjrunzn9TXqK9K861+3W2+GNmFR1eG3t9xIx3Rj+td697DFD5krFEAyXcYUD3JrrlOUovm/mf6Mwa2OY8WsRfWku7EdtLE8n0Zwn/s1SeJklsvC62UPz3N1MqZBPJzuP6KaZrQXUNL12WM78248plGR8q7s5HuBUz3ceqeItFCkmOK1e8cYz94BF/9CavLhCMm59Xf8zsha0X/AC3/AMyhrF7GB4WuTykc8s+M9dsMmPzJH51TeAWN54Tjk3GYXkxldh/rGkiclvxJqG8iE2p+G9MLEvA9wzKBzhcKPzOfyrV8Yukd74dkXciR6ii8qR2Irsw8p3pJbKL/ABujnk7Xj5nZrnYv0rKv5pIr5505W3iG9R3DE/4Voiddo+WT/v2f8Kp20qm6u5Sr4aQJ9w9AP8c1liYufLBO12ZI5XW5YI73Tba5mSMWtoZFLHAMzlVQfjh6uePLrZ4FliGd135UAH+8wyPyzXLeK7sXHiJWAZo/7RiU8f8ALOLaD/4/KR9cVf8AEd2b5tGsESR1ttQhW4codoYuNq57nbk/lW9CiqNWlL+b/wBtaOmcb2j2X/BNaNh/wsuDAwDp88Y/4C8Y/oa7ToOTXENJ5fjjQJiD+/tbrjHXJDV1OoXONPuMK4PlnB2HjioUuXDxqPs3+LObqWbiUR2ksoPCoWyPpWZABay2LZwHi8lz6MBkfyaq90wsdOkmidmszFucHO1cDOQT2IrmLR59Nthp92szPqyJcwkLgpK2fN/IYP51w1JylLmcbOKN6dFyi3f+v+ASaXJ/aHjKy1J+syXd6Mj7sS7IY/zG4/jVzSWY/EGVnGGl01Xx/wBtCf5NTbRIZdf1RrQFYbSyt9Mh47tl2H4ArUk8yWXxDM2CqLpLscjsrLXo3/exXaP53ZnJ88m0dtXPeMLs23h+6CH940bED8P8SKZ4U12bVNIU3u43kZ2y4TqCNytgdMgiqniGRbvTHZg2Lq6gt4uP4PNXP54P6Vz4iXNDkXX8uppGm4VlGXRliDQYH1yCaZ222cMZSH+EtjAY/TBx9aj8JLGJfEN0FCiTVJgSB1CAL/MH9a1/OT+0opRkpLGUyAeSDkf1rB8LzH/hC/Nw3m3c88mQvHzzPj9DV0JKnh6jXR/8EznOUrXYvhKbf4i8S9Pnngk4/wBqP/61a2ma+mo61qWnhVX7IyhWzy+Rzx7HisLQriOy8YeJFYlY1ggl6dAoYfyFU7X7Xp2n6RrVvbyTXU/nCdQhw3nNvUk+gIH4E1dSo1GLb+yr/cjWjTU1K+/T1/pHY6rcRQCFp5BHDGxmkY9AqDJP8qxtTvnLxWthdNDHfyCXz4xysIQs7AnuduPxrLvbq4vrpNFuUdri4mjIkwcPbYDuQBwOVKkVJqFq2haTrTEloIrK4azBBzGrDJXp2Y8e2K46adSop92v8iuSNOPNLfsa/gO3EPgrTCVw08fnvzkkud2c/jVfwQQE1yM8eXq1wAP+BVoWjtp+h6fp8CHzktkjBKnChUGTXLaBqBsNP8X3JLeZHdyyDjuV/qa9KVdSnUivU54QcmdF4b8R/wBqQXz3ZSPyJC6NjaDCSdrfoefapdWv7Ro1mknUWohLiRfmDF/lTGOucnFZI8LqbbS90skUENokN4gQ/vkXDBc9huzn2JFQafbiTWrbTEtpks7I/ayTltykHylHsGZj/wABrz63NNKm+p1yp0pScov/AIY00sNW1iX7RJezafDANtqkLAl27u46EHoFPb61U8F2jDwleknzGurm5YPjG75imce+3NbIv107QryeTdi0WViSp6Lk1D4Ri+xeEtKt3R/M+zIz/KfvMNx/Umu3Cv8A2dS6uxyzqOWnQj8DTr/wg+ihmAJt1jXJ6kZH9K6T8a8s06O4u/CnhmytXKXCPcTRnHR4y+PwyQD9a9C0rU4tT0m2vVR1WVAxG0/Ke4/A5rSvJe2mvNjlStTU11Oc1eFNV17VIHbCpaLZISeFeTLk/olRza//AGzoMFhG8kUjw51KcxsBbRqv7zkjG48gfXPap9BiF/HcXT7s3xluM7clQzbY/wAlQfnT/Fl2brwPcQ4fzbvy7U/KcEu4Q/zNcOFcqtfkb0e36m06qh7ttvzMSayZvhjr2pvEYpdSgadYsY8uEKFiT8EUH6k11GrX80HhJp7ZylxMixwkdQ7kKMfnUHjSbb4Wv7eMFQ1vIuCv8IU//Wqmkq3sHhS0+YqUW6fAPIjQY/8AHmWu6rWU4NLo/wBEZUVeab16/qdB4evn1DQ7WaUkzBfLlz/fU7W/UGsvWtbnsPFOnwo7fZAn+kqAMfvGCIT/AMCB/OoXub7wzNqE4sVm0l7j7S0gkw0QbG/5cc4OW696XU7RNSuL/LMFmKQK+Cdvy5U/gxzXFWreziu9zaMYKpzNe6/6/ApeKtS1C/0XXjbNbR6bZqUkdwxeR1GWC44AzheR60/xBa/2Z4N0KArj7LdWIY+6uoNJrdktl4QsdEyzPd3kEMrlSN5aQO5/EBquePZQfCVw2HBjmgcEqR/y1XmvSoLSHmzCpJc3KtkaWv61FpdjIkcsbahKNltBuG93bhcDqRnr9DVDwrbNo19f6LJIX2CO5Rj1beMN/wCPKfzq3ZmNvE2qztFuaNYYVfYSQApY/T79Q65MNP1aw1kK4iQG2uiUIxG5G1vwYD864pN35jaNrOkluvx3X+XzIrOa3bVteu7iVViknjskLeyjj/vpzXJRFtS1HwZpZORAnmOP9wn/AONj86v2Ra40ua6kyvkubzaAfmeSQsD+CAAfU1V8PRY8dwtgskUl4qYHQKwH83NLCTcqvom/z/UiNbmdWL+zZL8UzovEp2eM/C7f3muEP4oKu+F0D2+pXG0fv7+ck+u1tn/stZvi6T/ipfCsgDDF1IpyCOqj1rS8HyAeGbV2V8yNJKTtJ+87H+tdFX7Ho/zYlpRb80YolngtbrwnbsVuHu2hjYf8s7Z/nL/gpKj3xWn4Xit2mvY1hQRRT+ZbqV+4MFAR+CkVrzRWMFxNqnkH7SICjSFSMoMnHpWJoANre2e8sPtFgGPHUhsn/wBDrjknGpE5cVX5qsOX5+r0JdZH9t+J7LRcZtbQLf3noxBIiQ/VgWI/2R61n3MwtfifcSnhf7G3EfR2q94RlF1Ff65Irl9TuWdPlPEKfJGPyGfxNc94tuPJ8ZTTDK7tDlXof9vH64r0p+6nDsv+HOiiuaoonY+E4jF4T0tT9426sfqRk/zqXxA5/sprZDh7plgX/gRwf0zUun4tdNtYPLk/dwovCHsBWfrFxu1XTY0RmZC8wQgjLAFR/wChfpXBVkoU9TDFSvfzf5s3YkWONUUYVQAB9KkqpBKyQoknmyOowW8sjNS/aF/uS/8AfBraOxVrA/8Ax8w/Rv6VNVRpgZ4jskwA38B9qlE6lgNkgz6oaYE1FFFABSYpaKAEx/nNGPrS0UAUNUAeKGLGRJMqkH06muRuXKeNG1UH5Yr6KxY9trRHP/jzLXa3H3ouM/P/AENcbBB/aXhfUvszo19cXUt7DHuG4hJflIHp8gGfesJQfM5f1odWGfLdvZ6fedBrutNoy2oS1e4eeQqUQ/MEClmYDvgDpXMErJ4Yl1vJKPqwvFb/AGBMEH/jorWsL2PXfFFrdwZa3trDzBkcq8p6H3AQ/nVLxNqDzao3hO1ghC3VhI6Y+UibkoPQAhH/AErSMJ1W+Xsy4yjScYSWulyDwGvm67rF2w+Z44mz672kf+RWrkbMni3xREpwZ4rTH4gpUvgW3KWupzED5rwwgjoREqx8e2Vas3Vrs6f4w1u4A+5p0MuPVgZAv64rXE3VKcVvypfkYS9+rp1Zb0/R01i1u9VhkMF7JeSvaXKjlAp8tQfVSE5HfNPnu73V7vSdKvdPmtp0uRPcnbuiZYwWBVuhBbbx1Heuh0OxOm6JZWbfehhVW92xz+ua0OBWEYaKxc6/vPS6Wwh4H0rkIV3+I/FsoH+rS2jGPVYy/wD7NVuz8QSz+O9U0Z2Q28FvE8QC4Ibq+T3++n0xUOgL9qm8USjJMuovF0/uxov9K6atJxpTT6x/OzOZbmb4SuPsupeLVz9y8eQZ6cs//wBatt9Dmmg067sbv7Hd28RXcYg4ZWwSrDI7gVz/AIf0lr3V9cZWlgkF46THd8rKUQgFe5yTz716CqhVAHQDArlnFzrOTWlvz1Zt7Tlacf66GdoulDS7Fo3l865mcy3ExGPMc98dgOgHoKNT0W01Wazkugx+yyiVQDwx9D7dPyrSxUN5MLaynuD0ijZz+AzWqitiPaS5udPU57wWol0a7vDgi81C5mGB1BkKj9FFZnhCdk+G0QHBTzIgM/7ZH9a2/BUBt/BmkIerWqSN9WG4/qa53weGuNK/s1B/qtQleTPTYrnj6kirxsv3c1Hq0vzFHVkt48lhNrOhWykTahJGbcD/AKaLtdvoNjNXVvo1nNb2MUsZIsnV4uSMMowDxUh0u1fVY9TePN2kRiV9x4UnPT+vuau9BWMYWVjapWuly/P1OK8TwXQ1zEIdILqyZLmcA4jjRizfiQxA+tGmWrR/CTymGGl0ySQj3dWb/wBmrR8W3gl8NS21nKkk2ouLGFkIYbnO1vyG4n6VpXVmkWgTWUSnYlq0Sj2C4FdMI8sfV/l/w5nOq5pR7GDpWpRReDtFvZh+7itvOkA5J2Jj884qn4j1gXOn291pDuryob2YhtrCOHqp9DuIH4GqGgRz6n4d8P6a0DiJiGkcjKtCD5mcjoCQq8+9dgnhqwju9QuUVg19H5cin7q5+9ge/U1wODlVm/P/AIB0wdOnaUt/wMDxpdJMT5bZEGlXNxnHd1Ea/wDoTVnhIh8GZXkjVpo7eW3DEcqfMZAM+2apky3Xg/V7iYHzEitNNB9SrgMfxLVekwfCt5pgwPN8RG2x7Nch/wCRr1MMoyopy/mv9xhXXLPk7L/gm746tQvw/wBQiX/ljANuPYiodXnGo22jaYuGFyqXEwbkFFAwD7Fiv5GtXxhH5ng7WFP/AD6yH8gTWN4XsJ/KsLy8B8+dECAj7kEa/KPxJ3H6iuHEt+wst2/zsOlZXk+h1cdlElg1sigIylW465GDms/w/oCaDZbDKbi6cKJbgjkhRhQB2AHQVtAcVzvju+n03wbqNzazvBcBFWORPvKSwHH51pRopuMF6GftJKLinoyiLGOL4k2/ztJmynuFVgMR5eNcD9TzUfxJ+TSNNnzjytQib+dWNPnW+8dR3KnI/sWNwf8AfkJ/9lpnxHgafwzGqD5vtkIH1LbR/MVtyWnGCFF3kmzrWICbicADJNULKVIdNNzKdqtumZvYkn+VYT65capHpVtZt5b3CM1ypXJXHyFD6fPnkf3TU0Xhy61KN5dduXDFPLS3s5nSONP0LE98/SvP5nOt7vRfmbeyUfjdjhplkuNK1O+b71tYQTtx0ea489v/AB1UFdj4g0/Op6DbGZ2E2pmTaOAoEcj/AJ5xzWPqSQpovjsgrGhYW8Sk4H7u3TAFbt3L9q8VeFNpziC4nP8A37RQf/H69Z04NRv9lP8A9JX6mE6nPJyItZjFv438JlBhQLiIA8/wDFa+s3a+bbaYpBlujyPRARk/mQKx/GDeV4l8Jy9hdyKTn1TFP0gNqV8utSjm7mKWw/uwRhtv/fR+b8RXn4p2oxguqt+LNacU05vp+YDw5qTQyaKbmJdDDhlJy0pTOfK9AAe/PGBXS3EVuqrczohNurMrlRlBjnHpxVisTxhcm08HatKv3vszon+8w2j9SKunTTko9yZ1ZS3MXwZG0unWzyIVa5mk1Fwe4f8A1f5KV/KqXjORrbxK0i/efRblR9cqB/Ou20+wjsbO2iVV3wwJDux2UYrivHEJl8WaDF2uA0J9xvQn+VEINVJS781vSzsOi1zxuat1ZSaPf200BK29zZ/Zbls/cKDKP+W4flVKK01O+sbfWZbwCwSZrxbV05RFDeXtPuMEg+tbnidrE6b5Go3Bt7Ng3nSA4IHT36kgVLr6LH4dkt4QFEgSBAPRiF4/A1yOm7yqdFp+o6mIcaTktzI0+drPwuZXGH053LD0G0n+TVP4bgMfhjw3anP/AB7JK/4ID/MiqXiSUWel+KYsf62zWRB7svl/zArc0dWLxxsNptLZICMfxd/5CqceWiofzP8A9J/4Bx4fSml20OL1ITN481XTbfd5mo28UJZR91CSXP8A3zn86728iWKwis4QFVysKgdl7/oKwrOCM/FDUpGRTIunxFGI5XLEHH1roJP3mrRJ2hjLn6ngfyNXiF7iXeyOtzTgoroTtaQNcR3DQp50alEfHKg4yAfwFc14/Vn8PrGhIa5njtfr5jqCK29buZLXSZ3hYrMwEcZHUMx2j9TXNancy6svhi1JAuJL7zZAem6BGLA/8CArWHK5qPbX7tf0Ob2qc/Zvex06jzdWfk7YYQuPQsf/AKwrzvRopr3X9Z0Vd3l3N8klw/8AdjQAkfUnaPxNegWswhgur26BhBcs27+EKAP6GsDwcsD634lmRVJe7Qq+OSpjUj8Oaxw65oyl3Tf4o6KdVQl5nR306tps/lPuP+qyPUnH9auIqoiqowAMCsG2SRpbdWJKXEpl+hUk/rxWhq1/JY2qGBFe4klWONGOAST/AIZrHD1vaOVSSsZzkoRuzB8XZTRNVsUba1+8MMeO5lcRt+mTWsshjvhOnECSC12+i+v/AH1xWDrN2dV1zw9bxw7LlLxnngkOCpjjLKT6jODkda6Se2+z6I8RbLKu5m9TnJP51daEo0YxWyvL8dhQmpK6ON8FAy6naw9rJb4Yz0LXOB+i1oR3kumaZq+nRrulivmSGPpkS4dR9Mtiq3gSLytU8STtn93dOo9su7H+YrbtdJnutYt9VnaEwmMSsqqQzS4IXPbaFP1zWuMbnUcY7tv7jt5orR7WX+ZWvml0FbGOCT92rAuIxgCFAFxj0G7NQ6wgl1TR9M679YE+M/wpG0v/AKFitOe1TU9eu4JDmOKzER9vMJz+iisTTzJdeOtMguUZJ7DTpWlDcZclUDD1BGTU4enyVeZbK/5f52PLhOTqSb2e3y3NTxUhn03Ul6+VZNj6tkfyBrL8Fk3dxYzZJW20eBM+jOSSPyQVt6kPP0bW5P76Og+ir/jmsb4ZQt/wj73TdZWVM+yqAB+eaKHvQcu7/wA/8jvp2UJM6jUE+0ywWZ5SXc0g9VA6fmRXMOt7p93b2M8yyMS7N5QKp/0z49QE/PNdTb4m1G4nHIjAiU/qf1I/KsHUvnm1i8AyLWSDBz2TDt+jGuWrT5059X+S/wCGOLEVZRglHv8AlqS6s633irw1bqAyL516R6BYwin85KxviPfFtKubNSdqRq7AHjIZT+PSr2nHHjPUJpCTHpmnxwL/AMDdpPz2hRXP+KY2uPDl7fuMvPI6L/uqCP5g12yqS9pQh6N/ff8AUVWo48vL1a+47bQJRPeazMB1vdufXEaD+laWpQW9zptzDdDMDxssgHXGOcVi+CQX8P8A2oj5rieSVv8Avoj+lampSbhFb5wrtuc9tq8nP6ClOXJTbO2v7lR67focDrM0ukeErie1Yx+ddrZ4Yb/3YABHPfCkZ9zXQ2jCfx3aSKoCro7SdO8kq8/X5TXNeJ42u/D2lWvILwXmosPdULD9XrW0G8DatcXzHCQaDajOehJkY/yFdVGlGlhlPq02/wAEcNOW0n1V3+f6lfx9qBF/pEqgbLe5chvUhDmuu8Px/ZPDOno2f3dsmf8AvkZrzTxeLhotOacEbwGRB0RdrY/HufrXp2oSrpmgSHP+rh2L7nGB+uK5FOXslOe9n+bOqNaMsNzPRXf4WIdbvEk8NXU0THbJGVUkY+9x/Ws++uTD9mu44JQlkHRgqliEMeQxA7ZAqtaSS3stlp8yBNtwZJY85AKAcfTcQfxrQ8TzrYaXqNyx2iWwmUn/AGlU4/ma5qU51ZRm9rpP1/4c5Fy1m2n2/DUr+GpvsXw40ySOQAraIAx7MRz19643xXfrqviezaFWBe1EDbhjOZOce3NbmlbhpFnoZBw0sXyn/nnsDn9QRVDV9Pkl+JdrBBC0igpKwH8KB0LH6DNdSqSq15yT0af36s2wmJarRfROz9bM9InuIbW3aaeRY40GWZjwBWPYyRan4knu4nWWG3gVEdTkFmJJx+lPvtt3rsdvOf8ARrWH7Q6di+SFz9ME1e0qFY7TzdoV52MrYHr0/TFRKXPUUOn+RHvVJ36Jl7FGBS0V0mxC/wDx8w/Rv6VNioX/AOPmH6N/SpqACiiigAoopMj1FAC0Um4eoo3D1FAGT4kvW0/RZ7mPPmqNsY9XYbV/UiuO09RpnxJ07T1HyQ6YtkX9WwZP12k122qWEWo/ZElZ9kVyk2FPDFckA+2cVw94/wDxO73Vgfkt/EVtEW/2REsTfhmSujDL3pX7WXqzRyXIorudzYaPaaZPeT2qFGu5PMkGcjOO3p3P41wepbmuNY8TDlbDV4VXb18uJfLcD8XevSXcRwszHAUEk+wrk/DGmQan8PIba8VtmoxSSzEHDHzWLk59fmow7VOLl00Xy3f5ESk5O7L/AILt3g8Iab5gxJLGZ2+sjFz/AOhVg61ZPefE20txu8qa0jeYDoVjkZhn8cD8a7i2gitbWG3iGI4kCKCc8AYFYBO34lJ/t6Q36TD/AOKqW/aSk31CEnB3R0gwBSk/KcVyfjfXbjR49KS1nMUlzfRhyFBzECN/Ue4/OuomlWGCSVjhUUsfoKh03GKl3Fc80W8TTtV/4Sec4gbV7y3kYdTH5e1R/wB9Qj867HwhZTWnhy3a5H+l3Ra6uP8ArpISxH4Zx+FZfh/RLXWfh9ptrqKM8c228bacEszmT8jn8jXYA10V6ia5F0/JbfmBzfhz5fE3ilM/8vkTAfWFK6euZ0T5fGfidfVrZvzjx/SulBrGv8fyX5IS2FrB8Z3P2XwZrEgOD9kkQfVhtH86d4r1K603Qy9g6JeTTxQQl13AM7henfgmub1rV7nUtFuNE1GCOHUkvrS3lETExyJJKpDrnnBCtwehBFXRpNtS6XGdtZW4tNOt7cceTEsf5ACuc8DweVb6ozD7upXKKfbzCf6/pXVE4FcbpV9/ZuieLbpjj7LqF1IP++Qw/nWah7Ra91/l+oLQ7NSGAKsCD0INMuJVt7aWZ+FjQsfoBmuY+Hbuvg20tpFKy27yROp7EOf8a0PGFybXwdq8o+99lkVfqQQP1NN0nGr7PzsI5zwZ4VRbPRNZe5l5g+0vanmMzSL/AKweh2sR+Vd1Km+CRf7ykfpUOnW62emWlqCMQwpGPwAFWtworVZVJ8zBHH+A5Ug8HWtzOyxxQ2yq7scBVQHJPtXWRSx3ESTQurxyKGR1OQwPQj2rz+1lNr8G7hk6tFND+LSsg/nW/wCDpJLfTbjRp3LT6XObbLdWjwGjb/vlgPwpyw/IpT/vP8/+CO5Q8Z2NtpvhSSC1QoLnUInb5iSWaUMT+lYOjfv9YtLBiWzrrXbc9hahs/8AfRFdR4zAlOhWx583Vodw9Qqsx/kK5vwvbE/EeXJO2G1aUjsGJCfyFa0EkrPZJv56IxbbrJvsd34hQyeGdUQj71nKP/HDVPwwss+kaZdyqFUWMSxgHJOVBJP5CtDVXjawuLZnUPPDIqKTy3ynOPwrJ8P6paad4B0e8vp1hhWzgUu3qVCj9a5nT9pBeTNU0dNXJ+PPJlsNOs522w3OoRJJx1UZY/yrV1PX4dL1TS7GSJ3fUJWjQqR8uFzk57ZwPxrnfHrl7/Q4BzmWabH+6mP/AGergpQfP5Nr5X/yIqz5IOS6Ff4ezfbL03DctFpFnbN/vKZc/wAq2/Hwb/hE5WXjZcW759MTIaxPhtB5N3r/AKC5RB9MM2P/AB6tvx9/yJGpH+6qN+Tqf6V0VGniU4+X6FRfNG5e0nTrWK5vLuKFV86ZiD/M/ic1rHpUdvGILeOMfwripGOBmvNow5Y+ZcpNu7PLpbSS/wBJ8VTFsxw3tyygfxMcLk/RVx+NbXh6Q3niPSZTz5Ph6Jh9ZWH/AMRTfDdv9p8DatJjJvJ7uQc9cswH8qh+HEgu2muevlWFlbA+m1GJH/jwr0FBr2j7f8Mc8IWk33LXxAs5L6bQYITiWS+MStnGMxsc/pXR20Ecd7HbwrthsoRGoHYnHH5D9azPFfy3/huT01VBn0zG4qzc6h/Zvhq/1YAGQJJMoboTyFB9uFriqw55U4Lr+j/zZ1cz5eXobnQVxvinV7XUrG30uKRg9xqUEDb0IDKsoZsEjBHykcVsWWufa/CMOsMqh3thKyL03Y5A/HiuesLM67fadaC236bpLObqaT7s9wUKlFB6hSxyfUYFbQUo1f8ADv8Ap+JzSnJzUYncuwSNnYgADJOelef3V8dW8UeHriYbEjubkpgclViDrn610J0vUjE+liZRp56TM2ZNh6xj+WfSub11Y7TxDZlmEcK6l5Jc8Kgktgoye3pXNGU3O6XR/fZmaqTdSOlkO8R2l14iuTp7uWW309rydV+X52BESce4LH6CtJNXGq6Hp0yRyPFBBHd3UuMKm2PdtyepzjpVvwxi7uNb1Ygbbu9aKL0MUI8tfwyGP41zVrItv8IdRjgP7wtNZj1y0pjX9CtdsaC5I0F0av8APf8AE1qrm925TW4udY8H6JLcTNNc3dymn3MjnkkTqwJ/Bf1r1VI0UsyqoZzliB1ry69je11iTR7RAXg1oXscQ/uC2D8f8CBr0ZtXsksY7x51WGQAqfXPYDufapxKhCVtk/eXzEpRg2n6mIg2fE+b/pppStn6SYrZs2DG6vGOA7kA/wCyvH+Ncw+oJceNEvrfdtl0WYLuXaQyzKOn1qnDrc/9p+JtKMrtHEiR2qnopAEbY/4EwP41zyg6jU1tGN/xt/mXKolDnRrWt5d6tPp0N5EQryfa1kUYDIASo+oJWqMxXTPiAJJQ7WdtayXAKDPlGZlUlvb92351veIbttE8G3s9o2yS3tSsLYzhsYU/nijR/D/9nzXNzd3s9/dXcUccrzheAoPACgDGWNVSpOFNzb12RjCi1G7d2N1AnVr/AOwI262hTzpyDwxP3Fz+v4CsPwVJ5d5rrHHCWzn8Yv8A61dXp+l2+mQSRQbyHJYszZPsPoBwK4zw0TFc+IVGcm0tcc9yrr/SsUnFTk9+V/mhQjJVU5bu/wCh3Gnrs023B7Rr/Ks+WWO+8S2sKOHW0RpX2nIDH5Vz743VFc6tbXPh69/s+bzGhc2RwCCJchcc/Uc0mp3tj4O0A3a24McbRxlY8KWywGc98ZJ/A06dKbcaKWqsaVLynyrZambr03lePtHkQAfZraR5W9VkdIxn8SaseJJZb6O8tkcrBZw+bLj+Nzyq/QAZ/EVWmgGr+K9eCfMItMghjI9WaR/6LV2K3kfwrfXNwjLPdpJK6kYI+XAHPsBVYtSuoPt/wf1MK/M7wW1v6/Qz/Drw2tn4icyqss2pSxoGYDcdgIA9Tgk/nXZwJ5VtGn91QK81PhG7vLW/1B5gJJZFm0tQ3CysEy7e52hfpn1rs7XXlvPCMesqm0vbeYU9GxyPz4qpxg37ZSvor+XX+vQ6+a0bs5rV/EE+kXVtfRvsjvNVKy/KDut412N29fmzTzcEeOL7VFJaKGeOw/KLe36vSXmj/btV0/Q5MEJotyXzzh5CiA/nmjRrO5g8DLe6nHIt496budZF2t98Kcj/AHRWlWCWC00lb83f9DnacaV+2v6mlf6kYNMWxjj815I/9Ib/AJ5hwcfiSf0p3gto7P4f6dMq9LfewB+83Of1qOeA/wDCMzXrg+bcTrOQey7wFH/fIFYwvJLT4O2yxOVnnUWsZHUFpCvH4Zrnw1OTpOC39234lUas23zbbndWwWz0/dK4BVS8jHsTySax9Nms5LY2l5KEn1czTRxH7zR8f+ylfzrn7eyvtM12PQ7q6umsL/8AdmW4kaQO6ZbCFj8u9OCP9ml8Syuvip9TiLCPQYbZ2VR95ZJGEn5IM10UMInJRXw20/L89B/HK7WhHpUws7vXbm4DTJJcPHBKxwWaBQgU44+n0NW/GNobXwJDA330X5j77GyfzrS8K6ZBe+DrI3ce5p5GvDyR8zyFwfyNJ8QUDeE7gYzgH/0FhUTpqGJcuzS+7/hjOVNq7b0WxPoM40rwLZzSgjbb78HgktyB+tZ/heKw8SWU15J58mxzC++VlJfqxwD905GB6U3xI0t34O0exhcpLqMlvbK/90MuWb8ACataXaw+H/F7afANlnf2SyQj0khwjD6lSh/A1UsNCavLpt8t/wCvI2qR9pUcpq4yezS68YXVrGn7q00XyVXsDK5/pHXI+EpmurKe2LfNcJaQN7Iikt+rYrufD/8ApHiLxNe/wm6jth7iOMZ/VmrlfAVkYZL5Co3HUDCG9BGcn9cVriZKOFmvKK+8J0+ZcppeMreGTxL4eimjV4ZblI3Ujhhzx+tb2t5n1LS7LqjSmRx7LjH86yfGabdb8MyKP+X9B+bCoPD+pz6r461WO4m3i0ldYPlA2xglccdee555rlq05zoe70/zI5W049L/AOR1kelwx6vJqKkiR4whXt9frwPyrM8csv8AwhOr/dJ8howf7pbj8+a6B3REZ2YBVGSSegryO0uprvwz4gSYYOo3lpeouf4J5lA/RP5V1YWgm+ZdGvxZtGMY/Cd/BYJF4kSTYQyRcHPGMAdPrmsxx5fxXgP9/T5D+qf4V1wSPzvO2jzMbd3fHpXJ3w2/FHSmx9+xmXP0xXJhaPs5vz5n+DJkkmrdy7Id+qasCfvmG2X8eT/6FXRpgKABgDgCuBl8RRadrNwJbK6uIllkvJ5LcBjEifuwSvUjjPFdbqWqw2fh651WN1eKO2adGB4Ybcj8+KmhQqKTk1vt/XzFQ+C/r+ZpiisjwzaSWHhrTradmaZYFMhckkueW6+5Na2R6it5KzaNSJ/+PmH6N/Spqhf/AI+Ij2w3NS7h6ikAtFFFABSbR6ClooATaPQUbR6ClooAzNa1SPRrRLuWKV4BKqytEufLU8F2H90dTiuQgtJNU+HOtzwKGlu7q5vIcfxFZSUx9dg/Ou7uQGMasAVZsEEZBBBpllY22nWUdpaQrDbxjCRr0HOa2p1FCOm90Bjaxq0cvgK81eBsxyae0yH6pkfzrU0a1+xaHp9qesNtHGfwUCuCuWNt4T1XwsSRNBqEVtCuOTBNMpQ/TDMv/Aa9KXgY9KqtBQjZd392lhBiuauhs+Iumt/f02dfykjNdNXP67pOp3OrWOp6TPaR3FrFLFtuUZlYPt/ukHjbUUmuaz7MDl/Gu7ULvW5o/mj0jTFA9pXcOfxCRr/31XUeL71oPCF68B/fXEYt4fd5SEGP++qqzaANO8CarZNJ511cW08lzOessroct+eAB6AVkazfvc6b4XjjbLNCL8j3SMBf/H5F/Kt3KLS6qN/yv+hMpKMW2dxZWsdlZQWkX+rgjWNfoBj+lWMVg6YktlrctnJcTTB7ZJA0rluQSDj8xW/XDGblqxU5uUbvQ5rSxs8e+IFP/LS2tH/LzBWN4v1K4g8S2dxbuy2+jKl1dhWI3LK4jwe3Chm5rYVhafEaYSHAvdOTyiehaN23D64cGq2g2Mev6Zrt9cDMWszyRrx/ywUeUn8i3413xajL2ktrL/L8rllnxLi51jw3YjB8y/Nwf92KNmH6ladrfhc6n4h0jVInjQ2coM4bP7xBll6dw3r6msfQzqE3i6xsNUjxc6NYSq0g+7NvZFWRT7qpyOxyK7ys5ydJpRfT8/8AgAhCvB4zx0rzLUbmB5te8P8AmqbrUdbhUQg/N5bLEXbA7YVuelenVAlpbx3MlwlvEs0uPMkVAGbHAyep6VFKqqd20MwfC/7nU/Ednj/V6kZR7CSNG/mTTfHUif8ACPpbOcLc3lvEx9F8xWb9FNP04+R4+1uE/wDLxa206/hvQ/yWqfigrq/iPQ9ERwds7Xc4x0VFOB+Jard1VUl2v+FyJuy03Og0e/GqaetyYwhLuNo5xhiB+mKvlRjsKyNDHlXGpW5/5Z3RIHsyhv61sHpXHTbcU2TRk3BN7nm0WH8DWWnf899d+zn6C7Zj+imuiuf+JV48tbgHEGrQG2k/67R5ZCfqpYfgKwpLSW08e2OlAf6DcX0mqRf7LCNldf8Avshvxro/GFv52gM8bql3byJPas3/AD1U5Ufjyv416NWSUld6Su/vLbS1ZV19vN8Z+F7bqolnmP4RED+dS+HNJtodR1HUhv8AtTyvA3zfLtDlhx681n6Jdw+J/GI1iIEW9lYIiA9RLLlmB9wAB+Jre0ceXe6tFg8Xe780U1yV703GPW2v5mT0mn6lXWZE/wCEh0eJhn5pM/iMVh/8Iff3DRaLdzrL4ftUd7Z2P7wswKojAddmSQe/FaerHf4jjk/54NbqP+Bu2f5V1S/dHessNXnCUuX+uhFB+/P1/wCAeSfap9Rij1e7WRZtA+xW77u8wmxMf++QtdNrQF38RdKtycrDaO7D03H/AOwqTxbYJFpF/p+mwRRNqEc9zcHaSWZVBLdepO2s3wndHXfET6y2FMwKKgOdqRoq/qzua7atWNSm5R6affb/AII6tRNOPmkdJ4T0+1ttJFxDGVlumDzksTudQEzz0+72pvjpN3gbWAO1sx/Lmq1jeXiBdNsjGkouJyzSLuCoGJ6AjqWFalvP/ael3lrqEUTSoHhuIsfKwI/kQRXDh63LKN91b8Aw9WPKoGlE4aCN/VQa4n/hI7uTxok0crf2KrT2KjPyyTInmM34bSoPsatxeELhh9l1HV7i50S3B+zWgYoxU9BK4OWC9APTrmsfxBaXI8CJf24tra0s2W4t7aCHG1Tlc5z/AHXJPHc12U3SVT2a1cvw/wCCbSlZ8p0fgWAJ4D0pXGd8G8577iT/AFrJ+Ftt5GgXjHOWvHXn/ZAX+YNdP4ehFv4Y0qED7lnEuPogrFtSvh6x1bTrXPmC432+7nJmOR+TFvyqatdQjNP7T/zJnOMFdi+NpV8nSfLcGRNUgyAeVJ3AU7xlIltoljYHG24u4Y2HqiHzG/8AHYyPxrI1myWwuoogzOwvtOleRzksfOYEmpdZm/t/VZ5IMGx0sG1WUc+Zcy4RseyKcfVvas6ekfbPRxT/AA2/En2rdJya11HeFdNa8027tbm6njW0vpENsjDYFLCUDpkjDDvWv4GXd4UhuCAGupp7g/8AA5WI/TFZ8tx/Y/iDxODws2npfxAdPkRo2/8AQU/Otzwrb/ZfCWjw90s4gfrtGa1qJKLl1k0/w/4JcIKLua2K582Vve65qNtdRLLC/lM0bAFWBVhyPw/SuirBMgt/E903rao5/AvXFW3i30ZNV2cX5/oya4t7XQfDEsFnGIYLeBhGmSccHueeprk30DVrKa00xLb7Rpd1qMF48yH5oSuGdXHoSoII9cV0en2NzqttaXeo3ZnhZBKLfywo3EZG7HXHpXQAYrajWlzOffv+YqfNN89rI46TS3PxXivfLfyjpzOZAh27w2zGemdrfpW5aaFbWl49wC74YmKNzlYd3XaPc1rd80dqdWXtXFy6KxpKEXq1seebBF4t0fJwj3F3avn3YSr/AOgkVmWlr/x6+JntrieJ9YufOWCNnfymZgp2rk4DovbvWv4li8i31K/jyZdNvobxR7EKD+ma6DwZbG28G6XGRhmgEhHu3zH+dXh7RoczX935a/5mVJKUEnsv+GMzxBqdrrnhe0Fkz+Ve6jBbFZEKspEo3qQeQRtNdiBxXns1u8PxEt9I8s/Zpb/+1lOeAfJZGH/fYz+NehjoKuvFRUUtt/v/AOGNxpGAa8+0JWTxPf2xwFmto5CxPG2KZwf5ivQm6GvNNXuDplymoA7Mf2hZkn1YeYn6r+tYQp+1nyd0/wDP9DKelSL9f0M3wzcCwn0+41C4gt9M1aRrwSzSbR5qM3GTwCQy/wDfNdj4pjg1e80DS8pJbXc7zMQcho0iY5B9MstXfDGnQjwZpdrPDHIotlyrqGHIyeD9aw/Dml3Vl4ybT5o2NnpNrILOQg4KTSAqM9MqFK/QV2KcZVJVeq/4ZfdoVCK+LuO+HCXDwapLd4M8dxHaOfUwxqua7G+TfYXCAdY2H6VLDbQW/meRDHH5jmR9igbmPUn1PvTpFzGwI6g1y16ntJORUlocvbXyQeH9GMnmMXkXiNNx4BPQfSsvQZFuPDdrpcZ3KdTmi7j5ElaTv7YH41Z0V/Nm0ODGREJnPvwQP50zSYotO8SeJLm6lWO0sZzPz/D5saMzfoa4sGnVozUfL8NP1OSLnUhyrbRfgjT08G48f6xMeltZW1uP+BF3P8xXQXFrDd28kE6B4pAQynuKwfCcNxMl9rV1GYZNVmE6QnrHEFCoD7kDJ+tdJXfWtzW7JL8NTssmrMy9chUaDcoigKseQB2xz/SvNrC5XUNL8M6TEd/2W6knugOQn71ljB9zknHtXqOqoZNKukHVomH6GuU0vSbOzs9FSziCfbLn7TMe7EIzdfY1j7VU1JW1dv1X6nLV0k7dUvz/AOCbviTSZNX0aSK3YJewstxaSH+GZOVP0PQ+xNYvhNE8Q2OuX97bMi6ncGKSFjyqJGsZU/iGrs8cYpAoHQAc5raNVqDidRDaWkNjZw2tumyGFFjRc5woGBWF44j3+FbvjOB+VdJWJ4sTf4avFxkkLj/voVjKWnMzOsv3bOctJhe6z4LtBysNgbx/qYgq/wA2rY8WL9kfSNXXj7FfIJG9IpP3bf8AoSn8Kx/CmlXtnrGnvqZT7YmmrEI0xiKJCAq57scsSffiuu1zTf7X0O90/IDTwsilugbHB/A4roVWPtFrotP8/wAx05czf9dDK8EoH0B7wg7ry8uLg/jKwH6AVf0zQLXS2maLzHMt1LdZdvutIckDHb61NoWntpWhWNg5UvBAqOV6FgOce2c1o1FWSlKVtm/+GNDjfHC4uvDz/wB3Uov/AEIVg+FtK1G+ZtY0u7gt7gXNyHM8RkWSN5CcYBHIIBrb+I7iDSrC5x/qb6J8+mDn+lW/h9B5PhG0bGDLuc/nVpuFJSX836f8EwWs7ed/wKuoyeLLrS7zR20mB7ieJol1CCdUh2sMbtrfMGAJ45HvWR4jsk07xPotjCpEF0tnAB/1wmDD9Gr0rArm/EejXWo654fvbZFZbK7LzEsBtQqeffkD861o10pWaSVn+RudHgYrktXGz4ieH2xw0Fyv/jma66uN8Wv9n8TaBcDghLsZ/wC2XFc1P4r+T/JmdR2jfsVvBsYvNd1m7kUMohhgwR13b5GH/j4qL+ytaOmnwr/Zrtp0V4gF60qBTahw4XGck4+Tp2rS+H0QOmahdf8APe+fB9QgVB/6DXX4rSNV03a2yX3pCoq1NIbgZpcD0FLRWBqQv/x8RDsQ2RUmB6CopP8Aj5h+jVNQAUtJS0AFFFJkUALRSbh60bh60AQzf6yH/f8A6Gp6gmPzw/7/APQ1NkdKAMXWPDdlq2p6dqMu5LixlEismPnA52t7ZwfbHvVvTdWtNVjZ7ZzlT8yMMMPQ49D2qPWL5ItJvjDIrTRoU2g8hiOB+oqhd2q6PHp19EoAtgsEzAYzGeOfocH86idWV0t0jnqVXGWmy3OipP4qA2RR/FVnQMuIxLbSxkZ3oV/MV5b4VY6pqWjx5ytpp9vA3sVLO3/oMdeqswVCxOABkmuM+Hui/YdNub6aEpLdXEhj34z5QOFP49fyraLj7GcXvp/wTKoub3UblyBF4l05x/y1hljP4bWH8jWxWNrGY7zTLgfwXW0n2ZSv9RWzkd65YbtBT0lJf1scx4w0q+1O1STSSF1O1YPAxIHDZRxk/wCySfwFbumWMWmaXa2MIxHbxLEv0AxUo/4+2P8AsD+ZqWt3Uk4KHRGpkeIpZF05YYZWimnlSNXU8jLD+masaVfG9s8yDbPEximT0Yf0PB/Gq2pjzdZ0uHqN7ysP91cD9WFEebTxLIhGI7yIOvP8acH9Cv5Vy8zU79NjlUmqrl02NmkooyPWtzqOZ1+3vdO1aPxJYxrcLDbGC6ticM8W7duQ9NwOeD1+tZPhdk1XxTJqSSJKq6erswOcPM5bb/wFY1GO1dL4iYnSvIBIa4ljiGPdgD+mam07RbDSp7uazgEL3cgkmwTgsBjgdB+HqauNWLunulp8zH4qvp+pDY/u/EWpxn+NIpR+RU/+g1sVjN+68VxHp59ow+pVh/8AFUzUdblgvFgtogyxyxrcSP0QOQAB6nn8K5lJQjr3JjUjTi1Lu/8AM04oo3PmNGpdHcIxHK5POD2rJ8Qwm9lsbAOV86RmJHbahOfzxWxb58tv99v51msfP8VqP4ba1J/F2/8AsKqrrGxVdKUOXvYz/BlrDBa30sVuIPOuSXQEn5wBu/8AHt3HatGxO3XdWUnGfKf81x/StOOKKFWEaKgZix2jGSep+tZVzoz3Gpy3AvJIoZo1WRIvlZtpOPm6gc9qUlPS+rIcJQjFLVp/5mVffvJtRuQeFvrZQfZSn/xRrrF+6KwtYsoNP8NXEdrEEUMrkA5ydwJJJ5J461qX16mn2LXEgZgMAKoyWJOAB+JqYLkbv/W5NJezlLm7X/FlDyxeeJbkMcpBaiMj3ckn9AKj0LwtaaAkKWskjeXAIcvjLc5LHA6nj8qtaVbXCNdXd2iRzXUgcxq2dihQoGfXj9a1OK0g242fV3/yNKcFJXkuv9fgZljpS2mo3t2WVjcMCuByox0/PNVrkeR4hynC3Nm+8epQjB/JjW5xWJq3Gr6e3qk0f1yuf/ZaiUVGKt3/AFFUjGEVbv8AmyzrkzQaDdOpIcxFVx/ePA/U059LtrnQ20q4j32skHkumSMqRg8jkVX1gmZtPsx/y2uFLD2Qbj/IVrjpzxVxf7xtdCo61W+2g2KJYYUijXaiAKo9AOlZtzo4uNbtr8uAsS4ZMfeIztP4ZNauR60ZHrVSSluXKEZqzOX1nSLbWNYfT7syCGe2RiY32t+7kDDn8as3tlb2kek6ZZQJBbi5XEaAAAKC39KsXeF8Tae39+CVf1U02InU9cFwnFtZbo1b+/IeG/ADj65rJzlZw8zn01h3f/BOY+JkUsFpbXsCktNFNp0nPVZlGPyK13kMawwRxJ91FCj6Cob/AE201O2FvewiWIOkgU5HzKwZTx7gVa4rrnU5qcYdVc6grltdk+z6rdSdM6dIfyP/ANeuprlPFa/6ZbgdZoJIR75ZP/r1x4h2hc5sU7U7nRafD5Gn20X9yNV/IVapq4AH0pcj1rZKysdMdFYWkNGR60ZHrTGchrkSyya3ZNnF7DBFwf77Mhx/OuqtbeO0tIbaIERxRqignPAGBXP6jAJfGFgCfleMsR67Mkfq1dLwO9ZUm9Y9LnLQvzS8n/wf1Ksmm2kupQag8IN1AjRxyZPCtjIx0PQVbpMj1oyPWtm29zqA9K858VabJfeHNajiTc9vfrPtyOQcZ/Ria9GOMVyN6f3usWgODcXcKL/wIJn9AazlVdKcakd0c2Ik42kvP8jp7KH7PZQQDpGgX8hip8Ug4AzS5HrVnQlZC01/uGlyPWkOCpFA3scb4diI1eDI+5FNj/v5j+lUNXspr34gy6QoBtdQitru6/65ws/y/Rm2Ctjw2mdZ1HPSFmQf8Ckdq6cInmeZtXfjbuxzj0zWeAl7GDt1v/X3nLhNad/600HgYpaTijI9a0OobKN0Tr6giuT0I/aZdHjQH/Q7d2k9ASdq/jw1daSCMZrL0TTE022kAfe0krMzYxxnAH5VlODlJPoc9WEpVItbdfwNaik3D1o3D1rU6BayPEy58O3mB0XP5EVrbh61l+IiG8PX4z/yxY/pWdVXpyXkZVv4cvQo6YxuPEckv8KWcaj8z/UGuirE0SPbeXRHOyKGLd6nBY/+h1t8VnhYtUlzbhR1TfmwpaTIoyK6DU4v4oLnwnuH8E6E/qK3fC8PkeGNNj9IFP5jP9azfiBaNeeFLmKMqHLxkFun3hW/pyeVp1smMbY1H6VbmnTUOqb/AEMU17VotUtJketGR61BsLXC/ERvKn0Kc8BLiVSfYxMf6V3ORXAfFWNn0jTTHnebvYuPVkZf61th4KdTkfW6/AipHmg4m/4Gga38GaYGGGli85vq5Ln/ANCroahtYEtLSG3j4SJFRfoBipcj1qJy5pORaFopMj1oyPWoAif/AI+Yfo39KmqF/wDj4hPs39KlyKAFooooADyOuKg8g/8APaX8x/hU9FAEHkH/AJ7S/mP8KPIP/PaX8x/hU9FAFSWIhov3spy/cj0PtUhiPXzZfzFLN9+H/rp/Q1HqFwLTTri4P/LONn/IZpN2VxSdldnO2Wj/ANqM2oG4dPMu2dwOkiI2FB/75610FxZLc20sEkjlJEKkHBGCPpUeiQG20azhYYZYl3fXHP61fI71nTglH1MKNJKG2r3MjRna40qIyzyedHmKQBh95Tg/yrQ8k5/1835j/Csybw7BNdTzPPMEkbzFiR9oR8AbuOp4zU2iXEs+nYncySxSSRM5GC21iAePbFEJNNRkOnKSahJEOu700/7Ok0hku3ECgkfxde3pmtGO0EUSRJLIqIoUKCOAPwrOkP2zxLCi8pZxF29N78D9A351tAYFOOsnIcPek5fIxdft2XSXmWSR2gdJsE/3WBP6A1NfX0VlaJOJZZHl4hiQjLnGcDitKZFliZGGVYYI9a53Q7C5E3mXqtizQ21uGHUDq/4gAfhUzupe71IqOcZ+71/CxoadKb+GK43upkhVzhs4znjpVyRRDGzvcuqqMksQAB+VZnhrP9lW4P8ADFs/JmFGoxpqGuWlhIN0McbTypnhuQFB9RnJ/CmptQTe7KVR+yjLduwyxDanqh1FDKtskXlQu3BkyclgPTgYqXWreSO0jvYWkea0fzVGRkrjDD8RmtgIAAMYA6Clxximqfu2Y/Ze603qzPN1bLaJcvfMkLgFXZwAc9KsCE/89pT/AMC/+tWTquhadDpN7Lb2cSSiFyrKoyDg9PStWyk86ygl/vxqf0ojKV+WQQlPm5ZGbqUfmatpdsXdgZGmOTyNqnH6kVq/Z2/57yj8R/hWbDm78TXEufktIViH+83zH9AtbFELO7Clq5S8zD1lDbXGnXW922T+WxyMhXG309cVmSL5nh7Ub9mJ825Mo9wjgD9FroNatJL3SLiCEfvSuY+cfMORz9RVO5sjb+EZrVgNyWpBx6hf8azqRd36fiYVqcnOXa347GhHH+6ZjM6gMx4IwOaz9Ehe5juNRaR1N3JuT18teF7enP41HqFyzeF8ocSXQWNPq5A/rW3bxJDbxxINqooUD0Aq780l5GyanNeS/Mb5DY/18v5j/Cl8g/8APaX8xU1Fam5j+IISPD98fMkbELHBI7DPpVe6U3d9pdp5jMp/0lxxwFAx2/vEflWlq6+Zo94mM7oXH6Gsnw9m6vZrpufLghhU/wDAdzf+hD8qwmvfS7nJV/iqPe34G75BAx50v5j/AAo8k/8APWX/AL6FTUVudZD5J/57S/8AfQ/wrH1tDFPpspdzi6C8kd1YVvc1j+I1/wCJfHKBzHcRMP8AvsD+tZ1fgZlX+Bt9COOI3XiRhvbZaW4GeOGc/wCC/rWv5B/57S/mP8KzNCzJJf3R/wCW1ywB9kAT/wBlNbNFPa/cVD4ebuQ+Qf8AnvL+Y/wpPIP/AD3m/MVPSVobGJqMZTWtJfzHPzyLkkZ5Qn+lL4eiMmiQymRwZmeXjH8TE/1qHxRL9lhtbscGGUkfUxsP61qaVAbbS7WDGNkSrj6CsI/xWv66HJD+O/67f5E32c/89pfzFH2dv+e8v51PRW51kH2dv+e8v51z/iG33alo6l2bM+Msfof6V0xrPv7FLq9sZXZh5EhYAd/lNZ1YuUbGNeDnDlXl+Za8ljz50o/Ef4UeQ3/PeX8xUwpa0NiDyG/57y/mKPIb/nvL+YqekoAgMHzj97Jux14zS/Z2/wCe8v5ipf8AloPpTqAIPs7f895fzFHkN/z3l/MVPRQBB5Df895fzFc0bcy+M2hJYqu24Le4XaP511lUIrGJdauLwFjI8SJgngDJrOpFysvMxrU+fl8ncs+Qf+esv5j/AAo8g/8APeX8x/hU1FaGxD5B/wCe8v5j/CjySOfOlP4j/CpqKAOc0GLOpawwkcf6Tt49hn+tbvkt/wA9pfzH+FOWNEdyiKpY5OB1NPqKcOSNjOlDkjykXkt/z2l/Mf4UeS3/AD2l/Mf4VLS1ZoQ+Sf8AntL+Y/wqOGImIYlkHJ6Eepq1UNv/AKr/AIE38zQAnkt/z2l/MUeS3/PaX8xU9FAEHkt/z2l/MVS1mBjo16PNkOYH4JHoa1Kq6iAdOuQenltn8qmfwsiorwaMrw6Tc21xOJHAebgjvhVX+lbHkt/z2l/MVmeF02eHrT1ZS35kmtqoo35Fczw38KNyDyW/57S/mKPJb/ntL+YqalrU3MTxDZS3GiTxxGWWRiuEJHPzCtQQnaB5sg49R/hS3X/Hs34fzqQVKjq5EKCUnLuReQf+e0v5j/Cl8g/89pfzH+FS96WqLIPIP/PaX8x/hWTr2gyauNOVbnatrex3Dhxncq54HvW7SH+tVGTi7oCLyT/z2k/Aj/Ck8lv+e035iphS1IEHkt/z2m/MUeS3/Pab8xU9FAFRoiLiMebJyG6ke1SiJgQfOkPsSP8ACkl/4+Yfo39KmoAKWiigAooooAKKKKAIZvvQ/wDXT+hrN8Rnfpgtc83MscP4Fhn9M1pTffh/3/6GszUMT6/pcHUR+ZOw+g2j/wBCrOo/dt3Mq3wW76Guowo9hTqQClqzUQjiuXEjW+keIMMVaOWYgjtlQR/OuprkdS+7r9uOPMlg/wDHgq/0rGs7K/8AWxzYl2Sfr+Rv6Vp8FhZRpDCkZKjeVGCxx1PrV+mr0FOraKSVkbwioxshDTWACntT6Rvu0ymYnh4lbWRP+ec0q/8AkRv8afpn7/WNTu+oDrbofZRk/qxqPQ/3cmqKeAly5z9cH+tTeHQTo0Ux+9OzzH/gTEj9CKwjryrt/wAMclPXkj2/TQ1x0opB0pa3OsiuEEtvJGejKRWZoUyjw3ZySN8qwDcT7DB/lWs33T9K5NH/AOKYGnoSrz3L2q46geYQ3/juaxm+WV/JnNVlyTT8n+hr+HoydNF04Ikunadv+BHgfgMD8K16ZEgjiRFGFUYA9qfWkVaKRtTjyxSCoLuITWk0f99Cv5ip6Rvumm9SmrqxyenP9th0C26hEM8g/wB0bR+rfpXWAcVzHhOBi9zM4/1X+jR+wUkn9T+ldRWNC7hzM58Km6fM+oUUUVudJDdJ5lpKmPvIR+lZPhO2NvoMBZWDyZdtwwfb9AK26RQAOKhxvJSM3TTqKfYdRRRVmgVk+JAToNyR1UKw/Bgf6VrVXv4I7mwnhlXdG6EMM9RipnHmi0RVi5wcV1KugxGLRbUN95k3tn1bk/qa0qjiRY4kRBhVGAPQVJRGPLFIKceSKj2CkpaKoswvFNq91paxxxtI3nJwo6ZOCf1rbX7oHTilIzQKlRSk5dyFTSm59xaKSlqiwqGX/XQ/7x/9BNTVDL/rof8AfP8A6CaAJqKKKACiiigBv/LQfSnU3/loPpTqACiiigAqFP8Aj7k/3V/rU1Qr/wAfcn+6v9aAJqKKKACkpaSgBB1P1p1NXqfrTqACiiigAqK2/wBT/wACb+ZqWorb/U/8Cb+ZoAlooooAKa4DIQwBBHINOpD0NADYo0iiVI1CoowFUYAFPpB90UtABRRRQBDdf8e7fh/OpRUVz/x7t+H86lFAC0UUUAFJS0lAC0UUUAFFFFAEMn/HzD9G/pU1Qyf8fMP0b+lTUAFFFFABTfm7Yp1FADfn9qPn9qdRQBBMQuxn4w2Rj6GsvQYTLarqcxL3VyoZmY/dU8hQOwqxrspg0m4lHVEYj/vk1Y06D7PpttD/AHIlX8hWb1n6GL96ql2RZy3tRlvSlxS1obDct6Vymqca7NCf+W8loT+Dsf8A2WutrmNSh3+NNN/ushYj127v8awrr3V6nLil7q9fz0OkGelL83tSilrc6hvze1B3Y7GnUlAHLXMxtV8R7ThiV2/VkAH610NnALWzhgHSNFX8hXO3MTTeLHs8Hy5Winc+yA4H/fW2upxxWFLW/l/mcmHV5N9rr8WHNHze1KBS1udYw7iO1crpULS+I54ip8uzmllznjc+Mfpu/OusI4qvBaQwXFxNGm2SZgZDnrgYFZzhzNeRjVpucovsT89BR83tS4pa0Nhvze1Hze1OooAqWkEMEbLbxqgLsxA7knn9as/P7VHb/db/AH2/mamoStsJJJWQ35/aj5/al70tAxh3Y7UDd7U49DQOgoAT5vaj5vanUUAN+b2pk3+ofd93ac461IelZljqsGs6VJdW24L8ylW6qRxz/P8AGnZ2uOztc0RnHGKX5vahfuinUhDfm9qPm9qdSHpQAh3e1Hze1UoNTgutSvLGPd5lps8wkcHdkjH5c/Wr1NprcbTWjE+b2o+b2p1FIQ35vasrTtUXU5bj91s+zXbwKQ2d2F6+3U1qSsEiZmOAoyTXG+Bndo7jzPvvcCb/AL7j3VpGF4Sl2NoU1KnKfax2fPaj5/al70tZmI35/QUfP6CnUUAM+bcOBml+f0FH8Y+lOoAb8/oKPn9BTqKAG/P7VGP9e+PvbRn071KaiX/j5c/7K/1oAk+f2o+b2p1FADfm9qPm9qdRQAwbuelL83tSjvS0AN+b2o+b2p1FADfm9qjg/wBV8n3dx6/U1Mahtv8AU/8AAm/maAJPm9qPm9qdRQA35vag7sHpTqQ9DQA0bto6dKX5valH3R9KWgBvze1Hze1OooAhnz5Lbvu8Zx161J82e1R3P/Hu34fzqXvQAfN7UfN7UtFACfN7U07vbrT6Q/1oAT5val+b2paKAE+b2o+b2paKAIH/AOPiPP3sHH6VN83tUUn/AB8w/Rv6VNQAUUUUAFFFFABRRQaAMbxKc6V5Of8AXTRxfmwFa69BWdqlm129mAwCx3KyMD3wCcfyrRHaoivebMop+0b9B1FFFWahWfPp/navaXu8DyEdSuPvbsf4GtCmn71JxT3JlFS0YtLSUtMoKKKKAKS2cI1h7oKfOMKoTnjG4npVyoh/x+N/1zH8zU1JJLYSSWwUUUUxhSDqaWkHU0ALRRRQAUUUUAQ2/wBxv99v5mpqht/9W3++38zU1ABRRRQAh+6aB0H0oP3TQOg+lAC0UUUAV76YW9hcTE4EcbN+Qrj/AA7HJpptbcHEV9pgnYf9NUChj+IYZ+ldD4pl8rwvqTd/s7qPxGP61n6hCLTU9BAHyhZbc/jFn/2St6fwNd/0Oql/Da73/BXOlX7op1Iv3F+lLWByhUVxOltbSTyttjjUux9AOTT2ZUUsxAUckmuZ1rVLXWdOjsNPukm+23C2zGM52qOX/wDHQfzq4QcmaU6bk/IoeGVli11JpsrJqNobl1Pr5mQPwVgK7VmCqWYgAckmsC+UQ+KNEcDCuk0P6Kw/9Bq34ml8jwzqUnpbv+oIrSfvyXma1f3k4vv/AJ2NPcGjDKwIIyCD1rK0XXE1hrxFTy2tp2iI3Z3AEgN+OD+VU9BuHsrS60q5OW04Da396Jlyp/Dlf+A1kaaH0ew0bWQD5M8Qiu/YO25GP0ZsfRvahUlquvQaoq0l16Gh4l8SR2seo6d5biQWxCTfw+YynCH0OOaXQ4BZ67e2gGBHHbEfTy2X/wBlqbQrWLUbfULy5iSVLy7dgGGQVQ7F/wDQM/jT4QF8b3a/37SJvyZx/WqfKouC/rYpuKjKmt7a/gdBS0lR3MogtZZWOAiFifoK5lqciV3YlorA8IahLfeGbaa5mMky7lkkc8nDHk/hW7nuaqUXGXKypwcJOL6C/wAQ+lLVPT9Qg1O0S6tmZonLAFhg/KSDx9RVyk1Z2ZLTTswooopCM7XrlrPQr24RirpCxUg8g44x+NQ6BO9xpdnLI7PI1rEWZjkk4OSag8WMJNJjtMZN1cxQ9excE/oDSeEiTodrntCF/JmFbcq9lfrc6OVKhzdbm/RRRWJzhRRWT4j1V9H0Sa8iCGVSoQODgksB2+tNJt2RUYuUlFdTVHelpimn0iQooooAKhtv9T/wJv5mpqitv9T/AMCb+ZoAlooooAKQ9DS0h6GgAH3RS0g+6KWgAooooAhuv+Pdvw/nUoqG6/492/D+YqYUALRRRQAUnf8AGlpO/wCNAC0UUUAFFFFAEMn/AB8w/Rv6VNUMn/HzD9G/pU1ABRRRQAhOBmoftI/55S/98Gp6SgCH7T/0yl/74o+0D/nlL/3wanooAqSzAtGfLkGHzyh9DUn2gf8APKX/AL4pZvvxf7/9DUooAi+0D/nlN/3xR9oH/PKb/vipcf5zRj/OaAIvtA/55Tf98Un2gbv9XL/3xU2P85pMfNQBF9oH/PKb/vij7QP+eU3/AHxU2P8AOaMfX86AIftH/TKb/vij7R/0ym/74qbH1/OjH+c0AVRN/pLNsl+4BjZ7mpftA/55S/8AfFIP+Px/9wfzNTYH+TQBF9o/6ZS/98Uef/0yl/74qXA/yaMf5zQBD5//AEyl/wC+KBP1/dS/98VNj/OaQDk0AR+f/wBMpf8Avijz/wDplL/3xUuP85ox/nNAEXn/APTKX/vik+0f9Mpf++Kmx/nNGKAK0M21GHlyH5m5Ce9Sef8A9Mpf++KLf7jf77fzNS4/zmgCLz/+mUv/AHxR5/8A0yl/74qXH+c0Y/zmgCEz/wDTKX/vigXA/wCeU3/fFTEcf/XoHSgCLz/+mUv/AHxSef8A9M5f++Kmx/nNNkZY42d2CqoJJJ4AoAwvFM3m6G0ARwZp4YsMvrIuf0zUXiV8Q6fOFdfIvYiWZcDDEqf/AEKq1xdXviF7E22myDT1vElFy0i/OiEnO04OCenWtDxav/FL3jjrEFlH/AWDf0roinFxi+51xXK4Qff8zXWbAA2SHH+zS+f/ALEn/fBp6EMisOQRmnYHpXOchzuvsL+803SmEvk3EpknTBG6NBkg+xJUVdTTtNS/jvk05kuY08tHSMjC+nHtVa1H2vxjfTnlbOBLdPZm+dv02VvVpKTikkbTlKKUV2/M53xBIBc6Pc7JF8q/Qcrj7ysv9af4pmEugywBHzNLFEMqcHdIoP6Zqz4js5LzRJxAM3EW2aL/AH0IYfnjH41m6ndpqlroDx8rdXcUgz6BS/6bauGtn2NKeqjLs/8AglLxdI1lK13GHX7VZS2jEqR8+Mof/QvzroktYDpKadLDI8PkiJhsPIxinatpMOr2aW8xKhJEkVh1BU5/XkfjWgF46mplNOCS3RE6icIpbr+kUrGGHTrGGzgjn8uFQqlkyT7n3rKd9vjeKTa/7ywIxt54cdvxrosc1hX42+MtIfH3redf/QDShq3fsKm3KTv2Zs+f/sSf98GsnxNdMnhrUSiyBjAyrlMckYH862j0rmvEd/a31ibC3nSSQ3sMEqqeVO9SQfwBopK80KhG9RdjBv2+y6PrejwId0txHHGuOzopP/oL1076qI/CX2/DnFn5mdvfZms+40+SXx3A+xvs5tzMx2/LvUMg59cPVQP53w+0+y6tPJFaEH0EgVv0U10y5ZJfL+vwOyfLNR9Vf57/AJF7waZLTSZbKYOZLadkOFzjIVv610n2j/Zk/wC+Kx9I/deI9ch6BmhmHvlNv81rd74zXNV1m33OTEO9Rvvr95F9o/2Jf++KPP8A9iX/AL4qh4ivZdP0G6ngYrPtCREDJDsdq4H1NMs9bt10Cxv72cIJlRSxH8Z4x+dLkk48yJVKTjzLvYq6u4uNd0W32vgSSTtkY+6hA/VxSeFZBFpTJtc7J5kAC5xiVv8AGpIgbvxldSn7lnaJEv8AvOxY/oq0nhf5W1SP+5fy/kTu/rWj+C3obS/hcva36/5m39oH/POT/vg0n2j/AKZyf98Gp6KwOUg+0f8ATOT/AL4rk/Hcxl02CBQ65MkzZXtGhP8APFdka5HXUOoaxfRDmOz0yVW9ml6D8k/WtqGk79jowztU5n0OjtbkNawvskO5FOQpPUVN9o/6Zy/98Gqmiv52iWMn96BD/wCOitDFZS3ZjLSTIvtH/TOX/vg0faP+mcv/AHwalxRikSRG44/1Uv8A3wajhl2x42SdSfue5rL8Q6lPYSaXHbyFDcXiRvwDlO45rXtf9R/wJv8A0I1Ti0k+5Tg1FS7i+f8A7En/AHwaPP8A9iT/AL4NS4FGBUkkXn/7En/fBpDPwf3cn/fBqbFNYgcEgZ6UARif5R+7k/74NL5/+xJ/3wakXoKXAoAi8/8A2JP++DSGfjlJP++DU2BQw+U0ActFqEs/i3VLcySGGO3iCx9gc5Jx6ncPyro/tHPEUv8A3wa4jQz5uvy3XX7ZFPJ9Qs4Vf0xXe1tWSUkkdGJioySXYhFwf+eUv/fBpfP/AOmcn/fBqaisTnIfP/6Zy/8AfBqNbyN3dU3M0bYcKMlTjOD6cEVZb7tcr4Wn+0atr7f9PufyG3/2WrjG8W+xpGnzQlLsdJ9o4/1cv/fBo+0H/nlL/wB8GpgB6UtQZkH2g/8APKX/AL4NH2g/88pf++DU9FAFR5szRsUkGA3G36VMs2SBskH1Wkf/AI+Yvo39Kl7UALRSUtABRRRQAUUUUAQzf6yL/f8A6Gpqhm/1kX+//Q1NQAUUUUAFJ/FS0n8VAC0UUUAFFFFAEI/4/H/3B/M1NUI/4/H/ANwfzNTUAFFFFABSDqaWkHU0ALRRRQAUUUUAQ2/3G/32/mamqG3/ANW3++38zU1ABRRRQAh+6aB0H0oP3TQOg+lAC1g+K2MmmxWC/evbiODH+yTlv/HQ1b1YF6ftXjHT7f8AhtYJLhvq2EX9N1XT+K/Y1o/HftqbcaKiKiqFVRgADpVPW4PtWhX8H9+3df8Ax01fAwKZPgwOD0IxUpu9zOLtK5R0K4+1aFYz/wB+BD+grQJ+U1g+FXEfhxYmb/j2eWJj6bXI/kKwNC106RorRX0jkzwfarM4Zt5YElO/IOPwNbOi25W6M6HQcpScejOg8Ljzra8vv+fq8lcH2B2D9FFb9Zfh60ax8P2Fs4w6Qru/3sc/rmtSs6jvJmVVpzdhG6Vydvo99ZeILCARiTTIJJp4ZAeY9wI2EexY4Pp9K62kxzRCbinYIVHC6XUXtRRRUGYlYWrceJ9Bf/bnT848/wBK3qzdV0uz1Q28d5CJVVyQCxH8J9KuDSeppTkoyu/Mp6nrXmOdN0lluNRlBHykFYB/fc9senU9KSDwppsLWEmxmntDuEucNIe5f15OfrWtZ2NpYQ+VaW0UEf8AdjQKP0qxT57aRK9ryq0NENbpXEaQpm1q00/qlldXc7j0+bCf+jGP4V3J5FYmlaM9lruq30gjK3TqYtucgAc5/GnTkoxdyqM1GMr/ANf1ci3C28ay7uEnsA2T0yjn/wCKFUfCt9LdazqUkxO27RLqAEniPLIP0UH8a3dS0Sx1Vka6iYyIpVHR2RgD1GQRxWLqhi0HV7O5iQJAthPFtB4ATayj8gauDUlyrd/oXCUZxcFu1+RY1q4i1DVtK02KZHY3JmkVWBwsYJ5/4FisKC1GozQeHnJ8q2uLp5cHkAE7P/RnH0rpPDOlQWGkWsht41u3iDTSBRuZm5bJ69amtNFW21++1MuGNyqBV28pgc8+/H5VSqRhdLp+Y41YwvFdNvX+mU/Clvepa3lzqKMt1PPh9wxkIoQH6Hbn8afoQ8vWtdj7C6VvzjU1vED8qwtL+XxVrq+ogcfipH/stZ8/NzN/1sZ8/Pzt9v1Rv0hNJuUnAYZ9KxPFFxcRafDDaztDPc3MUSSL1XJyT+QrOMeZ2MYRcpKJo6jqVtpdobi5kwudqqBlnY9FA7k1l6RYTLo91PeRlbu+LzSqeq5GFX8FwKj0uzv77VRfavCkZtFMUEanKlj96UfUYA9Oa6NgNp+lW7Q91GraprlXzMfwqxbwvphPUWyA/wDfIrZrC8H5/wCEWsQTyqlfyYj+lbtTU+NkVdKkvUKKKQ8CoMzivGcm7VNPC5/0UC4b/v7Go/rXYW3+p/4G3/oRrjNe23U3iO4Ugi0tYYxg9wTIf6V2dtzAD6kn9TW9T4Io6q38OC7f8Bk1FFFYHKIelcdqF40/jixKn9xaS/Zif+mjxsx/IBfzrsW4Uk9q4WIZ0LT9RI+afVhcMfZ5GVf/AB0itqPV/L7zpw63fy+87lckA06mL0FPrE5inqOo2+mWwnuWKoXSMYGeWYAfzpNVuvsek3d1n/VQs/5Amub8eO7WtvBGeU33RHqI1z/MitHxPIJvDnkJnN3JFAv0dwD+ma3VNWi+50xoq0H3ZmWFt9hvtDhPDf2ZIrD3BjJ/nXZCuf1X5fEmjtjGYbhP0U/0rXgv7a4FwYpkYW7lJSD91gMkH8CKmpeVn/W4qzcuWX9bstUVDa3UN5bR3NvIskMihkdTww9amrLYwaa0Y1yFQk9hmuM8DcT3jd7iCG5P/AzIa6PX7n7LoF/MDgpbuw/I1iaBAbLXfsp4xpduPxVnH9a3h/Dl5nTS0ozXf9DraKQUZrA5RaKTNLQBC/8Ax8xfRv6VNUL/APHxF9G/pU1ABRRRQAUmR6ilpNo9BQAbh6ijcPUUbR6CjaPQUARS8vERzh+30NS7h6ioZuGixxl+cfQ1NtHoKADcPUUbh6ijaPQUbR6CgBCwxwRWVoN3Ld6eJJ5C7+Y4JPoGOP0rTlIjid8D5VJrC8JnOlsMf8tSSPTIBq0vcbOac2q8Y+T/AEOgyPUUZHqKMD0FNleOGJpHwEQFmOOgFQdI7I9RRkeoqG2uYLyFZrd1eNuhFOnkSCCSVh8qKWOB6UWewuZNX6CD/j6du2wc/nUu4eoqnZXK3gSdAwjkhVwrds5q5tHoKATTV0G4eoo3D1FG0ego2j0FAw3D1FNBGTzSkKByBQAKAFyPUUZHqKMD0FG0egoAMj1FGR6ijaPQUED0FAEUHCHPHzMefqal3D1FQ2/zI2ecOw5+pqbaPQUAG4eoo3D1FG0ego2j0FACFhg8igEYHIoKjB4FAUYHAoAXcPUVg2+G8b3z5GEsol/N3P8ASt7aPQVhadh/FutHA+SK3T9GP9auG0vQ1p7S9P1Ru7l9RUVwc28gXk7TjH0qXA9BUc/EEhHBCnFQZHKpMbDTvFUe7mCSSVR6Bog3881v6RAlto1nCQB5cKL+SiuU8SF7a71SFf8AmIWsIX3YSbD+jrXcKihQABjFb1fhT7/5HVW0gn3/AMkKCvqPzpdy+oo2j0H5UbV9BWByiFh2IpcjPWkIGOgpcD0oAMj1o3D1owPSjA9KADcPWopeZIj2DHPtwalwPSopOJYgOhY59+DQBJuHqKNw9RRtHoKXaPQUAJkeooyo70u0ego2j0oAQketc94r0mbVobFYE3bLlfN+bGIzkMa6HAz0owPSqhJwd0XCbhJSQgKjjIpcj1H50bR6D8qNo9BUkBkeormNYujoOtPqhUvbXMAikAHSRdzJ+eSPriuo2r6Cqk9tBdySQ3ESSxYU7HGRkHIOPqKuEuV6mlOai9djk20pdG0zT9bdAL+KZZb2TuwkOHB9huz/AMBrZ1bE3iHRID8y+ZJOR/upgfq4rWvbSK+sprWYZjlQow9iMVzWiW+of8JGseoIxNhaGFZ8fLMGYYYe+F5HrWqlzLme6ubxnzpzb1V/xOs4AoJG08ilwPSkYDaeBXOchzGgapb2Gk2tvMTumvp7ePAzz5j9fbiuoB4zXmErlb+NUJC6fqEk0n/A7hVH8zXpoGFFb14pO/c6sVTUWpLrcdketY3iqZ4vDV4YnZZHURqynBBZgox+dP1vWodEjtpJo2eOWXy2K/wDBJbHcDFVfETi4ttMhjYMtxfQ9OjBTv8A5LU04tSTexnTg1KMnt/kLqunWln4S1C2tIEiT7NJ8qDGTtPJ9T71P/aX2DwoNRKbzHbebtzjdxnFXb+HztNuI8ffiZcfUVy80vnfDqwiyd1ytvAP+BMo/lVQXOlfuaU17RLm7nWWdyLuyguMbRLGr7c5xkZpJL62hvILSSUCecM0a4+8Fxn+YrP8Lyeb4bsieSiGM59VJX+lYfiWV4/E1tcx8DTokmbj+F5Nrf8AjuT+FKNO9RxJjRUqrh2uWdW8TmC41exCACC1ZopAfvSBclfrhlx+NLq1sNP8Cwwgc2q25z/uupJ/Q1DYaHBrmifaJWMbz3z3SsBnK7sAc9igA/GtjxPEZPC2pKOv2ZyPqATV3ipKK76mrlTjKMY9Hr8jWGAOtLkdM5rAvdYkNna2mnhZNRuog0YIysanrI3oB+p4pvhZHtRqOnSSvK1rckB3PLBlV8/mxrP2b5XJmHsWouTKupw/2nrerR9Rb6aYQP8Aak3E/oq0xJ/7Qj8KxH5g+Lh/+ARf4sKvaP8Av9V125xw10IvqFjUfzJrJ8IK1xqEOeV0+y8j6M0hz+iD861WkW+3+R02Si32t+K/zNbWht13Q2HQyyIfxjJ/pWNpd/5dp4sfOdkskg/75I/9lrZ8RErqGiuO17jP1jauOjfFhqCodv2+FGH1a5ZP/ZhWlJJws/L8y6MVKmr+X5s7LwY5Phe0RvvRbo2B7EMRW5NOkMDyucKilj9BXLWGopo1rrAkjaRor/bHEuAWMgQqBn3anatrS3vh3U4Uhmtrtdtu0MuNwMmFU8Egg57elYypuU79GzCdKU6jdtG/zGxS6p4niso7uwFrp0gW4ldZdwmXqqY4I7E/SrxwnjiPH8enkflIP8a2YIEht44kUBUQKPoKx7xQnjHTpMfetJ1/JkNSpczaWi1JU1OTSVlZm9kVW1C7Wy065umPywxs5/AZqpoOrDWdMW68sI3mOjKGzjBIH5jB/Gq3ish9H+xj795PHbj6Mw3f+O5qIwfPyyM402qnJIs+HYnt/D1jHM5aXygzljk7jyf1Nam4etNVAAABwBTto9BUyd22RJ80myJ/+PiI9gG5/Kpcj1FRP/x8RDsQ3H5VLgegpEi0UUUAFFFFABRRRQBDN9+H/rp/Q1NUM334f+un9DU1ABVXUbo2WnT3KqGaNCwB7nFWSR61ma+SdIkjHWRkjH/AmA/rVRV5JGVaTjTk1ukOu7rzPD011jG63L49PlzVTw+vlPdxdNrRnH1iWqF7fpbeDESTcWl/0RSB/Fkrz7cGtXTxt1vUVHTbE3/jpH9K1cbRf9djm96U6dR9f8ma1UNdfZod6wOD5LAfiKv1l+IPm0aZP77In5sBWUPiR013alL0IdNjW11u4hVQu+3jcgdyCwJ/l+VXNak8vRrts4/dkfmMVXYbPE0Lf89LVh+TD/Gna8wOnrCRnzZ4k/NxV7zTOde5QnFdLjNAbdYW3tAo/IkVsVj6B/x5qPQMPydq2KifxM3w/wDCj6IKKKKk2Od8a3b2vhq4EbukspWNChIIJPbHsDWzZy+fZwTf30DfmKxdfQ3msaZYgbhtmnZfom0fq/6Vb8MSGXwxprMct9nQE+4GP6VtKNqSf9f1odMopUV6/wBfkbFFJ2ozWJzC1Wu723sliNxIIxJIsSZ7sTwKsVxnjW5dru0hjbAtB9tkx7Oqr/Nvyq6cOeXKa0aftJqJ1tt9xv8Afb+ZqeobYfuzz/G38zU1QZBRSHpQCCM54oAhmu4IZ4YJJVWWclYkJ5YgZOPwqYdB9K5HxDdEeL9DjX/lkxZvbf8AKP5GutXOBVyhypPuazp8sYvuKelYWj/N4i15x/z2jT8o1/xrdPSsLw/8+oa5L/eviPyjQf0oj8LCDtGX9dUb1RXH/HvJ/umpaiuP+PaT/dNQZHNeKbF7m+0OVEYhbpUfaCflOG59vlrqV4GKaoG0H2p9VKbaUexpKo5RUewUUUVJmI3SlpG6UtABRRRQAVDL/rof98/+gmpqhl/10P8Avn/0E0ATUUUUAFFFFACd6Wk70tABRRRQAVCv/H1J/ur/AFqaol/4+pP91f60AS0mOc0tFABSMMqRS0UAef3WmSx2Xi24eF48vujLLjcF+fI9s13cMglgjkHRlBqtqVuLnTbuDGfMidfzBFcdb6jrcnhhtUguhbW1pbLsjMav52wfOxJ6A9Bj0zXRrVidmteO9rf5JfodBrSiXxBoULYKmWViD3xEw/rWLYI9v4ksdFcEpYTyzRHHHlMh2fkWK/hWzekTeKtEI/hhnk/MIP61qnTrY6muoGP/AEhYzEHyfukg4x+FNT5IpPt/mHtOSCT7P77ssOuY2HqMVw1l/pGheGLUfxXR4/65hz/Su7bkYrl9L0C8tNRtHa5hksbVp2iUIQ4Zzznkg4554qKUkk7/ANbmdGcYxd/60Y7Qb6302zure6mWMJqMkKZ7lm3Af+PU6G1i1LxDr8UwJjaCG3OPQqzHH/fYrP1Lw1d3upavLgLCyGS0+brOUUb/AKjbj8a0PCFx9vi1DUdpX7Rc5APsiL/MGtJWSc09TaaSi6iert+jN2ztIrGzhtYQRFCgRcnnAGKS+t/tVhcW/H72Nk59xirFBrmu73OJyd7mJ4b0ibTLENeMsl7IqiRh0UKMKoPoB+pPrUdv/o/jK/i6C6tYph9VZlP6Fa3x0rB16K5tbm31m1iMzW0bpLEv3mjbByvuCAcd+a0jJzk79TaE3Um+bqHhVd2lS3AHNxdzyH6eYQP0Ao8OaTNpj6i8yBWuLt5Fw2cpn5as+Grdrbw3p8bgh/IUsCO5GT+tatE5tOSWzCpUalKK2Zzvis+WulzdPLvkJPttYVzKWjY8JY6TxrvHrtZZP510PjolPDzTAfNHKjD88f1q5YaRDLaaLO5cPZRAxgHg5Tac1tCSjTT9fy/4J0UpqnRUn5/l/wAExpLVrjx8bYr+4+S+fnqVQov64P4Vrar4e+36vY3scgQRSKbhOf3iqdy/iG/ma2vIjExmCKJSu0vjnHXGfSpKxlVd012sc8sRK6cdLKwDpXLeKZzaanp9yOkdvdf+gA/0rqa43x+rG3sdg5eVof8AvtCKdBXqDwqTqpev5B4Uki0aK8truRYUSGC4LO2B86YP/jyn860pnTVPFVlHGQ8FlCblmByC7/Kn6bj+VW5/D+nXl7Dd3EPmvFHsVWPycdCR3I5qbTtGsdJknaygEXnsGcAnHHYDsOvHvVTqRbcupU6sG3Nbv/hi/iloornOUhf/AI+Yvo39KmqF/wDj4i+jf0qagAooooAKM0h6VF5H/TWX/vqgCaiofI/6ay/99UeR/wBNZv8AvqgBJ/vQ/wDXT+hqbP1/KqssWDGPMkOXxy3sal8g9TLKP+BUAZeu3cltLp+yRkD3K7wDjK9CPpyKfrfzCwiH8d0n6Zb+lZviKPdPt3yN5FrJNyc8grj+Rq9eDzdS0pPMdgzPLnPTCY4/76rZLRM8+U25zj00OV8SlhpX2VPvJqMrgfRS4/nXU6dcLNrLTr9y4sopB+bf41nX2mRSeL7NC7yLJFLO6sehARAR+f6Vi2w1PSruxnu98MNrGLcxluTCH2Fz+JU/QVvZTgktz01RvRpxk0uXb5tr/I7+O7gluZrdJA00GPMUdVyMjP4VQ11gYbSLr5l1EPyOf6VzukSSprcGoPI4j1Z50zngbWzF+ahq6DUot15psZlkO64LdfRGNYuHJJGeNpqnC3e3+Qy4uYG8TWMCSqZ445A6A8gMARn/AL5P5VD4pvVsobOTYZHE+5Ih1dgp2j8yKwUlYePmn3kxPMbZTu5ykY/+KNX7U/2x4vdzua30+M7cnPztwD+jH8q0VNRak9khSoRjU5Hs7P8ABfroaHhK4a60mKdsbn3s2BwCXYnH510GR61yvg2L/iWSwh3XybiWPg+jHFdL5B/57S/99VhWVqjKcFTbitkxLu8gsrSW5uJFjiiXczHsKytA1q41V7xbq3Fu8MilIz94RsoKlvfrUHidC1nZ2YeRvtV5FGQW7Btx/RaiuJE0zxVNPPI0cE1h5jMD3ibn9GqowTh5nRCnF0/NlPUbgyalrF2rkeSIrKJ1OCCTvf8AmPyrW8Iv/wAU9FH/AM8pJI/ydsfpWHFbSHSLVZ1bzrhbjUJVPUEj5c+4DAfga0PDDBLPUFeV0SG5Zsg9iitn9a1qL93Zf10Ofn561SC2Vl93/Dm6+p2i3408zqLpozIIz1KjvXN+HtXaXU9UnuZW8mdBdQBmJAjBKZHpwoP40WuiPrujyam8zwX94/nwS94VxtRe3G08/U1V8T6edNi0+C037ZoG04c9N23b/I0oRh8F9Wd1OFO7p31f6Gr4d1y8ujDb6km2W5i+028ij5WQ9VP+0uR9QRWL4hmLSeIXGGZ/LtBkdFEZkOPfLVtalAlpq2gurN5ayPbduA0Zx/6CKwBH9tXWJTkqs0zk9slwg/8AHUNXTS5uZL+rnPiKqpQdWCte35/5I7nTJhPYQzZ/1ih/z5q3keorntCuI4/CNrd3MzxxxW+XYHoFHP8AKrun6hYaormzvZHKY3qSVZc9MgjIrlnFpuxM4STemiDxHcG28PXkiffKeWuP7zfKP1IqLwq4bwxYdtkYjwe207f6VT8RbTLp1l5rsJbkSyKWydkYLn9VFHhJvP0eQB3UJczAAN0BcsP51o4/ufmaXiqPL1vf5bGNrl0v9v3UmCWjubOJCOwVt7Z/77Fd6vQV5jqAabTtS1Mk/PqDBCT0C/8A7I/KvSFj3qH8yTkZ4arrpKMf67Gc5uSafR2+5L9ScnA61geF+U1J/wC/qE5/Jtv9K2Gh7+ZL/wB9Vj+GIt+kNIJJB5l1cNw3/TVh/SsF8DHH+HJ+h0FRXH/HtJ/umm+Qf+es3/fVMmiKwSN5kpwp43VBkWF+4KXNQiEkD97L/wB9Uvkf9NZf++6AJc0ZqLyP+msv/fdJ5H/TWX/vqgCVjxTqzo5kmvbm1WScPbhCx3cHdnpVr7P/ANNpv++qLCjJSV0T0VB9nP8Az2m/76o+zn/ntN/31QMmzVOO7iupv3RJ8qYxtkYwwWpjBgZMsvHq1YWg/vmuzvbm8c5B9uv6VSjeLZjOpy1Iw73Ok4oqD7P/ANNpf++qPs//AE2m/wC+qk2J6Kg+z/8ATab/AL6oNvx/rpv++qAJe9OzVYQZP+um/wC+qd9n/wCm03/fVAE+aM1B9n/6bTf99UfZ/wDptN/31QBPmoVI+1Sf7q/1prwrGhd7iVVUZJL8AVFEqySMyTSMjIpVg/UHNAF3NGag8j/ppN/33R5H/TSb/vugCfNFQeR/00m/77o8j/prN/31QBIOc/Ws/XLdZNAv4QoAa3dQB/umrYg6/vZv++6bLbCSJ0MkpDKQct7U4uzKg7NM53TJvteu6PLnIGlF8/7xj/wrrMiuF8JAz31qSzL5ekxKcHkHew/9lrs/s/8A01m/76rWsrSt2NsSuWfL2Jsiorf/AFP/AAJv5mk+z/8ATab/AL6pkMO6LPmyj5jwG9zWJzlk4IqrYafbabA0NrGUjaRpCMk8scn9ak+z/wDTab/vqj7P/wBNpv8Avqi+lh3drE9IehqH7P8A9Npv++qDb8f66b/vqgRMOlGAetQ/Z+P9dN/31R9n/wCm03/fVAE3FHFQ/Z/+m03/AH1R9n/6bTf99UAYfjhN3hS6P90of/HhW9CojiRB/CoFU9R0+G6sZIbgySxNjcjPweQateRz/rZf++qty9xRNHO9NQ7N/oTZHrRkVF5H/TWb/vqk8g/89Zv++qgzJsisLxHps+otpvkRhxDexySZYDCDqa1/IP8Az1m/76o8j/prN/31VRk4u6KhJwd0TCjvUPkf9NZv++qPIOf9bN/33Ukk9FQeQf8AnrN/31R9n/6azf8AfdACyf8AHzF9G/pUtVWixPGPMl5DclunSphDg582Q/VqAJaKSloAKKKKACiiigCCf/WQ/wDXT+hqgmrGXXGs1CmEKQH9XGCR+AIqzqQuTAi2hRZmkADP0UYOTjucdqx7gWmmXumW0UgM8UhZlY/MVfILH1y2K0hFM560pq3Lstyy8Iu9X1JTzttli/763H/CsKPXHjvbJ0tXuY7OwzPsPzJnGSB3xt6V0WkZne+vSPlnmIT/AHUGz+YNUNFtYI/EGseTGBFH5Vuo5PO0u3X/AHxWsXFXv0HhaSk/aS1Wr/HQdazx3/jAXELb4k05SjDuJHJz+IWrGtabcXsyiGKN45LeSCTe20KG2+nPaqvhvSJ9L1PUhIhFuNkdqxxzGNxA/Ddj8K6WonLln7p1YqEZPli9rf5nHX7iDQYoGhEM+lXFscBtw27wNwPoVJ/Wtu6xJr2nr3jjklb8gv8AWsvxPCcago/5eNNkKj1eP5h/6FU9veq8moao33IbVAp7D5N5/wDQhV2vFM55OU6cYPV81v1Rgyq0Wgw61Gu6RNWkuMd2BdkA/lXSeG9Jk0zTmNzj7VcN5soB6HGAv4D+tGiabFL4U0+2uYywMSOy5x83DfzrcxgUqlTTlXc66tS82rad/Lscno19BpKa9LckrHBesTgZJ3YIAA7nIrV03XDeRXhuLZ7WW1OXicgnaRuVuPUdvY1zlwnm+MLjTRwLi+huXHqqRBv/AEJRWh4njlspn1GJWNvcW5tbnb/Dk/I+O+CWH41UoJtLqy6sEoP+Zq6/r7xf7QXWNf0ZRG0TwrLcSxv1X5Qqn3B3nmr2vaCdalsT5gSOKQmZf78ZHK/iQKo2FmNdvZdU3Sw26oILF4ztYopyX+jHgA9hV0XjaPczwXtxLJC0fmwyPgsccMvA5PIx9aUnaS5d0csq9TDuKl0Vr+eo5Yxd6pqDn7kMQt09Mkbm/mv5VzV0lzb2EC2+TFrNvFbOR/BLgLu/FM/98112kQSQ6funTbNMzyuD2LHOPwHH4VS068Wy8N28rqWdf3aIOrNuIAH40oz5X3OfD1fYzVSXVNv70zchiWGFIoxtRFCqPQCorqzt7ryzcRK/kuJEz/Cw6H9ah0m6lvNPSSbaJgzJIFHAIJB/lVXV9QTyZLG3nQ3suI1RTkru6k46YGTWST5rGjxCUPaIpa/dwXWjWuowMWjt7yN847B9p/mazNBiL+FdTmPWTe382/rVy9sWGnazpFrEWLxLNbx568Acfiv61PoVnt8HtGQQ0iSZHp1H9K6E1Gnp3FKr7XCqD+K7/BW/UydPW6vdLs9B+y3Cxi5ZriV4iEMSuXAB6HPyj863tX0q8luIb/SpI4b5B5TmTO14z1yO5B5H/wBerFhdLD4diunBYJBvIHU4FX7Wdbq1inUELIgYA9RkVnOo73R0xxfM016/eYUui2ej6LdzhfMvGhYSXUgzI5I5Ofr2qj4YuPsVrrKyf8u8pkIPb5B/ga3dfP8AxKpE675I0x9XUVx+o/arT/hIEjtZZIbzEPmR4IRz6jryHGOK0p+/Fp9TKnNzxT53uv1/yJpbQj4d2isDulUyE+7Bj/WujOuW2n6BZXdxvdpY02RxjLOSB0H603WrYRaFFAv3UeKMAemQtYB0S7g0W3e/O69KpbQRgjEKAdvVjjk/hT92ove7hKtGKqTn01t3v/wx1Vjren6mpFtdKZAPmjb5XX6qeRVXwiD/AMI3aMf4i7/m7H+tOax0vWLSzmvbeJ5ZUUo54fOM8MOfyrSsLODT7GG0tlKQxLtUEk8fjWEnFRaRsqtOVP3OtiwxwpOcViJq8l5ePFHGBaNA7RufvSFSBke3NWdbneLT2jibE07CGL6txn8Bk/hVS5gjtL+wjiXai200YHsAuP5UopWuzhrVJc6Udla/zZur90fSlpB0FBrM6gzRXP6xfXRmm+ysyR2IWWYj+M9dv0xkn8K2mmRbUzbsoE359sZqnFpXMY1oybS6GFo0xk13U2P/AC0IK/RWK/0rpK5fQ0aO9t933pbIOfqXLH/0KuoqqvxGWCv7PUKKKKzOsa5CoxPQCuY8M/LuB/jZJP8AvpGrf1KXydMuZf7sTH9KxNHT7PdMh4CW0BP4K4rWPwM4qzX1iD7X/FHSUtUNGu5L7Sre5m2+Y4O7aMDOcVfrNqzsdcJKcVJdQqOeQRQSSN0VSTTz0rlbjWZriz1NGxsdP9GwOqklCfz5/GqhFyMq9ZUlr5mj4XkD6JDx/E/4fMT/AFrarG0FREt5AvCx3LAD2IB/rWzSn8QYa/sY3CiiipNzM1+Ux6NcBfvuuxR7scf1o0XH2C2/69o/5Go9VHnX+nW3ZpTKw9lU/wBSKPDx3aVan/p3QfzrRr3DjjJvEvtb/L/M16KKKzOwKx/Ed69npbGGQpK7BVZeo7n9Aa2K5rxFm4mkiA4gs5Zf+BEYH8mq6aTlqc2LlKNJ8u50SHIz680p6GorVt1tG3XKA5/Cpj0qep0Rd0ji/BPOp6ohGPICw/lJIf612tcr4Vi8rWPEH/X5j+v/ALNXVVriHedzqxbvVb9PyEPSorb/AFP/AAJv5mpSaitv9T/wJv5msTmJqKSloAKQ/dP0paafun6UAKvQfSlpF6D6UtABRRRQBDdf8e7fUfzqXvUV1/x7N9R/MVL3oAWiiigApp/rTqaf60AKKWkFLQAUUUUAQv8A8fMX0b+lS1E//HxF9G/pUtAC0UUUAFFFN+b2oAdRTfn9qPn9qAI5/vRf7/8AQ1wOuiabUtQ1eFsrZXEVtnOBtwCT+DOv5Gu01W/h060Fzc7tquAiouWZjwAB3Jqlo+lN/YTwahApe7aSWeNufvsTtP0GB+Fb0pcnvG0EuSXNs9P8y9bCHS9LhSWVESJAC7MAM9+az/C2JrK6vQd32u7mkBHcBto/RRTLbwrCkqm9nkv4IeLaG4+ZYh75+8ewJ6Ct6NFiQIiqqqMAAYAqJNJNLW5NoU4ckNR+Oc4opMmkyazMzH1+M7bacRvIEkKMiDJKupX+ZFc5ajf4M07T0fdNqcqxSY6hQfn/ACVCK7s5rD0rw1Fp119oe4kuGRpPIVuEhDsSQB689a3hUSjZ9C6KjBuTfVNetv8AhjdQBUUKMADAFOPSm5NGTWBBz1vYA+OL69JGFto1Ud8k8n/x2rmsDzZ9PtgeXuQxHsoLfzAoVvK8TShuPNtlK++1jn+YoTN14jkY/ctIQo4/ic5P6AfnWzbbv2RzVKs6keV73t8v+GNVQAMAYFRTWsFw8byxK7RNuQkfdPrUvPaj5vasbnQ0nuB+6a5ez+dtNtjyEvJ2x/u7x/MiuoO7HauZ0obtcaPH+oadvxdx/ga0hszkxPxxXf8AzRKty2nRaskeGljuP3anoS4Uj9TWrp9gllaqgJaQ/NJIerseSTWTcRF/FccJAMcipcN9U3AfqRXRdqc3poLDRvJt9NF/X3GRrO6zaHU41z5IZZR6o3+BAP51Y0iHydEtYiOfJGfqRzVx0WVGjkUMjDBVhkEUu0AbQMADAAqXL3bGyopVHPuc1E3/ABRtvDnDSlYB+L7T+ma1NCf/AIl3kHrBI8X4BiB+mKyLViZ7LTHRlkivJHZWGMqNxBHqORVvZqVvqN5DYwx7ZJBN5kudvQAqPckfhmtZK6t8zipScZRn2XL+pb1k5NjF/fuk/TJ/pWc8Jn8TSWpA8syJdSc9dq4A/wC+sH8KsC5lv9S09WtJ4midnlDxnap2kcN0PJ7VsiJBKZAiiQgKWxzgdBn8ajm5dDZw9tLmWyf6FDxB/wAgaRv7rxn6YcU3Uh5l/pcWf+W7P+SN/iKd4gBOg3fsm78uaZMRLr9gvXy4JJPzKj/GiOy+Y63xtf4fzMG2kkEtinRNOmERyO7OVH/joH510msXc1rYf6Nj7RIwSLIzyT/hmqmrWUVrpF7NCm1mcXDnOclSCf5VJMfteu2kQzst4mmb0yflX9N1U2pNMxjGdJSp31dv8vyRHHcrqmpaeyj5UhNww9CRtH/s1Sat8t/p57FpE/ND/hUum6WbC4u5AykSv8g/urycfmTUWs/LNpzt/wA/ODj0KsKl25rI2UZKlzT3uvzRrr90fSlPSmru2jBGMUNu29qyOx7GVpypcS6qXUFZLgoR6gIo/pVH7Q//AAikluSfPQ/YyD1zu2D9CDWhoan7FLJx+8uJW/8AHyP6Vn3UDL4kht8furiRbn8UBB/ktb6XafQ8+V1TjJddPvLvlLBr9kqjC/ZXQD6Fa2B0rJvMrrume6SqfyB/pWnJIscTSSMFRRliewrOWtjpo+65Ls/0Q/NR3EwgtpJj0RSx/CsTTL27n1VmmJWO6i8yFD0RVOB+JBBNS6pexXOhXht33YJgPGMMTtP86ORp2F9Yi6bkvMpahql5Joki3VmIhcw4jkjfcuW7Hjg8/T3qW7It9Tu+wFiGH4bv8a3kjVIlQKCqgAA+1c34hJS6uSeN9g6g/iP8auDTdkc1eDpx9pJ3/p/5l/wwSNFjjbho3dSPxP8AjW1WPow8ubUYR/Bc/wA0U1rZPtUT+I68NpSiu2n3FLWp3t9IuHiOJCu1D7ngfqao3ujF4tOS3A22zKrZOMoMZ/UCp9Y3SGytx/y1uUyPZct/7LWmM4oUuVKxE6aqzkpbaf5/5GZpvyanqkY/57K/5ov+FatZVp8niHUR/fjib/0If0qzb34uL67tVTa1uV+Yn72RmiSbdx0ZRjGz7v8ANlylrF1DVp7TUVRIhJBFF5lxgcgE4BH0weKu3OoQ21stw7ko5ATYpYsT0wBS5XoaKtDXXYqjM/iSZuq21sF+hck/yUUnh3/kGRD0TH5MwpdIEkhvLuWJ0NxMSodcHaAFHHbpTdAx9hKgHekkin04kbFVL4behz0v4il3v+a/Q2aKb81HzVmdo6ufuV86/wBY4+7apH+YY/1FbpLVkWq+feaww/ikEf5Rj/Grh1ObEa8q8/0Zd0tt+l2rf3olP6Vc7VnaF/yArLHaFR+QrQ+f2qZbmtF3pxfkVIbW0sbmaVMJLdyhm3N99guOB9F7VcrB16Yx6hpK4/5eQ38l/wDZq3P4etU09G+oRqupUlF9P8jG8QTFJdNQEjfdp0PYf/rrWtgBD/wJv/QjWB4gfdqViucCEiQ/jIij+tb8P+r+Xpubr9TRJe6mY0pXrT+RNRTfm9qX5vaoOoWkP3TR83tWfd3ksWq2FspXZPv35HPC5GPxppXInNQV2aA6Clpg3Y4xil+b2pFjqKb83tS/N7UARXX/AB7N9R/MVL3qKf8A1Lb/ALvHT61Jz7UAOopvPtRz7UAOpp/rRzSHNADhS00bsdqOfagB1FN59qOfagBj/wDHzF9G/pUtQv8A6+P1wcfpUvze1AC0UUUAFFFFABRRRQBBOAXhBH/LT+hqYdKim/1kP+//AENSjpQAYoxS0UAJig9aWkPWgAoxRS0AJijFLRQBi6wJUmhu4Ymkktip2KMllbKkfyP4Va0u1lgt2kuCDcTuZJcdAT2HsAAPwqyB/pj/APXMfzNTYqubSxiqK9pzhilooqTYQ9KwdGhCa5q7H/nooH4jP9a36iWGNJHdEUM5yxA5Jxjn8KpSsmjKpT55Rl2H7FLBto3AYBxzinUUVJqJig0tIelAEMKK2XKgsGYAntz2qbAqK3+43++386moATAFLRRQBn62m/Q71R3hf+Rqnpx+06y0w+7FaRr+LEn+QFaWpLv0y6X1iYfoayvDJ82Ce5x/rHVQfZUUfzzWsfgZx1P94iv60uampQ+fptzF/fiZf0rO8Nh5rWS+kGGnKgf7qjaP1BP41t02KKOGJY4kVEUYCqMAVClaNjV0r1VPsOrI8QAfZ7ZzxsuYyD+OP61sVk+IQBpTP/cljb8nFEPiQ8R/CZqLnAqN7iJXMbSKH2ltuecDqaivLyKxtWmkyccBQMlj2A9TWBfWlzb2jaxN/wAfQJZ1zwsZBGz8M5+oNOMbvUitWcF7qv39DX0AEaHalurLvP4nP9a0CilgxUbgMA+lVtLj8nS7WPH3YlH6CrdKXxM0oxtTin2MvUfl1XSn/wCmrr+aH/CjXXP9lSQL9+dlhX/gRwf0JpNY4udMb0uhz9VYUl0ftetWduvKwEzy+g4IX9ST+FUuhhP7ce7S+9Ih1pv7P+xXiLxCWQgDsynH6hayltZLOe305t2Z2glb/eU5f+S11dxaw3cPlToHjyGwT3ByP1pk1jDPeW90+7zLfdsweORjmmqiSsRVwjlK6fb/ACf4FgcCua8TD/TbRf8Anshi/N0rpsVz+vpv1PSBj/lvj+R/pSpO0zTGxvRa9PzLdh8utaknqIn/APHcf+y0zVjcS39na2k5ilw8pI6cDABHcEmlZ/sniHfKCkd1EsaP2LqW4PocGnWmLjX72cHKwokCkHjPLH+Yp9bkK7j7Prf/AIJXikubzWbQXFrJC9vG7PxlCxwBtPfqa3aMUtZt3OqnT5L63uZA+TxRJ/00tQfyY/41m6e/l639qJO25nmgJPT5eV/9BatK7xF4gs5W+7LFJFn34YfyNQaXZQ6hoUJnDfO7TBlYqQSxIII+tap2V2cUouVTljum3+X+ZLYKt1fapOQGVnEIBHUKOf1Jqjp4ea9s7CTJ+wGQvnvg7Y//AB05/Ctyxso7K2EMZdhuZiznLEk5JJqSO1hiuZbhEAllADt646VPPua/V5Plb+f33/MlIGDWRoRwl0P7txIP/HzWwfu1ztpd/YLbVJQhdlumVUB6sxGB+ZpR1TRpVkozUn5m1Je28V1FavKomlzsX1xVe+1e2sX8uQs0gG5kjXJVf7x9BVGTR5Tp8kzES6iXWbf6spyFHoO1WdNs2NrNNdp++uzukVv4RjAX8B/WnaK1I9pWk+VK39fmVdU1CSPVrJYmby42DS7TxhzsXP4k1Z0X5oryXH+supT+R2/0rP8A7LntdJ1AzHc6geUc5JSPlPx61o6AS2ixSEYMhdz/AMCYmqlZR0MaLm63vrdX/QXw5/yArYf3QV/IkVq1laCf+JaUz9yeVf8Ax9q1M+9Zz+JnXh3+6j6HM+IZCdRDD/l2hWT85F/+JNdKPuj6VzepL57663eO2RV/AM39RV86wE1O1tCo2TRbt+ejdh+ODWji3FJHLTqRhVlKXX/NoztXG+9v5M/6mO3X6fvCx/pXRWw/df8AAm/9CNc7OTPoWqX/AFE8hZP9xCAP/Qc/jXRWxzCD7t/M0qmy/rsaYb45Puv1ZNRRTd6hwpYbj0HrWR2Dq53UZSPFmmr/AHVP/j2f8K6KuWvm3eI9/TypoEB+ofP8xWlPdnJjH7sV5r/M6dfuj6U6mr0p1ZnWFFFIelAFS4uoWaW1D5mRVdlx0BPH8jVsVzvmbvFGoLnpCi/kQf8A2auiFVKNjKjU5032bQtFFFSaiHpWFok/nX2qNnP+k8fgoH9K25nEULuxwqgkmud8MqVkmyMF4oZT9WDZrSK9yRyVpP29OPr+R0lLSUtZnWFFFFAEL/8AHzF9G/pU1RP/AMfMX0b+lS0AFFFFABRSHpUXn/8ATKX/AL5oAmoqHz/+mUv/AHzSeef+eU3/AHzQAs3+sh/3/wChqUdKrSS5aM+XIMPnlfY1J5+P+WUv/fNAE1FQ/aP+mMv/AHzSfaD/AM8Zf++aAJ6Q9ai88/8APGX/AL5pDOc/6mX/AL5oAnoqHz/+mMv/AHzR5/8A0xl/75oAmoqHz/8ApjL/AN80ef8A9MZf++aAAf8AH6//AFzH8zU1VBMftTt5cn3AMbeepqTzz/zyl/75oAnoqDzz/wA8pf8Avmjzz/zyl/75oAnpo5z9ai88/wDPKX/vmjzsH/VS/wDfNAE9FQeef+eUv/fNHnn/AJ5S/wDfNAE9IelQ+ef+eUv/AHzR55/55S/980ALB91v99v51NVSGYhD+7k+8x4X3qTzz/zyl/75oAnoqDzz/wA8pf8Avmjzz/zyl/75oAdcJ5lvIn95SKz/AA7A9volskiMjkFmDDBBJJq955/55S/980CcAf6qX/vmq5tLGbppzU+xPRUP2j/plL/3xR5//TKX/vmpNCasvxEu7Qrr2UH8iDV7z/8AplL/AN81W1Afa9PntysqeYhXdt6e9VF2aZnWi505RXVFPTIFv531K4UvlytuGPCKOMgdiSCc1sMiOhR1DKRggjIIqtb7LW2jgSKUrGoUHb6VL9o/6Yzf980Sd3oKlT5YWe/UmAAGBS1B9o4/1M3/AHzR9o/6Yzf981JqZviJhFa287EhYrhHOBnjvU2jWzxWpuJh/pFyxlkz2z0H4DAqS9ihv7fybi3mZNwbAGOhzU/n/wDTKb/vir5ly2MFRftnUZPS1B9o/wCmU3/fFH2j/plN/wB8VBuTVm6jZtc3+nyhgFhlLMD1PynGKufaP+mU3/fFRvMTLEfKkGG7r14NNNp3JlBSVmSXNrDdwNDcRiSM9QaW3toLSLy7eJY064UYpPO/6Zy/980ed/0zl/75pXDlV+a2pPR3qHzv+mcv/fNHnf8ATOX/AL5oKM/xAh/s1p4+JbciZT6Y6/pmrGkx+VpNpGOghUfpUzSg9YZDxjG2l87H/LGX/vmqcvdsZKlap7TyJhS1D5//AExl/wC+aPtH/TKX/vmpNSU9K5ST/j8uIBxv1OPj8A39K6bz8/8ALKX/AL5rmgQfExQq3N15u3HPEOP5mtaXU48Z9nzdvvOpxxzS4qLz8f8ALGX/AL5pPtH/AExm/wC+ayOwkkRXjZGGVYEEVFa20dlZx20WfLjXaMnJpftH/TGb/vmjz+P9TNz/ALNO/QlxTdzFtrg2ejapIvBinmKjPckkfqabsl0GGC5aWV7cIFuVZywU44Zc+/GPeq+yeWe5sUtpyj3wlkbZhQgwevuR2rohJlcNDJ9CtaydjhpQc/K23rczYLSZtKvZrhStxeBnZP7g24VfwAFZthaPqun3LxybZdsKQuf4WRQf5k10rSggjy5eePu1m6FBJp+lpDNBIsm5iwAz34/TFJT91lSw6dSKe1n/AF+I7UbVbbwvPbKMrHblfyFaFkd1nG2c5FVNVl83SbtBHIMwvyV46Gok1D7JoK3AjZisQIyMAk4xz9TU6yRpeNOo30S/I165y+nYeJ7eTP7uDbE31k3f4LV2LXrRrdmnYQSpxJG5G5T9Op9sdazJUmOkX168MiyPMLhN64wqFdufwWqhFp6meIqKpFezd7a/d/wTqe1crcfPd3VwO2owr+QUf1Nb8l4kdu0zpII1TeWxxjGaw2RovD4mljZZZbhLhzjgEyKcflgUQ0HinzJW6Js6ZelOqDz8ceTKfotMmvVggkleKUKilidvYCsup2XSV2WqKwY9Uv4GS6vYVFnMQAEGTFn7pJ75z+Fa/wBozkCOTP8Au03FoiFRTV0c3bZbxFdyn/lp5igf7pjFdUK5OzP+l2koDfvWuznHXLgj+VdMJ/8AplL/AN81pV3Rz4J+6/X89Seg1D5//TKX/vmjzv8AplL/AN81kdhT12Qx6Lc7fvuvlr9W+UfqagsUEGu3EC9BaxfoWFJqj/aLvT7bZIA03mMCvUIM/wAytIkm3xLIfLky1ooxt9HP+NarSNjinrW5uzS/P/M2qWoPPOP9VL/3xTJ7rZBI5jkAVSc7fQVkdjdlcfZ3Ud7apcRbtj5xuHPBx/Sp6ydFfydGs08qUnylJwueSM1f+0H/AJ5Tf9805KzsiacnKCbHP/x8xfRv6VLVR5j58R8uXgNwV69KlWfJx5Ug9ytIsmooooAKTApaKACkwKWigCGYDfD/ANdP6GpAox0qOb78P+//AENSjpQAbR6UbR6UtFACYFIQM06kPWgAwKMClooATAoxS0UAQj/j7b/cH8zU1Qj/AI+2/wBwfzNTUAFFFFABTRyT9adTV7/WgB1FFFABSGlpDQBFb/cb/fb+dTVDb/db/fb+dTUAFFFFABSDoKWkXoKAFxRRRQAVFcf8e8n+6alqO4/495P900AOUfKB7U7FNXoKdQAUYoooAQ0YFB/rS0AGKMUUUAGKhlA86H/eP/oJqaopf9bD/vH+RoAkwPSjA9KBS0AJgelGB6UtFACYHpRgelFLQAmB6UYHpS0UAJgelc5Em7xvOeyxbv0UV0hrHt7eX/hJ7uYoRH5CAN2Jyf8ACrg7X9DmxMOZwXma4A9KXFFFQdIYpCOMUtFADQOT70uBSDrTqAE2ijFLRQBWvkDWFwvrGw/SsKJjcaboloORKyu30Qbv57a6OYboJFxnKmuZ8P5luLEHpBYj82b/AOwrWHwtnFiP4ij3/wA0dEbS3aUTNBGZBj5yozx706aFJ4Hidcq6lSPY1JS1ndnXyq1jl0kku7SDRGJ8xZPLnP8A0zTnP/AhtH4mtLxAv/EknIHI2n8mBq6llBHeyXSxgTSKFZs9QP8AP8qra+CdBvcdRET+XNaKSclY5XSlGlPmetvwL46Cs7Xyf7GmjH3pisQ/4EwX+tRX8j3MtjZQzSRmbMjvG2CFUf4lRVKSW4kv7bTLp/MkjuRJvwBvjClgfzGD9KIxs7iq1k4uFt9PmzavbNbrTZrYYG+MqD6ccVgJeX2pCKe3LB7KENImSA8h4ZffgH8SK6kD5cVBb2UFmJBCm3zHMjc9SaUZpLUurRc5Jp2XX9DnYYjFb6GSrKzBwVYEHLDPOa6hmVFLsdqgZJ9KydZGLnTWH/Pzj81apNbdntEtIyRJdSCEEdgfvH8gaG+Zomn+5jJLpb8kXra4iu4EmhffG4yrDvUxFZEFje2d20do8KWTuHIYElfUL7H+prX9jUNJM3pzlKPvKzMm1H2zXLi6B/dWy/Z0924Ln+Q/A0SfL4ng/wBu1f8ARl/xrSt7aK1iEUKBEBJwPUnJ/U1n3Xy+IrFv70Mq/qpq07synDlgm97r8yPxHcPDpTxxFhLN8i7TgjgknP0Bp2oXAbwzPNn71sefqtQ3aG/1W4XrHaW5Uf77/wD1gPzqCZvN8I2qnrKsCY+rKD/WqSVkYznJzm1tbT5f8E3baPyrWKPH3VA/SpsCkU8CnVk9zvirKxBJ/wAfEX0b+lTYqKT/AI+Ivo39KlFIYUtFFABRRSZHqKAFopNw9RRuHqKAIpvvw/7/APQ1KOlRS8vCRzh+cfQ1KGGOooAWik3D1FG4eooAWkPWjcPUUhIz1oAdRSbh6ijcPUUALRSbh6ijcPUUARD/AI+2/wBwfzNTVCP+Plj22AZ/E1LketAC0UmR60ZHrQAtNXqfrS5HrTVIyfrQA+ikyPWjI9aAFpDRketBI9aAIrf7rf77fzqaoYOEbPHzsefrUuR6igBaKTI9RRkeooAWkX7ooyMdRSKRtHIoAdRSZHqKMj1FAC1Hcf8AHvJ/umn5HqKjnOYJAOSVPAoAevQU6mqRtHPalyPUUALRSZHqKMj1FAAf60tNJHqOtLkeooAWikyPUUZHqKAFqKX/AFsP+8f5GpMj1FRScyxEdAxz+RoAlFLSZHqKMj1FAC0UmR6ijI9RQAd6Wm7hnqKXI9RQAtFJkeooyPUUALUKY+1Sf7q/1qXI9RUS/wDHzIT0Krz+dAE1FJuHqKNw9aAFopNw9aMj1oAQdadTARk5Ip2R6igBaKTI9RRkeooAG+6a5vwmu5LiQj7u2EfRcn/2aujJBGM1k+HbWS109hMhR3mdsN1xnArSL9xnNUg3Xg+1zYopNw9R+dGR6iszpFqjrK79FvF9YX/kau5HqKrX4DafcLkcxsP0px3IqK8GjO0pRcX8tyRzHBFCPrjcf/Ql/KtN7SGS6juWjBmjBVX9AetZnhiPbo0UrfelJc5/IfoBWzkeoqpv3tDHDpSpJtb6i0tJkeooyPUVB0mRrvH2BvS7T9cj+tK4Nx4kjXHy2sBbP+05wP0U/nS68P8ARIXAztuYj/4+BRpGZZr29bpNMVQ/7KfKP1BrRaRuccta3J6P+vnY1RS03cPUUuR6iszsFrJ1A41zT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Positional Embeddings\n\nThe Transformer model does not inherently maintain the order of words because it processes input sequences in parallel using self-attention mechanisms, which does not maintain the sequential relationship between the inputs. Similar to NLP, time series require the positional dependencies of the inputs to be captured.\n\nPositional embedding is an innovative way to maintain the order of the inputs to the Transformer. One way to accomplish this is to assign a specific encoding vector to each position, i.e. absolute positional encoding. This is usually done by sine or cosine functions based on whether the index is even or odd. Position-based embeddings that are added to content-based word embeddings enables the model to differentiate positions and capture sequential patterns effectively.\n\nTo demonstrate this in natural language, we can use a sentence such as:\n\n> I am a student\n\nWithout positional embeddings, the Transformer would treat the following sentence equally:\n\n> Am I a student\n\nWhat positional embedding does is add small increments to the values of each word in the sentence which means the word `I` will have slightly different embedding vectors which allows the Transformer to understand the difference between the two expressions. Further, given the mathematical properties of sine and cosine functions, the distance between any given two words is preserved, and can be easily computed.\n","metadata":{}},{"cell_type":"markdown","source":"### Taxonomy for Time Series Transformers\n\nA key challenge of using transformers on long time series is the quadratic $O\\ (n^2)$ complexity of attention. As such, a large body of literature has considered ways to improve the efficiency of time series Transformers.  Sparsity of the attention matrix is a key observation that was utilized by multiple Transformer architectures to reduce this complexity to $O\\ (n\\ log n)$. One of the leading work in this area is the Informer Transformer. The Informer Transformer samples a set of keys from all possible keys and computes the attention based on them based on statistical properties of the data distributions.\n\nAccording to [11], Informer is a module-level variant, which maintain the vanilla Transformer architecture, but innovate on the way embeddings are generated to accommodate time series data. On the other hand, architecture level variants, such as Triformer deviate from the standard architecture of the transformer. Triformer exponentially shrinks the layer sizes of the neural network to reduce the computational complexity to $O\\ (n)$.