zcaudate/worksheet.cljw

## worksheet.cljw
;; gorilla-repl.fileformat = 1

;; **
;;; # Regression applied to the Ames dataset
;;;
;;; This is an attempt to use every trick in the books to unleash the full power of Linear Regression, including a lot of preprocessing and a look at several Regularization algorithms.
;;;
;;; The [original article](https://www.kaggle.com/juliencs/a-study-on-regression-applied-to-the-ames-dataset) was done as part of the [Ames Housing Dataset](https://www.kaggle.com/c/house-prices-advanced-regression-techniques) Kaggle Competition. This kernal has been ported to clojure and makes use of the [tech.ml](https://github.com/techascent/tech.ml) stack of libraries. The [original translation](https://nbviewer.jupyter.org/github/cnuernber/ames-house-prices/blob/acb961538e9b1cbbef8fb1733ecdd4b0012ffd89/ames-housing-prices-clojure.ipynb) was done by [Chris Nuernberger](https://github.com/cnuernber/ames-house-prices). Additionally, introductory dataset exploration has been taken from [another analysis](https://www.kaggle.com/pmarcelino/comprehensive-data-exploration-with-python).
;; **

;; @@
(ns demo.ames.worksheet
  (:require [demo.ames.plot :as plot]
            [demo.ames.util :as util]
            [clojure.core.matrix :as mat]
            [clojure.pprint :as pprint]
            [clojure.set :as set]

            ;; Exploration
            [tech.ml.dataset :as dataset]
            [tech.libs.tablesaw :as tablesaw]

            ;; Data Pipeline
            [tech.ml.dataset.etl :as etl]
            [tech.ml.dataset.etl.pipeline-operators :as etl-op]
            [tech.ml.dataset.etl.math-ops :as etl-math]
            [tech.ml.dataset.etl.column-filters :as etl-filter]
            [tech.ml.dataset.column :as col]

            ;; Machine Learning
            [tech.ml :as ml]
            [tech.ml.loss :as loss]))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-nil'>nil</span>","value":"nil"}
;; <=

;; **
;;; ## 1. Exploration
;;;
;;; ### Initialisation
;;;
;;; The data is loaded into [tablesaw](https://jtablesaw.github.io/tablesaw), a java library similar to [pandas](https://pandas.pydata.org/).
;; **

;; @@
(def +train+ (tablesaw/path->tablesaw-dataset "data/ames/train.csv"))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train+</span>","value":"#'demo.ames.worksheet/+train+"}
;; <=

;; **
;;; The dataset is a multivariate dataset of `81` columns and `1460` rows
;; **

;; @@
(mat/shape +train+)
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>81</span>","value":"81"},{"type":"html","content":"<span class='clj-unkown'>1460</span>","value":"1460"}],"value":"[81 1460]"}
;; <=

;; **
;;; All column names of the housing dataset can be printed
;; **

;; @@
(map (comp :name :metadata) (dataset/columns +train+))
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-lazy-seq'>(</span>","close":"<span class='clj-lazy-seq'>)</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-string'>&quot;Id&quot;</span>","value":"\"Id\""},{"type":"html","content":"<span class='clj-string'>&quot;MSSubClass&quot;</span>","value":"\"MSSubClass\""},{"type":"html","content":"<span class='clj-string'>&quot;MSZoning&quot;</span>","value":"\"MSZoning\""},{"type":"html","content":"<span class='clj-string'>&quot;LotFrontage&quot;</span>","value":"\"LotFrontage\""},{"type":"html","content":"<span class='clj-string'>&quot;LotArea&quot;</span>","value":"\"LotArea\""},{"type":"html","content":"<span class='clj-string'>&quot;Street&quot;</span>","value":"\"Street\""},{"type":"html","content":"<span class='clj-string'>&quot;Alley&quot;</span>","value":"\"Alley\""},{"type":"html","content":"<span class='clj-string'>&quot;LotShape&quot;</span>","value":"\"LotShape\""},{"type":"html","content":"<span class='clj-string'>&quot;LandContour&quot;</span>","value":"\"LandContour\""},{"type":"html","content":"<span class='clj-string'>&quot;Utilities&quot;</span>","value":"\"Utilities\""},{"type":"html","content":"<span class='clj-string'>&quot;LotConfig&quot;</span>","value":"\"LotConfig\""},{"type":"html","content":"<span class='clj-string'>&quot;LandSlope&quot;</span>","value":"\"LandSlope\""},{"type":"html","content":"<span class='clj-string'>&quot;Neighborhood&quot;</span>","value":"\"Neighborhood\""},{"type":"html","content":"<span class='clj-string'>&quot;Condition1&quot;</span>","value":"\"Condition1\""},{"type":"html","content":"<span class='clj-string'>&quot;Condition2&quot;</span>","value":"\"Condition2\""},{"type":"html","content":"<span class='clj-string'>&quot;BldgType&quot;</span>","value":"\"BldgType\""},{"type":"html","content":"<span class='clj-string'>&quot;HouseStyle&quot;</span>","value":"\"HouseStyle\""},{"type":"html","content":"<span class='clj-string'>&quot;OverallQual&quot;</span>","value":"\"OverallQual\""},{"type":"html","content":"<span class='clj-string'>&quot;OverallCond&quot;</span>","value":"\"OverallCond\""},{"type":"html","content":"<span class='clj-string'>&quot;YearBuilt&quot;</span>","value":"\"YearBuilt\""},{"type":"html","content":"<span class='clj-string'>&quot;YearRemodAdd&quot;</span>","value":"\"YearRemodAdd\""},{"type":"html","content":"<span class='clj-string'>&quot;RoofStyle&quot;</span>","value":"\"RoofStyle\""},{"type":"html","content":"<span class='clj-string'>&quot;RoofMatl&quot;</span>","value":"\"RoofMatl\""},{"type":"html","content":"<span class='clj-string'>&quot;Exterior1st&quot;</span>","value":"\"Exterior1st\""},{"type":"html","content":"<span class='clj-string'>&quot;Exterior2nd&quot;</span>","value":"\"Exterior2nd\""},{"type":"html","content":"<span class='clj-string'>&quot;MasVnrType&quot;</span>","value":"\"MasVnrType\""},{"type":"html","content":"<span class='clj-string'>&quot;MasVnrArea&quot;</span>","value":"\"MasVnrArea\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterQual&quot;</span>","value":"\"ExterQual\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterCond&quot;</span>","value":"\"ExterCond\""},{"type":"html","content":"<span class='clj-string'>&quot;Foundation&quot;</span>","value":"\"Foundation\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtQual&quot;</span>","value":"\"BsmtQual\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtCond&quot;</span>","value":"\"BsmtCond\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtExposure&quot;</span>","value":"\"BsmtExposure\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFinType1&quot;</span>","value":"\"BsmtFinType1\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFinSF1&quot;</span>","value":"\"BsmtFinSF1\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFinType2&quot;</span>","value":"\"BsmtFinType2\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFinSF2&quot;</span>","value":"\"BsmtFinSF2\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtUnfSF&quot;</span>","value":"\"BsmtUnfSF\""},{"type":"html","content":"<span class='clj-string'>&quot;TotalBsmtSF&quot;</span>","value":"\"TotalBsmtSF\""},{"type":"html","content":"<span class='clj-string'>&quot;Heating&quot;</span>","value":"\"Heating\""},{"type":"html","content":"<span class='clj-string'>&quot;HeatingQC&quot;</span>","value":"\"HeatingQC\""},{"type":"html","content":"<span class='clj-string'>&quot;CentralAir&quot;</span>","value":"\"CentralAir\""},{"type":"html","content":"<span class='clj-string'>&quot;Electrical&quot;</span>","value":"\"Electrical\""},{"type":"html","content":"<span class='clj-string'>&quot;1stFlrSF&quot;</span>","value":"\"1stFlrSF\""},{"type":"html","content":"<span class='clj-string'>&quot;2ndFlrSF&quot;</span>","value":"\"2ndFlrSF\""},{"type":"html","content":"<span class='clj-string'>&quot;LowQualFinSF&quot;</span>","value":"\"LowQualFinSF\""},{"type":"html","content":"<span class='clj-string'>&quot;GrLivArea&quot;</span>","value":"\"GrLivArea\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFullBath&quot;</span>","value":"\"BsmtFullBath\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtHalfBath&quot;</span>","value":"\"BsmtHalfBath\""},{"type":"html","content":"<span class='clj-string'>&quot;FullBath&quot;</span>","value":"\"FullBath\""},{"type":"html","content":"<span class='clj-string'>&quot;HalfBath&quot;</span>","value":"\"HalfBath\""},{"type":"html","content":"<span class='clj-string'>&quot;BedroomAbvGr&quot;</span>","value":"\"BedroomAbvGr\""},{"type":"html","content":"<span class='clj-string'>&quot;KitchenAbvGr&quot;</span>","value":"\"KitchenAbvGr\""},{"type":"html","content":"<span class='clj-string'>&quot;KitchenQual&quot;</span>","value":"\"KitchenQual\""},{"type":"html","content":"<span class='clj-string'>&quot;TotRmsAbvGrd&quot;</span>","value":"\"TotRmsAbvGrd\""},{"type":"html","content":"<span class='clj-string'>&quot;Functional&quot;</span>","value":"\"Functional\""},{"type":"html","content":"<span class='clj-string'>&quot;Fireplaces&quot;</span>","value":"\"Fireplaces\""},{"type":"html","content":"<span class='clj-string'>&quot;FireplaceQu&quot;</span>","value":"\"FireplaceQu\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageType&quot;</span>","value":"\"GarageType\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageYrBlt&quot;</span>","value":"\"GarageYrBlt\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageFinish&quot;</span>","value":"\"GarageFinish\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageCars&quot;</span>","value":"\"GarageCars\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageArea&quot;</span>","value":"\"GarageArea\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageQual&quot;</span>","value":"\"GarageQual\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageCond&quot;</span>","value":"\"GarageCond\""},{"type":"html","content":"<span class='clj-string'>&quot;PavedDrive&quot;</span>","value":"\"PavedDrive\""},{"type":"html","content":"<span class='clj-string'>&quot;WoodDeckSF&quot;</span>","value":"\"WoodDeckSF\""},{"type":"html","content":"<span class='clj-string'>&quot;OpenPorchSF&quot;</span>","value":"\"OpenPorchSF\""},{"type":"html","content":"<span class='clj-string'>&quot;EnclosedPorch&quot;</span>","value":"\"EnclosedPorch\""},{"type":"html","content":"<span class='clj-string'>&quot;3SsnPorch&quot;</span>","value":"\"3SsnPorch\""},{"type":"html","content":"<span class='clj-string'>&quot;ScreenPorch&quot;</span>","value":"\"ScreenPorch\""},{"type":"html","content":"<span class='clj-string'>&quot;PoolArea&quot;</span>","value":"\"PoolArea\""},{"type":"html","content":"<span class='clj-string'>&quot;PoolQC&quot;</span>","value":"\"PoolQC\""},{"type":"html","content":"<span class='clj-string'>&quot;Fence&quot;</span>","value":"\"Fence\""},{"type":"html","content":"<span class='clj-string'>&quot;MiscFeature&quot;</span>","value":"\"MiscFeature\""},{"type":"html","content":"<span class='clj-string'>&quot;MiscVal&quot;</span>","value":"\"MiscVal\""},{"type":"html","content":"<span class='clj-string'>&quot;MoSold&quot;</span>","value":"\"MoSold\""},{"type":"html","content":"<span class='clj-string'>&quot;YrSold&quot;</span>","value":"\"YrSold\""},{"type":"html","content":"<span class='clj-string'>&quot;SaleType&quot;</span>","value":"\"SaleType\""},{"type":"html","content":"<span class='clj-string'>&quot;SaleCondition&quot;</span>","value":"\"SaleCondition\""},{"type":"html","content":"<span class='clj-string'>&quot;SalePrice&quot;</span>","value":"\"SalePrice\""}],"value":"(\"Id\" \"MSSubClass\" \"MSZoning\" \"LotFrontage\" \"LotArea\" \"Street\" \"Alley\" \"LotShape\" \"LandContour\" \"Utilities\" \"LotConfig\" \"LandSlope\" \"Neighborhood\" \"Condition1\" \"Condition2\" \"BldgType\" \"HouseStyle\" \"OverallQual\" \"OverallCond\" \"YearBuilt\" \"YearRemodAdd\" \"RoofStyle\" \"RoofMatl\" \"Exterior1st\" \"Exterior2nd\" \"MasVnrType\" \"MasVnrArea\" \"ExterQual\" \"ExterCond\" \"Foundation\" \"BsmtQual\" \"BsmtCond\" \"BsmtExposure\" \"BsmtFinType1\" \"BsmtFinSF1\" \"BsmtFinType2\" \"BsmtFinSF2\" \"BsmtUnfSF\" \"TotalBsmtSF\" \"Heating\" \"HeatingQC\" \"CentralAir\" \"Electrical\" \"1stFlrSF\" \"2ndFlrSF\" \"LowQualFinSF\" \"GrLivArea\" \"BsmtFullBath\" \"BsmtHalfBath\" \"FullBath\" \"HalfBath\" \"BedroomAbvGr\" \"KitchenAbvGr\" \"KitchenQual\" \"TotRmsAbvGrd\" \"Functional\" \"Fireplaces\" \"FireplaceQu\" \"GarageType\" \"GarageYrBlt\" \"GarageFinish\" \"GarageCars\" \"GarageArea\" \"GarageQual\" \"GarageCond\" \"PavedDrive\" \"WoodDeckSF\" \"OpenPorchSF\" \"EnclosedPorch\" \"3SsnPorch\" \"ScreenPorch\" \"PoolArea\" \"PoolQC\" \"Fence\" \"MiscFeature\" \"MiscVal\" \"MoSold\" \"YrSold\" \"SaleType\" \"SaleCondition\" \"SalePrice\")"}
;; <=

;; **
;;; ### House Price
;;;
;;; The outstanding field being that of the Sale Price (`SalePrice`). We first look at the initial shape of such a data:
;; **

;; @@
(-> +train+
    (dataset/select ["SalePrice"] :all)
    (dataset/->flyweight)
    (plot/histogram-plot {:bins 100
                          :axis {:y {:label "Number" :fmt int}
                                 :x {:label "Sale Price ($)"
                                     :field "SalePrice"
                                     :fmt #(-> % (/ 1000) int (str "k"))}}
                          :title "Price Distribution"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x3d588459 \"BufferedImage@3d588459: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; ### House Area
;;;
;;; We can pick two initial attributes for visualisation that would be thought to have correlation to the `SalePrice`:
;;;
;;; - Living Area (`GrLivArea`)
;;; - Basement Area (`TotalBsmtSF`)
;; **

