The rainfall data of 36 years (1984-2019) of Navsari, Gujarat was analysed to obtain the best fit monthly and annual probability distribution. The analysis required in the study was conducted in the year 2020. Navsari receives its rainfall during June, July, August and September. Water conservation measures can be planned based on the expected rainfall. The excessive rainfall also causes frequent inundation and therefore, suitable drainage can also be planned for protecting the crops. The continuous probability distributions with their probability density functions used in the study are described below.
Normal distribution
The normal distribution, also known as Gaussian distribution is one of the most frequently used distributions to model the random phenomenon. Any linear function of a random variable is also a normal random variable. The probability density function of normal distribution is given by equation (1):
![](data:image/png;base64,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)
...........(1)
for -∞< x < ∞, -∞< µ < ∞ and 𝛔 > 0
μ and σ are the mean and standard deviation of the distribution which are also its location and scale parameters. The parameters of the distribution were determined using method of moments in which the mean and the standard deviations were obtained.
Log normal distribution
Log-normal distribution is a transformed normal distribution where the variable is replaced by its logarithmic value. It has positive skewness which increases with its scale parameter. A random variable x is log-normally distributed if its probability density function is as shown by equation (2).
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAQ0AAAA7CAYAAABhRt8MAAAgAElEQVR4Ae19Cbyd07n+TnIyzwlBFClKKFqqqui/pYqaQl1U9bblVrVoY4yIeW6vamueEgSJxDyUmCKjEIIkZB5P5px5nz19+xv28/89z7vWPvuQGOJeV+/NPr99vr2/vb71rfWudz3rndb7pfB//pUA4PuzvZIkgX/HpQTFhFeXAIRIwowqiV1VpRLP+y/uPu4UDxW/+lJf7lGNSIAS2xapPZF6wm8xklIRcVBUQ+OYvYqAuAgkAT/pzTI8V0oi0YUdYLUs7d/FpKRzPF/IhUgi/hKgVGpGnOQQ83MMkF6R7hzZkCRAUCqpHg1RsQSUIhSjAGECFEKgGJZ0rTUGyJWKKPrWsXhs7eD48B2Gdl2EBBFC9tLGP2hWv1g/G1sMSBc2k/21c2x1QS1PUCwVUEIOSPL2jouil++/SFv5hbcpnzR6t+Y7ts/GoIVtSGWWrbyW5YKWulgnX75+3x9HEHUhNg7lfxvHBFEhL1oiilEqxciEGdEtLAFhxG5HiBOjnd0iQSks6tYpd8v/wwdS2w3MZ6CCBwweCRqaZDGZqiimJOOXxzGprLf1fVjGl/sMt/3vKaJGeNAwxuLEIFsmDjTUSDJdEqEYZIEkRBKHsN5CE6WUfBw0WLUHDR75PZvNWj9KQJBrApAXaBB4SE/SLvagwQsSgEzMjxqiIEJSDFTW163f+C8fISkQLhLkCQ5FTmhrQ1QCopjTPVRlxKygFCKfsGSEIODEDw0Q+SOHqgTkswUdgywXgwRREiITF1EAQSOw+pJAYEMasB8lt4SwSeW28YOrs6UzFYAgqrjvvr8653imXBkrFce5Co2c+q8yDuh0M6vPT3yObj6fF40TgWCEsNAMxOxHgkIMZCKOOtvdwqsEsEIB0DXk9gjYDBoVBKoYgo1+NNDgqmorq/FDCVEha0znmCXkktbq1TIQPF3JB62KfZlfyoxmbfNtSkpkoxBJKUBUCFAK2BdKUjkxGBmRrCa2TCJsDDRYXxi5Va4CQAUQnGRxAXFS0GQTXUHA5WrL9rQQqVgks3LCUwKxWUUJI5OPEHCO80aUCIp5Xct22Sy1dhLgJCFxopcScGwILyZtxIg58UsRSmEEThIJXmwCJY7QJB3SgrXxGtaXD4uIklh9N0lrI6ChtrT0pTVo2MRWEfZBr9ZjYYxiNFQRNq7cQH8Nj3Zd+YzAxUCA0ppJvUbXMDTAe3XcU+jbNYVO7VK47fYxyIVAJmhGjDSiqBEhaRoDxQIPHJesRLfNoPFRYpepvqEPVE08YNixULCJxEGLwgBRFGmicBKYKOjr8auAfScDlPnEF/myj2qEMSE/cpXRS+oEJ4ETg9mXXC1KYVptbshFmjjNUYi45OlhapuvgkffP4q/UcSpliCXy5XpEsehJqzUoFLi1mirQU3jR/K5UID/IoEYz5G2bC9Bo8iqpVaEYJ2azFQlohJylDJUD5EuD0QFJHEgcKGUEVPKQYgCl1OWpXRjc0r35rUZggMChHFa6kymWFTdbKMBoKeBAV6ltGG9qSCGThAE+LY+6VS5w3au/FUffHnHQzynl4GJ/2zEcj85vs4VwxZpjfcsGdAtmPs+jj/qh0CwGu9MfR3bbb0/qpeTBCGCeCWAetE7LBge56McElA6DDdLGp7En+3oQIOMprdxV6a5wZjHVVKpotipjw62Tajy2H+2m//Xl3IMSWbz4r5mOkV1itoSvbncFvDe5H+ia/sUUu07I9W+B3b/zv5oCsiQLTYeTqDWL1v9PGCQZsbYCQJJLzb5CcScwGqF2mQAJlGZ5US+BGFcRMhlj2phmBdwsDg1CoK1wQOlBQMUf0ZVUlGnPabk+1ZEUMwiSgIBAcvSZKJmsdkc2gQCx3RCO0mWAr7uwfqKzlZCqYvdpqpKADUw8JO8NTX8t5YyvKujmeu374Mv23KktGe2FRa1l7+P0dnTtlynwyqWNyClmllEFKSlGoIgEK9EnGvEnjseiabVLFjAkItOQadOKbRpm0Lb9rvgvgcnOttPo+w3myUNT/9PPPpBicpgwVW4VMoDMfVdGtQo2nFFsolAsTyK/fB+RUFDs9H65ieYRF9OLhQMNDgj4xDTX3kUnVIpjBjzFMhylK9yzubACSP1ohVoeJrxaLV7oG1MN4hORZoRqHEkXOu54tMaavOIV8hISQAjqDh92yZOEQizKIUFhAEnqk3iPK2jmoQJgjgBv6s6kp+zW/2NTZUkeCCQelSIAxRKQIZ4ospcNSUgF0XCj6LG2BaJoJBTvbkAMsjKeFgy4GgBBJvQH2UrVt9SpgI0ygVb+sD2sry9DDT4XWCqky2g4es0icuua7m2BYTNrpNBHFCSaACwHisWzcGxh56JbA3NM7Q7rQOwCgsXvof2nXbFQ6OnI4gjRCVek98safgh2fixchBbgwaSLEDiJwUZkshS9BTwxf8tg8Y6Wr9a/976ty/vG2eTtY0wQRY2kzlXcwMNGh7pIZg79Sl0SaUw8umXUEejJtmHQgit7VplK9QTdY6rIm0RpIozosrEGkgd4OSkcOBBgx4UQocnnE0M1mFGSpKV52gDCfLkbtI+LQNmLm+TnnfiJKf0oJcjMo24fgIGxRJCekaSPEr5WqxcuQBHHH0UHn/+dchgmqeRJJGxV6ooShpTyhi5OIcH778Fp596POIwQT5voEEaGB08IPB+Lff0Y91yrJzs5S638IunH0JPDqd+mUTImlnEXgRN+rrcOUlS9p3lOL7FXBbssn0vICnUAgmhn+9GXDX0IkyZMBf5LCUSglMj8o0fYN3yOejZbVc8+tg76l8BtHdsBg1P+U84etAgyQkagXvTZdUMBDW45pLzMeTKG5B2jM2Vs/XAfoVBw4nHNrU5tzjRDTTMpsEJlsWs10aiWyqFu8a+gPVkKye62yprojnF8zKXyxBHKYFAQGrYyh6E9QiiLC6+5HpccfnNAg5JKSUaMel9sNWek8BWRdI5QBKbJ4U2CEFWbj3G3HcrOrZNoUPHrhh61c1opn2DYMb203BX5LXm+SEgcXoV/MAUmjBz2mv44f/7PmZ+OEeuc2k46oNRg6s3GxSGserlpXHYgPHjHsfhP/wBatbV6zpKKXwTOGzFZ0l72/cKsmhybwg07Jy6LSI4SagMBhLJVCtbZ/Rh6UrQYHuN3gJY/izPnvFjmnYbyk0xbRMZIGrEW5PG4ZorLpUQludPrDFqBLAGKxa9gx49d8bIUZORk02UYBRsljQ0SJ/4jwZNEw05QLm8GYPyhUa8/srT2K57Cp1TKQwf/TSanfFNYyWpg5886Bjj2K0+DiKf2IT/th+tbeTR1pIG++v6TEkkyWLBxIfQI5XCbWNfxBq3RtFNR0NkoWiGRa5SEZV9LYORvCPUoUm3sCjZBK+MfwLdenZAu7a98PDIF8HwD4KGXNalUKs978xVXuofjbFRQYZUSjScigKzpB4orMOxx/wU39n/IDRkLYaCKpMmFIGDxju2jcY/tqGUoLlgonuhsQ6777gD3pj2tt1T3i5OuDzCfL1ctLJRJEXEkYEZPSkaz1KAUff9HSccfaja00jHjYeJJEZRXqYQ+ULaDMXO5OknMuUFvWlUlzuY0kwsWBPtGDtRzEgaYptFTsaBBDndpykCck71Is3Zt4AWS0ocQU62G0pyam9Skr1HgCe6kiZUSzJYsfxD/Om8s+y+vLroYl449uFyrKh+F122GIDhoydYLAzV7aS4GTQ+fT7SRcfYgJbVg8wwecp43Hj1RUjWzcPeO22Nux95RhoiS/FFfVrM+5UGDbbUVjgyvdorznaqhU1RIMlg4YSR6JlK4fbHXhJo0JLDwDabRiUEYU6TkzUG+SIKeUJoqAmXz2VkgHth3BO4+rrBaGxei+2+tgdGP/KaqShEjojSRCgxmmqP3KBRDuBkkKQSoBjltaILZLIrgOJaDDr+OFxw+Q1oLnLKcJVMzFgqurMfAQr5NOhF8GNTyDTjsqGX4KQTfyFviY1TiFJQA4SUozKiBb0vvL5UzJWDwtRhAmDzMuw2oDceePiJsn2HIKoJzn7HWSRJTuDDiU211d6xVAD2jwZi2b7cKIS0G8gORl2iWQDWkC8iz3ZQHSs2o6GYaHFiX4KwqEA3ggbd10HB4kk4pvnmtBojkxTpksQy/JJKUcRyWQwe/B9Y37QejUEOIx9+CDNmvGcdUEzLGixaMLU1aPCmm0FD8/sz/DNXVRiZ9VyTISkAYSPQuAgDerXD/U+8jFoOpBMiSN8yaMiq7hnKJupnuOmXVMRAg20Vw7P9ajg/iEuAuBkLJz6AXpQ0HGiQErQtZrP8RKNv3gVQ+WYzojBAUf5QnmMkJ1e4GhSKtdiu/554bPQkU0/I2cVQcRKUFGhm5ISTkTmMFYlYQiMKSRpDrvgL3n13DhCtwdo5E9Bjy20x/IlXZaxMpxtx6TlnomsqhQfHPoUFK1fjsP+3N3p0SOGav94h9yuozxdq0a//TrjrgeckZWSz7HmEUrAOtQsn4vADdkOqSy+sTUdAvh6j7/47qrpsjUnTF5tXhcbv/GJcfclvceTxp8q+kw5s7BWfkwQoRYzbYU9CSRUkqaexqSyUEEKBmcgNswlR9SgyJiVYh2HnnIbjf32W6kdxPZ4deQs6b7Uj3l2VN+MsgZotpzvbSWTFMAZtPO9Om4irLr1YYMo6LdgtryWC93/1pafRvm0KqTYpdOjWBakOHfDmjPelYrGTSfNcNK3+AD1674z7R02Wh4hiEdu82XvieXwjxxamZwET5+kFEICUMkDTQuz/ja0w/KnXBBpcbSjLUcT2zMCVkoOrSan7OGTZyD2/zNPGwE4EbuliC4Kw0RWgQUljrQunlkdCwVBebSPImBrd4n6kS7RkUZfIIh8uQ33TMuy0/T54aMSrssPKUEmXaEQzGx2bCRIaQEsEjkRieQlNuPehO3DK6ech4CxoXoiF055Cu+7bYH49QJH9L9ddgRVvvoZrzz0Hf7jkBvz7uRcjaV6KoWf/Anv+4GisVUjNGnww5Qm067kdFtTTuOlsKFRnkkbcecNgNK6Yhe2+MRAPjH4KqxfOxz0334w04xXYOQZy5FYDpWq8OeExdO27PeatSRRezvEuFmgY4I0IpoE8UDKoungRqiM+VoJ8RIplGUSl4DVgVXPOJKJgJX555EE458q/yVyJ9AJc/ofjcdjJZ8qmlBVzEZBKBswhA69aYjJKuQZcdckFGPnY02qb1L84p3vpfs7GJLVNUGA2GS12tHmUqrFq3lT06PUN3P/IVIEGQwkoP28GjQr1QRy/gX8ilsKcLU6fgy51JWwCambjuzv0xt9GPiNHlU0b+QE0LAIaBxoGIryBgY8dN3DDL/GUBw1JFR7ZHKbxN72SZsyfeL/UE9o06JDLy+ZG65jTozlBGM2QoRuTgEn7Q6x4hmyBNgUaS9OIsBxRsg4Dtt4TYx543Zw33CDiXCl0vDJM2zwpnKnU7XNYvnI+9jlwP1TXMjiLS+dKjL7lMuy232FYHpoLGMVGIL8GZxz5Y2yx2wFYTAkivxivjr0F23zrUCznXI6W46l7LsOO3zkcS0Iz6Mqdm6FkQB8w1aoMLhr8HzIQnv3Hy0ADoe4p1Kc3Z710/lXz30aPLb+Bl6ZVS4oJOPiiIYGDIfd8m2pLmtAkwiPVKx92nndBatJ/Eu1mQYGqcGYJ9tq2G+547FXUCrir8Zsj98FZl/8NDL2ScETvikJYieJZxIWMAITh4rTNLJ43CwccciiWrquxEHfaZ7xamUSKdWGwANUT9o+3lepHI2lxAdYuextd+uyK+0YbaLAQ77cZNMoT+LPNVIqfPlgJYRpIz8c+23XDA89NQTUHxK285B9+NmAwSeOrBhriRa1VbC2NgFTDGG/geP8joEFD6B1j/6mVTmpYWMBxRx2BXl07ol0qhQ7tU2hX1QntOnRFqqotUu3boV2nHth7v4NQ01CPsESr/EqkmxZhp/7fwqP3j5e5QpIGY0MYvEU1hpAhrwcnXwMQNuBPFwzGZTfehIxwLAEa5uK0ow/ET076va28JDXHo2Yh9u7XExfeeLdiGhEuw6VnHouDfzlYkiDiajx59+X4+nePwYd5yD6QDxgnTaSzqN64mMVTD92OjqkUHnliCupoU6UjqBiA3h/Q6RxVY93imeizzTcx6f061FMo4mhHMYrZBsS5epww6DB0rEqhqqot2lV1QJv2nXSsqqpCx3YptK9K4Vvf2RfZIAJjP4IgkDRDKS29aBp27NMO46bPk60MTQvwrf7tMfzp12VTYqRrMcgrTkVARWMy3du0/0QB4qLZlO65/14MuWyYA4tYUp9wTRIW5QxTQlUHTUCkgzwri7Fu+Tvo1PcbuPvRStDYvPekYtXfMGhoLBhYFPv4fSsnhC80ALnF2L1vO9z95ESJ7RwEAgUBg6vxVx80CBBmMDT3JKTncwKIuYQsGcybeL+8J3eMfQ41BEQtWbTrBAgyFvRD4KF5gituUIqRDotoorDgPBolZFCI5gOoxYCt9sATI6c4rOISZ6I8XapckUk/RZCWVmHVginYdofdsbw2QTNRjUzdOA/777gl7n7MJpFoHecRLHwfO3StwtSZi9FA625xKU49al/c9OgLGh+Ea/D08Juww/cGYU5gkoYkqrhgG7gImEGMD6ZMRa+O3bCiEVjrvCM2llQ800CwFGuWvY8e/XbDa+/USAUw844qMCmjREmDm/ICTVYajqmqaXsBJ3jMqFSLqfDqrALlgizenfAcfvi9PVBXsOCy6vcnYbdte+Hlt2djLSNXjQ01SIk24JDVqANRTcnL2MqgtYULZ2O3gTthRU0dml2wYcw9NtSy8hEyBY5ZSfYkubJIXhpKE1NPuvTdGXePmWyh6CVaNCpBQxxiLeFHvcrnTEz1X01sdabzcmF/Ecty6tg1dvSfPSeyLLWxynL++i/7yLZVtO8Tbi+goM7O/Q00PlH8rP0A399pS/z9oefBKNysUMNcgx5AWD/nGN9GG5LeJqU+tPrHtnxWuvi2b7j9Hxsa3cdfY/fnnVRO+0y4icvch9ZW0/dpkKR6QknjrrHjtGJLitI2efaFYn1Ok9yL4ayHYjZ/5edMkEVYort6HTLNy/H1rXfDEw+/3iIS+/BuyRmlFi9JcRmuG3o6Dj/qZBkEiQOlqAZNC9/A13t1wri3FwnEGM2JoBkzJ4zD1t07YtnaGt13zQeTsfvXeuKV2UtVDsU1GDv8r9hxv2OlntARzOhRs0EwusnEiuuHXIDO7drj5enzFcwmC4VzH4PSRrICq5e+gx79d8erM2qQcTaLiGGupGWRgWdc7am2meeGdDCbBhHRJDsSn+fy8hxZfAwn/X133orjBh3ljJwhHrrndvTq1hnLG5uNDjQwS7Kw8ZOdh3iVZ/wFXbMJTG5pxPlnn4Zh1/5VXh5G0Cp4zcUUcewV0u/iOcQMans1ape+g659dsY9jxposJ0kc0oBOWQmjbI1gMExidw87KVtcFFsPaPimK+ARGGnSWxih6hhnE8DViRi+ZM8RtpZyFlDVY/HqFRg1IOCRWQochvBWs2fT/zSwvyfWOxTf9xIPaSmm3WUMmxvA0/ZJiuRj0Ew2WXYvX933Pbwc2UDIZUR6vR0EVL05uJIYmsicvXh230v38bdy9YQsiivYNv8y30uX8DzvJP56VWqrFZY03k/K14B8BosGxv+Vna1UqEt2apGj79CuMkUvG2UwYJJ5j25c8xrJmnwhtyfwhgI91bsASeBWTBklyho56lF0moClbIoZBsxYNsdMXbU84rzYGvIs0bvAIWgWeyoYNXcOuy6TQ88+sRzUk3olkXQiIfvuRl9+3RHdUbKAnIlhjnncO/we/Cd7+2HhlyDjNUzx0/Alp16YnF9wdQVrMEDd12Hblt9E7NXW0wkA7MUIZnUAMFavDfpGTz/yM045qj/h7sfMxuObRYoWQxGTNBYghVzX0e3LXfGywQNwo4zqhpveGOo5eywWeC6KNpxTGz+sN/mmcsiDmlkTeP8IVfikkuuBQqNQK4O2+6wI3bb7yA0liIUmLelsB4o1Imn6mnTcdOR5GF3mpWnhBLDGsye9gp23P1g1FM80dCzTREK2utrMSNCLiEaB4Pu3qVYveQtGUKHj5oqSYM/c2xTEjhkiDI+lZGGP4URYoWI2Q4+uoFyUVG5CpS1IJcBmG+AjSRv8Sj0ov07K597HBRQzFOP9bslbabI9a5Y/mYXXcl8CnYfMX/lP+P6yjPu80Ym+wZKfvKpjdTj7ku/v3+ZFbyIYphVHgiJyXWLsOeArTDshlule9JAVaChi/7wmHtTOLG4R9KBhoxj3Pxk4+cntk7wpEoSVDYCGq2aa4BRNliqodZe1mtvJ9F5OnKw9Dbm0oTldQ40CCJsq/hCg2ugwTgNulzvevR12RAILBZlaZumDSjYEr4dkAiSQuTydLWGipdgoFQuk8XXvzYAQy++XCUYY0HeYWBYIUtVJxCTcgWc/M9nsW2vbliyeq3KaqHKpXHx+edgj733xMosnbEEP+5eyeJPw4bh2FNOlWWE9Yy+azj2HbgP1jVHuOzPN6CxZi7emfpPdOqxPaprmEPCq1r1QKkGcXoZLh78cyC/ABcPOR0X3fA3vL2sCXeMfhJNoeXLQNwIFOdh9uQx6LbFDphfBzQqH4XR1ALaSEVKGVQ/WiRPjom9WkDDpx5A0iBDLfeE9Np6Jxx3wm+V7+K6Yefiuj//BYf+7ETMXb0Cf7/lBjTOnoiB3VK4a/gDOP+aW9Cpx86YOGUuuB+GY0oPVMjFO16HlXNmYPudD8K4iUscWxU0+/JKD2AuYc17DgL5hCHmFaBB7wmnAcfWDKGlnKyoWlH4QxQjYfgtpYhibLo8ux9YLoE6ZNFIAYkuMnKYkMvIoI0/Dla0cohC3FjUCAIIL6nPU2zidlvT97iTUhuZNgYansYfO7aaPR/79bOf2Eg9fpJR5ZCyyhoTFyATYvYH7+Coww+SR6EPd3+264j+e+yH0845H2kG5IQRityRycxO1NPLoGGh1azeT1h+1mCp0SxJScMT1rfPSQukqXCBvxM0/KX23aa86clWP4eadfKbBwyrizxSvq+TQOwUb2BMr9UwzmDBhEcMNMa8IklDjgg3JWxaeMBoDRphlBPARmEOy5YuwLHHHIWqtu3QpX1ndOzQDTsN3Au/PO1Mhmm4tlhgVC7bKHAbdu55OOGYQWK1DJkqTjD63ntleG3XqQqHHv8LF1zVgCKa8JNjjsO5F19pklKcw+r5s7HDln2xy1574+3Zc6TvI5/GFlttjwcfeUYbXy1YJIvzz/8dvv3dvbC+jibtOkyc9CxS7bviuNPPRV0C1BYtnJz8jHA+rj3/JBzy0+O1YZygIfcth0eJbdghF6X5SaBRHk+W516QVVg4ZzL2/8GP8a39DkOqqgvefvstvPn6OGzTryeOO/23WF6zHi/c91e8cM/NOOP35+HFKR/i1rsfwQMPPQrux+UeGY62xpaSXiaNn/xkEK654e/irShpkp3Jpq+N1+cDDcegNFYxfRrkZw7gd+OwT9TTuS2ZckYagYFGMcH6Octx1KFH4aknn3P5DRJ64kEck6SjXHgFFHM1GHHvHfjV6aehLiqJNIxmo1/Zu542KmloIm3sn2bPxn78jOf9pPxI8coJRUbQDk4LKWeYMN2LitqjMbSYQSZRihKkGYHLKadR44WUGjiILqMX65EkYpJA+Tb8oBcvZA2+XW6y8zvLtGIygot/8XfKqCb6sZipHpUqjOmzqoqLCuvjbaQHuPvxswDEgQYLCDTGCCDvHjOuDBpsJWv/OGhwRaKblSVEDXckaMUo5JjXgtb/UjlsXF2LY0XfxgqiywBBE/5t0EkYNvRaQRj1dPU/KKIUcZ2MNS0JYEWkkYtNXKe9zyIraSNoRNi8Vpc1c1ZzJ2yc4Nxzz8VRRx+rjWekqyIqo6zU7wwjOZMmRKWMbBVNNBo6mwVdpAL1zCIMHNAdjz4zTqDBUSbFTDJ1Y+hSAfAKvnm2PMwaBAfeUmtYggbWRZjz9j9x9AmnoqaI8n4mxGkkmfWyZ2jUo3o8ftuNuPKam9AYAZdecSPee38W8gntGUUUOKGFCvRKhbjkgotw5JFHIEAG2VKurBaaysEQAsucpgZ+mqQRRNQfLX2bLqBFJcjh6QcewJa9+iFVtQUOOfYXEv+yaEA96vR55pR3cfQBR2DenPkKZyXrMlQ1xyQeRNYkhqy6UaKMT0mpAc+OG4v9Dv4xltVly6nFPFj4ozc2sr7Kz35q/Ncf/eTceM02z60cDaB+MljUH6UyMjDEYGQcjhUNhRlKKAKNjIns6lQL59ja/NH7VraHn/3Ec/oveYunBfZcmXjHit/EKDRoZsUgphiZ5MFLxb1kUt8Mdq5kv4uhpbp4wOC9DTTmT/Sg8YJAozxJyvaLSkmjBTQErjQEhjnksjSEsq1uj4N0eQtHl+hLkZpyMCdbfoX2lnztawMx4pEX1csCpVOubOpIhIC5IURvZtNigpysgDCTLlk9pFGJoeEMR3N0M4MNglwDdtltR7z1/jxFTVrCpBB+PlDpspgRm+wykFJqZBAVQtw/6n4cdtwg1BaBBnqMeFbrAf85nZ0g3kLyjYKGUn2wIIMF8x/gqXuvxA8H/UrxMARESeVBkzwj9IAwzJ52nf/42RF4c8ZbqM2H+NW/n43qZXW6B9Vjb/Akn1AyeuTOO7Btn75YXlOrRZt08zYK2aI+D2iQALmCMzxx6cnW4On7bsd39twbDU0xbr/vSVx5461ozDMHQiNC1CJXqMMeu+yD6W98qPELkgK4v4C7AdmYXCkBDWBkkBKtTHI/1iNCGvc/cA8GHfczIWYDXcos5VQTM6i1YPFXATS0Gmvo+c8mdC6flrGOqxOKFlRDdYSMw70CnLdlN6OLbCTQ2KT0s5Vk8QAhFCjfpX5OJ+EAACAASURBVPUHP4ErgEHFybzOXuSbZjNIUYucQAGYactUHc4z3Z8fWM6/BBIV3h1990BFyYDlc5g/8ZFWkoZNHVblxFsdW4DDG0fLUhmlT5ePktzKBMMUilg/b5HNZ7TpSm0MCbYrUbdsBnr22wUT3luNrEV0GWDkaVgP5JPgRi3KOqFiSaOW+Uo+LNA5zI38DSg66YaDRJcq91688car2PfAgzFn8Rrk8sz4RS8HzfM00gNZxuRI+KbU0+w8Ilk89czj2PdHP8KKdF6qESnMiUz3qXje75ehrdDRnZ/4Vv901saekolIzHMBpdZ5uPmS3+CgQb9SPAYxTiBK6SuxvC3aWZyuwcmDDkUuSmPx6hU49ZQzMfrhFzF7brVJuQQBbnpDFlGhFnMmvYJ+DBWfs7S8R0qLoRS5zylpgIEt3P2XZ/OY3rka2/Wrwv1PmNhV0MrFhkfKP4BoLS4dfBp+MugUiWV1EhOFswoDpmOFVGAepgzzHZAoxQT1Um8CoHkp9tq+N+5/6lWtWLxrJWjYdjo3mRzRRWP3jwSufFf+tmmf3b02crGpJWbTsd2uLG/7KkQv7kFhjAGHp9hi8CLZmvM5qV8cbE4iDzp29Df09+dxQ50jQQ2AhTG+GtnrG13uRncdfyPf8ijZhhIEM1OxDhOF9RtvJRXEJIlKetpnMnJFewgak0aiZ5sU7mpl0zDLu1YqDxrOwu5BwxpkKQX4mZm3GCcgghEHI+4zsaS9bDbzfspl2fwBPpz6JFJdt8e8OqBZyY0DGec56dlO5rMscYLHeeSKgVQd9i/KM8tXQZJHlDQiYdAXu+Ppw92yOW5MS2PVskU46qdH45l/jtfWesIwAVGbxEhObe5iTEUsQ+1d99yN353ze9Sl65EpFpCNTZbSZjTlDqETweaUH2e2lbfmm5/txQYZWAvD2EB6LfKLccJh38XRv/q9XPhUi5TTk6CpJL9F2RdXLFmA35/xS2TDOixYvgB9em2PS4febJomx4C7XZm4Wb1pQm7RDOzcuyuenTLLgvPYFtKU0c0Ejo9KGliKVUvNe/JxQ6jcpo554iaMf/Fe9O6VwkvTF6CGQTaEEuqQlBwYONKwHN/cpidGPDNO4az0ROeSJiRFik/UGY06tKwXkZNhlbfgQIh5Cwtw2e8G4fBf/EHXazpUSBpfNdDwQ+yPHEDLbM0JwDDAggzHtPSTIZQxStm6uWbZYJgcyF85Gc0K4OszxrIVSudYzL91QuvYxye9hEyGZRtQiVts6bAqSXSm+3fqkkBCccKsn7NVU6Pid7svQdyMnK6FbAvjNCaPQPe2KdDlyukmsJcA74HDSRlkWNlLTEXxtGLyHO1cJXgaKSrayVMJCsw5yttyooYLMeb2y5Dq/Q3MaQKy7I7SDxopaLMwOSAvbxYpKEcXP4SsjRJfFtwFJADjzCQeMeM56+EWAKoDjC8h4BCEHJ9S6aN6KSmAgEPQZriAk4yz3PVKr5ib9PQqqvfqm3cnun6yP06a+jho2HQhOaT20JZAd27QIFsG/UikszawsQg377lKuAWegJZoR25gUhu7aIG1GmOqhAxtoDck/cGrGNA9heHPTTAJhp5OJVLeBNBQVmW6BqNmXDPk9+jUJoV23P3Wdkt06L0rFjc0g09EMBEpi/mvvYQtqqqwIh2IeZqYLDZqxKq57+CEgw9Gz079sX4NG1rAiHtvQaqqM16bPkvMiWK9Ytpnvz4aqT67YHajYz6hnLnp6IeXL55TTslULImKV1XEkA61OS8YQ+FfSg7rv3CsyCCxTVyPpDxX+a4o/hk/2gphHM/PbsLzI78x4k/qiYVEs3XMpq1Qaem45ibl/Nbk0RIolrcKyGDkN04SPQ6BbMNoSa8qcNLw4gzyhfX4611/R69tt5I34Ten/hrcbZkPgbqlc/DTg/ZFpz7bY/E6BhsVMHb47ejapQPenDYJQ88+FZ3bpDD88WewcF0aB+//ffTq0g3Dbh6u4K1mNokv3qrYhDnj70KPdinc8diE8krFmBxOXa5ULTR117mLTS1jn91b+3aYGcukDHnpBKZGSW5h12Quzsdjt1+OAd/7KRbRSM+meK+ebCHObpZYUBlt7kp3QeInBhpctgia4hD2Q8IWQVs6itke1EErw3I2hZxUoAtJCHq8HC003rZA8FYsL8DQeTeOkuJ0MyOGAw1VVyYPK7T76INc8T4axDKes+2s0e7j+sFKVBGvDxESOPToBHeeF3BN4JxixfwXNgNN72Hv7drinOv/KtBg3dZ1136fsZzlldXrEyQNdpo3RliDJL0SI+6+HSef9EtQBWwOgZqkiGaJt6E8Kk/fcx8O+va+qCkkCpZJK9tSDrddMxTppQsxoN/X8fioZ7FswQL84x9/K1u3mWNQKBouRv2iN9Fxq73w/IxacLeeBU75UY0t6YmepUGwEheYCMtUbrZgyOjExYN91AYdUb7lH13EoosTu8jUH31t6NxHy3z8u+ceO/rJ4geSORF8UhreUWOoWxPhqH87qU5ip/XNSrGkG2SWLzfXkrlwhBNuH2fmWxouc/W45JLB+PaB38G0We+guroa/fptj1enzUcuAv52+RCE61dgu2/sg3tHv4jaFatx0zWXoxBk8Oc/X4HqWa9gyB9/iTMvvQanDh6mlW7kXXcg1eebeJNxQ4SqfMGM2UkG8ybcg77tU/jbIy9XMN3HQeOj9DK1jH3zbweGnFPqfkmAyI80PPKIgPrIbPz5/FOx8w+Pwww6FXje7QTlRxpMRSbyCcObnXfDj4PZObwZ2E0QZlVXhII3VBqZeU+RWxU6QNFn3bQFNFSI42cSkV1HPvB980cHGCrPOqz+iq/l8dU5/pNrnvRsqc0AyYr6mq3TrNHu65Mc5fjwI77YqChS7g6BKIsx72fj29h7+5RAY5Vo7apQ28xzovmgtlC6+gTQoJFLfueIQdBNOO6YkzD0kps0SGQcmvcY/sv0/KTNmNtH4Lu774PVGcZr8FSIfEYZSalM4voL/4grL7gAF196HdYTi2ggihPk9PSxRmU/XjN3Orba6ft4cboL2NFqXLC4Bt6xkMGgo45Alw7tUNUuhTapFFLcENWhA6qYDbtNFTp17YXd99wHTemMmMaDhB4hoE1ljMQ0fZlHEcTI+gX/G1g4mLYnfJHwCTNlU+Tn7zyUwIGkgYzWbK1W9AoQPCkalhciXx/ZooW5OHZ8exaSpCG9lj7dLN6cMB5b9e2FlTUr5K2a8eE89O6/k/ZcZDnDpJeEOOePv8dFl16Ciy68TBn8xZQBowwX4lcn/BA7fO9gLOS+8vxazJr6KlK9v42n54So0yy1RsbN67B46kPozgxlz7+BFa5VMrTRba6IUC/BqdEV/yr75/rI8fCgwa3vkWUP5yY1Pj1NK13mA9x4wanYZr/DsJALgyMIJUduMKP0pv1AXDgIwK5N/sbqp2Q0o6CGhVGj7s9PPpKJXRVY8SI9MY0xRHRP8207Rt1guPE1cNM1bvL6cbLxdzzgG7Oxo+uT1c1rSB8DQy9lSKp03lMNyUevYYRonrk73eKrJ8KZyippglXymTweNK77B1qDxkYkjU8M7qIhT/rxGuSaq7Ft/z3w0OhJaNJ24xBFqhQM2OIW6Ah4/L7R+ME+B2jjUIbrJj0IpQAxGTFswmO334g+7VIY+djLoJbSTKOvwqpDlBR+uwqL35uCjn0G4uW31whUmLOCxlCWNAs7J5bt1vPfOemZYETMQG8MBZfyxKIK4FacMAR3EfLdtm1bgQ0BZ0PvNm3abPD8hspu8BxVuarOaNO2g4CtXbsU2rYxkOOuz65duyLVsRNS7doq2UlVKoX2BL+q9kil7BzboGt4XRu2s8re/KzvPN/GwEYZlbg/IoNBhx6J6y6/Th6Ht2bNwIFHHIujTz1dEgI3IQk0QmDsyDvRs2d7DH/4ScUaaM8ILUz5ZRi4bRdc8JfbtQGKLs63X3saqS6748kPQjA2geCtx/fFGbz3wp0a11ufGK/dvByt7p2qyoDeQh/XfvYvZW3Xb64vLeX4e1t0qOpoY9A2JReqJh2NlMX5uHrwydj+wKOwiBwq/cQ8FO07d0G7Nm3Rvh3p7ull9PQ0S6VI405ItemoRYbjwXeqnXurfby2PVJt+La+cGcrs653SKXA8eJ3frbxYvnWvMQFzb/Lv32sr62v8eV4He+hdvEalxRHfWhbpTaV79+2PVLtjG/8/fyxPXcUixetve3bpLRZsAwa3CrfMMMkjWtv+eKgQXGNMRQozEN99Sz06bMXxk9aJeZjShQhreLUEz1Xc8Tt9+CgfQ7AuibbOEOgNUst5Y4azJ/0PL7WpRMWrG2W+uKNajm60cisYTXWL3kfW+/0PYx7a1UZNLSSsjJtwiFL0h9vD7YhAn8SaPhEOeZrhx7IQ3DnNnbqdh99e8ljw0cXAl3eU+FX0I8fvX0loEKtVYKp5Ri3z22eOW13pqBHGqg/UQYlpnx2m4XYS2lNjFtw95OdhpoMVRC6ruVN8CJIQZu1CunV2G273dA51QPdO3bFDw4+BH8b+SjWKl6Aay5Xa876EDNefh7d27XB0sa8xoP2dAYK1c95BwN6dMHrs+bb1ut4HUbffRNSfffCjHrz16hPFAniDGaOu1sZse54eqLUEwkzuaxUC/N+GZ0lQVCKKBtDW/pWWY7N09uWa9Q3MzDLFg5JGtnZuOpcA41ZecNA0o0l9KgCrR6xbCOimWJNAnv2CH9jvc4uLwuEjCimnNDXxbGTkKCYCltwyA/a6Uk7mDPo8gNPs798qwyvkdeMtjuKOjTQGH9wgTQ3tFk6/LiaocrK+TrLQkpiFh97AovFAbHN7KtEKKnkVkZyiBrn2+9MXEp6zflKaTfU/C2DBmPLG97DPtulcNb1/wWSBp9myQ0yCBdhztTn0L7bQCyssUFiVBwnAMVHMQkSjL7vHmzRrQuW1dTJ6UcmYSxuFK5DnF2Cfww5A1tW0fvygTZwMQVevZKmkuIBkJmPusUz0GnLgXj+rdVmIGU3A/8gHHvG5KCjD0eXjm1bqSftO3Qy9STVHh27boHd99wXdfUEKxPNNKD6ZpKH+/g5D+xQ5Xvjl5Pv/GP7yCIySHEnJPtJyQuhaFRDoUkSmQNhejWcyMk6TDzlB7GEvpJl9I0My1VWBWkoq8HiuW9h1/574O3X