\n\nMore recently, patching has been introduced as a way to improve forecasting in time series data in a manner similar to how BERT works. Random patches of a time series are masked, and the Transformer is trained to predict these missing parts. BERT which is a highly successful model in NLP is trained in the same manner. Words in a sentence are masked, and BERT was trained to guess what they were. Not unlike BERT, PatchTST model for time series was state-of-the-art (SOTA) on multiple benchmarks including electricity, weather and traffic datasets.\n\nRecently, attempts have been made to represent these time series as images and utilize image Transformers. ViTST [14] attempts to classify medical time series data for different patients using a set of plots for different features of the patient, e.g. heart rate or blood pressure. Their approach is based on fine-tuning a pre-trained Shifted Windows (SWIN) Transformer for the task. Their results have surpassed existing benchmarks, SOTA, on multiple tasks. A key advantage of this approach is that it overcomes time series irregularity and reframes the time series problem into a better-researched image classification problem that may be fine tuned using a pertained model. However, the training time for this method can be considerable as each sequence is converted into multiple image based plots.\n","metadata":{}},{"cell_type":"code","source":"import tabulate\ndata = [[\"Time Series Transfomers\",\"Module Level\",\"Architecture Level\"],\n         [\"\",\"Informer\", \"Triformer\"],\n         [\"\",\"LogTrans\", \"Scaleformer\"],\n         [\"\",\"Pyraformer\",\"Autoformer\"],\n       [\"\",\"Quatformer\",\"\"],\n       [\"\",\"FEDformer\",\"\"]]\ntable = tabulate.tabulate(data, headers='firstrow', tablefmt='html')\ntable","metadata":{"execution":{"iopub.status.busy":"2023-07-05T22:12:59.244250Z","iopub.execute_input":"2023-07-05T22:12:59.244603Z","iopub.status.idle":"2023-07-05T22:12:59.252587Z","shell.execute_reply.started":"2023-07-05T22:12:59.244575Z","shell.execute_reply":"2023-07-05T22:12:59.251500Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import tabulate\ndata = [[\"Method\",\"Time Complexity\"],\n         [\"Informer\", \"O(n log(n))\"],\n         [\"LogTrans\", \"O(n log(n))\"],\n         [\"Pyraformer\", \"O (n)\"],\n        [\"Autoformer\", \"O(n log(n))\"],\n       [\"Quatformer\",\"O(2n)\"],\n       [\"FEDformer\",\"O(n)\"],\n       [\"Triformer\",\"O(n)\"],\n       [\"Scaleformer\", \"O(n)\"]]\ntable = tabulate.tabulate(data, headers='firstrow', tablefmt='html')\ntable","metadata":{"execution":{"iopub.status.busy":"2023-07-05T21:44:03.087244Z","iopub.execute_input":"2023-07-05T21:44:03.087633Z","iopub.status.idle":"2023-07-05T21:44:03.095125Z","shell.execute_reply.started":"2023-07-05T21:44:03.087603Z","shell.execute_reply":"2023-07-05T21:44:03.094151Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Controversy\n\nHowever, the usage of Transformers in time series has recently come into question. In [12], the authors expressed doubts on the effectiveness of Transformers by comparing the the SOTA Transformer models against a linear regression model on multiple benchmarks. The results they report are quite striking, as they surpassed the complex Transformer networks by a large margin, including the afore described Informer, Autoformer, and Pyraformer. This is particularly evident in the case of limited data and when the patterns are linear. At the same time, linear regression models provide more explainablity and better interpretation of the results. This has raised the question on whether Transformers are in fact a suitable framework for time series or if they are merely more `fashionable`[10]. This was confirmed by [10] as well who proposed multiple simple models that surpass SOTA, including an enoder-decoder without attention. ","metadata":{}},{"cell_type":"markdown","source":"## Conclusions\n\nThe breakthroughs brought about by Transformers in the NLP domain has stirred much interest in the time series domain, and multiple methods have been introduced. These methods encompass a lot of innovation and have contributed significantly to the body of knowledge and the collective understanding of Transformers. However, based on the findings from multiple sources, it appears Transformers may not be well suited as the most appropriate approach for many time series problems. Alternatively, perhaps the most effective usage of Trasnformers on time series is still a work in progress. However, it is evident that the current focus in this domain is to improve the efficiency, while the open problems appear to be on how to make Trasnformers more effective on multivariate time series problems.","metadata":{}},{"cell_type":"markdown","source":"# References\n\n","metadata":{}},{"cell_type":"markdown","source":"[1] A. Vaswani et al., “Attention Is All You Need.” arXiv, Dec. 05, 2017. Accessed: Jul. 03, 2023. [Online]. Available: http://arxiv.org/abs/1706.03762\n\n[2] J. Devlin, M.-W. Chang, K. Lee, and K. Toutanova, “BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.” arXiv, May 24, 2019. doi: 10.48550/arXiv.1810.04805.\n\n[3] S. M. Kazemi et al., “Time2Vec: Learning a Vector Representation of Time.” arXiv, Jul. 11, 2019. doi: 10.48550/arXiv.1907.05321.\n\n[4] L. Liu, J. Liu, and J. Han, “Multi-head or Single-head? An Empirical Comparison for Transformer Training.” arXiv, Jun. 17, 2021. doi: 10.48550/arXiv.2106.09650.\n\n[5] S. N. Shukla and B. M. Marlin, “Multi-Time Attention Networks for Irregularly Sampled Time Series.” arXiv, Jun. 07, 2021. Accessed: Jul. 02, 2023. [Online]. Available: http://arxiv.org/abs/2101.10318\n\n[6] H. Zhou et al., “Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting.” arXiv, Mar. 28, 2021. doi: 10.48550/arXiv.2012.07436.\n\n[7] R.-G. Cirstea, C. Guo, B. Yang, T. Kieu, X. Dong, and S. Pan, “Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version.” arXiv, Apr. 28, 2022. Accessed: Jul. 03, 2023. [Online]. Available: http://arxiv.org/abs/2204.13767\n\n[8] N. M. Foumani, C. W. Tan, G. I. Webb, and M. Salehi, “Improving Position Encoding of Transformers for Multivariate Time Series Classification.” arXiv, May 26, 2023. doi: 10.48550/arXiv.2305.16642.\n\n[9] Y. Nie, N. H. Nguyen, P. Sinthong, and J. Kalagnanam, “A Time Series is Worth 64 Words: Long-term Forecasting with Transformers.” arXiv, Mar. 05, 2023. Accessed: Jun. 27, 2023. [Online]. Available: http://arxiv.org/abs/2211.14730\n\n[10] R. Ughi, E. Lomurno, and M. Matteucci, “Two Steps Forward and One Behind: Rethinking Time Series Forecasting with Deep Learning.” arXiv, May 08, 2023. Accessed: Jul. 05, 2023. [Online]. Available: http://arxiv.org/abs/2304.04553\n\n[11] Q. Wen et al., “Transformers in Time Series: A Survey.” arXiv, May 11, 2023. doi: 10.48550/arXiv.2202.07125.\n\n[12] A. Zeng, M. Chen, L. Zhang, and Q. Xu, “Are Transformers Effective for Time Series Forecasting?,” Proceedings of the AAAI Conference on Artificial Intelligence, vol. 37, no. 9, Art. no. 9, Jun. 2023, doi: 10.1609/aaai.v37i9.26317.\n\n[13] “Papers with Code - PhysioNet Challenge 2012 Dataset.” https://paperswithcode.com/dataset/physionet-challenge-2012 (accessed Jul. 05, 2023).\n\n[14] Z. Li, S. Li, and X. Yan, “Time Series as Images: Vision Transformer for Irregularly Sampled Time Series.” arXiv, Mar. 01, 2023. doi: 10.48550/arXiv.2303.12799.\n","metadata":{}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{},"execution_count":null,"outputs":[]}]}