;; @@
(-> +train+
	(dataset/select ["SalePrice" "GrLivArea"] :all)
    (dataset/->flyweight)
    (plot/xy-plot {:axis {:x {:label "Living Area (square feet)" :field "GrLivArea" :fmt int}
                          :y {:label "Sale Price ($)"
                              :field "SalePrice"
                              :fmt #(-> % (/ 1000) int (str "k"))}}
                   :title "GrLivArea - SalePrice"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x444cafe0 \"BufferedImage@444cafe0: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; @@
(-> +train+
	(dataset/select ["SalePrice" "TotalBsmtSF"] :all)
    (dataset/->flyweight)
    (plot/xy-plot {:axis {:x {:label "Basement Area (square feet)" :field "TotalBsmtSF" :fmt int}
                          :y {:label "Sale Price ($)"
                              :field "SalePrice"
                              :fmt #(-> % (/ 1000) int (str "k"))}}
                   :title "TotalBsmtSF - SalePrice"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x1ce8bdd0 \"BufferedImage@1ce8bdd0: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; ### House Quality
;;;
;;; The overall quality of the house looks to be very important to the Sale Price
;; **

;; @@
(-> +train+
    (dataset/select ["SalePrice" "OverallQual"] :all)
    (dataset/->flyweight)
    (plot/box-plot {:axis {:x {:label "Overall Quality" :field "OverallQual" :fmt int}
                           :y {:label "Sale Price ($)"
                               :field "SalePrice"
                               :fmt #(-> % (/ 1000) int (str "k"))}}
                    :title "OverallQual - SalePrice"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x73bba36 \"BufferedImage@73bba36: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; ### House Age
;;;
;;; A study of housing age and price shows a general trend towards higher prices at for newer housing
;;;
;; **

;; @@
(-> +train+
    (dataset/select ["SalePrice" "YearBuilt"] :all)
    (dataset/->flyweight)
    (plot/box-plot {:axis {:x {:label "Year Built" :field "YearBuilt" :fmt int}
                           :y {:label "Sale Price ($)"
                               :field "SalePrice"
                               :fmt #(-> % (/ 1000) int (str "k"))}}
                    :title "YearBuilt - SalePrice"
                    :horizontal true
                    :height 1200}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"1200\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x5dae9342 \"BufferedImage@5dae9342: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 1200 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; ## 2. Data Pipeline
;;;
;;; Having some familiarity with the data, it will be possible to build the regression pipeline bit by bit, starting with the following preprocessing steps:
;;;
;;; - outlier removal
;;; - fill missing values
;;; - simplify values
;;;
;;; ### Outlier Removal
;;;
;;; We first check for outliers, remove them and graph the same `GrLivArea - SalePrice` plot that was done previously in the *Exploration* section.
;; **

;; @@
(def +train-cleaned+ (etl-op/filter +train+ "GrLivArea" '(< (col) 4000)))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train-cleaned+</span>","value":"#'demo.ames.worksheet/+train-cleaned+"}
;; <=