5giROPkYNqXsli6YLGKkapTDbZcNQc+qFF58b3bZ28V2zX39NezQtRuW1TSANni60i8f/FscfspgucK1a5S7WKMISdNaVE9/FH07pnDTI5YjlE2yNnlaOTqxnWqr+66DL8NjxcuVpQTpp3Muy/0S3Kk5F1eedxK23OdQy1NC6kQGK5SWwjyf1Wrqk92OU0xwYDcgaBDvzKHoEMrUCpbUNbq/s2FozN0PDpw0aV0bjf9d27ko+E2brg2skEUdVrkjR5B9Zk2OBq4+FfYXkPzy9xBuWmwm/FmXynZHX5xTwnwdrJI4p4Zy75bFZdCSwyWaAbCGskWgfib22a6tQINJfNgf67K10S+gatenRoTyYu66LCzC03deg50OOBKzA3ORcudd0MhBtMbR/zxv6ovo0ymFeTWMDqWvnHvxyUJZvDX+cbz04J9xyk8PwL1jnhdoMHP1stg26YIMUViMeZOeQNstBmJe1txcMoSKQlx+QoUIM/bB9EnT7rhKKQkrUZeuYFrUHXCr/0mCTIZEI3/wCV6BPYHL2TO8tFEmjkpu6J8bXD/I5ePHy2rMxZiWlZsrHkepIBuPxQfQJU1pQ92jW5pGPu4Edu5s8hxvYe0yFmdOCXtT37ffpSYwZUxcjTXLZ2Kbrjti5oRlDt2B5994E3c+8ZiyXjFvBaL1eH/8WDx570048rADMfzFFwQazLrFdPRP3X0fDtlzD9Q2MYowwNp5b2HLTincPfpZrHVBl3piPAOWGEY+6T5JGvc8PQ2LQ8B7V4yuZFhnTGNf/FudNrr5FbdlHKwc7dWkm9zzlMm4imZqgfhDXHHBiRjwg0GYaw8rR7qJ+0tcnhJuDddzZO0S2pS0j8ltqlKlmk1uzXYgwklMkrY0jd+8bOAmUiVo+Inp5p8ubLnYKuL3CtCwGg2wTF7wFhc3mK68WMvNLcIhx8Gbbt3pFhQSYJibXJJsmW9cZ+SxYSw23cwBQ7psQeYtufG0dg727d8ZZ113m/hAoKEV3/Xd2/3Ytk8DDT2UijkNC0tw/Tk/x4Enn45lfOoB99qyV5L9gOY0BykB0ouxW/+OGPH081qRJAKVmK2oCcPOPxNMcjJ08G8w7Pqb8Mby9fjzmFECF/rZoUfVr8S1556GHx7/a6xyYp/UCjIL3XExs1KzS8xkTSOUe8CwTO3GICQoacG2s48yiJF2/MLzoQRSEyXdALF6kscVsYKV//WDGwmt8fzMSt0McGPz0Ut4WYEp593vCsThKhRnMORPZyPVrifO5zM5+ORxgnNI0OCQ2n4G9qXlZajPGBd7GycqZkgDTFBch2J+LXbt/03857DbpUdMeGUi9jvkR1idb0A6alJaPea7vPD3PwfiGgw593RccOMNeHNVDW4Z85RWmcvPOR9f69QF9Q3rMH/RbPzbkT/Cr048TiHVVKekcvlOZWsxf+Jw9GKcxuOWbIigwZ+5dhsgtKgkhoJuApKMbkKZ9GTuWU8wshfryccM1OKqzwFl6r15GHXfVRhw4LFYwLAKEsmFuysBEHlThLFL7HkfNu6iJysW4roJ64aWoFHplVBbnYSn61x7OT7G29Z+fqc0oFcFQLC5vi/+o014jqVd5bhVPK3PvIhv1yZ+ZllOdpM0yKmuX76M6nIxO5J0PL39WLEgE+oYXLDtRjMOZh6on4d9+3fHH6+5o6xeWrs+L2jESInu1LOzC7Db1lUYfMPtqrSsh4cZSRLcQiwGj1fiirOOx6B/+7lEbzbsgosuxMCBu2DtOtrV8wrPpVHnpNN/g/o4pzgPutNEkCiDfn27KeEp70GJgaDBt61WvIunVOXRxssPjCcqj3TD2kDxUu5rSORy4m+idRArwo/yEAdeIe4cKOeyFV5xyRMxQsX68zkUekmPYH5L+s4T83q4qEdNcYKRytqjDtQOolc+xElHnYBUqjOqOvWWoYqp32hkY3xEioauzl2Q6tgBqfZmkG3Xrg3a0FBXZUbQNm2rUNW2vQxlmgBxRpm8GaMxfcJ4bNmlF6pS3XDYoYMwZ+EHiGSdqMfQIX/A9gN3x9pGRuTW4o2Xx6Jrzz4Y9MvTURM2IZNkMegnx+C8MwZjiz591bYzTvsVikqU47f2kyndWMRNWDjhIe1yvX3sK+W8IZoWioblBLW9cpZil5OehoiID2qT2s/oScVN8JEAJCzBwtHfJrGFhutH7u8oLsXY+/+KVN+BeG+dWxAoOcQlRZGyDj/5baA8r9i38k08L/EC3bh8cAUrJj3H0S1afNI6s4F5tYRrfNY/gyQpIZ+j/GjxFDnv26StwzMiJWUtHs54IzetBwWjl2+ab7+pMhvqB0vwvAchfrZ+8HZ822+8P2N6mPPG3Ob0SNHOkZs7Gd/o3gYjn5ioxZ7wYwuTUZEsK/WeNPpESYOJhdmOOMCaWa9jwFadcM/Yl7CG23zVLkICjV2mXijcNVgF5Kqx+8BvYtKbHyAXtLifisyG7La/BUkehZhJdkIdtSmuFOCWO27Hiaf8vExbDxgtoOFGVoT49H9eyqDUQZFfIcrawk5bDPfSMOeHiWpMYMKekFiKcqWqQyZkX7l7kSuZeyCw1ieGGCoFgAVnkVQEGJNaKFDGesYlW6ws1HyudjajuJNlcxdh8G/P0cia2hTKxiDUoZ2Utp4oQobP5eDGK9rWZPAiBS0BrFEiQZBlfgMW4PrB52WkkTBHhVyCcI/TCxBGtCDVKWMUAVnKGnMqBDVyURI0YzQiU1iD3Xb5FqZN/kDCH6lM7xjvZxvy7Anucn+SQeImLH79EfTmc08+Ahocc14nTUANrkcxuxz333kb+vXsh65V3dC+bVf87bZ75DZleXKMt9PoWqpj2uTIPpLmzbKxTHn1GbTruzsWMQiQGW64uDnRhJOB46FbfjqbbLRE+XrNSYJGXjteGRZO0CAfaAc46VksKC+npE8+WyQsWpwRaycCKpOZaxQXIEoEDndZk+0D4sjTletwYKMt+/QfRDuNqatM9zO3PsmkqFY2J0yjae4bGLhFV7w2ZQ5qEyCjhdbGWYsfQVzIUQka0ywb+ajJLp+GSZWppJlMlsW7E19Bry5dUF2bU8g32VMDGWelJmg15WzRCpLBm9Om4qAf/BDz5i/UxLOgprz87MpY5SIAmWWIEgZds6+Ofwk//smhWLVmta6xCcvt5pWSRnkYP51qKpHIW8Kx0aTWMDOWgW1lJzghuQXJJqqtDTT+WtIXHvmsSzIrvTDNDM6i6hD6rey0rTDxrK0i5A3eh/srmSqAMYdsMRcZMQJlmSSDNye/jpEj7rUwXkIEjVRRIGGG4nXgQ/SlNDmnER84HHA/SUarMuMRlFZQkaT2QBzRnxurcnyQEC2CJiuzTQqrjpvk/ibD8D58IjilP7Iqt3gl8VJMeW0stugzANXVkR4HQAmPqQq8xCQRXquqZtLGQcORmPs0RJM8w6Crcd2F/45U+954d95KPUvksYfuQCq1NUY8OMFN8lCSmx9p8g6lOC45smUxdDtej1XL56FLv28r2zeJq3giXuRsDhxeX8dnZJZWxXhtuY4K0NDzYt2kExAw6ZJUZaroeWQba822Qj7guNsQaCS5B0a8qJXbNVCNZEGu7w5MXD9aNehzfjFVi2BP6rt7aY8OPW9cpmlwpwspjwVTXkSfNilMe2+BbGzkh2zAvO+sxRbOzwwaykJUaMBxRx+F4wadqBBkAkZTYNvlKS0Ib8m4nDiOuNx4tKJ6GQ4//HC88OJLLgqS9GMTIqQzDZownKQEjX/cejN+fdqv0NScRpYbuTjJtcq3dol+LrqpEgMAvxpQsgm4jZgGPEZP6oE1AdIhk5vxnnlks3UtYdlcHUjgwFZ3iqHrQut7M3diKqUdw+zpSbAt3Rx+CtuUWmi+UuizU7FLfDIWshg67GK8N/Mdy+eQXYURt/4D2/TYAh3ad0eHLlviqhvu1FAzwQ8fJkxOY84eQlY+qdcUEphKj4/AFVqpGTnB6DEiZ7oFhvkpGFnL/hlT0vXrjA4M/gmaUBtmkBO7rMSj9/4Fe+5xEGqZ50aRqc4GxCoTRrS6yEQh4SdIGg40uBuUQCs+yS/F5WeditGPT0ADCaVQsDXo1WsPXHXNWElULMcFiV0gI1C4UDoFggb3N5GG0XoEhWbssPMBuOu+f7qJYVvf/STVXNR9N+0fr2cbfDvElC4pFFdqvjXRuUeFQJavR0IjdynSPhX1mSt0MZFRnpBA8OM48E3hiNNZ7ZQdwqksWthU+aY1vHwV5xrHzo+1CTwcQ9pHZCOhdBrkMOauf2C7Pj2wZE096p2kayy0KaDRtBI7btMLv/r1aUgryWFLUi5bnfjfAQZXN2e4kjxKEYw+5lBkl8eCDSaplElaJIuQzTWVg7f0BCrXaTKst6abPeNzsgFXHG60oP5WIigE2iqsiUN5PywgCBqcOw9oyto2autPUXsZEobYEjSiBM1RiEYESmvPzUsceC7k6hMjA2Pm/DT1xuzcHC6bzGIwri5BHTKZ9fjpyb/Bqnp6O1bjLxeehs7tt8CsD9dqD8+Ie29Duw5b4ZHR442e1PtIZrneCEYF2WUIJqRmmlm2PXM7jkyCEvJZpsk2hmHP1DJGpToxOU+/aRIipE4rkOPzLNbgyj/9Fn1674D7HnoBmbxJWKS8EiPpmSNm2LVpvXHQ4MrEJ7STCsYBJFqTFhdtX1CcxDI0FBZi+532w8VD73QziO7p8kdxg1G1CDByOMkiipmKoYjDf3w8/nzD7WjKc6u/gRvHW2ak8uTZ9A8eOHi0tyWGEmJI5yogyjInB4MX03ht3PP47vcPQNsOPZFKdUW7VGd07dQbU96bKQm9IWiS3YxD6sFDtCFGkElo59Bomjq46S3nlazU5qfa7uhCfuWypwdO0fUf53H5Befj6COPUUKtpmJJILfpoMHnI8QF088oz3LlcSnbmxkazZAbxhjQXUqffcKVlYhJBuEqzb0fgQCD3QiCPAoFexwdr7OH4TLkN7QtvlyHs3zOpdu150K9NxU0SDdOLj6yLwJVoQBhgYybAXJ0CkeyM5DAtHekmTdBI8UJRSnKdFjaRjRBE2b9AJjrg8MhEb8kLRwxmlEque3Ybu3jVcRq5tOwdaUey5bMws/PHqbkLMivxLV/+DkeH/Mqmrk08UnzSRoDdtoPFw69RdK4AJi7Z5lTwgmxhlZmzGJ7pDIRIGlsIjeSX7jSuxxz9UETcgoj42odCzf4O8P/SZM8/xSP0wSkG2TC4R4VMhtfXLP0/A9nW6Dhl/1SnzZi0yBoUKngamcPIGb5EAmfTk6pqYm9WYula95Dt7474YFR483VXCTEGQtpjXHqhhJWU/1lBHJidL56yIU49ieHiS4cE4INLyb/cNH54i+22UaOI8he05CoScDnsHCbBSWfXBOuOPtMfHPPPTB74WLMePMdDDpikMQUAgTlSzqEaTXjCs/2Ec9Zp5rJ2/BNicNJB0bfL9IDVmigQQAQCDAMgUl4tHDngcJaIFeDIw4/Gpdf/Vez+7my9PrZKH9e9UQPqbCNRzTtEQv8DnfyplBSMzNBwmTCnJRJXg/55Wk+adq/bJdpYno412ClbbPJREs89XOK3JUvMZ6L2pROVfnjp33mrWkcll2Jw9aIZsZBIIOaJTNw9I/2RccufbG+LqcVcOS9tyLV5Wt4edo8m5rROj3F/IeHfE8eiu5deiPVthvaduuHN2bORTooya1LaYNJ1Djx9AwsuQQo4XBFDtHMcGu1NQKyyzF92jgMvuYW1LN9ZJdG5AAAFaJJREFUnAT52jL3lMIGZDK16LXVrhh65S1mQM3V4varL5BnJdWhG1Ideip8uXvbDki164FU120wYtQzZmzkahUFUBCU6jfBwuwrzMXKlYUxEwZ4jLSNgrRURbZVBHP6NqvimDFOhlVxC7Y3hPI7E+N8EmiQ4TiaLKt6mcMibIC5TNwkKa7HRYNPw2E/Ox0NzsXO8raTmaqpG2S2SeIaVTHKFOS+DGa8Ngr9e6SwsjGRb0jltWIbcLirN/FA5OE4Usn0049gxlWT3jTq/AVllR9z30PYquuWqK6tlwqy9N1pGNivHya8MUeLDMe6WUbhrG298CAhpPDiudGKNPPTdRMb7i7jTTim1n72QR4pSjkEVnlv1mDZzPHYZsBAvDxtrviC84V2JLZjo6ChDWsbMYSSWiU+2amYFoE4HnyzAbyxdhOSA4kkpQi5nB5zbPv3iaYFggGBwkK9FafA7fICGO5K5RppkoaaSJE2ss1GtlrYprJNlTRoBzCuZYZwti2POG7GNZf+AfmGlRiww64Y++hzWDzrHdzxj7+aCKnOZXDJ+adj92/viA8WvIt3J7+GE396jKzE3N3LBVyDq4WdWQuYncHMdbJ6yr4TYeHCxWjOmz2EqxLjI6698kKMmz5HUZoRw8op9cQhSgV6QdJYOG8mum25C0aMeUVuzWdH3YFXHvpPzJ78HH76i9OVxBaFBAO32wmTZy7RY/loOCWga6mlO4+rFUeferNstAQ0ulipfxckfnLakTYK8+dzQ+UZskA0/qRNiKzyI4ZQylWfRdIgw5GUAg7yiHJiZhALuE2ye3fKJPTt3hMLVqRFewpKWmHJ3WJZx/+qyEl7Ln2itsgX5mKX/incN+Zl0VNjosRR7rovdGBjjJa8vX0inZnAlNIG91Wlla/jqCNOwehR40xlJY2zNdh7+/4YMfZlrHFb99m2gE+EY0/J3ErfxnuYsZL38G/RTIDyRTrQAhqsj3VTbeObc1f5R4KlmPXG09jxW99DLX/zDXDAtWmgwftqqSBiUdQ0TdY65X5Sv3wDHWl5zcbeHl0rjxst+0WIJr5DKGmHrshGt1fG+kIj6MV/OhNXXzwEQy+6CkzZ6Y1Vox98CD06d8fiNatl81j/4RTs2L0Tps1YJbVCKxoJTxZImDiPCQKcTh0DNcsW4fAfHIje3bfF5MnvuYlQADIZ/PKkn2NpQwPqFKTFvSjc20PwYOxCLS465wz8aNDpmgQMA0FcBxQ+xNP3X4Pzrrpe5xfMWo5dt9sFazJFSSzSQqiOcGD4ckl0+NFIS27whjYKyZb1XUOgwTTGJZB4MCmPX7kOVay+WJ1s3MZtGgYasSz0ahYvorpLg0ZSg4WLPkDPLb+Ot2etQrNtuVHdptK0OLjUDjY/plaTMHWTtDN7HupcXHnhSTji+NOlApBe5lEytdS76jdp0SFxnKTBprMJXBbkRdLkImisw4rFM9Gr/3fw+vTVlngprEFh+Xxs17s3XntvoYIXQ7JcnIChBpSS+DgGoSnTXVI1B1XPQLRn1bKVqeMazU38Z4BEUKKUyDHIF5lkyKqjq5XPvL18yG9x7hU3iq/KU7IsY1TOcc8IlNqXYvWyNzfscm1hHN7J445nxMoKHQMZnrUuYBzW+ly5dVZv+T4fLbuJ5PKXKYGqJreGwnyfIV28FKGKeObB29C7KoWRj45DM8XjqAlImnDkIcdgzKgXZQVgglpklmHvbXvg1hHPirh0ljCJrVyRtFlIQQksniKfIF+7Fvna9Rh06M9w8gmnKZiMW+HXLlmD3/36TBkesyigIFbn4NWCDyh+48Vn0ad7b6xoBtaHjCalKJAGCgtw3QWnYOSTT2JdCDz68LPY79sHYHV9o2uj8SBzDilbnvPSmE3FDzaPNk706wgc/LBptRM7awQ1HvyN41FxeWsecBdvxKZBbqGYzZiJXDG2ZLYExqhRUau7DNwJI0aPQzN5m3Mq4iMKac9g8J3rj785h08rNgPKI6mFjB8ClmHF/PHYuv8uWLomQX3W9p/IniEQbZ1kyXrzef6zj+yJtUfxH3xAGGcgmSC/WNsjOvXdDYuYn5g5X+P1eOvlF9Gzex+8/O6HWE0xUOXNXd/AHdksyj7RbFYoIJvUoalUL2WCRR3ZP09DN1DWQCPSZlDrA81erJ8LJj2jKxa8he233wIrm4pI+/Em8MrWZde0agu/0O72iaDhQEBleTP3gQdzi7FiN+pu5eVvGmF/Xt//J/6RCgw7L+jZoSRW6EJXGZxDyentFx/Htj06YEFdxpC2VIPaRTOww9a7Y+ob1QrgoVRRN+cNfHObrpg2Z7FlpqJIwkEn0ISMsKOUwVXXuWgZEVgs4JFbb0W/rr2xMh2q/qlTZ+Kyiy9Xu/IlpovnQ2u4zFZj1Yfjse12u2HiO8tQw2ecqnpaXPmktnX4zbGHYPL0SeKzM88ajGOO/ZmGg1GsDCzK8EHBrk1Gfxo5zR4ljHbcyEOrYho+Guj4kCYuiS3j6UfNDbubQJ6ZPh00FJjmJp0yaxEA8/U478JLcPl1f5OUnslyjQ1w1oVny7PgQkvKvKZOiqEt9oV+MK2W0pO5W6YeFww+F//5n7dKUqRnS/wZWowPpYxNkTRUhwMLTwd6/ZhgWN4ZqqDhciyc/gK6dt4Cq1c5VTOqxxGHH4M99j0YtfJwJVg/7x18rWuV9u6cceU/kOr9dUx4Y5YNMtV3xcpwX4ip8QIlNuALvThOhCfzIBKkyFMce0R0Ddfgvvtuw5U3/kXn+VAqo7VNZG/LatUMfiFolJZizdKNSRq6RYtKIubjAEpNobHEvAP+PBmSb2NaNk+FdebL/8f7c3Zbjke1xs0J2Vnyzbj+gjOwda/2ePatmbYFHOvw9suPom/PAVi5yqJI2YVZE19Gt7YpvPL2dCtHujJOw3kYbPs7B8PyhwjdkwKK1fOwRfsUbn34caXJ++NF12D6W+9J7KVOSa8MBzVJz8PO23XBXQ+bJMPBLZYKsiVRr25ctBgDevdATf0KpJM0Dj36WFz355vEAnyim+2CNPGTA69oV40NI0vo+raB4d0cdjgGMUZhmgNLMmsMxjq0WrtBE6/osy0S9p2VfoJ64hZYZmXT4xrIvEkt3pjwPL693yFYW+/DpUOM+ufT+PFJP5P47/lEaqW/sSQkithZOYeJF5q4tJMkWVTPnYl+vXtgRV2DQNUHVZG+XwQ0yDN824upJQNFBevejFMJ1gKZ5dhx660w9sGH9YjE4Xfdgm5bfB2vvDlP3NfctAqvjLwZY++6CT/79WA8P6sW//ngC7hn1PMmaRTtuapZPnlQfjAnDpC87P8mvzhWZHi6aSx8lcDQxPwZpXVYOX8y9tl/fyypyWhPEW9FDyKN0IoNcrdv1QSNh38s48YMoU4lIeEEBo752BA2iMFSkjT4ozOQGpEdQ/2Pgoa1gW5dSkVsV75gyYJoCZwx5XU88cjNOPqYH+COh59RUEsULsXc919Ap6o+WLva5atAgmMPOx777n0AGoKCbBdBdr3CvrmyE6DpPuMAx8yClGTteZpE5PQyXH/hb7HHAQdgXnMRJ55xIarX5+2p6hRhmIYt04hLhl2IodddJWMgfRKNhSLOOe+PZjyMi3jjpQk4+Hv7I5tfj0yxHv132An3DH/YLPkIkS4oU6tNdE54udbUYwMNDnalyO/HUYuKTUaFMYtzjFfL4NKKeT47aHgVgUmV2RIGAhaL1Tj5xB8puU27Nj3QvY3tnUm174ZDTjnNeEziNK+olHjY4AClUlbxBZRG/IbEiDSP03h0xG047Q9no9HNORmAvyBoaGz93BUNqX5QtOdqQQpx82EaMyc+jwE926NH5w741r7744VJ7wu85GpntG9YjbF3Xo+Lr/27nldy+tC/442ZK2xSxfY4hKaIqhknOYHbDRbvuckvjpXzUpJ8NNoraoJ8V42rh52JMc+/YOo25zdJTqLRne6dHL7vvg1sj5M0Vi/ZKGgYA3ElK4MGGyAwMeOZ+sVzzp/Osmqhjv5u/zNHW3GBTMhnt3D9JlEiBNkcBp/1WySFZbjwgtNw2bW3YcnaDEaOvhX53HLsvOOuGPXQk8pHOnz4cHTsvDVemfgeghI3rK1HetUsDNi6K4aPfgaDr7gF7Tr2xYTXpojgVIcYPqPdHfEazJr4BDr36Ii7H3sKPzvjQjCPLwMyZXwoZDDrtXHYa7/9UcOYfz7aIAJenDAVx5xwgnOLFXHe2RfhxONOlucnk6vBt/f+LqZOnYHLL78StfV1yAb2YCCOQeCjPUVy32cbH405z3MwNaAcNgK/K+eGjuXcz6qlfJ1bROw7C29c0iDjefozpaFZGxi2nrY9QLxcIoHl+2D/WS/HqMj9JaKhTjh+YurAvGhC0KB9m5OA0bqcuCg04LyLhmDa+x8iE1iKwMqo4s/rsmdbNI/KE8c2d+leDFrjM3ilJ0UW71Ckd46PFrW4mYYCE1dzUjQDDQvxuxMOwfhpU8As/sf9+kIsXROhQEOCC/TiCBjNeR/jU5tHngaf/8gFneqUCMvQA8ZehDnMnD4Ol15yltzBzOcib6Bwmu0hVNolLePu7q0Tn6KesIzxl6GWrDdEQf5QUbH/7O0c5R8ryvgGfJ6j6tnUf77xiqNgJGUaxfRSXPLHX2OP/fbCirqVQKkO70x4VrtN/+0352BNE/d2BJj0+jj07dEFXbt0wi7f3Avj3/5AK4dSvpdq8c97r8bIW67D0acNwUtzm/D3u+7B2LEj1VIyEiNQ+UwNJOuAaB126tcDPzjwRxjyl7tcKgBSNQ+k1+E3g45AiqkHGYOR6oxUu+5I9dgWhx5/slayRfNnYet+X8d11/1D7mim2TvikEPRp/sWuP/BJxWQwwmqhY8AIJcrvQhuUksq9EPmpkEFOFTapDiuNrQs4HS5ijG0xYK8wHKu/o0ZQp16wmf4mrOUSnWEEjNFKeyLQGcGWQIlz7J1LM9ga8URlBceuxfdnYpoJGC48nxodNRUo42VPtyfrls587+gpOF51TrMyUy7RZNF/rq4kkY9r9QkBP6nEZcBXUZHnmDwYz1O/emBKEYrMWfJTPzy1+di1KgJqF60HummnPrO9mrHACtR610czKbyvyRg59FjHRQlXB4a5u2llkA7rHboUksgS8oCnSgZN7+W++/boBOfATRaLuSQskdOkXc/+N/JRP7t78Fjy++f/3NlPZ/7M2/M5pa4tjHUmnEQTHJcj6YoY8/JirhCNcrFRQKScQPNPup93JFq24j5W0PRPdSnsB4IV+GJ+2/D4Ovu0lbwoVdfhnfemSDCU2WhDKZ0iLpnGk8Nvxs9O3TGy2/Plm1D25YUn8G9FHl5VzgJOPnJg/TkcDC5oY+toibDVVX2W04kxrIU+NAfK8+8ziI0w9kVi8Ih58vQwY+BEcStPA4g+JsrpirsSj/WvN5eKtfqM3+jLtCE+RPGuiesvaD+kV4kPWlJCcMCibg/x1Yh0pVwwf8ZPiOE4jBNBE7FNa+PU31948hfTDTMiEaWpyRjnTZPBlU9rqQOUAQafPznJhpC2VUDRkdbLpY0WscZqYW8D59j7MGOu1qZZob04z3pgWCCYzZx3cKF+P2pP1O+kxUrZ6Fbly1x9RW3KdSDv7MO0ozOMplv6FwuMd8aCbbpLz/u9mwUNtae5ULKZcMAjOo2q5+xjxrvpD+qVpVjbkzC/pAnV2IVn3DXewAefMQieUkPjkeqdXONAe3i1r98Zb+5XpsEJDYWO5clIm0UMuJwsPm2SzhYNmD87l2AOseJGTXj5yccg0nTZ+ihzj//xcmoqV2DYpAIOGSoE+PklWls6YK52OnrO2JNbQMa8lx5GYnMYC8aB1uS9JCO/M23xWhtE9fa5SjNL5WTvvwjy34So/kx/MiIufr8/Vvu27q8GIOnCKw0QvLZJtkazJz8AjqnUrh/1OMCuyZuHyBoEATobWDUkK4pE1gKry0yLW1paUbr+7aUsE8t5fwvlH43LAH7El/4KBp7vmD7WsbKt8cfW91LJ9k2Xkt4aAFtx2zlMdct9I/1s7zdp1V9m/zF08j4g7fxfKZb+g6Vv1gHqdKwHdwNnmhrBb19aSxZMgc9e3KP1PPaDS1pF/goaGxya/9lL/Sb7dgBuqC4d4Yh703pOhx3/NE6rlm7AieeeCIee+wxzJ07X7ybz/EJa0Z9/9wVf/R18Ui9+PPq2l8eMT2TtUxGgobUeAIAU+jlmLcji8kvP4dOzLbOjNhtO+Kb3z8U6xirxtXnC6z0X15fN99pQxSQ0M0x1LOXKfFmcMEFf0Cbtsy0n0L7qs54aORYSYoEjXxxM2iIjlIZuMlKL1qWYyxaPA9n/O40ud/mzpuNbbfdFsOGDZPhi6ojjdCSBBxqMzKR4MAJxPyk3M2rtIP/qqAhkYNSEgNKGJPCDYsFi1kBUMsc0VxTK0CDff/qAqQb3s2H1hQg/4qHubWDCjMXTcbz2GM0AybipUrNXFYUoEqbQUNEqKQiJY0sd/RKT/emuJZExXQv6kXja7bojJEmUfh6KLHw5SfRV3citZY0yDtsOYFAbWbOVqUOYHZ1GggLAlSWcdEhJmDTc1JO1+hQ1BNj8/ErTQFKGhazQTWJzzlKO/AItVud3iFqhQQNsjXXko/YNL7S/ftvbZyXFHxeTEYGMvWf/175nFipNFxhqQqS1ExkTAimYbNQaLWTl+f9byrwlfq3cdAgcxhwRAKOEu0zMn0myBQCpIuxvBsSSDaDxldqVD9PYyQx6wLmv6U9xt6MNCXvy0NH1nZv8vxm0KigsAGHGYWMgJFtjmJiGqe301quYCYncPgHNbGaHJMUude/onpCvqB1n3YKShMEBLo79YgKPloiLLg9Cy0GNm8Q9vT56gKkH5nNx1YU4BjHTKRFhiZwUC0pKK0Fjdv8jRI1bXgKDttsCDXyaUdrmZKWD4RJg0hEbvUvav+9FVAwT7msrcYkuFdJCCL87sHkX07ScKDB3puSZcBh8TtkHFNR6OIrBK2fYLcZMCoY41/kozY/itNLSidpO5Atwbb37MhFTMmacX5hslnSoFbhQYOrJQlFsYxvAoZciURgtyedRTxwFAq0afipxaxlFO1a7BtfeZuGRE6vopgEyt5Q0vCgQWmDfSxLHMyNwv03zlVIuvDt+1o5VzaDSCU1vpqfyQLMmcP4C35mflgChy2YocZWsSicGuKXzerJJ4ykAYhNDn7+X/jaAGh4v74/soi9PD0IK/79v5Quvsv/B44OBzwebDB4U2SoKLjZprFRxvCTxB83WvBf/IeWGA12hLzhAYNHzyvWSU8LBnJ54PgX7/7/8eb78W05WtT3x8jSUmCzevIx4mw+UQaKCj5xVPGgweNm0PjfwCqVY1z5+WN9q/jx/wPV0RbSwtjiwAAAAABJRU5ErkJggg==)
..........(2)
for -∞< x < ∞, -∞< mn < ∞ and 𝛔n > 0,
In which mn and sn are scale and shape parameters of the distribution respectively.
The scale and shape parameters are also the mean and variance of the variable ln x. The two parameters of this distribution can be obtained using method of moments using equations (3) and (4).
..........(3)
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)
..........(4)
Gamma distribution
Gamma distribution is a flexible distribution with a wide variety of shapes. A random variable x follows gamma distribution if its probability density function is given by equation (5):
..........(5)
In which a and b are shape and scale parameter of distribution respectively.
The method of moments was used to estimate the parameters of the distribution as given in equation (6).
...........(6)
Where
µ and 𝛔 are the mean and standard deviation of the distribution respectively.
Gumbel distribution
It is the extreme value type I distribution where the parent distribution is unbounded in the direction of the desired extreme and all the moments of the distribution exist. The probability distribution function for this distribution is given by equation (7).
![](data:image/png;base64,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)
...........(7)
for -∞< x < ∞, where
![](data:image/png;base64,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)
𝛔 is the scale parameter and µ location parameter of the distribution.
Weibull distribution
It is the extreme value type III distribution in which the parent distribution is bounded in the direction of the desired extreme. The probability distribution function for this distribution is given by equation (8).
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMEAAAAzCAYAAAAuGGyOAAAgAElEQVR4Ae19B5hU5bn/LFVQOgjYUKyxAAr2xI5RIypYr8bkxtiCvcQSFGuuGiP2IAo2QJodFQsiSBMRKUpnWZZll2Xr1NPP+f2f3/t+Z3YAMZHV3L957jw7O3PaV97evm8S+Bm/IoQIEOoMPAA+EMCHDw+IwAPI5Yj3hOD9cp7X5MVjX665APiOr/O7Y5rQc+zAyzerz/umfX3WNm2wW/gBb0fgA14E5GDDQwZekJKWo2xOxstOw4DNBHD8NBA4gG/LuALflinYYQg30tv90AHCLJCuAdwAoQu4IWD7OnSO2rPrdF5+2AADgiDKTy+epk6jMf9jWMafnLRATuGab9pc54fAJ3+hYUw8z6fkP+cZOdJSLn6GD0c8bwFhBKLVjwDLjwQznjzNiXoI3CQA3ufDzlmwEQp+A58AjxAa0LC3RMFYfnZfBSYxExB6QggkJ0MRSvuGOgxS9CEz1wYmMI/nYcBjMkIeYQT+VkzQwFS8n3fknwkCwA8RRUDaJmP6cKI0gigDRK42bG7mkLKhsq/04WakL06I1zgGywvhsT34sDNVgJtBpqQUg866AjVpJR5eF86DhcDO6rwLYfBTMcFmMP3nTLDZ7Q1yR+ZJOIpkCS0heIKIwkXO88GQAo6CwDAB4R4CThSIQIwoFQI+YSGKsnBzCgcfIZzIQ0jhFAGuF8BlGz93JshTLL9QLHBG8SsisBokNWWFEEhMFAJ8HhC8viCAxBY3wU8eKxPwnqxKcHNO7uM/NhHxvtC0ZJ6JPEShA8dz4UVkTGoRBxFsOHZGnnMyrjybDSLUmR4sn/0QgRZcJwvfD2FbytRh4CGTrQdCC9llX+Pgdh3Q56CTkLTIJEDO9eB6Ok6de6TjM2PkODlkGXsMp8Z+btUgYUVY85Mdb/6Kb/+uT8KaT+n4KAiyAn8yAs/Lf6rWIFRpHqmW5TU+6/qOalLCDzZsj22ECAIPqQwhHMJ3PQReKAzAZ9jXz1oTbA7eAqALFA3Rx9COSdQc508LoihhGwiE3+MTlLwq46mGGySz3BPfJwMx5lY8KEqdiERPc4VSykfKoopmewaRRGLgi/bgFb49OVKtk0c9NUCgbzKCl6rBk3/+E+qWLsYpJ1yIynpKQiWEIHSQyVQbAVBA9WbA/MiPPR5rYz43a5BEz3eMix/OBDFhAsoE1KQGYspcZICYCRAhiCjAFH+2rWYk8aXmkCNwT2dpglKQBFQgyNHiJE7EFP4PYIIGhFITFGoDA7r4nKGHWNrEwG7AoTIN/QZpk/iTLyqZhU4aOpNLhW3JCRqaYrNTIgVi6/OeXAikfQ926AvREyHJ2goMOONkFDVNYP7ihbjh1tsxetxE4gme44LE7jgWcl4WdkDJxiaN6HNzQFCJ0qXzcOyvBmFjUtk063LsPhw3BTELSJB80Iw7/moOG0P6Bc8WEj5hHr/i83oc9x1fLTyOvxNWfAvBitmjPhhblTHLjSRmX8zMiBwCB2GYA7/ziM9T+yLKIFNbjFNOPwltOrXD3M8/ww2Dr8dL46eAPkZEQIsBG/78NYHARQAXAz3+jJnAfBpAxoCOz+YBbBw6Smy2Kf9EUlgKrLgjudigEVQKsc+4A3rDnqhrCiw3gDi17Dc0Jlno5fDn227C/zz8ACw7hUceeQh33nkf0mn6EdpOFPKLEjXH5ISuDMmjh0xTzyvBxnVf45TTL0W9A+QCoD7riYNNfRLSwS4wR3T4bM8wuY74R/jPuXOsRvNu1qKBSwzOgmsxOHkq/s5PwknGTYEi8CesC5lZ+6FE55t2v5iPnpqMDgMREhBI4b57bsSQB24T7froXx/CXbfdi6QL1IoVSo1CdvgPYAKlWAKPatEQMIFGQhRnli6p2usCYOIlUhlAEJBU9DwBzfiCxziN2N0SqYmJphBTBnGCL1HNSliF7XM0Llx44qRR/9YD/ibA3YSKkpU47rTzUJ7iOC3cPPgqPDV8kpg0VtbGhuLl6NJ+JxQlEkgkmui7aQKJpgkMeeQRjX8ll6J63df41QnnoqIeyJDZqHVcmmA+QjrfmzGBMkD+XDwfmURj/sVMYIRFIWzYhzkmbAQ+Bf3GX81t+Xv1mO0Sh2yXOImf5zlPokKKO/63AM8GyAEutUSE1aWlOPTYvqh3NsIN63HLjbfjuWdepYIWls24rlAL+/qP8QmIeGUEgxRKwoAEQStb7W5BAv8xpGgcUX7KeT4mAoeMRPs/q4xAaWTsbUVObDbF2NU4KGUh0SH3GCZj2wJyPwmEdYBbAYRl+GL6ZJw46HLxAbKZOhx2yP5YW+7ImGi9BXScqfJFGwCexz5p33pIBZwRjzdg45ovccLJF6DWAlIeYIv9TLlJM8IzKp9jIANwXqpdtqA2Odz+f4ZYxYY3ZhsbIyAUYPLBngXOPMdHCm7R23iHwrrhUcI2JSFhwpZvDY9aAgGyh0DDqQF8Rgdsxa0TYOrceRhw0SAANchZFdhvv8NQVRlqyDqgYFRmYF8/WyYgtxO1dDrp5DAcyeCvJ/F4C3BtwHfhOHW44+7b0LRVKxxwUB/MnjUPq9eUol33nhg+djwsQ1w0L0V4ElMBYDl0zBzAqcc9t92EGV8tobzB+uIvcVb/fmi3Uydsogj20xg98hkkduyMj79YLFJp5vSP8LdHX6JQgk96pTYIsoBXCQTFeHX4fbjpgcexCcCUOTNw1vkDYIUa4WH3RIxDiSbfXXg+x+IhdGkGsT0GyMtQtmYeju9/vjBB2oe0QeSq9mF4NjBtxEzAh3lHoXmhBLm9/0NhVBJfDYpXL0SHDt2RKGqLpk1aovchvSRGT+efstxlv+xeuEHnGc9XJ8bx6WXRY4GDmuWzcEq/fbFj172xqjIHeEmMHfEomuzYEdMXLMWNN/0JrZok0KFpAi0TCbw6/gOx+Z97dTSG3HMTgFLMmzMZpw34b2SJD0IgDGC7ZFjlxp89E3BSJBaRAp5NAwQOwcBQo5XG2eecgYMOOwh1mVp88eU8nHP2hRg+4jX0H3SJBD1to0HExmSIhQ26tmgDxvRnfvgebrxqsEihdBThgaGD4dSuxt6798DYVyegbO0qPPHEMGmrVnBYDzdThosH/B4TXv5ETBQi1CNThinAX4Vv5r+H4wdchG83ebj4ysvw34P/gJfGv4HSyjQYDWXyi+MJolAiTHT8hEioy/mVTGCVYdP6RfjVCWejtEalJB1wsk6hxFdG+umYwPMcBGRw1GD1innotHMPjHzpbY1RBCEcy5ZgAPWYMAEzh4YJ+JFnAglgNGgCooHBgafuuh6wKtG2y6549fX3UbxsEZ4d9rDAOym8TBVYicVTJ6FTiwSeH/sRqkPgk1kzcd75/VFd9TUGDjoJf7jqdoyZNBvrK+rhBIQSYfIfwAQivWPV6mfh+Tkh1oAi3dmEL999DW067ozSZAZWWA3XrsY5p1+CAWdcgRkLV0lsnjRFgAs8XEZlyAD1ACpgZ0vxi/0PR3l5CFokvs87PcCpw5BbrsZ9Q+/EbXc9jHU1gZgyjP5EYDiuBqlF83BI525YWWthtcmNgcTsr0M6VYx99uuLgw85Hqm6Tdht9y54+fUPUW/sVcdjtIPRJQ9ujkkjcoWNwFczIJPL4u/33ozWiQSateiI/fuciJFj34TF8J9nSbxcTSgVEMoIHNuPrwkEcAHNtwpsKF2EDp16YOzEaRK9Cf1I4vIieUEYkcM1o0hNHgcVRIjpIA02OFYme6mSLSBbj7/cejnuvudmDBn6EOqyQNJXkzbN3ECURvG0V9A5kcCI8Z+hCkDKzmGffbug91H7ozpXi12774MxL79pMsWhMAL5kf38rDWBMEFAH5jESftf7WpBTHotBp99HE4bdAmqhFFq4GVKsXu33jj19MFIA8IEYmsytOjEeQC2lYWXXSWAH3Lv07BDhi1JiHTKeGBh9LMPo32rIowc/yFqpCyCzBTC8moQ5TaI9Hr4hsF5syfD/L6YXnXwQ/oI4hNrSNW3kc23wehGriG6w6wmQ35BTog4HQXMBwMhE26OxLyzpBVjaVC6eYGLgFrDaEmlr5+GCXyWIVAuuyUoXjEbbTvugZfGfIwsJ8QIjq/xeAvuVkygklhEkBAjx6kiycDZDxCyHiRw8NG4J9EqkcBzY94WEUXhxbCzPO3UYt20F9AlkcCot+ailJFkQsuvhku7IPJBXqEMoHAg8+U10M+fCRTQwgSRiyCkOUQR4gBVy9G3e2uMfvsjlFkBIqsEVcUL0KFLL3y+MCXqlIBkTYnY0JEmWkjjhFDdxlLsvksXFFfUipT3XKbf6SzT4bawYs5UdGreBKXVWWEm5iPpMwhR8B4vibKl32KXXQ9BWU0oLOqb/7aVhc/YKTFha32La3wAIQNeM20x1EntROLwQ3o8EhAUhmAdEYmgJqOOHklCsqYsEXBISIWaQE0ioQQ+pZwh/TTmn0vTMWCarwwbSuajXce98PJr00UTSB+hJrRyMRNQGVHeSFzf+CaG9GXWHJfBASnXk/KJLBa/8xr2aFmE5TUpbARA05O3yjzDDNbOeAldmibw1JipWGcCH0y4eWFazUNaYQbkhFMul9MGfu5MoIazijumxknMwuG5OkSr5+LA9kX4cP4SicIgrMCYYffisKPPxao6IG0iOASImgkqKkJHqtnw7BPDce55/yVEJ1f8DCIvpTF6N4cHr/8jurduiunzF6MWQHmohRVSDMfiOJYveA7OP+MiTHztPWThoz6ywYSWEiA1Ch3mEBFNHvomkQ/bFjYW08uyyHhqopEy6COQ6HM+dY4mh9ienHNZoqHGHe10vsjQMa2rDcw7jUkUX2gMB8izIUKGf8NilK6Zgzbt98Jzoz4WghNzRpjARZ4JOITvYALibTMmICOI+HYQZDfh8euvQPdmCXz27UqUUAuwGbbFedh1WP7ZC2hDc2jSTAk4VHuU9qZ8wkpL4tKy1Fuy4hyKAdDP2hwSJqDUNOqPzpeo2HQ1sHIuenVsgQ8Xr0A1kZVciaN2a4v9Dz0Ta1iEaaSPAJEK3bMQkuSjFNxkNXrs1QujxryHWisjuQPC2rVVlCyaMQ3vj3wYg/r3w3MT30SZMa3q6LDyRo/2PAncwusvjkKf/Q9AeTIt3gJdSMEdCdxOSZmp2P40pRAg6zlIWzR9SAVsj/VPHkInB59OaEws5BWHhWCKWCe0VWoKkdMhdSUcKCaj0MpPowlyLNST8GgJSlbOQIedf4Exk74QTcA6HeKIGisrpqpxepisijWBzFPBJjwlhMm5xz5BGstmfYz3X34Mg077JUaMe1eETg2L5oi3HKtCM/jmk+Fom0jgxTc+RzmLFukXBFm4TCxy/kYzEr703YRmGFKNgEQsEOJP1UUFIsQgg9dFyhrmk5bz/wzCRD7FJ/VcQ7vxeZ3w1ud5P8lDARATZ/4z/7hpl9iVkA4fY4aAQAngUhp6aaCmGH12aYenx78h5srd1/4W08aPwj69T0ZJFvjDdXeKJGFOjS/SlBWwBHkD5k97Ezt23AfLyrWSJ5mp1Jg7y3azLm655mrALsM9t16GOx76G+aV1uLJMeNFa1ATsM5H5uInsXHpXOy7awdMXfAtKkIN7ljsjIgQs8kWE4osmBNGUJvVcnJg+FH8ARIGdXkUSEmAH0SIskxH69ipzSTBxwyCldG4rDGFCBeRsAJX1XrKNvqswlcjJXENDnETwz3PdIYO5LzcoHhQfNE/WYOy4tnYoc2eGPHypxJI0HsZwma8jmXReXtkKyZoaJcj5lujQ8hlMOS6ywF/I26/5Srcce+j+HJVFV6Y+I6WP3CouRqs+vxldG2ZwNOvvo9KoylyJskmAY0whG/HBXnUXio82W+C3ZEOMj7rrUN4YRYRw4u8QFYLffgeo+mSQoIVBLD9SDidBX1EDK+zFcfNSniPSBIJFjHdb3BFm4wqiuci1tGEUmcvcXS5nRKF6tyD1HwT0DGRF3CMJIHE7THMZDhTHUF6h8z2sqSyFhNefgGJlq2w9yG9sXb1MpQWr8KOnXdFz95HYd3GWoE7pTbnkA4ZFcoAmeV447mH0OvoASi1NQIRUoYHNbj15itxYL++KKutQWhXY97MKUg0aYKLrvwTqhwXmVDj8nS+RJIHacAuwUW/OQbXPzQMG8hopB0TlsgjwhDqdwqZeO5CeIZwYyIVQi+Q8NQaZEATYqX/QIuYfo+c9xwJIDN5SHYgzFhjxEI/+itZWEh5rjINhSVrngQqPnxqNrZPeAleKIFJILwxLeZQeTHNob3x4tjPJaOroyWRsDeO8zteEd0imn1sh/cyLKxq7uYbrka/foehdH0xIq8Oc2Z+jETTFrjwsqtRR00X82qYxarPXkWHRALPjp8iPgOpKX89hpe5Pz8O8yXBOgvezBgzu/YZ843Mgo+sgyjDjJ0nTh9DePS0OSF1SAgHOhg+MpmMtCPDp53LIi965VRLtAFFOJLdPKmX4X1EkkvVSLiGOfi0LUnglIBGZYkA4mDNgLUcmSxpTpkvgcOGjPkgYTMfrmMJojk/muJpmzkEnSeZUNBCCcviNjpLbiXgFeO3/Q/H1X9+WEJt9R4JmzBg4K0eFVZGVK0wK80Zzs9iDAKoc3NSNk0JHkoxXRZwVuMv15yHE393JUrZN8frBuIYmyl9B2X8q6eUAfJ5AdEYmzMBiUE8JZomZj1C2k2bWDkdS9rNPixZ9qPzoOCKXYeMcWgZng1z1DJqJXiW4lc4bptMIEg3kp3fjeCKp2eiR9oGF8JkBa9MZNH95+Ig2u+kFaUW/Z5yqfnyJCHFcmumvSZM8PSEKagw4rQBvg19x10Xfibg+1K1mHNZ7stFTRoBUcBSsmg6mkhWOzqET7OBsWGHqzlcbCwtw8lnno8XX39frEON0ThwnYzYbBLBZK+RgwdvuQZXXDIIlak61Bm7zpZEqAPLrROEMEbOqEOe0g2h68CVkeQ7c1vGnNF7DRPQ4ZQLoRCjEyijkyF5O5GcB6JBaorz5OhTK3Dorm3x4sTpwgQ8K3XtuXJJdlFXVfu+RoGMvZl1XHHBCCNt16hbOtLuWkx66RF07X001lLQcC6ct0Nt0bgXhZGuU1AbVwWGSl5+l1VXzKrLgc/ySiAQUScdEy68m6FGagcSHOfgSLbORyRMTrwkNZ1OoWacbs/AUBpqBBPo84QJ/QeFiczLrAxjCIAxf1kfYKVkvIRhxmaxoIFglEHjmIASlFKLCGT0QUJHJBULtl2PCaNHoyNT4U264OSzL5W6FATV0HcGX86YhSMPPwFfLilGlasGDRcSOmQU6g9DwHSSItqrVj2+nj4Fvzz+KGxIJkUb0LylvZj11QklauNQX/x8PF8lY0P5lCR5atYSZDlBtcoYskEYLQTilU8JEwQhbN9TaU0qYAJWam3SyKyag73btcDUL9aiwiRoPY8hwKwsdKH24ltMCS6YkbizWo8kr7RD697Ym1wGaa/CotlvoahrTyyoDJHjAMi8PtW+gH27/5FYqGtpy/NP3vJPFxPRbZK6KRYSEgh8S4VlKKap5ammzor5xscjkDE4rNCl+qZDnjaFiFqZ6ros4zCLeAwatm0OcVCGKXVweXTKpM38JbFnTCEuDJLTkS30x7mRiWmyEXtpS1Juco+Uy7DdRjMBJ0Knwc8gYEaTKtVhyUEl3h07Cgccfio2hsCDz47EA39/RKQ73HogqIBTVYI9du+N+Ys3igSke0r1W+9RxbK9WrHvA2abYiSxJidM49UXHsXZZ/dHdSYSDUMJy4SKqL/IA7O+WnqsDNpAKRywCRKrZpblvHmg0lERsyjuUJmbyOVyOqKkgG+0XkikWojIT+PLyWPRrXkRZi8pzyfTGOlxcmRqX7yWFAmJL4NE0lZMUGxfGJi3OEyKlaBs9Szs0G1fTF1UCUrQRlO/9i7d5+W6UG7DsMiI1AEKK6kdVl8ka0ulJfMUfIShZc7LyW7uUKcsT3hGyrYDC7lsUoSGPGPgbqb/PT4BJ/tPmMA0QvOXYyFu+FZx5ZkFSYS1jpO3py0X9DvF5PxRmEDGSTu9HiGzkEScUw/UrMN+3briybHTxNGgLEyHtNkpVSjRS/Hw7Tfg7AtuRBVzQ44L364BQ3WiWkPGOlgvY2tdj0b6ZHqBUwtki9GrZ0dMeudT1FG9iYQNkSHBiZNKiZBHsWK3ADgxUxEolqsxc7lM8eqrc816Ha424j18kxGEGaj+JckTihbmRS06szB55DPo0rw5Fq+t1ypPSVzp/ZQ8uUgXvfMZl3YciZ4hUSk7IpOFyFCIEJMMMATFKF09Ezt12w8vv/mFrC/IpJPiE8giGWlh+/5xTnkI8YC4NM6yVpIy05xRaS5awNAkfTDKCjlHocRFOrRsGb2wwfGxXYvnbJXAnJkuVmEdlO4jwACLvLbXHCLBx4JMTEy19aW8iEtT3axYJ5wamcnKZQTOMlVjvcikG6sJrHRKalR0PoysVAHZMiyZOQ0tm7XBp/PKRCIy1l4vMjsDuHVAphz7dumC58ZNQy2JiHW8VP8sXbU3icmQk9FSq9RK0IY2KheARJSnQTH+cuVZOPvc36OCpcAmeUX5LzsqqHVqsKYqWoGhEiFmAo5b3tT0ZhlirHbiUmSaeXxWhiP/CVRjt1Px2ZSKdBzTGPfUY9ijXUdUMMrKyIWE0qiZNJrFvtiOS8dCBxRbk1KdSAEg5glvtOlFlSBTvwy79TwMTz//gUTV8k6/eV5wvB3/+Hg8fzM5I0EdMcmoDcKI4isD2BrsYBwgIyEqgsAGMmWAXaOELbRG+z8Lh+X5RuEm0/Ui2IREGUFhka5ZvyBTaAQTFEQqZQrMVVJQCX6kFosVvTRA9ZzH6BQZlDVFYk8SD431CVhv7+Uk9MmaFda8//XWy9AikUCTJjshkeiEZh16orimHgykBQz7hRksnPo+uu3UFms2uZIEYjaOIbOyFXNw6klHoGX7Hli7kdkcG6/84wm03qENZs9bovY0oeivxvIZE9Cy9a4orQdSpiBKgUoniS6pSiECgOf1bdSrOUFhvJWJY6JLqmIDiUnL7gI+a+wZ3mUyi20rIVOoOCTYyMI91wzGEQf2QmUuEk0g42H6XuxragwT+eHTUg+kzMfBse2cr3WpIkrpbAer4FjF2G333hh6zyiwREn65bYf5nnB6nb+y8Ml/4UdZMWUpDbwHRYZpPDYsCfQueseaFLUEldcPhgbq2neeahZswCDTjkWLXbojHUbGkrDWzbrgtmzluH6665B02YJPD9mLDZsqsWvjzoW7ZvtgEefGSXaW0iyEUzAYRMMpHvSdDwNgTOz4lFk1lPENWKMKPqqxXiz4LCxTMDF4FQ9IeOutFlUcowa9SzOGXgu8jkZqlDZ3IZ61MWrzz+Hfn0ORU2WwTUT4Q98PHb/vaguXYee+/XGyDHvYOWKSgx/8gWEsvI/pwRLCeSXoHLlLHTp2gsfTC8Tcue2Iho7JxPkTJmCq0SbNzcYFWAYVf15Sg5hCwNAoSUSrEMmovTQVwxcPeJ5PsXqUJUsstTOSeHOq67CCYcfjSo7FL0ndqcs5obkNsTpNe2KRmbDYgtpOzSHsrIGmDRGzViCKCjHHrv2wpA7hhvtQR+M/Tf2FeZDyXSF1EKgpmS4Wv0y5jfuuOkq7HHkLzFnzUaUfPMN9urYDjO/XiQa/v6hQ5DZtBF79NgF4yeOw7o1xRj20OOiYu65cwiKv56Cu279A268/RHcOmQY/LpyvPzcY2jaaW8s3aSWuzjG0VpUrJ2Lth32yecJKGwIZy7+jwUSTUqhXV7xuY2MajNqFn6P8USQikLYEkTxDfEncRGmsfrTsWifSOCp8R+A+RhCPu4npoOG480bTdAEoMRldISqnBWOrluLsweeiTuGDlXbkLYiaYrwZXw98DDqhRfRr98RsoMCHVomVWhHSsmlG+HGwddL2etNtz+OsioCw4PvVkkIVLSJV4KakoXo3OVQLFjqgRUJLuv5KZyzabjJTfivQWegeRNqpASKmjRDomkzJJol5N2kqAWKilqh71HHobI+Jw4nnSVRkzStqP6pQUTyM46i71gTiDMgSGK4kjYa9X8KD/35zzicmsCyhQnYhp1JqokvsKNtqvkBHopdTQb0fJFYZAJBvaTzCbRS2HYJeuzSC/fe+bxgRhxA2iU/yku1mfiNwvOMeqUQkQzCJBZOexOdWhdhRdaR+PnG0nLsuXMXTP1qvmg6GUXg4tbrL8PQO2/BHXfci02VJqrHZJizEhed3g8H9D4dq8s54Ros+mIyEi12wYcL60R4/TMmoG1PmuGLhGi7jjAAj2kOUctSG0gOkd+5zQwTsrxB1AO1OTWtOeY5sY4MWRcwAfMEP5gJApfky73RQmTFWKlCaG9E9932wuhJH0gSTYwRjjK2OwJg1POv4Igjj0VNphrpKC3aQIyXevoMPl574im0a94Gz7/+udR68HFmor0oicDfKMsMS7/5Ap06H4bP5tYpEMTLE49T8xNcCM3NlJiVNjzINUp8x1UTKYuLNWjnMokXv0I0bZJAs6ZFKCrSd6KoKRJN4uMEmtHcK2KahE8TotQ+Nu644iqccsyxqHRyqBd1zHAnhUOARFFCdodo0jQh63+bJIrAN9cC79CiJRJcE1yUECaQJmWxSSmy2TXYe9fD8OBfRkpXZAKOlX5GY19sRzdOMPjJFwRaUt154YAT8eDdt0i9zKLichx20kCccv7vZUcfZjeSLDZ0M3hr1NPo2DyBZ18cpxW2pFknBSSXo9fubXDdkGfF7EVuLeZ++AoSO+2F97/c9E+ZgFrg7HN+IzBq1aqVwIcwat++o66dLmqKZjvsiCOOPg6bapNIpymUgSYtWiGRaCY4Ip6KiL+i5gJvhXtTwa3cbJiAGePtYgIygIY2ueiBdvF61K7/Gjvt3BOfflUqK52E+gMXETN51Lk+8PKzo9Cv9+Hc8AJpuKj3TbqdHE3FuZwAABppSURBVJ+qQfH0qejSohUWV3pSYMboj8S1uQMbaoDsSlSt+Arddjsa0+bWIWmisyLSGd+nf0K/4DuYgJFjSnSxQugk+Zo8IUHQfJE0PCWyr/fF94pQMZpBKMeIT6k34nffxb3X3YRj+hyKjU4SqVh/eK46vaLKmYBTve0ycsJ6fyadmJEV5a8SjAVsEkXDOljWWuzd/VDcd/sIqQzQ0g/yQwPbysPb8U/mLGJU7SFhCuHAFOzkOuzdY2c0TSTQsqgIvzqhPx59eTKKmchm2XVYo4ZDlMa30yajc/Mm2JgDKo3iZyi8evF07N1xR3y0oFzXZQQb8NHYvyOx0+5Ybla0fZ8msGWZqpqeklsx2kCShUYZ2o6GRqkJ+KJmFm3KAynL1egb8degGdRfIG5jcyhmAiqsH2QOUXpzdQ53SaMDBXcpvpo6Gi27H4KFXBLLjgMXbqB2pshk18VbI0Zirw6dsayyCusDFn/xNqpgOldV+NsNl6Nzq5b4eMEaCbES3LVcYMGojFUBeGtQu2Iu2nbuhY/m1erzJCKpr6caTuOs/seheYJSoAiJohZINGkuOy5w14VYOvQ5/GjUpHICNNqQcQ2Rqt8GSavEoUDW/7zGNx1djVEzkXTf9TfjqIN7odJNGSYwWKPfIzs5qErXNQy8RnNEnW8SNSMZcV/Mu0QoRuCVoWe3Prj3tuc0YUtdJrvSaVuFo/pB34UodAyaVBIlrNNyi1FX8jm6du2O+QtWqSkbaKKPBKJrqxkZrJJFQA/f+id0adUKH8xdKQVo9SxCRAbfzpyKLjt1wLJaRgf54Go8dMOF+GX/88SnEMKlY7wNn8Cy01J3RHwQN9R+Eq2LgSRYiMQU0rZ0RV1dRpYOiRam5CBTCM/wOcGbwi5mgjhj/MzED/GDmYDBJxbFiXj3qoDcErzz0kPYpe/pWEnhSFvNIpGxbsMB605Y/rBq6ntSq7Em6Up5ARe8cyEJ/FrMm/Y63hrxIC4+6yQMnzAZa3yISUTgM1MLjyJkFRZ/PB4tOx6ARRu1JEMCJ7TBk1VmpwdqAo3oxNaYaAHJP9B8adjXh0414UOJLAA3Zg6BtG1NYKpO6SAzARYC9193K4486BBUuvWok3wsNzIQZ0jaj21VlfQhAseWzHQBTsXmzUk9O2dUIkxATfDY/WN0FxjG3ANFrOD0B1F+4c3C9YI79iRuW0wtTjEyJbOw5649MHP6Yr3oA5/OWICRoyeZZKQS+ldzPsCEf/wVF/ymP0a9OV2IiFkeMsH4Z57GMQf1kWqAuihExbI52L9ra4x96xOwnFn03/cwgdCVCUJw5LLonmt8KcDpECAEQ7D8Rli4OY5JM9n0E8V3C2kCa19C9LHQET9BNQGZoGMige1iApOtVhA6G4DsCgwZfDH6X3Yr1lCtyGC5HpRDi9QpZLKsfBGO2b+72GCsp7esGiCokhT3tTew9HU17rp2EG57+O+YvT6NUW99hKTn6z6cQb1sHnXPtZei/3l/Ek3BPASXDtrUJvQFIguhm5RQJh1eiUtLPYytST3u3CyaBeJUkzjjZI5UobIsmQVf5lVIpHqqQRM4ni7G4STHPTUC3Vu3QVm2Cknj5EayEIYQAJIZLd4TjLEJ0aDMbQRC2DzPMoC0R51J0ixDtn419uraG6/848M8E8guGQbxZojb8WGiQ9KTZsNlXEI8tUCqFPvtvDOGDX1YVMDH73yOE0+5EGvXMzzqyJrrqlw9hgz9s5ind197Ee68/2nMW+9g2Lgx8JDFsBuvxp6JBDaWL0NJdSkGnX8xTj3jAgmPCm0IYLetCegUUxswcUkClnyLhJl18tx5m1EkDll9JEpeVrvGDEbTU5mCjKAvFXjStTGHGsUE7F0WHFCORNR5a9Frr264cujfxMumpmBnsuCKXyghrFrAWYe7r/sdTr/gSpHyFDVcDN2zVy+U1lQAURnmfzYWiRYtMPCKG7G+VqtMZWpuDVC/Ggf33BnDx7wHLoJgvEVLkTUEy5Aqd2qjqRHb/mpZ0pFlJpqaIMgXopFROLz8sjneLARKQuTbvCg9hKE128q2CdJ4am/9YwS6tmyJ9el6WaEkdihLkUJGz7TgTMx/SjEW+bEM1rTHLi1bd4pjLs0X/2cN1q+bi26d9sfEsbNlMRmJ4cdhAvbM0TORp1EpnRxhSC2axcLpn6L7Dm3ROrEDTj9pEBYtLpPyIRZG3n7rNfhF38OwpmyNrKNYMvNtJBI74ezfX4+60JJNqy45+XgMuexSdO9chKKWCZx7yZVIe5C34oMAJROsQ8Xa+SZEOkOLTUmgBSFSjpZjFXjzMbFfCT8fFku4xbR0pW6JlwQnot+0ulTEkJ4UjJI2OQb6XmumvbqZJqBW5K16O6WVvvLn8l+40F5KkFknTqDZKFv1DTq3b4Oxb04WbmcnwqWxTSZqko5rEnBT2H+/Xpgza6H0xgSUEAKjH1EWoZdSAtaR6LYjApQcRrwwDOdfMhBcJM7MMqOwUqQtZchxKbVMW0bfMOZYghsokUoNYStwhapVjFB9RCysrcDUKZPRsU0ntG7REvsf1AtTlxRLgZyggMKHcXs/i6UfvYFddyjCJ199K0zA6XL5I2UTzbkUh8TB2El8MeUNdGvfVqIYB/c6BrPmLxXksNRX7iGMsBTr109D52774LNZpRoGJCxFi8SoafxnA3xizKsElUBGDDIDJ0UHT2p2uyFD7+liGA4nqoSTLMaePXtj1vy1WiIeOYJPgpzJUW2HGE8CwQaUr15o1hMoE5gbVHAK3RBDWoqfRypNccnokzn4nQkpQ92Sw9kIeOsw7eMp6NCuM1q3aI4DDu6NDxetEd+FxM4w/6pPR6FTIoF/jJ8qoWAyCF9Ku0Qix6lCjN/Ul1MzN0HVwx3P4nUBn306DR06dUTZhgpBWCED0PnSaDu3+XNAVTZ32kyccsxJWPjlIkE8U95sOqYVQk3qT8xkM7kkPvn8Exx18rFYum6V2sbcvDYsiOkXfNepbON/jHmDXAFvfI4DYJFLWIr5n74KhufeffdjKQ8eO3Y0uvc9CWuNRJP8BNk3SMJePRv7dmyGKV+sUg1HiMnmUR6SZjcLMsySmVOxc9MEJr/xhsx75AsTcECvY1Dt6mJ4NXdpjn2D+bNfQZO2u6C4TnVSOuNIqUYDkWxjfj/5aaU2JUyttJUxUYsEJVg65x0k2u0jUSDudepxlzdDTKRVTTQS2/QFK7Fh9ZLvZQLtR6ORMrUYV7FJKWETg8wt8Lfjjjvinfc+QWglMXrsq+jc+wSs5topNuQzWTZiMyZgykkuCS1ynqwBoUepFoDMQypTuRcpQ4PUAlws49kYdM5AnHnWAJFUhQyg42VjMeBc3fnYC1FXXoVTT+yP0WNeE+J3WD7AhIisNTSSyXXlBxPGjRuL3172O2TBxddaJVjIADQVCt86le/7z/EYwWsECCfKsUuIMrkKV51xDIY8/KQSda4cX818D4m2PbAsqUViggPOy6kE6hahz66tMeKNOdjApBuZgKHhgGt4uVw+I9uqXDjgLAy96S8CDtuKMHvGQnTvvjcWrVkhRQuCHPpO7hK88fxd6NnvNKxn/RWjqjI4hnApr3T83zfDn+5ajEsKN01WSV8uNwlbj9dGPIw9DzkO6ySkyisMHnhmI7F4VGQC/sJOBTasWYw27ZgxNpogvkU+Yy1QwATmvMKAUlr9mgb85YDqpbj89KNw+1+HoYqDtCuwYPaHSHTaD8tSmzMB9x16ZsI00QRbMcGWmoBCz4TIExKHDx3xyrt17YI//vGP4OZOtLG3ZgKOWgGn1piv/gRPGeuEBWdctcVnOWZZR8B8OPMLjLNznWzoIu1bkqUmo2yLCTaD4TYOVDMp0RMdyunsnz5DGvVff4ZDOrbCjK+XS6EfvFpMeOEJ7NPvFKxnaRPHTnOMq9H8asBZhkt/cySuvWeUAJPtCbD4oxseHcoKrFj+OXbrvicWzFuhZlcEjBgxGr0OO1b8Gq5kpekkIRl3Gf56zSAcf8HVEmjgxrkCQrF/VUVvY2r/ptMhGBggrjg01uWI9x5U4u4bLkOzjj3w3MRpSDksXdY1zxJ+ptUpdRqcA5lgAzasWWiYoHB5ZcM0GjQBMRW/YuvCWLCCQ5ppir/Mwhno170jPluwgtklwK3Ba889jr37nYrlMRN4KdEEWzMB6UDfMYHGNC30axgjEVLK8aBgJRYBIgRsnM34mJ9bMoEg1PVlu734V1m4mj+OqYutzQdZ9GSKQ1QmKBvRGSpkAn6Pj2MwbeuTzXKSIqyN+yvZZCFBXbfw7rhXcOj++2omkg9YPs49dQBuffBJWSdBSU8HzZK0Pmvq1+Clvw9Bz0PPklBhRsKwOTj8CaUoBVjL8e6rj+KQfsehmpROk8vN4qSBF+Daex8VH4eAzjK+x32K0t/gD7/pi2seeFyWV1JDSECDdViGAbc1v3/XeYKFIeI4WRVwRRmXunppqe7dRPIg5kn0wryBbHimORnDBGEpNhQvQJt2++HFMbMktK5PNcxCBRYTYcoE7Jfn2ALfPKvXCNiMaPI3Xx6FPgfsh9raeiVKN8T5pw3EXcNGmlAuH9yaCTTnoAymZryOg33qy0hu2Xco8pHNMA2iJ3lTzrakRl4HqX1v/TCRyE1iddUSTRjWhJAAOCFGPzTkxSpeOt1q65HgOLSUbYrpCpggZoAfxgQq/WlYMAak2wFwPrVi4w8ePBjnDroQcCxUFxfjrJPOxBH9TkRZkgvLdW6U9Bw3F9UgKMO3c6cg0aYnvtpgCgO5hSArQskE9mo8eM2FOO28/0ZtAKxfvhTnnnYSDj7uBGyMIFsEEpQiJEMLqWUzcfBubfDRgm/FkRMziVgguKXTGCn/e59C2wYWohEle657uTIQwMi91HbZnqwbiWlFMucyEVYWkwnmo027AwqYwEh8QzxbMgFnzEukl4YYHr+R4BV/1113A/7rokslElezdi3OOuks9DvsBJTWOxJRZAV/oU8Qm0PCBEZTqTYwuJbxskciQF8JLSn2ZcE1L5CQ2S7fTGfH30nk+jIcxBAl16vGTg1LFLhtiGch7ejWFmyLL2UCCkwHdk7bJ/65GivWBDEDSFaxwFE2nW7zg+NiWyRojQgwXkAgViIKanHWwAvwxsT3sWTqZ+jYpCmGjXhJ1KruAk21S8YlgUt8Ewjq4WUr0f/cCzB80ntIevrriKJxMpWAW4ZLf300Xpz0HibP+hY7t++Iv907VKNChlhEYtK8CjxMGD4cR/c6DJss3aWUY8zlbFneKH1uc2b/ngsxWmM8y08Y0TJgDX/ABfgik+WHA2NioDkka8CFkEgP1Lol2FD8ZYMmkOEr/uPntA8KnALmMGY0hcN34e/Ms8/DhNfe2Qx/3OyM4+IqPVmpJ9GhF8QxJhNwy5VtMoGYQOy/gAlkKw1m6Hyul1UCpVmzGQNshg/DBKzdlV0dAvOc2QNT1JvGrfNs4wfQhJM2xLoRql9ej4mfnzED8JPHDYy32QAaDtgArQ4DQAUiJ0gmWA94G7HnPr0x74tVQNZBdUkJjuh/Gp5/9wMhWvZjh6wQYp2SKUCTIIGF4SOfxZkXnZdnLlnowVqmmmL02q0jZsz/Vq6VrvoW557RHyNeeV3KCOhDyAo9n79HkMH5p1+IiWM/kv6S9D1ED/paa0RQxkBqmNW/9Zs66ZqoYi5EXVMu7tAaZ86n1mX5B4WZrrLRvV9163cZLHcnKWSCsZ+LdM/nZ/hwPjy7BRMYbUjcbYa/UPHXc79DZV0Dx0P89e3/a4x49wNwK3qiTELNfhorpo2SCoZ/jC9gAiF4DQM3KF3OQZkzBn1CVZQSpBmrTDj+vhVG5MnYNjQMkQ+dNjgiWz2/xYktDrfq5l86wUY8XZzCSXLPHAJGJFO0CpWrpqPrLodgrZQA0+3JYcRLL6HPMb9EdVa3FyGi6MayUkXkE7eftrOoLVmCPXZrj2V1SYkqSbOeg+oVi7F3t44orazT0vGwAhNffAJ79RmADaEm/fyQRVdrUbX8C+zZrQ/KyzUPQmmXQ1pqdgXI1MrS8L8025/mJtM/P5QWjKlAgEqtpC50l9v0JiVoKV1QYSVyOdqAipKv0GqnHhg5+lMNOBRKfDrSJNqIm+drYaMIY4psT7U5fz1mS/zt3P1grNuoBgfXej898gX0OfZX2JTVnTE4WvoExXNeQztWkY75UHYcTInzxatbMAFNvR+FCQQYDQxAaDUwU/x9C/zGADSo3OJw+xHMgDwBzOIiTpm5Fm7XESzHpBfuQ9/jzsO6el0HTGQNH/kS9undV6RO0nXkJ09ZHEgpJIkXajiWbtSuxf1/uQ43P/g/Yj5JN1YWo59/Fkf17YP6rKMlJPYqjHv+Eex+xPlYyWpWDiKqAvxSPHDd7/HgA89KWJTD02UZ3Istoz+48f8DExjIKz4Ud3LKMIEGHoTUFKEGcYzy6TvSzdq89Vi3ci7ad+qJ0ZOmi4nKvAIDI1wfIIZDwC0Z+Ts7hgnYFpmApMRPKuPvwh/rOiVwkxUm6Nmnr2hhluGI3xlkMP/D57GjbMM4XTSykIOoue9mAnYda4ettmE0czSgKfiIL2z5+R0MUGhvFbTwo3+NhyJMmLE1vEBxLtWsqzDkpotw7MA/aX7ASgO5Spww8CKcdPHlyIj1QzBoBpNmCv0ZzZxrNWy6uhSHHno01q6vlhAqd0i+5Y6bcfqAM5UgmGVOrcTvBp6Avhdd0xAC9bNIfrsY+3fqiNXlFXnHksEx3eqKjKoFgP/rmsBgJYYlP+VlTjRoB6O14vOGCQT23FDA24SKtYvRqk03PPfK2yY6pFW9YtoyWCCaQBZ9ariVOSF2xn/bwN8xgwbrXrL8+dtcOU4890Icf/EfRdhQq8juh2EWy+e+idZFCbw46ROUcydOGiuyfUwDE+jESCBmPYfpunFMII3Ekj+WIrGG0C5/yv+EHSWVMB33S+IP1PKQDru1DpeecwL2OPzXKKaIDzKY+OJTSDRvh8cnfCCmDBd8iC/CRfSiNmkrMjGW0f1MQw9zP52DK39/pZynBD/5zF+j71G/RHVVWqTXm8MfkZ8JeuzNKVgdjyeXxKWnDcTrr0zgLx2gXpKCkfzGgQg0QbwRtT8lgH5A24a2hR6FMDd71sC44Cb6a9QECnAHsKtQvuYbdNh5F4wa9zZk7Tc1QMCVbiyDUSYglRDWUr4uuxkaSszZW+Hvt+ecgN2PPA2rxLTJYOzIx5Bo3QHDxr8v+KN5yzwX9yJdPPstWRc/5s2PhUGMYSAWCmlE5iTjVxOJX/OaYLO5bsdBDJf8o1uciA+3/Mzf38gvdG4FEYEl65i5vFFyH5UVOGqPHrj5vofRdLc9kdghgV8cvC9GvzFFfumR4yFmxGEPI9gBy8XJLdwEIKfrGhgXtCK89crLmPPFZKTcDdjnwAMx9L6/oW3bbtixdXscfOBBePe9yZK+p/voexWYO+MdPP3U88h6QJKhY4NnMZFZDyM/B1VgazcSBo17XAl8S/zosQndCLA2ZwRGlcgIXDTD1YnI1WHD6m/RtnNHJJq3xA47dkavQ/rCtnOykQNNIpo6dGSpe5V5NBgih74jW3eSRCXsXlmBI3v0wC33P4LErrsh0SqBfQ7cE+Pe+QT8pVtinRs73HnztaIBdmqeQItmCYwa+zbqGdiiQWB8jbyglEim9CBd/vRMIIBrMCPZYdypudQ43JmnNVbNRTGsNOTed4Hs5ByUbMCBHbqipLpabHr+NgCdX9bAcKFQJslKVIMLmkYRSdiST2oIucbQSJbJMFZJbkBZ6ZfosnsPlNVypRnAH1AnSLnHaTpDccXMWw03DhRJxfAql62yGfkBShFCtIm4G4QuC/0xYfHDAUoAyKCEKDiW+K3S0zABbxOAKAHxJsmZyeB5jnFkJrc85IKcMH2W8oQhTM+BH3BP2EhLcTZjAtUIvDGSuiTdsIZJ1Rh/62pqUC0/oJVDLnJlQ2PSUSZtNgiWddAMmtaBvzFHWPMtSVAzO2ECRookWqRaIZ4nZ9bo3ycobCwPwYKT8defgglor7LSnHEexvtlN2Pzq+9z3/sAxx9+BCotS5IqEv0xP93pyCZTCiHuoBHIpsI0hVgFG8pepYJAcgyXUmbLAWcNlkx7DT0PPxoraXkR0iw3krUItDuBjBMgS+ePkaocx0Qzi0SRle0XJSnFzXy4V6rcJdT1w2n3R3viu5mAcyFcZRUhb+GJAilayASyfJK7SNsO/FRSVjak4SDFCIFMzzCJYTBqAvGFZYdBEj3dZEeiRrIfE/vyIsT425jLCf7IAHSq2RoXUEnbvFd+7jYD36XwccUMY/Ew3TVuykY0qSZgVEjif5uR6Y/GBHmcxBQff5oL8WHhZ/6ZRnyJmYB7mBJhsmiegLE83HXzTRg0cIAYODWslCUwAv25V4ktE0GGkPU3ALgiTfe5JIlKYIEIo4TjktHMWtx37SX4zaV/kHQ9eS2QrQpt+JGtO9uZzCcTcZwrJWSIDHK+biTLMWTyGkN37WjE9H+ER7+bCTh2wjPPBELM8b06uVgTiNakD0bV6AfIhWnRxzSXuLhPIkgSDVKY0iRiXRo1uHpinuxBS0KVEpst8Ef9WhdSv/OlyVwJowpCCWJqbd5lyc/ucuwibIif79QEDdpOcfQjaIIfARPb1YQ6Zowu6G8eMNMpqtf1kKmvw7lnn4n7HxgKy6eJpBuhiIPGRTqsT6LnRCgUvgsPTYGYFovx1zDrcf5Zp2HIvQ8g6apqV0lH4mhQsQR8DFwVVxp9irvRyea5ZLvm/uM+pOPfsk2NCplx5ick3LDFreZ5M0HBBwGz2YS3fi52rBuPP7ZN/cC36ceMNx6CHppxbjF6HjbaHPqONv8tp2ImoHTnO07jx1uocEkfpRR3kqCZRInUwAT0IVS2bGuw8f0isWQhfiD7msb309H7v9f2Q+Cnxt8PGdl/BBMQoJQCDMfxRycYkaBkIAM0lgliZpANumhBcWty8XJ/CJj/794tIVDIBD8F/rbs7/uO/x9CnpDLKT2cvAAAAABJRU5ErkJggg==)
...........(8)
for 0 ≤
x < ∞, α, β > 0
α is the scale parameter and b is location parameter of the distribution.
The mean and variance are given by the following equations (9) and (10).
![](data:image/png;base64,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)
...........(9)
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)
...........(10)
Goodness-of-fit test
The chi-square test was used for checking the validity of the assumed probability distribution. If more than one distribution passed the test then the distribution with the least value of chi-square was considered as the best fit distribution (
Greenwood and Nikulin, 1996). The chi-square statistic is given by equation (11).