;; @@
(-> +train-cleaned+
	(dataset/select ["SalePrice" "GrLivArea"] :all)
    (dataset/->flyweight)
    (plot/xy-plot {:axis {:x {:label "Living Area (square feet)" :field "GrLivArea" :fmt int}
                          :y {:label "Sale Price ($)"
                              :field "SalePrice"
                              :fmt #(-> % (/ 1000) int (str "k"))}}
                   :title "GrLivArea - SalePrice (Cleaned)"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAYAAAByNR6YAACAAElEQVR4XuydCXiV1Z3/K4W/tdbaKTpPO0g7gsAMfZiZDp2nKjNQOrVIy1ixVkFpi1oVLYpaRUEhgqDIKjsIYhDRGBaVLSzZSAgkLIEkEJawLyGEJOxroOf/fs7NeXnvy7039yY3yU3u7/M850nuOe/73ne5yfne33a+oQRBEARBEISw8g13hyAIgiAIglA9RGAJgiAIgiCEGRFYgiAIgiAIYUYEliAIgiAIQpgRgSUIgiAIghBmRGAJgiAIgiCEGRFYgiAIgiAIYUYEliAIgiAIQpgRgSUIgiAIghBmRGAJgiAIgiCEGRFYgiAIgiAIYUYEliAIgiAIQpgRgSUIgiAIghBmRGAJgiAIgiCEGRFYgiAIgiAIYUYEliAIgiAIQpgRgSUIgiAIghBmRGAJgiAIgiCEGRFYgiAIgiAIYUYEliAIgiAIQpgRgSUIgiAIghBmRGAJgiAIgiCEGRFYgiAIgiAIYUYEliAIgiAIQpgRgSUIgiAIghBmRGAJgiAIgiCEGRFYgiAIgiAIYUYEliAIgiAIQpgRgSUIgiAIghBmRGAJgiAIgiCEGRFYgiAIgiAIYUYEliAIgiAIQpgRgSVEJZcuXXJ31ShnzpxReXl5uu3Zs8c9LNQw4Xze2dnZqmfPnroNGDDAPVznRPJnLScnR82ePdvdfR2VPa9IfwY1wZw5c+xr/uSTT+z+wsJCNWbMGPX3v//dsbUQCYjAEqKCgoIC9fzzz6vOnTurZs2aqW984xvq5ptvVv/6r/+qunTpop5++mmVnp7u3i0gGzZsUA8++KBuf/rTn9zDXnz11Vf6PWn//u//7h6uFitWrLDPg1ZaWureJCrZvn276tGjh7rjjjvUDTfcoG666Sb9vH/zm9+okSNHujcPmnA9S+fnx9kef/xx9dJLL6mlS5eqq1evunerlHCdX7j56KOP9DPg2tzs3LlTPffcc+oXv/iF+qd/+if777Nt27bq/vvvV88884zKzMy0t4/Ua6xJuG/mml944QW7n3tH3//93/+pEydOOPYQ6hoRWEKD5sKFC2rw4MHqxhtvtP85+WujRo1y7x4Q5z/5f/iHf3APe1GTE8J9993ndR0ffPCBe5OoIyUlRTVp0uS6Z2zaf//3f7t3CZpwPUvncfy1Nm3ahDxphuv8wsnChQvtc5o4caLdz9/noEGDgvr7nDx5sr1fJF5jTeNPYJWVlanvfve7up8vi2LJihxEYAkNmhdffNHrn/S//Mu/qHHjxqnExEQ9CcfGxqq//OUv2spRkwJr9+7d6r333tPt448/dg9XmX379mnrjPMa27Vr594s6uA5OyfgWbNmqdWrV6uZM2eq3//+9+q3v/2te5egCdfk7jzOLbfcol5//XVtXfvOd77j9TxfeeUV964BqanPWlXZu3ev+t73vmd/NsvLy+2xvn37el3rT37yE/0FISkpSSUnJ+vzf/LJJ7VVSwSWb4EFEyZMsMeGDRvmNSbUHSKwhAZLVlaWatSokf2P5w9/+IM6d+6cezObyuI++KbI5GUIRWDVFFjnnBOUaVx7sLivy8A3YQQcE2Qw34q5f1u3btXbV3Yva5JDhw553Qsm62AJ5hqCmdyDuXfO4/zzP/+z3X/+/Hl1++2322OdOnW6tpMP/D2/yjCxWkVFRe4hL4K5lkAgaLkOvghkZGTY/bj8nH+fjz32mLZo+ePy5cv27+F6Bk6Cefb+4Ly3bdumLl686B7yIpRz4picj7kngQQWruT27dvrscaNG6sjR454jQt1gwgsocFC7Ib5h3TrrbfqiSgYli1bpuM/aPfee6/+J3fPPfeob37zm6pDhw72dqEILPcxDVjPTP9DDz3k2MPDlStXVMuWLfU4gaxO+KfavHlz/f58y//pT39qnw8xZW7c5+Dvuk6fPq33N24HGr+//PLLXtYH2LJli+rdu7ee5JwuuR/+8Idq2rRp121fGyAYzHnQ3njjDfcmXoR6DYEm91DunT+BBU7LDm5CCPb5ubdzgkjBsoXF1nmPsJo98cQTXtuGci3+IACbCZ99+YLjpGvXrvZxv//976uTJ096jQciXM8g1GfvvrfFxcWqW7duOraM/XB1Ol2ghlDOic/vr3/9a/t8uH+PPPKIjs0z+7oFFmDxM+NDhgxxDwt1gAgsocFigtlpf/vb39zDfnH+8+YYd955p/26qgLL34TAP2zTz0Tp/uZJoDNjfPvnm6+ThIQEe9+1a9dqF4p5jcvp7NmzXtsHc11Mcgg60++0MND+/Oc/ex0TF44Zu+2222xXkGl1FQ/mvAYaAcDue2sI9Rr8PctQ710ggeUUHw888MB12/t7fu7tnOeHJeQ//uM/vM7J2UgAMYR6Lf5499137X3ciQXOv8/+/ft7jVWGv2sM9byr8+x/9KMf+byfvOfmzZvtfUI5J74Emi9N/ran+RJYWCTNOMcQ6h4RWEKDhG+Mzn9IZDAFi/OfqGn/8z//oycBJgxf21VVYGGhck40zuMDVi36f/WrX3n1g3G9kGkFBEObb9I04o6cBHNdzpg1XFP79+9XGzduVD/4wQ90n9v9sHLlSvX222+rw4cP69dcD9+ezTHICqsLEKbGcmLat7/9bTV06NDr3D+hXoO/ZxnqvXMLLKxLWCGwdDjPG0uKe3vT3M/PvZ3z/F599VW7H+sIcTtM/pRy+OKLL7xS/0O9Fn9gtTLH+frrr+3+U6dOeV2H+7NaGf6uMdTzrs6zN+3RRx/Vx+DzZfqcYjKUcyLg32zLl6TU1FT9eZ07d662mpkxXwILnP9LSkpK3MNCLSMCS2iQUG/H+U+Qf6TB4v4nikvFF+EQWEAdHzN211132bEZuB+Mm+Czzz7z2sc5NnbsWLv/j3/8o30st3uosuticnFmc7G9gXIHpt9M+P7ALWS2ZZIIBib6uLi4gI1MtFBYsmSJtko4r5lGBiH3LxCBrsHXs6zKvXMeBysF7+M+V6xKHNu9Pc39/Ay+zo/PlHOC5pz8UZVr8cd//dd/2dtTTsCAhcd5LaH8fYKvawzXeQf77GnOgHJchabflKII9Zz+8R//0e5zu/n79etnj/kTWL/85S/tbRBxQt0iAktokLjjcPgG6AtioH72s5/pZr7BO/+JktXkj3AJrF27dnmdK9mNQMyVObY7+Hf06NF6DJHFtfKPnEZAt/NY+fn59j6VXZf7PKjJROAxjTgg08+3bCckDsyYMUNPCGTnOSdVYnuCgcKRzvf21RAIocK9oUaZO9Pyxz/+sVfCQyjX4OtZVuXeuSdrZ2Nix9rmdPNW9vwMvs6POnDO4/v7e4CqXIs/TE0rmtNyePToUa/3oIhmKPi6xqqed1WfPZmqTpwCyAisUM7JbXUnw9lJoCB3w1NPPWVv47QYCnWDCCyhweKMp4iJiXEPawgSNtuMGDFC9/n65+2LcAkswKpixnv16qX7mER5/de//tW1tdIFM832gZoz9qyyc0DYuff31RClBrLQuHb3Nqa5Jyh/EF9GnFSghiumqpC9hhvOeW7z5s3TY6Feg6/7WJV75zwOlrb4+HgdV4elx+3GdG/v6/kZfG3nFt6B3HtVuRZ//Nu//Zu9/cGDB73GSDwxY27RUxm+rrEq5x2OZ29wCiAjsEI5p9zcXK8+khj8Hd+fwEIgmm2cGZtC3SACS2iw/PznP7f/2WCxcFuBIFIEFjEoZpw4quXLl9uvse444R+nGauske5v0tsrOwdiQ5z7Ui+MVHp3M8H2WFec9aYQhvPnz1ebNm2y+9wTVF2CG9IpuhFsVbkGX/cx1HvnPo47yN0Xvt7XF762o4yD8/xwofujKtfij9/97nf2cVatWuU15vz7JHYoUAkVN76uMdTzDtezN/gSWKGck/sZcR7+ju9PYBFiYLYJJKKF2kEEltBgwezv/If12muvuTeJGIFFBpCzwKSJx6H0ghvS6RkjiwnXj7uxBIszwJtJAyo7B+J0nOcQKE4HnGnhuIKMkHMGMLsnqLrGmfVFBfyqXIOv+xjqvYPaFFiU9PjWt75l9/tarsZQlWvxBwH45jju8gXODD4aoiHYpYF8XWOo5x2uZ2/wJbBCOSfe35kxaP4fAXFhTvHkS2Bh9SQTmXFKQFRWZ0uoeURgCQ0W/sGQZWX+KdGolI0AoZgj3H333df9Qwv0T9SJczvig3Dv+GoHDhwI6pjUsnKeK809KRGnYYKV/bk9gdR+cwzqgUEw5/DWW2/Z2yDSqCK+Zs0aLQCxnJG2zsQITvcHkzdBtWRjEfPkvIba/iZN3BWuEhYVNsHsTJrTp0/3Oq/hw4dX6Rr83cdQ7p37ODUtsMApADg/Yvyw4mA5Yh1OMgkNoV6LP3BzmeOw1qAT/j47duxoj9PIssOdefz4cS04yHAkwYPPMJXuDf6uMZTzDuezB18CC0I5J+f9ICsRixfZnk5xRfMlsJwuRl9hBULtIwJLaNBgdncW4DTNV9ZWdQRWoEaWXzDHZJJz7kf2kbs46ocffqjHOH/cD/5YtGiRfRy2Jf4lmHOgEvV//ud/XncNzma+heNy8xe/4vwmzn3GslZbIGid58L7u0s2tGrVSqexV+Ua/N3HUO6d+zi1IbCY0Llu5/lwjcbqYcp9QKjXEgjzJYcvBjwbJ/x9+nsfd2KCc8kgf9cYynmH89mDP4EVyjkhLt3XTSOZhfczr30JLGdJDGLLhLpHBJbQ4CG7DkuQM6PJ2TDh8w9wwYIFenunOPHlojM4twvU+BYa7DFbt25tb+drAjPB8FR6DgTVoalGbY5FSn+w54CrgfTzpk2bel0HsWEELZPBaCBWzJlaTm0f7uPUqVPtiZvmjiepSXCnuMWzaYjWPn366G0MoV5DoPsYyr1zHqdFixaOo/gm0Ps6CbQdFiuy3ZxuKxrih3gpJ6FcSyCwFBnBYoqmOuHvk2M5n4GzIY4pV4E12BDoGkM573A+e6qymzF+dxLKOfH+TuFHKABZls7j8wydOGM2e/bs6TUm1B0isISoAlcRLkL+ifGPv7bdV/UNXGzcL4Jw/cXH8A2db8xkvznjPnBn4napbK27mgLrH/WWSFenMUn6W46lJq4hmHtXV3CNWJPWr1/vJTb9Ud1rcRbvDFQ+AKsi7jMyPBENJHj4e2bBEMx518SzD0Qw58R57NixI6g1JkneMZXisVBy3kJkIAJLEARBqFEQEqYIbqAAeyF0EIbG0iWuwchCBJYgCIJQK8ycOVMHfQvhAysXrld3vKZQ94jAEgRBEARBCDMisARBEARBEMKMCCxBEARBEIQwIwJLEARBEAQhzIjAEgRBEARBCDMisARBEARBEMKMCCxBEARBEIQwIwJLEARBEAQhzIjAEgRBEARBCDMisARBEARBEMKMCCxBEARBEIQwIwJLEARBEAQhzIjAEgRBEARBCDMisARBEARBEMKMCCxBEARBEIQwIwJLEARBEAQhzES9wDp06JA6f/68u9svFy9eVCUlJfZr9p0xY4ZjC0EQBEEQop2oFVgZGRnqzjvvVJ06dVK33XabWrlype7v2rWruuGGG1SjRo10O3PmjL1PfHy8at68uWrXrp3q3bu3unr1qjp69Khq3LixvY0gCIIgCEJUCqy///3v6q677lJffvmlfo1QunTpkv69S5cuKiUlRZWXl+vmpGXLliovL0/3I7Kys7NFYAmCIAiCcB1RKbA2btyomjZtqq5cuaKKi4u9xhBYaWlpXn1QVFSkWrVqZb8eOHCgmjRpkpfAyszMVO3bt1elpaX2doIgCIIgRB9RKbAWLFigbr/9dvWTn/xENWvWTN1///2qrKxMj3Xr1k339e3bV+Xn59v7LFy4UHXs2NF+jbjq2bOnLbD4ifswISHB3kYQBEEQhOgkKgXWnDlzdJwVAgp3H3FYzkD1vXv3qj59+qj77rvP7ps/f77ezjBx4kTVo0cPLay+8Y1vqA4dOqghQ4bY46EQExPj7hIEQRAEoR4TlQIrMTFRuwgNgwYN0oLKCa5DRNjBgwf168LCQtWmTRt7HBchIssIrM6dO6vu3bvr+K5QYX9BEARBEBoOUTmznz17Vt1yyy0qPT1dCyIyBxctWuS1TXJysrr11lvVqVOn7L4WLVrYVi93kDsuxtatW6v+/fs7juINlirElK+Wm5urjh075rU9r+k3TcZlXMZlXMZlXMbrfjwYolJgwaxZs9RNN92k2rZtq2OpTBbhvffeqxsZg9OnT/faJy4uTsdnsU+vXr3sMg1NmjTR4wUFBdoyFhsb67VfZYgFSxAEQRAaFlE9s2PJOn78uFcflihisPxBXSxEVTgRgSUIgiAIDQuZ2SMAEViCIAiC0LCQmT0CEIElCIIgCA0LmdkjABFYgiAIgtCwkJk9AhCBJQiCIAgNC5nZIwARWIIgCIJQfU6evaSSsg+rz5N3q4T1B9XR0nPuTWoNmdkjABFYgiAIglA99hSeUsM+zVZvzVpvt5jYjWrDTu81h2sLmdkjABFYgiAIglB1LpdfVaO+2KJFVXzqHrV1X6lavv6gGmS9fnv2RlV6+qJ7lxpHZvYIQASWIAiCIFSdvUdPa3E15ettXkvWLUzfq/vXbitybF07yMweAYjAEgRBEISqk7OnxLZeOVmdU6j7V2485NVfG8jMHgGIwBIEIdIheLj8ylV3tyBEBMUnz2shNezTTer4yQu67/ylcjV+YZ7uz9tb6tqj5pGZPQIQgSUIQiSCqwXXyrtzPYHDg2M3qM+SCtSZ85fdmwpCnTMvdY/+nBJzNWPpdjvgffLXW9WVq7X/5SDqZ/ZDhw6p8+fPe/VdvHhRlZSUePUZ3GPsO2PGDMcWoSMCSxCESMS4V2gEEDNx8fuEhXlizRIijkvlV9XXGfu9sghnr9ypTp275N60VojamT0jI0PdeeedqlOnTuq2225TK1eu1P3x8fGqefPmql27dqp3797qqkP1+hpj4efGjRvb21QFEViCIEQaTFYIqkEfb1A7Dp7QfWcvXFaTv9qqJ66s7cdcewhCZHDx8hV14NgZde5iuXuoVonKmR2z91133aW+/PJL/RqhdOmSR+G2bNlS5eVZ387Ky7WQys7OtvfzNSYCSxCEhggTFELqwyX5Xv2bdh3X/WRnCYLgn6ic2Tdu3KiaNm2qrly5ooqLrxUgKyoqUq1atbJfDxw4UE2aNCngmFNgZWZmqvbt26vS0tCC6URgCYIQaRw74QkaHjsvR11LelcqtcJtuCzroKNXEAQ3UTmzL1iwQN1+++3qJz/5iWrWrJm6//77VVlZmVq4cKHq2LGjvR0CqmfPnvp3f2NGYPET92FCQoK9TbCIwBIEIdLA0j92fq4WUwQP7y86rTbsKFZDP/HEYVE1WxAE/0TlzD5nzhx1ww03qPz8fO3uIw6LQPX58+fr3w0TJ05UPXr00L/7G0NYIZA6dOighgwZYo+HgggsQRAiEdyE78zZ5BU0TFu8br97U0EQXETlzJ6YmKhdhIZBgwapPn36qMLCQtWmTRu7HzcgQgr8jRmB1blzZ9W9e3evCrLBIgJLEIRIpez0RbU084CauWy7ikverfL3l7k3EQTBB1E5s589e1bdcsstKj09XQuirl27qkWLFumxFi1a2JYtd5C7rzHjIsTF2Lp1a9W/f397ezcxMTFaTPlqubm56tgx76wcXtNvmozLuIzLuIzLuIzX/XgwRKXAglmzZqmbbrpJtW3bVsdSmSzCuLg4HZdFf69evbzKNPgaQ2A1adJEjxcUFGjLWGxsrL1PMIgFSxAEQRAaFlE9s2PJOn78uLtbnTlzRgsnXwQaqyoisARBEAShYSEzewQgAksQBCEyOXHmoio95VnbThBCQWb2CEAEliAIQmRBGYox8Tl25iRLBZmK9oIQDDKzRwAisARBECKHIyVnVUysp94XwmrMPI/QGmQ16oEJQjDIzB4BiMASBEGIHOas2qUF1dKsA3bpncRNh3XfjKXbXVsLgm9kZo8ARGAJgiBEDiM+36zF1Jnzl+2+y+VX9cLXQz7ZWKV6h0L0ITN7BCACSxAEIXKY+OVWLbAOFp+x+8zajLgMBSEYZGaPAERgCYIgRA6J2R53ILFXOXtKVN6+UjV+YZ7uW5J5wL25IPhEZvYIQASWIAhC5FB+5aqOtXKvwTjl623q4uUr7s0FwScys0cAIrAEQRAiC+KsNuwoVp8nF6jPkgrU2m1F6opjZQ9BqAyZ2SMAEViCIAiC0LCQmT0CEIElCIIgCA0LmdlD5OLFi6qkpMR+ff78eTVjxgzHFqEjAksQBKF+cfrcZXXo+FldvkEQfBG1M3vXrl3VDTfcoBo1aqQbizgH6of4+HjVvHlz1a5dO9W7d2919epVvfBz48aN7W2qgggsQRDqE8QnbT9wQi1ff1Cl5hRqoREtHD95QU1bnG8Hvg+O3aCzDq9eldpYgjdRO7N36dJFpaSkqPLyct0q64eWLVuqvLw83Y/Iys7OFoElCEJUcan8qpqVsMMru44lZFZsOOTetMFBBiF1sLhmipFOW7TNXlJn1abD7s2FKCdqZ3aEVFpamrvbb39RUZFq1aqV/XrgwIFq0qRJXgIrMzNTtW/fXpWWltrbBYMILEEQ6guL1u63C26m5x7VVqy3Z3tExrb9Ze7NGxTpeUf1dX60bLvtGmRtQkQWlizEpyAYonZm79atm2rWrJnq27evys/Pr7R/4cKFqmPHjvZrxFXPnj1tgcVP3IcJCQn2NsEiAksQhPoATrB35mzSFqvS0xftfsoZIDzmJu66tnEDZN7qPfo6KT7qxNTMOnDsWkiJIET1zL53717Vp08fdd9991XaP3/+fNWpUyf79cSJE1WPHj20sEIgdejQQQ0ZMsQeDwURWIIg1AfOXSzXQuK9zzZ79R8tPaf7J3+11au/obEs64C+zuTNR+w+ipKOjPO4DcscolMQon5mLy4u1kHtBw8eDNhfWFio2rRpY4/jIkRkGYHVuXNn1b179yotAioCSxCE+oJZCHn3kVN2H/FX9M1L3ePYsuGBOxDrHS7RlC1HVP7+MhW7YmdUiEshdKJ+Zk9OTla33nqrOnXq2j8Lf/0tWrTQbkNfQe5lZWWqdevWqn///o6jeBMTE6PFlK+Wm5urjh075rU9r+k3TcZlXMZlvK7HM7Z64pDemJ6hxs5NV8M/Xq36jU/SrwtLzlW6f30fT8o+rAZ9vEH1n7ZGXzdtwLRUta3A+0u6v/1lvGGMB0PUCqx7771XNzIDp0+fXmk/xMXF6fistm3bql69etllGpo0aaLHCwoKVNOmTVVsbKzXfpUhFixBEOoL2OhXbjykg7oRWrR352arrftCS+6pz+wrOq2WZh7QS+ikbjmiXacNiZNnL6kNO4tVWm6hKjhyqkqeGSGKBRYWJ2Kt3PjrN1AXC1EVTkRgCYJQ3zh17pLKP3BC7Sk8JQsgNyA27TquhnziyQo1jbIc5y81LBFZG8jMHgGIwBIEQRDqmiMlZ7VlEhdofOoeHVtn6n6RQSmEhszsEYAILEEQBKGuWbzOU+MMF7ABdyFB/YiuS+ViqQwFmdkjABFYgiAIQl1jMiILDp/06p/4ZZ7uLyq7lsQgVI7M7BGACCxBEAShrllaUedr8boDdh9rL2LBolo9Nb+E4JGZPQIQgSUIgiDUNcUnztvLHn28fIf6KmOfzhDlNUskCaEhM3sEIAJLEARBiARYT3L4px5RZVpc8m6Jv6oCMrNHACKwBEEQhEiBul6U4KAWFssgCVVDZvYIQASWIAiCIDQsZGaPAERgCYIgCELDQmb2CEAEliAIgiA0LGRmjwBEYAmCIAhCw0Jmdh9cvHhRlZSUuLs17rHz58+rGTNmOLYIHRFYgiAIgtCwiNqZvWvXruqGG25QjRo10o1FnCE+Pl41b95ctWvXTvXu3VtdvXqtsJqvMRZ+bty4sb1NVRCBJQiCIAgNi6id2bt06aJSUlJUeXm5boaWLVuqvLw83YeQys7ODjgmAksQhEiFKtwbdhTrxu+CINQeUTuzI7DS0tK8+oqKilSrVq3s1wMHDlSTJk0KOOYUWJmZmap9+/aqtLTU3i4YRGAJghBuVmw4pBfoNcUi+X35hoPuzQRBqCGidmbv1q2batasmerbt6/Kz8/XfQsXLlQdO3a0t0FA9ezZM+CYEVj8xH2YkJBgbxMsIrAEQQgn2QXHtaiKid2gvlyzT31lNbMEyqZdx92bC4JQA0T1zL53717Vp08fdd999+nX8+fPV506dbLHJ06cqHr06BFwDGGFQOrQoYMaMmSIPR4KIrAEQQgnUxdt02Jq674yu2/rvlLdx5ggCDVP1M/sxcXFOtj94MGDqrCwULVp08Yeww2IkAJ/Y0Zgde7cWXXv3l39/e9/t7cJFhFYgiCEk3fmbNJi6uLla+vHXSq/qvsYEwSh5on6mT05OVndeuut6tSpU/p1ixYttMvQV5C7rzHjIiwrK1OtW7dW/fv3t7d3ExMTo8WUr5abm6uOHTvmtT2v6TdNxmVcxmU8mHGsVP2nrVFfJ663x9ds3qMF1pSvPRasQPvLuIzLeODxYIhagXXvvffqRmbg9OnT7f64uDgdm9W2bVvVq1cvrzINvsYQWE2aNNHjBQUFqmnTpio2NtbeJxjEgiUIQjghzgoxRdwV8VfOGKyNO4vdmwuCUANE7cyOxYkYLF9QEwvh5ItAY1VFBJYgCOHmuixCq9EnNEzOXSxX2/aXqYytR9Xeo6erFK4ihBeZ2SMAEViCINQExSfOq/U7inXjd6FhsvPQSfXu3GxbTNM+WrZdnTl/2b2pUIvIzB4BiMASBEEQqkLZ6Yt2UsOs5TvUsqwDatQXW/TruYkF7s2FWkRm9ghABJYgCIJQFVI2H9Fiat7qPXYflqvhn3osWqfOXXJsLdQmMrNHACKwBEEQhKqAsEJIbdld4tWPNYv+PUc8GfINnUvlV9SBY2fU/qLT+vdIQGb2CEAEliAIglAVUrZ4LFjzHRassxcu2zFZJ882fAvWZktcDquw2NFwmUbCigUys0cAIrAEQRCEqlB25loMVuyKnTpTdMy8HP16zqpd7s0bHAWHT9rZstMX56sPl+Tr3+nbdeike/NaRWb2CEAEliAIglBVdhw8cV0W4cwoySLkOrneNXnXyiet3Vqk+xBbdYnM7BGACCxBEKhaREaY1C+qHATF/LS92mKTsP6gOhUFbrDKQEzl7StV6ZbQ2H3klP48RQPDPvVY7y5cKrf7WCLKuArrEpnZIwARWIIQvZRfuaqWZh1QQz/xTBT85DX9wvUgqJyWGhrxNwePnXFvKkQBE7/cqj8D+46etvsIdqdvwsI8x5a1j8zsEYAILEGIXj5PLvDEjFiN2Bl+8jouZbd706iHCuXE1iBC120r0pYa7hP3a9z83Kix2gjXSK0I8h/x+WbtJszYWqTej/PUASMBoC6RmT0CEIElCNHJoWLPN+3hc7PVsYpK6/w08TSHjp917RHdUETTPXHiUh1riSv6zT0UooerV/+ug/ndVk36rjjWEq4LZGYPkYsXL6qSkmv1Rs6fP69mzJjh2CJ0RGAJQnSydpsnGHdp5gGv/iWZHiGRmX/Mqz/aWZi+V9+X7ALvFPwZSz2BztRAEqKT/AMntGudv6X8/WXu4Toh6mf2J554QnXp0sV+3bVrV3XDDTeoRo0a6cbizob4+HjVvHlz1a5dO9W7d29LOV/VCz83btzY3qYqiMAShOhksyUUEAa4CZ18nuxxe7mLR0Y7mduP6fsy+eut6nxFUHPBkVPabRgTu0EHNwtCpBDVM/vSpUvVzTffrH7961/bfYitlJQUVV5erpuTli1bqry8PN2PyMrOzhaBJQhClSH7bcgnG7VASMo+rC0wyZuP6Nf013SRyMLSc2pZ1kHtTlm+4aDOYoxkCPz/YIHHHTjUuj9jK+o9ud2GghAJRO3MfuLECXXnnXeqqVOnXiew0tLSHFt6KCoqUq1atbJfDxw4UE2aNMlLYGVmZqr27dur0tJSe7tgEIElCNHLhp3FdqFE03hNf01CpeuY2I1e74to2VnHxRkrg7X1Pk28FnNDKj6lCSTAXYg0onZmx8U3bNgwlZGR4SWwunXrppo1a6b69u2r8vOvFSlbuHCh6tixo/0acdWzZ09bYPET92FCQoK9TbCIwBKE6OZg8RkdX0RhRH7WdMkBLFXGcrZ8/UFdV8rEN5GN5awpFKlcKr+qSoOwuJk16ojRkXpZQm0SlTP7smXL1B133KE2bdqkZs+ere655x61f/9+e3zv3r2qT58+6r777rP75s+frzp16mS/njhxourRo4cWVgikDh06qCFDhtjjoSACSxCE2mT9jmItpualXlu/DswyIzsPnfDqr6+wVIpJ2deWQasRCF3X2WVCdBCVM/u4cePUT3/6U91atGihbrnlFvXyyy97bVNcXKyD3Q8ePKhfFxYWqjZt2tjjuAgRWUZgde7cWXXv3r1KVZhFYAmCUJsQ54Xg4KcTY8WKhIVyq8vxkxe0lY7rmfL1NjU3qUC9Pdvzmng3Qahpon5mX7JkiZeL0JCcnKxuvfVWderUKbsPMYbb0FeQe1lZmWrdurXq37+/4yjexMTEaDHlq+Xm5qpjx7xTsnlNv2kyLuMyHtnjl8uvqtU5hTpGaObiLWrByvUqJycn6P1raxyXYP9pa9RbH6aqrI1b9PiOPYfs+ltFZecD7g+RPv7Zyq2q3/gkNSU+wx7HFYsVi0KlxNUG2r+y4wc7vnlLjkrOyFa793uL2WD3l/HIHA+GqBdYZBI6Bda9996rGxmD06dPd2ypVFxcnI7Patu2rerVq5ddpqFJkyZ6vKCgQDVt2lTFxsZ67VcZYsEShPoPa8E5s9pM+2TlrogLwOZ8TO0ogsSnLtpmW3caSgX5jyoWAd5XURur+OR5vQjwK1PXqpcmZ6iSUxdce4QX7jFim/IR5rMw+autWrwK0YHM7C6wRBGD5Q/qYiGqwokILEGo/5glWxAr+QfKdDHM9+M26z4KikYaZy9c1m4zpxj8OmO/Dh5vCCxI87g7yTCkYCtCZ8CMTPXo0FXqEatNscQOorimSMst1O9PIgGfCfNZIImAey80fGRmjwBEYAlC/YbYS0ocMJk6J+3tB07oSXXW8h2OrSOLC5euqMPHzzYYYWVgnUKeR/8PM9WzH6SpvhPWaMvVX8enqxes33kunyV5F3gNFyzfghsSd2TBYU/ZiyuOJV0SJQYsKpCZPQIQgSUI9RsqiDOZ425zJroUlZ3TE+rEL/McWwu1RcrmI+qZsWnqD0NWqj7j0vSzmLZom3YXakFsva6JkhSsich7TVjo/dypMUY/QquuKbbOkYWRWVpm8+4SLQCF8CIzewQgAksQ6j+mwrhxB2LFmLd6j+7DXSXUDWQQPv9BurYi5u0ttQXwpK+26mdTEzFR5y+Wa8E9/NNsL8sgMWC8J9madcn6HR6XKediGmLwxJnK64oJwSMzewQgAksQ6j8UsjSTFWKLWBt+x1IS6UvQGJAe6yyBiJVnZNwW9cnKnbpIZ31mxYZD14kaRBUCg0r2LL8TiKOl51RmfpHKtcQZVeSDZWZFEgHJBCw+TEwWnwX6yOKsK1geietGAH61Zp/+QkDwPec1KyFyXdn1EZnZIwARWILQMGASfu8zj7Ci4Ro8dPyse7OAMAGyLiDWLyblcxfD78LyhwnUdzbcaFxXfQVxa4QNwpFrxJXLa4qO+gPhNb8iUN404qqCXcKIKvOjvrhW5NS0QO9ZGxjBmbDeU+MRcHGbEh2hiEghMDKzRwAisAShYUGRy6pkqJHtNtjlusESRhB6TWPig4ZbEy2V3JloTUFSJl9qfNVXCo6c8qroTsOiFch6tXKjR4gM+zRbLV67X2dcYvWhsSh3MCBc0nOP6mD6xev22wHvdYkR0bhLnZgq/sFem1A5MrNHACKwBEEwbismcKwMW3aXaBcdk974BXk6pqsmwaLBe2E1c4LVh/767ipkTcI9ltBCWFRWA4s4LYQV1jssioaULR7BiXWxvkLgP9eAYDSfKL4QUAeNzx5ZpUJ4CNvMTuVzFlD++c9/rgtxdu3aVY0ZM0aVltZf03JtIQJLEITUisl78bprLqQrV65q99bz49NVes5Rdb4GMt4MZJPx/u6aXTNdBTujgdPnLutrJg7NCZZE+qlrVV/BsoqVkusgsP3z5ALbZUodNCF8VHtmR+k/88wz9pIv/+///T9122232a9vv/12lZcnKcqBEIElCAJuKCa5rO2eJTlOnr2krUdPjEzRZQZenpyhi1XuPVozQmfrvjL9/sQNFZac0//biTfCqkHsEe6uSAZ336HiM/r+VPdcsewgOrBgUXLBQGX2+m7BAqyRY1yrDuAyxconhI9qzez8AT799NPqe9/7npowYYLavXu39Y3L84BOnDih0tPT1a9+9SsRWZUgAksQBMQMEx2i6mL5VW05em36OvWn95JUn3HpdlkB4qGqEt9VGfw/j13hcUm6W2aF6ItUtu4rta0yNBZ5dlviQmVZlseix/1eluVJOkBw0WpK5NYmCNKDltDKLihRuXtK6k2ma32iWjP7gQMH1OTJk/WimYFYtGiRWrBggbs7Yrl48aIqKSlxd2vcY+fPn1czZsxwbBE6IrAEQSCIfNx8Ty0t4mH+PCJFPf5ukho4M0un04OpBE7ZgJqASZfg7tHxOTrYnhpSiJdIBpGAlY37wvmyBqF5XZ3sR+4F7jOn0OS5kIjQEODzhjva3Csage6llcSnCcET9TP7E088obp06WK/jo+PV82bN1ft2rXTMWUs6BxojHUJGzdubG9TFURgCYIATG5McizpglvwqdGp2nVoMvioUcVEuCSzblP9I4m5iR4R5Fx+hnUg6XNXUq8KuNMyth5VG3cWq7IGVIgT0W5EI7W6TN02RH59zhiNJKo9s2dlZamRI0d69Y0fP167BocOHaqOHz/uNRZJLF26VN18883q17/+td3XsmVL7c4sLy/XQio7OzvgmAgsQRCCgbigfUdP6/imypYl2XX4hHp12jpdU8sZT1TTFqz6iIklcrq4uLsmI7Oye+2EGCTKFGzbX9agq5pTgsMTW7fRjjHj2qct9pRq2LAjuFpfQmCqPbP369dPdevWzX49duxYLRgQLo0aNdIWokiEGLE777xTTZ061RZYuDpbtWplbzNw4EA1adKkgGNOgZWZmanat28fcuakCCxBaNhQ+gBLgXHFEKy+65D/mkhIApO9h0WBEgpYGXiN6KqJGKxwgBgkGxHLEdcYl7xbF9ysScx9yT9QZvdR8sLc52ChRhVZg+YZIUBwoQWqlVVfoZI81+heE3H9Dk8c4KK1kk0YDqo1s48bN041a9ZMl2V47LHHVM+ePdU3v/lNLRgGDBigrViID8acC6BGArj4hg0bpjIyMmyBtXDhQtWxY0d7GwQU1xRozAgsfuI+TEhIsLcJFhFYgtBwMcHrBEezfArV3Y1rJtA6eCaL0Ez4RjBEaoA1biWzHqOzEXAe6DqrCwH4vA/r/pHlR3A7MWT0EageDM5q75O/3qoLg3LevCYmraFxpMRTbgLx7qyvRjFU+qmVJVSfas3sixcvVnfffbdq0aKFGjVqlLrxxht1GzFihPrggw/Us88+q61YCLFIYtmyZeqOO+5QmzZtUrNnz1b33HOP2r9/v5o/f77q1KmTvd3EiRNVjx499O/+xhBWCKQOHTqoIUOG2OOhIAJLEOovLOYbKL3dLJdCGQSDmchYiiUQfDHFsrIm76hezy6Si0AmbjrsEShfbdXr91FLal6qZ7Fr4spqCu6ReR9nI9g92FgisgTZx7leISKEQH+E8BVHLG5DAFFlxPAnK3epLXtKdHFbrHasU1iTgjiaqPbMnpSUZNe8os2dO9cew0LkdKtFCgi+n/70p7ohDm+55Rb18ssvq8LCQtWmTRt7O9yACCnwN2YEVufOnVX37t2rZKkTgSUIkQGTKsG/uJ3mr97jt7gmLjqqrD/3QZr604gUXQiU4pO4VkwmINXXUyvqJpHq78S4sLBmNRTMUivOe4Z7DYGCUKlpVxtCFIsVLkqqtYfyvzh2+Q597u6lbHB10u+shdVQ4LNuAttN4zk1lCzJSCAsM/uGDZbqjYlRKSkpXv3PP/+8Fi6RzJIlS7yC3BFc+fn5PoPcfY0ZF2FZWZlq3bq16t+/v729G+6RU4w6W25urjp2zPuDzWv6TZNxGa/t8ZycXBW3LEuNnbtGTf0yWy8VgsUm2P2rO56YvkmNmJ2mXp2UrIbPydLZcyboO5j9QxlfvWm3/vZuJpv+09aol8Ynqc+XZnntTybZYOub/sNvL1fdBy1Tvx+coFv3wcvVo0NX6tpVZv9+1v5PvL9SH6dg37UsN5bBYXz0p+lBn1+kj4/7wnPvzJI6jG/JyVF/m5is78PhwqMB96/s+DU5PiU+Qz8Pqukb9h44os+dZ7dpc07A/Ss7fqSOr9+0Rc1dkqUmfL5GxSdt9VoWKJj9o3k8GKotsIL9lhDsdrUNmYROgRUXF2fHlfXq1curTIOvMQRWkyZN9HhBQYFq2rSpio2NtfcJBrFgCZEI2VfGKuFsY+fnqrMXaj7ImgV6nTV6TKPgZiiZYcFw/mK5GvapZ7kQXCVkkhHP43GZbNBrtRkIDO79fopus1fu1DFR783NVr8bhOBariZ9uVVvx4LJWG+eHp2qXv8wU1u2iBdiEjdLk2wuiNws61BZvsHjZpu+OF/HNCGEWXqFPmLJIhmyO4mRQ2AT2L52a5G2QHLunyfvdm8uCEFRrZmduKUf/ehH6sknn/RbmJPgcOKdqhqfVBecOXNGCydfBBqrKiKwhEjELAo7Jj5Hxw/tPHRSu8HoI+alpjHp9wgerGa4aYzLJmNreMsUbD/gyaqikrmTBWl7db+pZE7sCqKp5/BEXQDUrA34ZcY+Xbfq4bdXareLgZgethviyCA0zRQPrW/wZZk1+ag1xU8TJI2gci+/QkOgHrK2i3TSc49qF5nz3Pm8R2rGphD5VHtm37Nnj86eY7kcLEEvvPCCGjRokM6ww42GeBg8eLB7N8GBCCwhEpleYb3ac+SU3UfgMlYdMrZq0ipNBh3vTYC4833yK4TQp4ne6eXVZeWmg+qpUanq5clrtchCPADFK3k/4zoijohJ+PHhSerNWVmqpKLqNdab37+9wmor1VhLZBjiK4Kvs3cV62NSNJQ4oT2F1+6pAavZ3KQCbenCSkYcUaSBZcqd2YgIMdW/z10s16IUkYmVjnvpdDvVJghyMji5j9R9CgaC8xFaBL2znzPDThBCJSwz+969e9XDDz+sXWXOuKK77rpLTZ8+3b254EIElhCJmCwjIyLAWHBwpdRk0DITIu9NWQLnFMeyLfTPDaPAIjvvjRmZ2gLV451E9WpFDBWp+rw/vzuDnxEYT49JVc+OXa2mfr3VUz/pixz1f28mqN8NSlBTrD4EIsUajYuxsnXeEF+4qJzChYZwixTIpKOEAedFGQSsc8Zi5XHb1tznIRT4jBrXpGmUXDCLaAt1D38fTrd7QyWsM/upU6d06YPU1FS1b9++Gv2G25AQgSVEIixuy+REKQEzeSZVWHRY862mMQKPrDAsI7ijTF91F/I1kMZP4U6O+d5n2ar/h5mq3+QM9acRyeqRoavUK1MyrnMbEsQ98KMs9djwRPXoO6v0doizhwavUI8N87gOnZM7RUaB/4cILbcwJf7LxGThlkXQbtp1XAtZRBfZXpEAMXGcI8/AlD/gWozblpiz2oR7SdIDtcW+SNmti2eCcW0P/WST+ipjn7YKInQbyiLN9Rn+dpy10siurc56kZGOzOwRgAgsIRKhAjeTlPlHaFK6maycbsOagsnQmdVnGi6pQNYSBMrSrAPq4+U7tEvOZLX5grFrx/y7LipJwcnnPkhXj1rCiWt2LlUD3BesWy9OXKMefzdZ9Xo3Sb00ea362prMsUTNst4XCw/vj0uTc8XVaO4lLkZi2BCNQGwb/W4hZ2oz4bKKBFiPj/PhvJwsX19xnnm1d564WE1hUGfjXMzn1PncEbn0sXizUDdgsTKrGVAx3yQR0Iw4bmjIzB4BiMASIhWsRsYtRCPgvTb/GWK9IR4JgUfNKFxmbguQE8SKqcBtGoLQWLwQS8Q6EReEK2l3hVUGMeQEofXmRx7rmROC4Z3Hf/OjLBXzceBsQFNUFAsKLrWXp6xVfxm9Wv1t6lqVtYMYoTKfk7+xFiZHSFVtkwhAbJ7xTvDTXqpm/7VCqjUJgtVUaifeiwxAkhB4LlgWua/uumPEY7F9Q6o7Vt8wFnFcy+bzY0R7Q30uMrNHACKwhEiHbLlIzKYiu5DJlZiblZsO2d+QydBDPCFSTBwUQoefRhwRQL/tQJntiiO+C7BQmQncGWiOxYmJWx8/Y58WmlhzzKK5p85eH0jNgsEcm/fAokJBy9dnZKoewxJ1WYc/vpekXp+eqfs4NxPrRSFSY4nBNRcJIE7NfcFKRxkLhCmvR1r30m3pqylYLJv3xDXpDEMxgvTFSWv0M3EG16+zBDZjuAuFusG4Bp2xVzw9hDHPK9AXp/qKzOwRgAgsQQid4pPntUXNCKZXpqzV8VD8wwb+YWOJ6mdNuA/FrFCPDFmlXpm6Ti+iPL4ibohtsVKZY5hYKBrbOaNIWUzYiAsnLGhMP3FTbkxQPtYpBAlZis+MXa16DE1UD1oCi6xD4reI+cLy4j4H92K8dc3B4jNeCyLT3rdeYxWsLXAP6ueQ4P0cSCow58NPMl3J2MTKZcov1HacmHANs3g5VmYDwe6IK2rQNcSY7bDO7JcvX9aLHU+dOlVXPc3MzFRTpkxxbya4EIElCKHBP2Ncly9NydBV1eet3qsmfZWnBdbTY9JUYclZPQHzD53lbH47cJm2GL00OUO789gfKxfj/Ny4s9jOiGNixtplKtYbzKLNWK+cIOLoR0C5MWJgyqJtOnieUg4PW4KKc6G9agm+J0emqJ7DVukA+/crrFbD52ZX6g6tK1gPETG5yrpuYs5MLbDagvcjNg/RZCx+WFfNItoIrbgUj+g1je1NsoFQN1C7jmeBQOfzs21/mU6Woa+yNTnrK2Gb2Y8cOaJ+/OMf2yUayCb84osv9DIyCC/BPyKwBCE0Co6cVL3eS9KZfMRB8U8aN13v95N1qYWJX3rixt6du0nFzN6orUSsF0gf35YRLhS/5LWzyrhbVDkhHsxzzGy77MLpc5dst5l7HTvgeLj6CJrvPmiF6j54RcV5J6kelqh6bXqmdmn9aUSSvg4C+wOdg+DBuANpuHqNa9hZ5R+XLJM65Rlw+wp1C19qWPnAKXxpWJPJpG2IhG1mf+utt9RNN92k1+L79re/rQVWTk6OFg/bt293by44EIElCMHDP+oRn2Vr0fTXCek6Q89Yq54YmeqpZzV0lc7ue3lyhnrT6mdZm5jZm6x/5p44EIL3sVrxOxmBwUIMD/swoZN5aDLZPsKd6MfFQaxWr/eSdZ2sB95arh60RBZiD7chP1ksGvcmx9myx/eKGNEIky4LR1Pc1g13mqxFs7wR1ixctZEYJyhcg78RrFcU4OVvaY31DCPRShsuwjazP/XUU+qXv/yl/v22227TAmvixIlaPOzeLWs5BUIEliAED+JowMws9bgloN6evUFniEHsih2WkEpSfxyRpIPHEVp9J6zRNZLmJu3SE/GzY1arFyauUQvT9tixTqFUTCeQ+8sK1yIN8TbR+gaebIk8suwulV8f6M2k8saMderJUSm6AvwDbyXomKv34zwi8dFhq9SAGZn6eOZaohlckDwzp5Xjk5W7tLXQFyQXNORJOpyY0iBC7RC2mX3SpEmqUaNG6qGHHlI33nijuvfee7V78Ac/+IG6cuX6fzp1Df/0cGv6W0PRHxcvXvTa5/z582rGjBmOLUJHBJYgBM+W3SV60jXr+2FFYgLuPyNLCxaC2tfvPKZem75Ovff5Zu12Kzl9QQ38aH1FtfZVWhixL7FWVQGhlbunRI2d5x3wTRwXWW5uTKwJCwk/OcpjZft9zAr1wJvLtVBkDAuM4FlM2/NcN2nLIDFxvJ62+Fp5CCE01u8otpMT+GLBl4QLtRw7F42EbWa/dOmS6tSpkx2DRbv55pvV4sWL3ZtGBCxAfffdd6vvf//7ql+/fnZ/165d1Q033KDFIo3FnQ3x8fF63UXWWOzdu7e6evWqXvgZIVkdRGAJQvCYNH1im+aneWrrvPXxBu0GxC2YuOmw3u4TV7wHoorioNMWb1MJ6w9Wq6o3FhMTVM1PjmcWwiaz0R1HhZWMMUo2fLgkX7s2CXhHaL0yda2av3pPrZU5iGSwTppna8peYHVhfUb6a7MGW0OB5AvzN2DKjNCc9cyEmiGsMzsPa+nSpWrkyJFq1qxZ6uDByFlHy83Zs57lJ3Blfutb37KtbF26dFEpKSmqvLxcNyctW7ZUeXl5uh+RlZ2dLQJLEGoZpgRT3HKsNfHGp+5W77LMzfRM/S0dFxNQSDTVmlwmf7VVTyxUSg9U1T0UTHYgtZhMUDX//7Cy0L913/VFNwm4NsHYRmwtydzfYAN8qeWFZRELFKKTSveVWU3sTM01+7z6Ec30p1Qsui0EBxmXus6b9QWEVQWABA0WJOd+SsxfzRK2mZ14qzZt2nj1LViwQH3nO9+5TqhEEvPmzbNjxwCBlZaW5tjCQ1FRkWrVqpX9euDAgdot6hRYlKVo3769Ki0NPqYDRGAJQmhg3ZheIWZMYxI/VBweAVUZFDflPXH5OVlVIQRS/QgBxBRWGDIOgylvwGS469DJKi2My4LZ7IvQqW14Ds6irqaxPIpZx9AXZtkgBLSTzwPUGhP8469mWGa+p2SC+/MrhJewzezPPvus+sUvfuHVt23btogNck9PT9dxYt/97ne1FcvQrVs31axZM9W3b1+Vn59v9y9cuFB17NjRfo246tmzpy2w+In7kDpgoSICSxBCB4sRy6QQX8LEXJuBzj4tWFbD7UK/LwtWKJANZ2KRTGOS9FUt3g2uRlyOzn2JASsOUwA995mAftZIpPiqL8Fklleiwj5Ckvc2cWiBlv7h3E2hUDLNsLBg+eI1sUOIRiF