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAJoAAAA9CAYAAABV5nBBAAAgAElEQVR4AdWdB5xdVbX/T6akECAQSkBKKBJBmoCCPP7PCja6CCgoPOEhT0GB96SFKiJiefpH4Q9BQKUXRYoU6b1IhNCTkEJ6MpnJzJ1bT7u//+e71j53JoEU0PfAO587995zz9ln77V+q+619430Xj6akjJJudSQP6XU3mVKlfJF7t8Xp/Itl/jZFTWVKLOTJDVzKUul5qD2uD6tK87KaqqhrFKSslx5U4qbfrc0z9RUrjRPVK33q2l9yJXnqZpN2ZM2Bx6hU3bewNF3886atcHR99z7IV4ZD8+EAQzQh2N5bjSAFnZeQaSCDqvaEWsr0E2J0dKaGEw/iB1DYehSklSTsqTFN+tYLvumS7nqNAfRUudFqgyqK1rVPv2PnNcaqDM8tpvARAZNFwMlYfbA20BcGNAI5zmDDJWZg5O2eNbLFWNWrLKqjV5jUl5PrQ1aSELbtUbVmMx907yhLEuUJI3/RaAVAgWIBgMNOCF0TiMfvH8Pff4xQIPQAWgIaxBjhN+AV2+YoGaqSEkAGudxaibVqsDQwVZ3LaCkAfVzUwPvPdBsSLlRqwCSHbIR+IDpd+h7GDXH/YkW4j2vMMc0WwAvQmVcaOZqNmuKVVIml8S8Dt5yNfLYT7FWMlVqZSONgw3Cc23QaN6x8L/oA+z/+x4GlFZf6XIhNEW73Mu1NJ0tTh14U5z3Ll5prBiKvQFatWU0aCrldbtdmkl5nEh5qlp5ifKsIY4leRBqvg/MquepqkpMm2Fz3luN1hqlg81GA70KahamzWjIOYnUhBCAYGkAIvNmagcTDyIqV5z0q5r2mOmMy67qOK2R11WP0YpoejefgAzzmTVTe7490Lxd55J17t3/C+B5q0AVZAhAyxm/o6IQMPtM59/tYzCtjOwITsX0WUuDKlUzrZmrkSSZmnHVgPf4ww9o/XXX08jV19bV1/1BtdT5UemvY9nNmvQmlfcT0NwHMVoxcFPJ2HcHnJvAQGxAlpcMbHzNdw5OtBmmNmgYTucEd3uCtquo1uhx+5O4ySyI2YjdlMapm2LA1kiQ4uVpNG7sTH+3PG5dF2SsipkvxhPG7i/0EgELY22i3Tj2j7h/Ibw+fr9f8JYDCNFWHEfwHIRdmvXGc9pkg7F67aVZeuS+p7TjjrtpfqksZJhz6/VYSeauD9rsfWA6IRYDcw1lxEQc8iAeueMiNgAFbbYM0Jw48AFiBRNjQHMfIm1KVWunoSRZIqWJFKewTqXMrlC9gTaDmLkBLGvGqsc1e+LYmhluIaN48w9gdGAmLy2g0Sw8DUzzHoYDnIggtoBW9OXdvnIz6DoYaOa5tnBMwIS2Qugy6Jcv0uxpz+vYo76tHHetJH1k+49qWne3lkgqxyb+aibOi/dHMGBS6UAzqYFeptHwpdwX4LiZRCNITWqi2pET12gMi/ctVWXm1YkHeuIQ0daUKE97VZo6UWNHtumya27Qr2+4TW0j1tYzz/5NSQrI8NkcbKbNTKMBNDi87OMfBzRaBko2jkHN0ocWx5e5vWFumWPv7mNQqa2LA9DCkHmhX/3lqmnVvOHBlbLYnLOkp6adtttFry9apL5BViarNZBcszPvK43GYCC2jQ+wpGUpQxljFnkUkgwhPOrifIBm8m4mpSE1w9N0lhOpkrrGQHv++ZIf6PZLL9DRJ56iOyZO0fEnn61rr7vZnFruXal59IkZ5c6u0QLVW8wI/TEgLHXwnX+wpsPYbAwFEZzhfO1357OnOTCx0OTtevWOO1A0Yq/cAx8YaBTAbypPXeMTBzgfYqleMcsz67VpOuaob5tn14vZzHPlmJEmugK/+f1iOvNETfOH3IhWoHkzk7KF+tNlF2hYFKmjfbiiIZ1qax+m9o7hau8YqihqU/uw4YqGj1Q0pEMdUaQRbZGGRpHa7ZpIQzvbNXRIp6JomC695Q7VAEZ1hm676Ezte/gRWiTp4qtu0DXX3qQ4aZpfAb0BWLlK3ggf7e/XaEUbRLqD35Ony5uICua8ppuv+I2eeuopVesVHfCl/6NRI9t0zU13qZ5KB3/hk1pzeKTf3HGf5gRnO40Tc7wT7BuMzZr2NDiEexkwliMQjNXGyz9LC2HAu/XkU3frihtvVJXjgKsugR1sT6aams1+mWTG0hmnnKUnnp5o/iUCEMdEqYhEUzWL88l0Nt/jqNNGmSut15RksQ2EoZoGq0zX3Vedr3UjB8+Q4aMVdaypKBrhYOtsUzQkMpBFQ9rU2RZpGEBrB2BD1NHRZoBbLYq0xojh+vWf7tNi7teYr59951D95vobNV/Sf535Iz351HNG8DjJ1Ndfck1WmNDlAi1I9yqoEMAFyJYFmufq+i24mf78czporz3VaDQ04fKLNWfyEzrthG/pu6f/Uiee9jOpNF1nfO9wbfjRvTRT0uJKrGYSK2kEvxSsYWnBRpLZvfxTYX790+D/kKOWEJU3DRxZtVfKFqnUP1sHHHa4Zi8qOU5jy9mqnMWqpIsxpFI11oI35umYf/+O+quJWRW3LA54QEY4RXj1/gAao7WMeGoS0JtJlQQfq0taPEkfHzNUo6JI2//L3prS69EiqPAI0aNCJ16ijHRFmlgoTuTTM3emjtnvExoeRfrFrferixPLi/XtfT6hx/72rPkU+x9yhBYu7DOg0RWetN1fKa1Eow1m2YrfLw9oShtSXpHSPp143DG6+fprLFjJKz1SNlenHH+Utv3UN/TA83OleJpunnCWtvrkYXq5JvWaGbN/KvfjLnicg1bjUYB6QKO9PeCKYKOJM2tATZRndV054TKdc9bZNntSQ1sabXKP3IkCUumw/Q9Vb1efKbdS7Ga9UsH0SvXUcwAAjed7m0czkGHqPYdVTWPzEEj2WZ45m6+7fjnetFrUsa4uvvVpn/HIPO+F6TFRypvmCVSzqmpZ5hoR9b1koWY/8QeNGRbpRzfcqVlQoFzR7lt8QIv6FmpOrV9f+dqR6u2tqxE31Vcqt/JphPMrNp1Gz1X6t0KgNfo0e/IL2u+gfbW4RPql4f7pksk6ZJ/P6FNfO1U93CWdrB8cv6922+c4zQlZ+CQrmekEZBZDQZcUzYkJ8+hv5UBL1FfqttPSuOlRd1aRSvO16/bj9GZP1bP+ldj7porypKQnH3hYF555gYX0Tzz+jP762msWOcM5SxwQhFl0/34AGgQ03yKzqSA0WSE5cVKRqgukRS/qX7dYW9HQtbTxzl/UAmhAQIOJYJoDCU4zxc1E1WasSh6yaYC4UZIWPK/tNhqhX9x8l5nKmZPf1EGf/ay6+xdqyvzp+sa/HaNbb71XXV39rYCA5C1+mmnNFZrOVcKZ+WVvZzodVBWddsJ/6LjxpxqjFNelyhKpZ5rGbbK+fnHjo8JYKZ6sb+6zo0678GpNrXnOrdro0Y477qQF87tbWo1TC63WaKBdCk1WvL61zwgCfCDydr3UI+Uzddp3vqHvn3+VFtIm9CTQUo+a+WJ96xv/pq4ZXRaN/ejcC3Tb4/QTUElxI3fTE9JT+G7vrUYzMqCNXDHViFLSWCIY4IGKjufqhovO1JAoUrT6hrr4pgcsX0MiEeLYxabRinRH7uaT9EjcJ1Xf1OFf2F2/u+dhzZb06qszddxRR6u/0a1KVtKmm4/TWWf9WJWKR1ZIYZziVeQriTrfyrDlHVmRRsv7l2jbcVvo0RcmqY/xpFUpKavn9YnadP11dfffprtv2TdZu2wyVBdfd4/mwkxJU6a8qL32+rwq5dQ0GinCaiVWmpq35EHVSoBWq/s0XFzHZCZiTjiJ50rZdE185A5ttcsBmlMlGofWeNC9emPKX7XuyDU1MhquEVGnhg8dqYdefEFEnX0N3J7AUAIsjyXeW6A5TnziNc6b5ltlGfrfk6pZf5+U9Ujl2dpli9Hm3I/ZbT+9XHVging7TpQ1YsuXQV58jqaxgTxcRSrP13knHasr/3C75pI1MWcZ57VuM3FUcXBLhLoWJtvp18DMwPKizuXB6q3Hlwc0goGHHrxXO+/8EfWVATf98NmPSY89rJGdwzR5ca8HSa9P1Lg1O3T/K5NNM/fXqlK17FFh8M9oANLxIKh4qzYzJ6zVwQIP5Tr5SQDSUFYnpQSqelSudmmzzT+mic/PM3mupRWLI2v1kiOPGfTYgwnu1p/lFryi0QisoDXHeb5FoznzHZTWIxt9q2/LvFm648t8udKPfi+f3EaL8DB/jayy2UbSHGUpXai7f3Ou1ibKHL6Jfn7bJAu9szoObFGO4jTH7BEUGMOSPtMOmKj+xGoPVG24DwMg61nNmGs+TRBE+kEbRMHvzEcrTFPxOkDDwUAjA2jpm7xm/TzxtPE647wLZVaOPHVGHURFV182Qbt/9OPqbaY2J/vy3Xfog6uvptd6F2s2xMmZR/NOl+th4h/zxzG0WN40zeaVIBwrcozer8KK8I3xAfBkAC5XtVpW2qwqb9Y0/oSTdfap5xhYgCCuiT1Ih+C6hHxvue5uD1VaPFAcmEza5xm1NCt3CyoZBIbzTWNYVGg5H5f+Wj2zMhqaKJxmrjVthIoowMn78CgOFZ/tnNYHyM8dB6aQgtvgijebL9Ve0S4f6FDUtqY23/1gza6EuUG7pmHAqMSZ6bIKIT9SCdAYeZivszHRkUAcSDbQw6IzBVCK1+L4Mq+DBlSvY1JoHS1at1Iavia95RqzqSb0y1M1MuY56lJjnvK4Rxtu9TFddu19XiUSw+ia1OjXycefpEMPPkw1NYzprz54vzYcNkzTeherrEzzX3ha49YYoe+f+WNzJfChMH+eTCCaRWjxmdDdfVKzW6os0BmnnqYoGqWvH32Wythf3Cm0oxLV0qrRr5piinH+y7p9wi+1x3YfMvONyQY88KZRA90DNBlEDjtYfC5eoxYoAj4gF/f3aZ8wK5001cxyS8bloJDDzAvmsTBCSI1L6jIgW0FHBt+XBt2aB7Vi7RdgRx66pSUv6M+X/1CrDelQFK2jy259yghcqlaU5xQ1+gwC0u0y17DoqHUfOs2zGHnoqpOqANXbvQ4Qc6l3YWzct5FUrWQmi0lVVKXMM+vVxPvklKdtMuVcyCThm5o19RkNH7Od7ntukeoM0yYPEZC69v/C/jr37B+qobppltuvvEq7bLWVFtRK+u7pJ0iVhfrTr3+p3936FwsW7PpmqlJlseKU9mWzRACjjj7Ke3TLZT/RV7+yt81dbvjBz2geUQbMznL1VXtVF1qfRGtTeUz0W1H1lUe18WqRXl1cM9+wjJuBNuPSwk4vRZi3/xC5YnOCOINoBDXIEw2DmvZEsOlAnL0Ev8oL3ayf9LXIFgZGWmdazFiKv96TcF7RrRbQAq+RGtc4iCaJwy6pMlM7jhmpdVcbqU12/rxFX65LUpXqqHo6IiEMmE/Uv3XB7gXIAHQAoh0r7h5uWoDRXovvlv9KEwik18F5+xDLKnPRW1lDDap5MZcJRXCJRYR5gjswTTdf/d/aeve99WbwOZMEs9lQvdyncWPH6ZyzzjNoNtJ+LZoyRZuOXlcf2nUnPfvqc1KtSxeedJzueuJZ12hm3Lw62KwbblYq9cVSGWb1l7XHNptoztwnVcoWa++vHqcFSyQyGQANpcGkG8+4EEgSuNUZ2mnTNXTpn+433xA9UziCacjZLZ9CA99E7vghaYUG4Z1PHkBEVD0EtX/1RPfffJvGjt5IUdtIXXfrXaZKuQJQOBt54xqwuE3B08Gv9l1xwK4MPeAYfOc1tFslTcFsWt6jP190lkYTgbaN1n/f9BC6zspTALxdY91vmoakRsOEx+7jQOAzp9i5g+7vNx0MOLv9Cv+ZNmsmajQz0/YZGizJzRGHdjxJu5ivl7g/Y2OzedzpGn/iofo/+x9hieReUgIuydbDpJqqUYMv1oqa/f1KSv2mcTCH6pmlYw/ZR7P7+izxPHX6S1p/9DANGzbMZk86ojU1dMgYRZ3r64zzfq75r0/TiUceqjyfp19d+XMdeOR31GD8qfTw3ffoultuUkWpKin/UVvAoF/qe11H7fsvOur0H1v+zuicNixPxymr+og8JrCmnSkmGa76A+vVNBXRrQVTX9ImY3fQC6906b67n9CuO+2mJf1lm2IogEa+yB6DesFbvufJ+9ZX9saZ+5bjHDatFhgGh9J+qedVfXqzNRS1jdC4PfbR/KbMf6BtuwG2wkwvxUU+Lr+f36foR6sjrc6sjGR+/WBAGoAMUFIVU1X0IU3Un6UqCaijWhpUWTrCOSkvS40p+speO+i7P/y/pinodiOtqK6KYisM8PGjFc0U2oR7rq6YYsJUKi/U4ft/VjN753klv1VL+DWm0YinYuduT71XEx99UGsyB9w2TEd+63jN7a8ap63TSWoWtDeti3f4y8RjFqFUp+nc4w7RF448QW8Gv5OGLS+4yrSzqNNdf8ZP28y1ey7XCUcSz7RevlBzJ/9VR337dPUD60TadrOtNW/+QpsD82uXBhHRVgGggsHFZ2crWsbhzPGl2jCGYHbwAlHnEDGV+qfrxbt+Z5PtUefquuiGO0yiy2QFEFG7rmnJVorvivt5Cjbo3OKgqZeVAaz4/u2BxoIWpr2I9EmTKPF65nKeWQKWuQ6LgAGa0Y0+VqSFz+lj40bpstvusxmLnpR8Io57w/7wWJJqZi4JgMbskx8DkP1ZRfOnvax/P/zLeHBagktA95j8Nn6BiNx8qVIO3Mu64uKf6MdnjreS/wr5NmxE1tQj99yrDUatpZkLF5hvluQ1pVndfUaQGs/Ubb+5QJvusqfebMrGiQ/J452ZTsv2uumEDm5uMOouHT6Cmur9TOWWbBIWiemb29DHPvwv6urpF0RdCiR2MfOQPrUEoQYzGj77AwICdDdx3N9hH7STTUU1VIn7feKXC8mNZT06bM9dtfqQSB1rf0DPz+o3HuIQ0w/MFQ+iMOORjcs1Ywt5LXMNhwY9ChAWrwbGAZAVWqx4RQhsPGjRWmIAZ6y91bJqGUJCn9zPNSGwAw2VXn1Qm4+O9JOrbzIne0mcW9RXVd19JG7JMHBR1VS9XrfqElhM+zMnT9Jx3zpKl/3+es3uRsr8/IbVqtfUTL1ury4q8cr665N36OB9P2UN3n7XQ7rqhntdeFPp1O+doK5yn9EeTmZ5w4EGHeMZeuXxPylafWO91O1As2obCgVs4INot4K3kbPGiYVAurmBGj5IA0GyRE3XG8oaRFXSwulLdORX/8MsAuBwkA5oNMsVBSYVTIFALf4VN1gGaBDS7m68JSWAQ++hNJkKtIcaSzTjsT9ofXy1aIROPu8Sm4/rpZoWcUiqVsHQwkhgDvcvOuDgR+Nxo0GPooPFa6sR65D7WzYOxuKOvuWuiMQSKNFQuVHS1dffoPHnnGdaokoER3vgjZqfuKbpj92uUW2RHnp9ht7IPW1AXh7jVYMCgIxYLPaqD4It+EN+imTy3JlTtM6o1XX1TbeblrO5zoapVKV5vwVQWdanxJaIVNVMlujLe3/aKl6O/g8CgaaV/lSXVHXqSScZuCmjKjcqphbMdMKbZKaee+gWDVlzrO5/YaGY8iS5Syqr8JIGUW+5byOYaqVItrqFzC6mM7e5x7pNJzCl0as471be7PMQvB7rrFN/qCeffNGkAC+E+zNMIwgT20wlhQisqLSAVHxf8NDB6PVo9bSpeii7Jv/Ew/I71Gtl5Kbq5nADRJtMr0zW976wk9aOVlN75wf0Wl9u9WWLzfjnrs0sFA/JzAIwIa1hkosmNdMtVatAVKLGiw7ySuRM8R5JZMZSq1Vs7Sf0IUojs295ujhWmtSUMeXV7NYZJx9rlbsTrrtd5KS4Nq25VrPpoWZDrz98l0a3R7rv+det30AU36iUVVyjAbQANroO1RAL3BHPBDBV50XuQS1wkgPaRgJX8J/L5ncZc0gpNmNxlfGsKc2bOUv/efzx5qAQbVLQAB4saxCzPmOO5rzxjNYcs7X+8vQsUwLwzRPDdqNV+mdAaxQlIklqoTU9BmSQFx8ED6mpsnKSfo1eLXpjqr759aNNIirYbWrewzxqwIgBrQCbkykPyV2nhc0nNptKTQv4gl7oyj3pTm/ZCw/NdCM6Fr1JZe6Hhkhm6rXbJmi9KFLnkNE69vxfmbNKaqi3SSphQM3CGzsQEM4Lmhs3wWYAQr2YUYyMdrXm4ArnAzauZ5IakGGaMYemYygwrIWVQ41F+voBH9eee3xY0ZCRuvKmv7j1o//gN0x4AJCbLv6lxowYoSmLq5YHM0VhU9qkGTzh2uxnOm6g69DGpNTowRf0wp+t8bXAxvdkD3h60noAsF71ypWvTHpBv/r5zy3gAIBUyHIfF3LygjM1e+ZErbX+OF1/27Oq4Z5QdEDFTcinrQrSWgnbarWuuJgHYaBW+emT8BWLqJiAwEgv1hEH7a+eBYtNdfZnPtVAzVI19ukbSlSYoPWne11uZnziGv4VZSy8L/WTJgwJQCvGaApfxaAOvcgMZGjaVEy8e2J0vgUG3/zMpzQ8GqpozNZ6tiwLwfsgLMV8JTdBpgQMec4001gBaPQLzWST+egNMvhoKjQvawiy3KpEbNYDBmSpmGc0IVTTNJ4vpilr0pN36trfnmfVDRuO2ULX33C/dYNzi5mbmCmyNNYNl16qjUevoxndVc0PvqWNL6dtzGuIUoP04Q+ZLaAhog6boIWepE8Gqb4CjEFI3MA7KAgwUM40HWNS83799anHdfVVV+rhR+5XNTGjrXId/iMcLDeZr0p5pjbZbCddfPkddi1NQ8N3BLS0ZnrZpMNzal5vZDIf+s/Yys0+lbNFev6ZB/Sj8adYyeVjjz6lxyY+r97Ep34gqHUCqpjTgO2CcQ1jpM8fOsEKoIEjkyCbJPN6c9robiwxFW/4sDorFDtyj+PSkOJFUrJIUx68Q2tFQxR1jNExP71C86g+NWQSVnm9GuamuI+1h+NuaQmW1WEymfUwoxyEDQ2ae3Y8MIxJ6vA2gIzq1NRLcph3rHZLCQU1c1WvzdaHPrijrvzNbb4zwCCgWWFmnuqaSy/VDlttrfmluvmXJk9pTfUmWjPxhbphuPS5uLfTdfABruTpPqS/BkYENpigNb3qFl4SLabNutKsor89+5QVKyzuXmA0KdWZH5DiKotQUC5zFKfzNXaznXXu+VcKNxBhoUOFm7FqGo1WcR/Sbk1+7UHt/bmPaNttx2pWt+kFTbz7ce2wyZa699lHxZFDvvZldc9+kzhaZ582Xk9MfN4WJkATCF+rNVRlGwLm9GwaA+koJC61bQaMGET51LgXZIJOdCUcY3KL5GELW3yHlrXqTjLoRFp9UmWaDtlrD0XRGEVrb68ptUSLIbyZTqhBtBnqpLgBx41OHOcbZxTC0KBygYXDBDwIShNfrxF8NKo7YmMSfS4KLLFi7iIwHdFtPk3aP0ubjd1e11znc5hF9Bs3irslGn/Cd/WpXXdTb83TICR9C7+xr0w7S2OHe3KoBTTG0UKfkS78YzyeJLYDg84ptB9+mlXgoq1tztL1HhqtON390pqa+Qw1krnaaOMddOppF5u7hFb3/oHkwfde/vvIGMliz+YinX7aYSp3/U3bjltHl1x3nbor0k4f2E6jo9U0vadbT735utYaPUojosjKo9ceOVJ/feElLaGGKwCmNbg8V1Kp6IB9vqjVhrZbPVnn0CHq7GxXFEX2ub29U1HHMG29/U7q662o0SAnlZlDCsiMLRCi4XkiyEEJULnS7d8BtGSyXn7ijxo6bEtFbR/S64trnr+qMmfI5DCemJt3+lgAjTdmznGOTaulqtf6tffn99ToNUdqeEe7L3Jpa9fQjk61tXVo1Fqj1dbeqe0+spO6evstpwSdWaaH6W1mLDijAGCeNtxgnH539T1mMjHBJszsU0FBZbOuk48/RrvvuL16ShX1xkCeUxLVYsrKYwN3vTqQnnF9APgRokEaLSCjAIhHEO5mGC/8Qp/cB2DNhiXgreQP+Yd3jZqIjE3k0tjcAdqr1jCdM5VlAO0jGn/GBFMM5sUN3HD56Br0TYRmSqq9Kme40V1SNk0/OOlQnX3hObrk6lt0zim/tuQWhoWctCHYqOLmpsx6SHejvE6cUmJzBFj3R1oi9Xm+oDncD3RCYdJwpWiOdgnQuI+5r3mitMGSOyJOL6llbNyrIhIBmHwI8bLU/5I22OCj2vfAsy1D71Er4PQIi0USSwtCwSjUAlnwqs9+oDGbqaqlsNA4mAi0Guan8CWLPtMmZTPwi0dSB2jdSirzNWa9LXTTjfcpjVGfwd/KfYEtZutHZ5ykXbbZTNVaw/pGWqPUAGSAxM14wUuw4kD0/rq2HaTxTLEgOPTErQfX2oNLIFXw8SzSt/lrTAoH/QQ0tPMBbZWzgVBob7qydKY22HAHnXH2lZZfIzMBj21ZXXGflbxGokCuSZxDQcoiKZ2qWy8/R5/d54va88BvigoStluAsbCX2LeJoTZguCQScZL4hiD+wJF2kME4zJKTikFwVhh50P4hqLPr0WP9YVMRrhX1WWYum4pruZlpvCpPG1BD9YKef+QaRW1j9fubX1Wp35d8IXVM5dDnIi7jzsYA4yB98YUYMCej4qHJyqKi3/QRp7vFJZexEAiWG67FARurs52xqfJkgZX/bPqBrXX91Xeaw2wlN1wXS1XLhyU66djD9aldt1PXkh4DGusl0OCAbEgbq7t4timKOsNKL+Z3/TjVxkOiDg2JOsMzrAhrXUd+kWs71D6kw7QxGtmfbWof0qahaOq2IerkPuQjOzrVMXyELVvE7aHSykVoitJkhsZssL3OOe8aVchBGSQHeFhwfUWvkaqoYvIqTH4QVb6qWy6/QFHbeppw/TOGC2YiIELdynFIdzjQSNzDB+OFGSIv6nOpIXJz6UIC3Gb5bIGZLQ8F7TC+PR+RqEazKSe6g8Kkm3WEmLcUyLjMWj4po7rgZX1tn9215UcP0HRyyfibcU1lJrsN0IR0Hg2LC74AABi3SURBVO3S/gDQAFbFp4dWBWjBHUFZ004BNN7jmxp2ya3F8xWX52nTDcbpD9fd49pMiep4AJknlCn9OfWEo/Txj2ylrr4lpqUtL2VmMVF7AZi2ADIDTQG+4HYAIgObA8XBNwDGdta92nUArk1DWp8HgzW02R6po2OogXdY1GkagzGlJtZTlcZv6gPr76jzzr1OVc+dOz/DDMyKAFZ8F3y0XH1Jr2LL6FArfps6RnxI0+dLDbQ4DDPdULVMD0q2Ug65HhhgCzhY1U1kQyTG0je2NOLiNLy6ih5YMBGahVOWPhnQiuai48/UY/NnzPFvoNnQjgVYAFCvXnz4Fq3WHumSWx6xCXbLjzZT9ZOhhxAgzxKurnFbQLOUJVFV412bTrpuZjTzOd2EerTmQgsKttp0B/1+wm3KjICekyQIJpZmWujk447Up3fbQT11RNxXdVOdgRbHr6RttOWAlbC7DWiTYBickbgCTl8O2zX+0QTAPjNwjhXCZu98Wq4cV93QcGLQCf6WqpkZ5qNtPGYHnXvmb1XHIyIit/RVoUC83RX9j2xECaEuueJeJfXXdOB+/6rOoVtoLjQLayhtczrLbDGfhzZwy+KhMwtkvYK0yEklaU08993vixo23AMAAoEiGEBdEwy0tQ/XNtvtYkveKLOuMEmdx0rJDKLlbKYCPw/N27RkaZZXpcYiKe7RwQceoG122FkLauzHBcOc6JUc3yes+4RqhrBBYPOBe6Z8qWDgcxq95hqrHAygzVmwyyNNYcxc9S2erI3W2Vq33/J0uC/RuEQmiT42VNWZJ3xbH93mQ1pcraubZeA8SJay1UCIh1kVFr4JAHMLYYgJQOIyO4d/oabAehM+t763G4STQ6O8EO0CYUuc0yYJUdttCRCCiTlqZgs0duOddOYZlxuI8QYdtcHXLdpewWtkV7KW0GrVe/XIE3/UOeedri0221UTn52vSt39Mzrf08+cp2srAMZSfEtHMOWEFhv8DBoNzeZOqlOGXRQL0SKfg9Sa5IY+e5jvYMngDt+zRpFDVPkqVtLsleI5mjzxIUXto/T7Wx+yWiorkc5iX/luzHIn2ITdiOtZbwjLRztkYu5+pKc3ctdCIb3Bkj4P9YnC0NKekinSG+Y6ZE2bNbAwpT5Zai7SFpvsomuuesD6Tf/RtNzXs2QNXfD97+sTO+6s7jraF7PqY0ajlfq6nS2tPkKFZTQa5Azm3MYRBgSfHPZLDXJgvMXAC1egdX4I2kIhQoUFP4hFPld5fYE22Xg7nXr6ryy9wWyRNRj6sAJ8tb6KMEUM7s4bL9ZD916t7T72Eb0yfbYO+NIhuu7KG33itSilIqMcqkABGH0ugFasWyw0W/EKpQst59l3N7UQn1sDJUyHERpyhg3xyhUWb+FwSpZUtqiJnBNSTr5rlk769wM1bte9NK0f4pJg7bHAhnQCmXyW+ge8mB7xCnpnGWzj/qQmuMmqJmyRZq7jelIx1j4HzJGnz7MV1+Zo0w231+mn/No2RYJQTKWijxAzhO+mX/8/7TZuB80u1axC1mAU11sROoldJtBbCDFp4SyeQSoHfW3yEjQaZ9g5dtAFHPqQzhkMEPjHudzH3RxcjVyNis98uIJg7eYibbH5Tjr3RxO8rC4AjQXH1l4LTst/E6GZWCV01vcO1RqdkU497wL1xNK548/UV/fbV5PfeFMXXnSZ+uu+lApy1Wslq3uq1hJfVBEW2eKrFQAbrN2KQVuQEPpSAA1TsrBGQgMT5OkTrm3k1BKgw13lARyUPEu+KFfqmfGoNl6vTRP+cJ8VDnJ9s94bApBc9ZqvdbSGYZhYKkb1KCbBCWzXmLC82yko1xqE+Sx4TknYaqGmTX1Om2y0jfbd+2hZ4UbgRzXO1E/1SVO68/KrtOHQ1TWjt2bTZgCQRxGh4wdZ/8AJb8w5Rcg8GDOXJUT6jK7AlAHHW2r5bXzpM7MuuN6wY4Q0hjVvU46Jkip+oh8rV0nXdCnun61NN9tRl/zmdltwY/lNxsSFq/iIqJqgyH78dw7TbjuM1aIa84zSg/f+WWPWHKFv/Nux6q46tm1dgCVkbGgGZg8EvKrg7YDWokCo5Cj6RZQFUcqtZVmQAiagwhpaUqMOg5IgR4UXqDIH2K1meZbOOfUo7bTLOM2uplbAVKqFvE6IFupcQDdNK5BJo4qB9UMeueJ7wizj+7ucVHd6SOWST6rPfHOSRq8dabVhRILsYjRKnR3r6qCDjmwVKbAsDVDc8LOfarPV19DkRX1Wyo1mR+eQCqESBO1TKUI8U0qMx2cy+I6h8TQwQlRXXOaGOGj9fNe0jDlotAK4AfxcT9BFAzYjgrbyvII3mszSAibV19vaJtUp8MRvRrjeEdCsw6QfMDtJ2dZLAjRLTeR12wg3TBlaV233GsbQ9CrWAZPpdVPLajQ+F36ZR6WM1B9gALBRMUCRoC3dsyw6ZrVmWXLf8sDxxp6zShaoPP0ZjVpruE45/3wrY8b0kt4xXKXs5+UMYD8NLw5glRQaDXZCSAcZQDPXgbzcKpQJsayuWF5IibWZ+cDpOC75jpLNqog+6Qt3Qm58+SXby/t8KUSdcv+d2qAj0gMvvGplQtCcphKSloXWoqMctCd5G7RZqByh70HzcC87J2w6aEAzm+6624UrINGIFFAaXlqVsiaUqQUGNbBnpnaW5k19QmuN+bD+8vRs4xdqxwIguzHnrfwRVkEhZTwHzIrfxPNDdDfQc1CLoeODjryrt6GzTs+iTVgEuTClrvkM/Ay8PEW/+N7X1L7WBnpliZ+FrDpJA+UCgDnG4rE8L9kOOWgE20AulCKzmtpmc8x/CL2nP4OfhaoIr65NgnbgkuJc60HQyEF72P0Bg8mWl1vZ+2pFc564wxbZPPTi62K9ZF8wgx48xVaeZRqzGFjYt5/5XihiPSh8Mr5zRWR7wJmHlabK6/VQ0kSBJv6k19ZZ2RNAZSutoOvMBaSflGMRidq4GM80PX3/79W5xgf16KSSllSpV0O0PTEeqLbSl7AKyv0GI1qgnQEtEKygJa/+MMoVH979Kw0W2ApDdh0HdR1sSA9qn8XBalQVv/KothoR6b9+NMF8GyMIy9iC71X0lRYQSqq7AJuIXDnITAh7TCQVJRk7SPOjFQMjawGnaKjVQe/o0kAL5rm4nFdjFvjz+QgTAgtwyPyHGQRKpac8rHGjI13+xzttExUEqb8WW6DA2AGUrZtcBmgtjYZxLcwfqR8UXp0cnde48L5QHBRz2xhDP3mpkU6w64PPx1Cs754PdaAxE/SKpjx3q6LVttSrC5ymzJcWgd2qMj+sgvJ8jfWDf1YF64RyzTYguRDaOdZCZKDuqt6yOC8wCUKizgqNYK+uMWAWfyzNV9Ir1Xt14YnHa90Ro/RaF7tDBIfUErIACi3IWFwz84nErS2g5T6sfuUglbNN/LWKMXQpoBXde8urA21AMgZ9NpoNEpoCACaoDes/AkNka5UPTL7Pe0If3WyYLrr2FgtmAJrnlVMTgrqZ30HOu6HK/djC4zL3hRpCEEL+xPbszVQj6m7EVsaDt2ehFn3Mm1ZQauQ2NmOxAD/VxE5L2mxpNDRX9qpu/e152nz7vTSr6i5KltZNIBDSVX20ltu1+G2oZigoaO98S8oNW8FsFMS1O3HRO30EoDFqu7wwl26uOUyfzHA2q1YRseSNv2nU8LV05g8uMd+MTfv8JDrD9fhg+Ee+XBCNhoSXWEdJYxzoYx6I8bG0re8fALRAbGNkEL5B5er0CVDDPEw1ULGl1/Hr+urnt9epF/6qFQxYExkzFfiU7Grksy8miIyVmRdrodBQoIOiCEquUyXU1AW+sBEhPUOubOgER0GmQ4+tPQMai4jANFrRsB0WnpAYT17X+G/vr32P+E/3Jbkl2yWgAP4+oAEAGEW1ZfCqrY90eaBeqRjQgIS/C6BxCW1DHAOKOxoFfiAIfoUtT6vM1E9PO17DRo/Ti/OIVsNlnGxMKNogOw+j/DACwxIyDoR1MFYUAMtYb2TOfTHRb52hQ86UlY+I81wwbAjGZITTBdSOMePKOk7OtGQv11AMQJXMYdrzy0fa1Flfaw6RKTwCF1I5bFYTuhOAZgFVYQpBBrMazYbuuvd2rTlqNVuGeOwRR1saAo4RJRZ9Y7ckKFxJGra1vffdfTJLPAOyYu7a7ls1n/iIL+6qb51+oQENiMET+uHWbeVU4oyltkTwDkEIzJAPtiVNJhseTVnPOdkuoJlVZczgTnHN0k+aK0DGq7VPyQO5s9I8bbTW6jrxB5eYyaxZROnTUi1mWH9INfDkgUnps4XHbMKMvrOjWUMl9hHjfgD2XQONLqLhB5ECVgagOX0AHezxje5syiemeGGq/njFT7XVzp/RvES2ush8JDRZXLIlhghDa2wQhB0AYHBh5wjg4rKuv/JiDRvVoVemvKSuqdO1+egN9fSLL5vW5/pyX2ztQDJUBaEEvp6ZzJADReAIPsAuNDHxYSen3mn62NjRuuwPA/uyEUyQnrJgxUa28n9RAZIBYsH8wgzByAJHvEFGgjIeuKA4YeV3W+oM2oPVDN0nnWEH8YyxhfZJcjETUSvphiuu1TrrbKJXZi2yPJ8lNtOqub5GFJozqecmrhmtvCiZq5ceu1Mb7fQJsQC2qpLK9YXabvtPau58T0K/PdBaA1+q160P9C8AjNuaYBixAtC4HC1qvs/Akjk3W5SZzNWiKX/VBlvupklzrBBYtXIWZgYoQiS6zNzhL7rCHnJhTtk0fRpr8dSXteGoTl13+zW22GbBpNe07Xqb6+G/TdLC4jq2v2exPD4r23JBNVPvoaDUIl6sWMNABtDMZcnKqrz0jMatMVyv9ZQHtkQIY+e8VX209kcL1wbQQA6YNRhoNMlxurt0lFqAdVVv6ufRywGgAS5aBmhushktQUCX1N+l9db/sPY/7ET73vfioH8wJCxioTnnto3BxsNi4/p03f7bn+lfv/LvmmFGtaJps1/RJz79ZS1hVyuA8LYareDScka1DNAGgiRoE+w659AMaYiMPdeAD5vUUaLeJZW7tMGm2+nKGx+yuj/6zyWsssJ0mtahb8GcwViLksl72kLqim647CLtsfO26qostiWArzzynNYZsobm9fSpO8s0btzO6lrIQhQXYN961TWatxX8siZBS8Pmk0l7WM4xL+vPl12i3cdtbXucsIs5tYfM/ZJHa62KXw6JBh9uAW3wwQE1BpUGPwriL3t88Dnv5D3tpLYomD3tAVotR0tRbsMKprJUm6k/X3WRovZNdNvTLKCg6BY/zHNASKEF9ERlSDxrR+0/DGYmYYbGf+cgffaQY8zH4B4sruhP3ZTCvFWLOpc/roC5gKrCeRw43yO5sAW8rc3EPpFmqemUk0/Saaed1gJkX+LChimzXYcsZ5VaUQV9NyFnF0wtkPKFOvBLn9H5Z5xp19971yPaaN1xOm/8TxSXq5o7Z5b22Gs/LWF1onWS9bq+9arRr4mP6qbf9gMms0z5T43iiV6xAPnU47+v88/+uU38c1cUQlG9Y6ugzJwPUGBg1Eu/Ww7Qlj7pf/oT3URS3GwS6Fe9LBpfpvc1bT26U3sefIJFZ3UW4mZ12wgOEpmfwfBJNFJ4GBKaptYJ+funaoct19bnDj3Wrq/gHVsgIBG1woC/F2grow/tFzMoS4Eua+jZx+/Rp/fYUYsXdVlVKzRghwPfe4w9yqjtYO7X6cN4LZjQbFXL07TlJmPVEY3Q6GHr6RMf31O3/PE+U6i2e2OtZN7qYrQQ48SJN9FuhtkaPuf2Axr2BV+yqSDaUl2qV+Zpm+13132PvWq8AejmN2KJzC3Ah/Tpx5XR4D0HmmenqYgg9+VTUW6aS1J9nu6+9IfaaFikp16eqwWMD2JYGO+AsdVWJGCtopadH+siz2O/K1mv6ZYrf2WLTD554LGC4IvmTdV6o4bo5B/8t23uazGFNboyUr3775cHNAQm65+vrcauoyeenWjTf2xKTHcYZq1RDln4gaCHdI3ViTVna9Hsl7TxWh/UpCfnKF7idpe64nq8WMp5ltQbfh0YavmOkIV24z6ZYn7bycDmP5UIIFN2Ba/N1IuP3KYNttlds0P6EUH2Sf/gcwZrwPhW9njPgVYUDeIfeLWZ7OdxFC8wbbTjesNt64BoyOqKOtZRW9tqGtHeabXuw9ojDRvSro62dkVDeQ5RW/iZHn7ahx+ysJ/s6Riuky6YYOpfyWJdN+FnuuLme3ynxPdQo9nCm7hHZ51yvM48/wItrqL53NdkHhXhwxUwu8hxC2bIEpKSmK+Fb76szdfbXi89vcDcXSbFfb+hkma8/qA2Xn+4Tv/xxWGjPitQNgC7E5+3Kp/NV4P6dk9uRzQ7V2d953Cd+tPLWmkN6y87NJHwZu8NcwP+STQakoB/0ExKihtlW/MLafktqJt/dZptebA6izGGrq721dfTsOFraFjbUFtEwU/yADRbttfZoWioL7wYHrVpRNRmQBsxvENRe5tO/OFF6iX2qPTrwtNP0cOTJhsBMVWrIpErk9gVfb8ijcba1DenvKDPfO6L6q15rRszSv4bor6NhBUlhHJ0NLAFS+pWtXemPjR2Oz35wAuGRerwHn78KV151QQrV7r2ql/o4t/dpi5f7WdAZe0C+qf1G1TksPtYfUWCuOYFnMwF9y7Q7h/eUtO7SzZFZpkABklgQ2RhUY5P360K/d5zjUbehuVsxS8LM0tkQOubpmP2/ZjWiCLfCy3qUDSE3Qw7TYONXmOEhrJtVcSaUdaHslq9TZ1Rh22RwDYJw/jBsSGROtccqf88/0KVcG9i6agDD9WUhT2Wj3svgeZmqKy03q1TTjlNV/3+RttfFnlgFsE2YWZhMb/vnrrTjjbyIsVe5VmXDtx3H/30/AvN+b/37vv1iU98Sf0lyqJ79IPxJ2rSlIW2IyZtorkASgE0/D3z3VrAgw/sWxLrmgmX69zx40NegPjX+WKm1fZg86pkzO8/BdBMjTPyRtU2mLHI0xaU9Ej9rIgPCzZwYkNVBtLUKPda3RrXI2BGChKjFJoZVV36YAqzA6U8tWx50p3qa/t+TfMrVRFbIamrQqgVaayVfbc8jUalhsW+eUWzp0zVPl/aXwtLDXPg0Wg2ECJngFeMnT1xGyTOqa9bojemTdQeH99RI4eupi997iua9MJMC2jZJOPrBx2iV2bOsfYIeqwkflBnmamgGBNQE6EnNUrFelXpXaSvfPVozV1Y8oS3yq2ZBksqGdPYiQCH8p8EaEiI/fQe83rN3LL31OPbr54wkW6/2ZmoXPH5S9982AnDShzbsMT8LAbNnKarRHwdq0AgwKiz62Fuk80zX52h44/5rvoyZjtRcB45DaL/P/ztcoHGZjKkRm1P20TX/vYaPfrMJIvwbKdN1p3CTOQQkqDqrSSIJDdhAVNtlI/7Rny2qRFCR7PlXAfvd7CtsiKONythQsW73H5GBx/emqQsnzpAW/dY0lOPP6Arrr3d0k22Q3BKEapnBiy9gRlCmo1n/yRAQ5nxtH+AriCK7T0GkXkyCe5E4dWTo/gJfr7LPLk3du928xD0Qatdz681NG3q8zr2W9/UVTferDcXl/5X0hvW0bf9xxjoaZhNCGPkyLLjdHtXEMuvwa8y0FR88r3B7z+Ylkz05muv69hvHm2gRf9ZJTWAjStminGxyP6Y6SzCXNOe0Jtgw6Nfp7/PcRc8GKC/8+Bth7bMwffURwNgTtCBXhVE9jICRNNzPZxXfGfADDQvjvn8pm/SAlM8XeL75EFU39uMJOaLGrlGpKtv/qNvcPwPSNgO9P6dviuA5oCxq4MP5Uz1mNOOD3DZwFWAzJQioIFU5qDXFNcXa8GM1/Wtbx6h3157gxaWfDsqS84WfhoaEiXWGn/RF6d5IfgGOpsXDQqhNUTO/ycDWgG2pYEHBWCAg5F3BagKoBXf+WcIVGgGzmTSmMXLhVJjXhMjwk8Plkxz2r5vLUK3KPi/+KZgridS7cYMJpg0tLtTYBARAhBbWoUJEawYv+RMcoMt2/O6Zk97XuuMGqqb/nivSuzOjS8bdgGyev8wreWai5vShwAyOkLX7F5eMtYCVYv4BCf/xEAbkCQGESItI4MndAMfBoEBAg2YVidIAF2QRIMdv57Lqh78EAsQvDjSpBxqvyePAmigPXTAhMsTGEsBDTThhA/SeK7VGF0qCiX5iWz73n5wDO1etV+lo51WuRDaz5y9sAMn7dn4C5oF8LQIzXF3X6yHreOD+r4KtHtfmE40msuuhY+B6A60AYvhEmf8KAZrdTVEbrb9jDmv/j3OB74aAGyoxg98FdIH3Vh6UOv1agVWFr1nQGOogbE+3EAHr2YBQk4btEsYU1D/vPDbmhmbLKQ97ipwMPCf9QLYRQ7hwtEWtPHN80z0vJR9KaBBS9euvAOglnayDfn8eEH61o2K/q8EbP8frVIixBcpo9MAAAAASUVORK5CYII=)
..........(11)
Where,
n
i = Observed value.
e
i = Expected value.
Mann kendall test
This test is used for the purpose of statistically assessing if there is a monotonic upward or downward trend of the variable of interest over time (
Mann, 1945;
Kendall, 1975). According to this test, the null hypothesis H
0 assumes that there is no trend (the data is independent and randomly ordered) and this is tested against the alternative hypothesis H
1, which assumes that there is a trend.
Auto regressive integrated moving average (ARIMA) model
The formulation of ARIMA model required three steps, namely model identification, parameter estimation and diagnostic checking for analysis of residuals (
Box and Jenkins, 1976). The ACF and PACF plots were used for identifying the order for the autoregressive and moving average terms.
The seasonal ARIMA model is given as follows:
ΦP (Bs) φp (B) ▽sD ▽d zt = θq (B)ΘQ(Bs)at ..........(12)
Φ
P (Bs) = Seasonal autoregressive operator of order P.
φ
p = Regular autoregressive operator of order p.
▽
sD = Seasonal differences.
▽
d = Regular differences.
Θ
Q (Bs) = Seasonal moving average operator of order P.
θ
q (B)= Regular moving average operator of order p.
a
t= White noise process.
Ljung-Box test was used for testing the residuals. This statistic measured the significance of residual autocorrelations as a set and pointed out if they were collectively significant (
Paretkar, 2008).