4ELrcO6y4TngG9K/YcMirXwgvYZvZESTf+9731OnT1+IaRo0aFbFlGghUJ6bqgQceUD/72c+8AvH37t2r+vTpo+677z67b/78+TrGzIDFrkePHlpYcY0dOnRQQ4YMscdDQQSWINQv3DFYLDIcKAYrFBCOVIvnWO99tlm72Yzo4D1wfQaCoo1GkLCvKaAa7HlRFoGaX74EK9YwEw9lGu6mo45laRBJuD+HfZrtda5GlBK4Hgise+zrfA/cXKFkezrhnKtiAWwI8AzNkkssgM69oDisyaDlmQg1R9hm9jlz5mihgBXn6aefVv/7v/+rLTsEkUeyi/DEiRM66zErK8urv7i4WAe7mziywsJCLxcoLkJElhFYnTt3Vt27d69S0KAILEGof1BSAQuWUwj4yyIMBeLEOBYFNM9e8NR1InbJrOUWKNCbtQ/Zhgm09JRHVDDJmpi19TuOufa4BtdjRCINFx8B0uZ/Gscx54A1ikrzxiqF6DKWLCOwOIeqCCzAUpey+Yial7pHx1/tPnJSW2N8lcHwB8sUIVDN9RCfF41L5fB58eWuXbS2ahm0QvCEbWYno44MPGcWIcHjWIkiEcorAG5MzrOszNukn5ycrG699VZ16tQ1hd+iRQvtNvQV5M7+rVu31oVW/RETE+N1f5wtNzdXLy/khNf0mybjMi7jkTW+eUuOWpqyUc1dkqnWbtnrJQCC2d89jiCh8jgT4NwVeV7jC5I9YobAfX/7M5myzaeJu7zGv0jIUv2nrVGLHZOqc3z9pi1qSKynFhcWD4QW2/cbn6TmLM7U26zL8VjGcDdxnuxPMekBU1NV7/dWqOlfbbYtIlRUf2VympoSn6FS1mxSKWs3qdGfeyZ5qrC739+cvxNer16XrYZ+tFqfB+dDQVEKy5r397f/niOn7PMfPCNVvTU9xd6fTEVzfH/7N7Tx1es2q4+X5GhrK65nlosKZX8Zv348GMImsIBvOitWrNCuQWpD4WqLRM6dO6erzlOm4Yc//KF6++237THismhkDE6fPt2xl1JxcXE6Pqtt27aqV69edpmGJk2a6PGCggLVtGlTFRsb67VfZYgFSxCqDwHkV65e79aqDxCMTtwS2V5vzMhUfxmdqtcvdFrETdkJJkd/FJZ6SljgtjOxYcD6ifT7Wi8RyM5jPHb5Dts1uNsSKZwP7jmOlbH1qN5mWZbHqs+5EWP17NjV9lJEA2d6rCPUIKNifTfWgHwrQT36TqK+pjHztviM2fIFsVvvx3ksULhIydBkTUGnSPMHpTCcYhSwuNHHfRSE2iBqZ3YKhhJ873ZfYokKJAypi4WoCicisASh6hCbY9YDRAzMTSzwubxKOAgmhilUcGVx7jQExMCPsvRahdT0wtpAzIypbE65CX/LwXBuWHZMbBhB8ZQ9QAThsuPeFJ/0Heg+N9ETUE/QuhOsVa9/mKk+StiuhnyyUa+j+MaMLHXxcrleVPnNjzzLEPUZl6Y+te77U6M9YuvxdxN1QVeWB6I9/PZK9cyY1erDpd61lwLdT1O/ifIaiD5cj8mbD+vq/H+butZveQuOb0oTOOPIuG8cDwudINQG1ZrZL1y4oIuJDhgwQA0fPlyvQeirEeck+EcEliBUDcSHESeID2PhCDagO1gKjpzSYoNjUzmequv+lm4JBcSACUImKw/pcfLsJfXuZ5tVz2GJ9gLVNGKa3PFXiIY4S3yZoGVcc+u2Fen4LbMfDcHBvfIHIozt0nKvWXywNOFSe3ToKi2qWIwa4YSAeu6DNPX6jEz1R0sEvjQ5Q8dm5e0pUX+btk71fCdRC0QqsSPCeO83Plynhs31nCPXQDNCkHNHQLqFI2s1Mk5GJtsPmrVB9beO88f3POdAfJW/zEgT2F9Udi0ebn/RafseCUJtUK2ZHSvQ7bffrmOLKC7K777ayZPXrzIvXEMEliCEDuLEVKZmIgeqfptSCU73UHUwcU00s7gzDatZdauvl572BKXj0nOybX+ZXp9wxOdb1IK0vXphYwLYnSAgEZK+zm3z7uNaaFGwk5pc/oSIAQHpOcYmbTnCkkUm45/eS9LrJhJsjvVr065i9dToiqV+3l6pf47+IkcLmZUbD2mL1hOjUtUjliiLX71HH9sIpU8qyk7MXuHJkHSfM0VjnTFsSzIPaGve+5YAfWy4R1T98b1k9eg7qyzxiejL1CLN6Qo14MY095VSD9TPMqKzMveiIIQLmdkjABFYghA6pN4zoWNlYdLcvLtECywjiHCvhQNjDUGoIOq0iKsoclrdyZpsOY5DhptTJhBnRT+1oPxhahkhKE22oXGrjbTEhC94D4qX+opVY7kfI3ZoA2dmqceGJarBH2/wEjHb9peqlydnqL+MSdU/1+R5QiawwPWzXvce6VmyaGZFsVBzr3BZ8vPVaWv1T2Mtw3JlshedopiljJ4eu1o9FLNCdR+8Qj0zbrV6dlyaFlpPjSKey/Nc9hVdv+QRQm2aIyPSNM7BlyAThJogbDP7+vXrdVV0d0yTUDkisAQhdAoOn1CPD09SPYcnqjdnZekJFHebsV5gdQkVYrcookmpBSZiXnMsgq2dUKuJ/o+Xe1fIrgpUN+dYWJuwEnFsBBJ9G3d6LHO+mLlsu3bTESDvxFhqnEVJiUVCQBFHxRhuOwLf3RY43pvq3sRkrdhwQIssXHHOuKndFdeOwCHOid+JkyII/Q9DV2kB9PToVB0nxWLb/Hxlyjq9FiRB8ATAs68TX6IY4fXc+HT10GAWxl6u3ZI852cs0dX/w0w1br5HYBFn5gvi0bBszlu9R9cGw0Uq0kqoTcI2s7/22mt6cWQWfRZCQwSWIPgG1xbxTrh6yLIj2w3hg2BAmOAywoXF5P2mJQaeGoX1JFkNsH7fsjv4ddY4HsLCCAYaLqtdR07qPtbTc1o+iAtiG8ohVBfqXjnXKDQN8eZLEFAPauKXW7UrDjHDtiY2i3McPjdbn7MzCNwUH6UfcWPqIlGINBBG/CHOEK4UAP3TCI+FKnbFDl1FH7eiOWcWsX7+g3Qdl/XIUI8LkQxCLF2897zVu9WTI1O0lWvy13na6oUQ4lmxP+5Eg6mbNfjj9VpUIdQWZ+7X4hNh3WNYohZd1MiqDqwGgLDD5Uu9MGqFVaWeoSC4CdvMTrV2Sh6MGTPGPSRUgggsQbgef8KDFHwmVX7HuvLsGE/mGu3/3lqufjtgmXZDhYJxj2HhQTSZgprEeI1f6PmdYHIqYROvZNxTmfmh18bxBUKSQG8EDS4/IzzcYOEy9wTBQWwSwfCvTFmrNuw8pq01jCFGDZwzfYgjE/SNm9BUh6dmlD90qQZrmz9bIvaRinusswQtgYOIZU1G45YlbgurE/twHty3YZ9uUhO+zNMCb7UljhF2iGLt5hudqq1ZY+fn2BY7pzWKa6UPq+To+C3qVWvbP7+fonoMX1VR/mG5zmoMprq9PxB2XJ/5bJlG3JsgVJewzexkEVL5HLEgWYShIQJLEK7HVEnHdUZVciwNJqh79sqd6rkP0tUzY9L0JMuk/eq0dTpGh3idJ0Ymq0lf5Wk3GmvZUaXcF1h8dh0+oWOHcDuZIpRYMD5L8gRnL0jbozPd+k5It46bYr1Xki45QFZhbVs6TLkGBADnTkwR98ETAJ6kxzhXZzV53IzmPjohKJ1+f7WxDGyHlfDxd5N0PBbiKT23UFuksF75ytbEIkh8GnFYWIU4xqh4j4hCwPITUWiC11+YuOY6ix331lkpnvd/4K0E9cCg5dY+q7TQfO8zT5LD2m1Fjj2DA/eoWZKHqvEkEeQfOGH3BRKe9R2sgyygzf3liwMZlkL4CdvMLlmEVUcEliB446xZ5BQx1LyiXACCCitGl9eXWj8TLMGTak32G3SNJCbhrgOW6dpL1HDiOEzGxFY5QXThakOYmQw1rCFYk1hbELcj2XD9Jq/R54HFxSPmktTz49O0uKjusjjBwv3I31+m3rJETf/pmdoCBVhuUrccVr3fT9UiCDFoxgx6vwpR6sRYu0wGpj+o/s5267Z51//DkkiSgXtyRrgYcYyVC2GK65bngfuS58k5IhKxaP35/WRLfOX4tELxLLAWchyehRZj1jP+0hKLBOqTbWlEW6gYFyTX4QRhSP+qTdVLYIhUMrYW6etzNqx4/mLZhKoTtpmdNfvOnvV8+xNCQwSWIHgsFriccG/FzN7gia2yJnAnuKKwelC8EhdR1zcsgfXmMvVQzHL1G0tUPYCL0BJev7H6mdDfmrVBzU/zCAnciSao26yrx8RNbaXuMSv0MR+3js2EP2Bmpi6eaSxD/MSdhcBjIWS+9XNMrFhuDhaf0aIE69LSzAN+i3sGCxYoU84AEYjQIP7JCE/qZmFNwp3pCzIMjVUG4Uh2HhmIpvioW5C5MUkDJuuPe0i8GtY87guiiVII7u21dekjsgbXaZciz4TSDrgQDbl7PUVWuZ/+4P1SNh/WWYuvTF2rDhWf1lY3RBVlGl6cuOY68eiGO0WQO/F87Mf+2yvEGdXrneCepX/FhkNe/Q0ByoIgavm8UJmfyv9kxxprZDhquwnXqPbMvnXrVnXPPfdokUCQ+6uvvureRKgEEViCcK3YpWnEFjGBT7EEF+4whACByFiucAMuyzpgTbqr1UMVS7JgzUJc9RqRpF2Er071lAPA2mGWTik4ckKLOOKCnhiJRSpZCyqsXgiA+9/wHOf3MQgqj/XrnU836fNgcjd1mjgfUyAU6xIiAEvOMktQYWVyXocv61mwcEwTI0QgNufy4KDllrhcod1qM5bm2zFiC9P9xw3lWALIFGE1jUk1M79y15rJ8ENIbbd+J06szzhP3BsFRbEoMm7cdFivEMZDK4qfkmG4YuMhvXQOzwfX4FnrnjHZj6+wdAUTy0bSAbWveC5YF/ndxHMhQP25a+lHRDmvnWayLbm/lPhgOyySJjatqs8sksFaybW5Y8xY/YB+vkAI4aPaM3ufPn20QPjud7+rBRa/B1pqRrgeEVhCtHPo+NmKb9Eb9YR+4VK5jhl6ZGiiLixJOQImAEQFVqqnx6SqsjMXtVXllWlrtSXr1/2XWD+X6CB3LFIm1of4HbLTKFppKp5TIR2LlRZr1rYEjD83Lk1bwTxux2V67TxqPCFssKaRCUfgvcEEwmMVQkRhCSNjjtpR7IMLivivlyavtc47Q8Wn7tZuGF+uMH9gceE9qA9FyQjKHhhrEGLFI3ISdWyav6VjDFjeELEfLduuxZjbtRcIE/v14qQ19ntS3R0XnQ4Ut54dCQLEYyFc+k3K0HFtEywxhnBBgPKaZ8f+/azjcKynLYGsLYP7Kp/YKUfxl4rMSYQVmYovWu/z5KgULehwffmCZ2gEFeeKcDJ1t9wV702rLLuyvmLuBZ9ZJ/yt0S9uwvBS7Zm9a9euqk2bNnrZnPz8fL3w8bhx49ybRRz80R85ckSVlFyfyk2Fel/94B47f/68Xti6OojAEqIdhBL/4Mnmc0KgOmUBsHrgApu4MM+aUFN1PBR1l9blF6kYa7/7LcFh4rFwHeIeRDTRyGRDADGZE5OF1eSLlALVfbAn4/Bha8JGyFwuv6Inbo7VfdByPWkjhRA3xF4hsnZVuLdI5ed8cX/xEysILhbKF3BuuGEKLUFDnBMWMkTBy1M8FjVcoBcuBVcB3iwnQ7wYRUf5fVbCdu0W43wQGJRFcFskwo1231r3mvuHuMLKQ7kIg7EQ7ik8ad3rDdrCiJj6y+jVavqifBWX4jl3noenGrsn+5FkAWptMUZSQSDpydgAS9Rx3bp0hvV5QCjmVLgZTWFTN/QzvtNRLwxXGM8MwY31ilg8jkk2IwH5zjUMGxJ8QeBecO/ILgUSO8wXD9MnhIdqz+y//OUv1ZNPPmm/7tSpk3rkkUccW0Qmd9xxh7r77rvV97//fdWvXz+7Pz4+XjVv3ly1a9dO9e7d2/q2ee0PzdcYCz83btzY3qYqiMASoh0jsNzfrMl0ot+4LkpOXdDr3T1ADJYlgpjEu/T3WK+6vL5EvT5jna6Z9fS41dpCpSuAW5M4x8D6xU9cU/uPnvbEcln7sx0lACiP8MzYNNXNev3goAQt6o5b77fcmnB13aV3VtkTO8ehDfzI85NYIlNZ3ZRwwDrCeyP2iD0irstkveG2DAbjusGtaVySuDnNeVDN3rxnZSCSuI9Lsw5o0WgyJkPBxFcRp+TECEEKlBKEj6Dkvj7w5nJtgeReI1i5BoQu1ieeE0vYrN1apOPj2D9QNiDuWSNknUIM8cm+uCZ9YQLunZmk7M9xOB5rLkYTZukimvlMhfKZFIKn2jM7AguBQIkGU6bB+ZpWVua9QnskYALyN23apL71rW+pK1c83yhbtmyp8vLydEV6hFR29rXAUV9jIrAEofocrPhmzTdpXEFYEAicRkhgDTJVyYl9wjXF8in3W4Kq6+sV4uq1peo3byyrcF1lqt7vJ2vr1O/eSlBDZm9UqzYeVIM/3qiPhYuO4+OaepDjvLFUC7X+ljijcCWCgP2wRpnJhwrkuBpNDSoETbYlDjg/zhmcsUq4NB9+e4U+T+K5TJD8QEtkvWYJRKxq/mKGnJhjEj/11/HpOvD+nYqA9+UbDuoAd373tzSOAfchFj9zPTTOHVEYCjsPec4HayLFVhF4pobYsArhyT3abD07MjoJyEcII3RfnOhZuBoLJDFU7Gsw1+nO6DPgeiRh4OnRq7Xli8WwsbbwLE0RVX9WPPoZn796j+2eNa4yhKEv2I4A8K37Sr3OsyHAZ58vMibxgSK6ZE76Wj5JqB7Vntkfeuih68oyuFskl2lgeR9EIhQVFalWrVrZYwMHDlSTJk0KOOYUWJmZmap9+/aqtLTyeAInIrAEQelv0E4BYBpZTgbEF30UvsRVhOjo/X6KXqLlsWFJWhThikOEEUNFELjB1FQiewrmJhXogHFciwS3I8gImO85fJV6bnyatqpghSKeisxAYBIysU4IJCYnhAoB+Ezd1N3CfYerEsva/TpgfoU+1lcZnome82Uf9zI1/qBGE+stmqw9BApZc7i5jIULV2QgTEkGRCIWIxIETDYZhVNDwQgaZ0MAJm7ylDcgqB0Qfx8u2WY9I082JparqYu36WeDCHMKTOLp2NeXJQ5BgAuPcSxfHIvGsx70sef9sUZRK80XlHrAqkb81p9HpGiXLY2YMFMB3wmWLvNZMY37XFmMW32EBA2h5ojamT09PV3de++9OjgfKxYsXLhQdezY0d4GAdWzZ8+AY0Zg8RP3YUJCgr1NsIjAEgSP24bJf9JXW/UEzCRH9psTxBFuOQqKYjnC0oAlh6VUfm+Jox7Dk3RcFMKBRqC5gRgcM2GO+iJH/fHdZG1dwZWF0CLAneB2RFuw2VSs58fxyHDDjUe2HJM/gg1xhWjrOYxMu0yVYImaVyvcZwi3UEAkrLCuE/FGHJNz8scahpjxBwIFAcQ9JVDeYOohIZhChRg0ylCQUUj8GgH0xlWHSDLWEERUfMpuHfROuQxeG7HEMQzGCkYclhuzgDWuvqOl59TGXcW6tpZHZCVqKxRJEr6gcj37ERfHszXJAVgpCbRHFDrBDcmz1NcRn6Nd1FjreB2uxcOF6CFqZ3YC1YmpeuCBB9TPfvYz7SKcP3++jiEzTJw4UfXo0UP/7m8MYYVA6tChgxoyZIg9HgoisAThGrgByWZatHa/Djg21iPA4kAsD9YrstYITKcgJDFOZBLSEEvEYiHW3BArxYRJrBUT9AuTPFYM3kMHcc/I9MT4BOG+A6xQxG4ZsWMsLI++46lOTmyXCez2BHd7imWu31l5WQJf4K76ZOVOLS5x8WBZwfoTCKxrRvg4IYuQfqxu4YA7ZuKdyMJDpPJssL4hdk1RVtxu5n4hos0+iEBfhVuxiDHuDFLn+XBc6pj5sywRW4XFjmfKvX92bLreHgHOZ2dwrMdN6qxTRkwY78UzNYHuWApNjJi/FQGE6oO45W8R4U0wfrB/g5FM1M/sLONz4403qqysLFVYWKgzIg24ARFS4G/MCKzOnTur7t27V+lDIQJLEDwwmZmAaSNYsFZhTeCfr7EwUPzTlE7AVUQmIOUWEFq4f2Jmb/Tr/vBYUfL00jgU3XRiSi8QTB8sHG9zwXFdfJM6XQTHT6koA4CYGzpno3bvYS3j/AZbQqK6YDGatXyHFoPEfOEC9Hu9VkOQEdDtLM1g6o5RFDVccF7OwGkaIiY9zzsoHgFtMtdoZCU6BZQTU8MK97CBa+LecmzWQvSFqfKO5e7NWVk6BssUmKUf9zE/naUJjCWNGC0npkxFsJZNITRYBsusR2kaFlJ/n+n6QtTO7JRXgG3btukgdxOI36JFC11uwleQu68x4yJk/9atW6v+/fvb27uJiYmxkwDcLTc3Vx075v2tltf0mybjMt7Qx01MEYVAYz5ep3qPWKl+PzhBdR+UoJ5ifUGrf2/hSS0q/vD2Cm2x0hXCrfEXJ6y2Js8cbeHhGPOTt113fAPp/f2nrVGfLsm0x/ceOKInYywjWD98nZ8TX+Nk5/Hei9ftVyM+Xa/6jU9S/SawUPIKfQ0sQm3KG/jav7LjA+4wrD2cvz5+RXtndqY6f+ma2HDu/8niTL0918eaf8SOvTB+tXppQpJKy8wO6f0rG8eihFtv5uItasbCtSo5w/fxd+8/rGZa4+/GpqqZX2aonB0HvMbN8Tl3rm/U5xu0qxSrIQHvXE/MjNTr3t+wKG273u/d2DT9c05Cru43S/+M+MzzfOISsuz9123zuE0RVOb9t+TkqMHW+/B+JGMY/F2/jIc2nrVxi3p9Soq+v9MX5+vacYgtXo/+dE2l+9fVeDBEpcA6d+6cuummm3SZhh/+8Ifq7bfftsfi4uJUs2bNVNu2bVWvXr28yjT4GkNgUfsLCgoKVNOmTVVsbKy9TzCIBUuIVogJMq4YnYb/sWfJDoKwPZaNzWrwx+u1derBiiKVWK02F5TobXoMS9SLAH+wIE+/ZvI1gfC+ikUiQPgH/s6cbL3f06NTdZYZ5QGIJ2K/QMu2VAYWHLMEzeotR/SSNi9PXuup+TR2td9YoVAw2YC4ULlnp85d0gsq08c98AWxaksz9+tiqjpI3BKnnNMbH2Zqt2ltQ/Yi6xMS/6bjogZQNHWVdhe6rRZ8Powb0dkQmYGKpWJtYjueq3kmFBnFekkiBFmdfN6ctZ+IZTOWNayCuI0pzKpFv3UOuK8D4T53oXL42+P+EuNmPEBYJY1blrIq9ZWwzuyXL1/WQd5Tp07Vao+suilTprg3iwgoGLp7925tjXJz5swZLZx8EWisqojAEqKNrO3H9D9QikwSq0RphU9W7NTuNVw4xM7wz3XJuv26j3R/SiiwViClGAbFegLYmSAJ8nZm5JngbXddH4p74sIzEzRig+NS38osCk2Fb9buqw5msWBnY3L3lbEWKljWsLARQ+RMq8cqxvtMs87fH9S/QlQ+FLNS/XFEsi6jQPV57qHTMuMPU7qA+lnVKcTJmoDUByPTkiWKKDqKgPZUpl+lBaQ71EKvf2gJSuLIiD0jLstXvJYT9jFupwEfear3/6liaR3cyizxg1vXDeUnzNqPppGUwLU7Qdxy3w8eO60roRthhosU0eC+BsE3xlXtTHoABBf94fi7qSvCNrNTFf3HP/6x7fIiM++LL77Q7jOEl+AfEVhCfYTlbPjnx/IjuG6CxQggRA0lCx4d6gn8ZtJ7dOgKTzq91c86gcRfUeSTpXEQWGxHTSVEEZYI3F0ci6BkzoOSBogP+kzMDhMta90Rs/PcB+k6hotgZawVTObPWRPvYEtksH8oy9gEgnpRWMJweTD5uoOjmcRZyoeq8mSqOQP5A+HJCNygBZuzQCYxLFyzvzpSiCLEFfeP2DNzj8jG4zlwDoHA8uOMrUJMEBBeFRDPPEPi0UbHb9HXlLLliB2n1sd6RpWJp2DhvhqRhaDkM/aY1d7/fEtAEUTiABmruHrX7yj2EvDsQ6FVUxONmD8+oyQzOO9RYrZ3hqLgG1OTDLesgfuN9Zr++lyHLGwz+1tvvaXdbsQgffvb39YCKycnR4uH7dvDk6XSUBGBJdQ38veX2enrphHX5MuygVsFgUGxSMaZmHDZvF8xGbGYM25BLAyIANxFvx2YoLq9uUx1HbBUl09g4n127God3P70WM9Cw73eTVa5e0rsyunORukG4H3NenNMruyHoDDflrFqedySG/W2/gKmfcH27gy2PUdO6cxHKp5zj3zBuPt8OQcC5YPBuKwQcAjb3L0lOmaNPn+TOkKPa2dZHQQCz4EJDbHFcja40fyBWxOrGcdH1DprROUf8H2NTpgsESSIOCxGCJ0HBy/X1iRitYBMx5emZGjhRZ0vlq8JF3wRwF2IZZEMRrNgd1XBbaif2SxPUVk+swgsanJxHQWHT2r3JfdMXIaVQxFhU/QUtz6ZpyYRgQxXfyK4PhC2mf2pp56yC3bedtttWmCRZYd4wBUn+EcEllCfQFiYb+9k+sxL3aMFClXG+RaPWCImaNehE7piNBYXMyFjaSJtfnSF6EGkIbywHuGywXJFmQWyAn//9grP4sv9PTE6f7Qmslet4xNDhSUKiweuIiZMrBHEzOAGM5mB/Fs2YoD16JgAsYQhKjgnYm/Yl4KTnqVcPGvisQ/1lvyBOMMtaa4JtxzbIzBNn2mcn1N0Ypkx8UBkr/Ht3Cyxg1UoGIHH/eceE9OFi1PHVFmN6/BVD4sJCosVMVeUuDDWNKw0rGWIODDFQX1hXDUIQwM1v8y9CgTZmO4FlTkPlih6ZOhKNfGrXB0DRrzac9b1ILy4LixykQqubQQxVj2ddWj9blzPxMVBQ3Bv1SZkkLq/sLFm54lKSpBEOmGb2Sm82ahRI13ZnbIHFPHEPfiDH/zAXoZG8I0ILKE+gRWCf4BkcgFCBgsIkz3uPlLiGafWFAUmETMECPPziZGpelmaHsNWqR7WtogtYolwE1CfiArt1CyiBMGidfvVX8as1pXWWQ4HixbuGCxRiAmOjUtGn0OFVcZg4mM4DyY/xhBmCAzek2riiD/OC3HC0jq468w/ebLsnEU5DbgazeLE7GvWJeTciSPjmziCibIERlis2HBNmJg1F829YwJG/CH8uG5EGteC8GLMWaMJNx8Zkpxj30lrtFDRgfrWPXr+gzRd44lv/Gd8xJCxD+5Wrn1k3BZtUfoidbd+XhTrROD6w7jYzHJFgCsVCw2WmkBuVbMINNeI9QiL1V/HU+neEs7ULaN6fgzFXpdrayXimntKVXZcc1Tx5z5EihWDhAKuxxSKNfF2cSme7FcshWASESJZKEYaWPv4HJKJyzMP9LmqL4RtZr906ZIuxOksPXDzzTerxYsXuzcVXIjAEuoTWK2YPEyVdNw5vH5q1GotNApLz+rq3Q8OXqFdPnHJBaqoYvmRx4av0sHNfxi6Uv3OElpmGRmEyctTMrRg+PPIFD1xkRGHaENc0bq+sUz1fCdRCyKEFxlwY+fn6GVjtNvx4w26XhYuQ35/Zeo67VJEOGGtYbJ/bHiSdU7L9YLOiLmeltCj+CfvB7gzWbDYKYIAqw8iAVHD+yMWuX6EG9YKjoULExFhwELGcRA0fBNnkd2XLFHINQyds0mt2nTNVfjUqFR93L9OSNdxUU9Yr3GhUYGcb/I5u0ttNx3Zb2zbwzoO18Y0VHbGswg250ftMAQiFieT9YaVEQvdS5PX6u1IHOj1nsdlSlX7QJhCqs46VKZqO9fmDyZMtvFYKa99yU7afFh/NlgDkmr3VL3vYj1ffj5uib2V2Ye0hc7cGy1crHOIBHebMwaO8yHGi88agp9kDWprIdw5Zz7X1XVHCvWbsM7sfMtYunSpGjlypJo1a5Y6eNATByEERgSWUJ8gaJsJxCwUjNUFi5DHWrVRbd9fphc0xkqBtQpBgOvwxUlr9O8vTV6jRQRrBeL6ww3IgsiPDFml0/YRXRO+zLXEVWKFi9ASWK8t1hMygm3AzEwtiojBwp00wHpvJrmBloCgH1E2YIbHDWisarzmnFlk+BFLVBDjxULMCL4hn2zwuj5T4dwEjJsYESxUHP9PIzyLQOPqw0KB0EIYErBPDI4BacNEzHubGBNEpBZHlhAie45jfr12v0cQWqLn4SErdNkCzhsXKIKJ80cYIr6wYK3LL9IiCfcex8TV+HnSbu3m5P6Racm2CCqzRiFiwFjUdPFW677hZn3vM2/x4wuTlKCz46zfeT+ELH24ZP2B25RtWPrICRY9j0hOtZ7zVn0PcGFy/XxOcOGyX7wlCokpG1sRYxcpS9UglDnnv1kCHtHb54M0vYYl62HyN8C58neQf0Dcg9GOzOwRgAgsoT7BMhaIC0QB4opgdQQD1iJKHyAKsNL87s3l2spCcDOTOUJhxOeeSR7rChYiLD8IJ4LYTSyRWYCZhtWKeCyOyySG+CC1X/98k31W6XpKiA6CvhFcWH1YVJgvfFhPHhy0Qv3O2ucVa/LG4sL7I1AGzFinhREiiEBow5Y9HoscliwwsVU6rsYSLe9YYglhQR9lHSg7wDUTP4TIwWWHBeazJI8l7Pnxa9ST1jn2GZeu3W0s4/PYu4kVQipRb0NjjT4sO7hCp1vnT02t2at2amtbl9eX6JgltsOFRqA+VipeT/gqT99/XSneEo0EkXN9uFNxG5raW1wj4gZrENY4rHZYZKgNhrXNn0uGXmPVczbi7JyZjG6wnhnLorF28n7UIOM5j1/gKfxpwPVMHF/fiWu8rIfEpZmYt0iwYu0pPK0/t+bzSkOs08czRNS6SzoI0Um1Zvavv/5aZwxW1liORvCPCCyhvkEskglex5JirFWIGwTRw29jJVqmfxqBgnCi/hL7mbIOL070WHSwpBDoujBtrxYJuAQRWBwDl95kS3DMWblTv6Z6O5Ys7U60RET/6R5LAlYQLFS8FxYEJvMzFy55zmXAMnuR5MlfbdWCAosMViesEYgF4j6wzpgChwgnMEUucYsZ9+hH1vaIGOKJnhqdokUfQhHRhBXpAZrVx3I+j1ZMwrg02RfLEi5OzglBRTo6liGW10EkIdKwDpJ9R/wYkzeuNK6V7CpiwJ4cmaJemJiuxRzXwL3lPfpPz1QzLQFFnBqikvpSBM/7ChbG2mauh4YYIuYJocWSRVQ1JxuSe4I4w/1J2QIWuMYt7C8uCncsAolsx/ese4zFDJGFGGVJHCyZPa1rROgZOBLJAlwXRUCdrlYwsVzOchaIO8Q+JS+I2aot+KzwOePZzF6xQ31sNfO34Gv9SyF6qdbMjjvw9ttvr7SdPOl7jSnBgwgsoT7CpIbQQtggsLC8IBB+88YyXXWdCR7XH5ORcQcijEZYAmbq4nw1wBIaCAOsPxT3RFBwLCwYuAYZG7cgRwsOBMOgj7PsgHdEHP240ljrj8mNiRzxgRvSLNiMsCDtn7pZKzYctISVx7LA5Ezm44CZVIv3zl6ixSXvtgWEiUHaV3RaixJcbYgyzo/z/I117Qir7oM8pQdemJCuRR2xZg8PRVyt0sKBYp4ErxMI/eo0z/49hyXp8gwE+nNc9nnUuh/bD57Uwob3RYwgLPuMTdOWPyb258en6UQB7gNCjntLDJw5V0QKFj+eB4KG2lNOaxO/G9cb1iHKLyCCeP3pqgItGBDL3GOyDHHp7jpc+Rdl7pFXkU7rGWN9pIaZ6SNu7O3ZFe+VuEvXmzLrDeJ2G/iRp4q6AcHG8+T8zFJAZIq6sxP9lQkJJ3xGsd4iWp3vRbkKzsHX6gFC9CIzewQgAkuoryAOEE/ENfWbkqGFBe4sApaxqPAa0UMxz//P3pkGaVVd679yE1N+uqlbVt1bKcukSku9lSrzxW+xrimrYoyzmKigRHGMSXBIIt00cwuKoKDMsyCKIiIqDXRDN90NPQJCM8ggswoICCjOicl///dvrb3O2e9LN3QjmG76rKpT3e8Z9hnet3s/77Oe9Sy0Qd38ZE3KDkAGaID1QXsF8GHSZEJGYyUtVDxooLoOgABYg7kCXHEMEy6THDomgAZeTn/15+/xNAalS4V1QktFNRcpM7aTnmMipBrPyuhhWZg0MbpkHRM7lUyAq217j0q13fOlm6X6DvYIofd2vx4nctKXLNzHNUWlQR+2QlzqAQ49x9TIOnRbPAMqI2n7sfn9j12PkGLiugwgAGIEsPmFqsa7nlJmStOn5a73ZK1exICV5wOzRQXg7Tih+/PA0HGv6OGmlW4R8Am7ZZ5C+DdZWM89no+ZaPL8+3jACTCDgeO9g4GDOeNauabmmDALQKJ5ktFYmfE4p5maAsbteFKGVoFpC+wWbJQ5osMUMY7tB4AiYt8k2EjAsB2zIEotno7giwDngf2MGTz57IbPUxZZWJzymZ0WNPT6Y6msrJR+f6e6tcyZFhnAyqKjBpO3gKAxtZICYpLBboDU17V9VEcF2AJQ3fXUUqkeBDR0fZwJu0qAE+wLrNOOvZ+I15W4fA+gbF+ZIbYDrkiTAWju8efDvgAG4cmX1whbZjouwAn7ArrQ82DLMOK19cIaxZM5CxN3bINggeYHjZLtBwOH4Jx75DUA0ADiI+Nq3Z0e0JEeha0jZUdvQ1JriPl5DmhzYo8f0ngKWKrET4rqSlKaQ19a7W4etFiNVotIj6r2ivsBnMEOUTyApQG6rB7DKyXdSKoUHRrnZlxAEWMDsKhAxHE9BigAA4AL62JDT8Afx8s5/TXwPvIMHxRj13Jhysa8mWtIiiYK7yeE7DBr7A9bFicPzcogtqsgACsAMJ4VlgzmAQawjR3RWdDxGRDEiJJ1Ly/dJpWYfO4Az5wbgHsi0f63DWvjRBqXZ8l1Wy/I2CssiyxO2cxO70E8sL7//e/nWDWwtFcn9yNHjgggbEuw/6FD6T+lL7/80k2ZMiXao+2RAawsOmIAcEiXIB7HbBF9FVVy9Rs/lHTZr0M6zxZhtvy6XpPrRcBNuuy5eRsESMDI3D2sUgGV/x3QNqd6u6QPAVUAMdJsd3sggRUEOilMHmeUvSvHMC7AA5AFQ8Z4pLd6TawX7yImQsxISeEwISNSN8E021Zs3u9GzFkrAOYPzy6TknsAA6Bglp/IAVmwQwAWWB7OQRXcJ59/LQwNYMbOjZYJTZi0+/HgB4E/Y+CcjtbsDyOXC3P1WnWuATOTNGOTPoO1I7V5IwJ9Py7sFHYXMFakO2FsDn/6lfhqkRqlmODPo2oE0AGEOJaUGpO/ARysGgBqXB/7AhrfqtspqV4q/nB5h4njvbpB0pflwmIBugCsPGcAMu8dQbo0Bo5UAbLvn0bX5KQjLdWJdqu1gfksmjwAYNyMmUBwD7A0ZswW0rN8XmAIv03wuSQt2VLQBsnSqaRD+Rvgd1KWdAbIIguLUzazT506VYDCJZdcIj8vvfRS0V9de+21LYoh/10BKLr44ovdz3/+c3fuuee6Pn36JNuuvvpq973vfU9MU1lo7mwxZ84cd95558k99ujRw/3rX/8Sdg5D1W8TGcDK4rsKWADSXIiIY0uBkw3rFzZh/juJJQJ6G0ARE/WNA6gkLHd3evAECGIdlX4WiKkBJWwzATsAAZsB0nD0jeO16Zh+N2ixpBo5B+wUaSuOgfVhHyr1YIMkXRYYp+NZCRAvLlEfK6sIE5DnryVuOoy4m7FowTN3+U65T0rymYzph4hOyVKYsFm3+ntGX4WxKoL2v4zT8n1bSId9/Pnfk8o9zmMVdwBX1vJsaPGCBovxAWoiZJ/cmNOfDaE6bWY4Hh8p3gdA6Nse2ADAWA9rVjhFU4zqEVanFYse3ML8AKZg/2DGTHwPmJL3028HvPA+UK1o7u2WZsWHDID27p5P/H7KnJEiJQCxVNaxH9dzKoL3U5g1v6AdIxVMyhHAy/OZsaRlV/rjBX8TMXOGFYVVP+YHaWLSkwqyVguABshnkUUcp2xmv//++91NN90kv59zzjmupqbGvfLKK+5//ud/2swSne7AWX79ei0Rpo3P2WefnVQ6XnXVVa6qqsp98803ssRxwQUXuA0bNsh6QNaaNWsygJVFh4kNfgKx0n6ZaP1CeubbfAGSViHPYzjZFJoxl7ubBy7xgAnn9VJXHFrqzKrY5m73kzOeVjBWgAtivAdmTOjse+8z9Bqs9ONUywQPa4KeiomffXCGZ7toi4ZXyvXTMPhqf66b+gPCloj+CD+su4dVqeP6dHWRbynW7TgkjBLMB35ag2e+LaAQsISAvG6jyhvoKyj3QVrq7Q8E/D3gJ3SYoj+P0uNh6EwjJt5e/tpglwBEsEVorJjAJy/cLEJvxgP84G0F2LXqxdgxHTd67gMhP/0GMQqtzOs3yPEcRxUk6bUhQY8ULwODqNyE4LBJaMMETElqVVO5mL9ybzCAgC+YMVK2vB+kHv/47DIBaKT3THgeszZo2HgfsOyA0bGWSgAhMz39toGGzj4H0z24RCTPe0x6EEALu9fWMwGYjJUi7W2tb6ylUksB0/Zt/n6yOLPjlM3sQ4YMcf/3f/8nv99www0CVB5++GEBDxs3Hr9f1b8zPv30U0lr7typ+gSue/ny5Xl7Obd//3534YUXJq9hvWgPFAOsxsZGYe4OH84tMT5RZAAri9MdpHVgdpg00BdhlmiTH+1L+KYOEwIAQ09j5fonCiZrGBzGQaPE5GrVdUzepKIAQrAMRdNWJgCkcFKjgA3SX+zXb7oaewImYGGwavjL+AZhqGC30HLd6Cd5GkI/PKZGJlfAHJWLMEZ/Gl0rYzBRMsGyHRsFrgvhdUuBXgpwBGPG9ZCi41gVri9y9z9TLZVrbwRzVTQ29BPkd+71+n7oy0qlklBSoYVqL4FGC20UE37/GVrhCNijJVCSXvLXScUhHlmc36r6qATkedE02CwiOC+pKX7nOgEZTOx4djEe72Xj5v0CoLAOwPKB/oIAqa1+HEll+f1gMGFaeE+o1uO8GGWiI7tRQGq5gAsBriH1yvsFc8gYJjgnrcjnifPGwOnDI1/Ie4Qwnv1IlfJZy/evopCAZ4+2itRtW6v/SBHiC6bGtXWiP3vIfwYopqDnJIL7tsR4/5nns0rKk/ea/ojGWgKqs8jiZOKUzeylpaXuRz/6kfv888/d+PHjE/3VT3/603aN8Pv37y99Ey2uu+46SRv27NnTbdqU+rTMmzfPXX755clrwFW3bt0SgMVP0oc8h7ZGBrCyON3BZMZkQYrLgkmcSZdJyib9eGmLc/bG3UeEDXtu3jp33zNVAppgdEgzMfFv3HVYdEdaYbhQwAmTOGzW7UOWCgCkEuuxCYi41VMKVgvQcmUvmKESOZZt3Z4od3d4UASwAmChE0I/9NjEen/N7woQYPz7Q4VeXPKfH+xPBSSi8F6TdbKmZx8mprBtmIdiySCAaCa6J2XjAQVovABXXCfsD2lRrklMUv2xdzypjZgBWg/664PVwZ6BsUhzkToDUAIi2Y9qTMAJQCx+H0hFmaaJ1Fv++8TyxKxjWSvA2ZdBOA5w5j0G6NCkGLaHtCGaLlJrpFbRvfGecP9/HLXMXVPIe7hQxPsvLNmaspWhD59ZQuB5BRgHvKFxY91bdbuFicsHTswEzZmWcq2taXRtAQjic0vaFHCFFxvMG8+R629Luo5UrDFi5qPGAkDlp/UdzCKLtsZpm9lfe+0199xzzwnz017jhRdecBdddJEI9OOAzXrwwQfdlVdemaybO3eu9Fq0GDNmjOvatasAKwDSZZdd5oqLi5PtbYkMYGVxqkOF2wdkwoORQpOE+7cJlC1gQ2BwSK3BZJHuoVrNtCj5ho/5QasYUjRohZq2HRJtEYCEyUqc2GGe+pdJmglWiN9J9T34LCm2ZSKMHxCYFYLKMICKVh+iaVKwYozSdUUKvjStqNWJ0tsQ/dTjixMGDeAG+wSb9UmUcssPNEpie+CBEfYETNqwOtKixwM6Umfon2BuSMFZACgKJtVL6gwNWbfB5ZIynDR/Y6LFIsXYy+9DnzrSj1wbDvdcEzounu9zr28Q8Ms58Z0CcJE2pWkzzCBAjPfMvqTCzNA+BpYJwARIezkAFt6zVVsOyntBSg4QhcUEzxYWyUBDzYZ9Ksrvp+akaOIAJQApqhgR5vOZADgCGB/zn524NyBWF8SW94+4R8fXy8K1GEjnWeUzVhZUDdq1rtxyQNLWfD5ZdzwgnB804ua6uH5Sz+jhAMdo6dCfmQasNcGz4X7RmfFZprITJou/GRhGiiKyyOJk4rTM7Oibhg4d6mbNmiVC8PYYME0/+clPWuyXePDgQRG72/Z9+/aJMN6CFCEgywDWFVdc4bp06XJSbF0GsLI41QFQiRkCmgkjWC6p353sQ5qnlwddrGeSQzht6R4YGo4jTdJcAMSMrWCh+o5JiomOyR1bBIALYAjAxGQtQnVAxDQVW7P0GF4tYnQmMSbfJ2etVluGQn9Mv1IBMDBRADPYK35aKk4aNT+OoacCLe6RdBvu5Uy8I+euzxGDNxcwQ1yHpSHx5IKZAmx1GagmnmjLmmNXnnm1SYAj5wIYkbYa9+YGSRde5a+f59pv2krtRTiL9jDKaJFWK35htTB6gNG/TKiTlOjdwyvFy2vywo1iSmr+VSz4PpmzPPf0Vt0uSakCDmjWzD4wUwSu6y+Vb5VzUWDANthIS+/d83SlAFa9txoPrPe6omlqfErV4mMeZHI/PD+AHoAQ8ASTRtqSoD8h9wEIEbd6fx4qH0VPdpwKPHOOj/v0AZbMvLMt/z3x+uoRnN9JV/KZ27r3qFyXOfmfKACs7I8OD0AKkwZAfX35DgFuaOyqQs/NUxXYSJDKJg15os9nFh07vvXMfsstt+QwPQsWLBBgYilCUm3tLagM/PGPfyysFACwORCIhxcpz6NH0yqS888/X9KGzYncsXyADSsoKIhGyY2BAwcmzyV/AZTmM2m8Zr0t2fZse2u284+bSWzQ9Ab31tJVbllDkxs8rdpP4mWSpsKMEbZq8AuN7g9Pl7vfDih13R4vcwUTa2WyIeVTu2G/vJ40t/6Y8QkYGLYXTax2U+bVuz+PLJfx0fNYG5zqt7e7ns9WuIeeW+rHqfNAqVKq0EjpjJrnJ++SJn9chbutuMz9aUSFjHf/iOUJmCLtBhDg2vDUuqZIrR5+3UuNTEfOXuUmvV7nQZH6RcE6kYIjzQMbYs9nnV/qVzYl10/LGzRm82u2uIqa1W5p7Rp3Q19lzQAdACwYnduKF6uAvt8iN/zFGrd1Z664vHHtTnc91+VB5K0DYXu0+s5sI2C/buoP0FrsHn4OVgi2ZalU/MEUYRT6h2dgknQMzD1h5WDMaMb8p2er/fOtdIOmVrtHRi2V57OocbeI5rGReGTMcj+uPr+7hi5xm7arB5OJ3gGfbPvr6Eo5ftRrb7s3andKOrTrELyzKt1D/v1h259Gonsrk7ZDpI6Z+Hleq5vWuTcrVrlpbzS4hbVbpMcerCbjF0yocc+8pMsjz+n7ByNl0dznE/DNsQjHk/dn3Tr32NhKOd6YzOaO//DD/XJu9Gh8fp+c2SjXXu7fw6a165L31ypbd76375jzx8HrlavXyhi9xlW6p19JU7OwYDyPe4eVu7X++lo6/kTj528HWFk/TO6Xc49+pdY/57WtOj7b3n62tya+NcD63//9X/fII4/I73v37pUKQgDD9ddfL9v++7//+6RYndMZdXV1xwCctWs1z44ei4WKwUmTJuUcN3v2bNFn/exnP3Pdu3dPbBrOOuss2b5t2za5/xkzZuQcd6LIGKwsTmVY7z9SMBb8DeJRRWrINEUspFVue7wicRsfMJ1GyOoIzna+zeeHtQvBh8gq3qiKAziRhixbmbLCsBIAgt5TNUUGeAEcwHbBEHAMFXZj/cRLs1+qwrAQYLu5mlOVeAt6LQ8+xFurFynDhaIFQhiOjQD7AbqwRni5cpswIVR4wfSYXxLXQqrrjidSSwbE3SPnrpUKPxixR/21YazJM+niJ1iYMVgMjkcsHwMAAr0X4O5KfL4KFrore5UIu8Y1ktr8nQdpTNZ/GVfvbvHPHvCEzoltVxfBmOl1cA5c6RWYafqTlCGsk6T3/PvCvcEEIjjnufE+4ZnFflJRV7bF7T7wWQIQSPvCgvEekboV0LHvqDwPGKn9HmgCpvHGQouGnxnPkwAA0RsQMCbv25NLtaegH4NCAMbCwNQCdo11WFscL8zgFA2VzQt8TlnHtbYUaKrwIIMphTHjmgDiaqa6MSnIoCqUsUhBtjas5c7b7x4Q5vblim3yfEgPvlnXPIN7MoGLvTnO82znVO9ImljzOc3izItvPbPjdfXEE0/I77feemsCrggYHl43NbX+w/7vDpgoqyhsLmC/TrUzfQawsvi2gZiZb/doisa+uUHSVbQdiYP0B+kfdD2wABXBEZsUloEuNEiklZjAAD3NfTlCE8S+sTYFbQ8TMClCE8fDglAJCJCivP/e4dVSOQdLwiQpvln+XAjJ8TRC4zTq9Q0CrtBEmSs7iwjHg+ha9E0eZOD6fqdfSCFSeYhfFFomWDgc2vFn4jqZLFVrVi7AhrQlIIcKP1gkNFwYo/7WjwkAJF0He8FzgJFb7J+VOXXzfC2Y1B8aWyPXhBDfxO0qytfUqPVH5HkyPnonfjdPMPbh+QyZtVpSm6RH1bBUG2dryyCE5ojnFcSh+ZpUsjFpSwOY4jkCDAGzaKg4D9soPiDeqt8t2jcACgaoMJm8Z6SEAY0mnkcPZq1oGINx8bYiTQqr12tSo6zjvmKwCZjleADE8YLPhAFedGTGaLHE7Fd+8F4C3vncUNBAX0bYULR2PFdLYdpYMfg7UdDuyY4jVW6Ai3s5XrqzrWEO9LHWjM+p+J/59fng/URBepu0MJ9Jfsbmrlm0j/jWMzugCpCF/gig8F//9V+JbmnVqlWyrr6+Pu+oLOLIAFYW3ybyW4tQicZEhIDaxMbmps03ZgNNpFlYh68T2ho0LEx+TJ5Uva3c3DwlbgwWbJAxWLAQCIwBS3+ise/0FTIRU+EHIEB/xGut+lMhNQJqAIQ5sFNt96fR2paF9QqqAnApVGE7micZoxhDUE0holu6x4MlUoPTyxRUWaUazM3Bj7+QyRfQInYP/mfB5AbpFYhOivQc41FJdvMg2u7ouAAhrhNQSGqN8WZXbZcJGVd0xuaatOIxBUbqg6X6Md6H259YKp5eZjaKPQLgUlm3hcKWAeQY65rgaq/GqyroZ7l5QABYfj3eVLzfsDqALNg3GMdHPbhFUM91w3CZZgvPKrRWXB+AEkAi7Xj8eTivOZHz2aAg4M1gSfGHkTXyk5QvvRr5HQsEgC2sI4a1FnwGDaCcKN478Jnou+zzCpg7HiDiMyyfa38PtCnCER9guKBxt4BQwDLvHfvAKCJSb2tQHGDsEgtAHw+yUxn2mbQiAQvYLNZjvdHagGG0lj228Pp4nl1ZfPfxrWf2srIy95//+Z8CEnA+LykpSbaNGDFC1pM6zKLlyABWFicbCITNPJRGs7R2YdIFGJDeYfK0diaACoTp63d+JCCJSYX1gIU4rDw9FiLnB9/C2QeQMXf5Dkn7mTWDAIdCBQaAKITIWCsIaCoI2wMrRcoPYbVM+B7UALYAHwjWYaRu8MACbdJNA8vkngBTeCwxrgCZ3upVBWOHX5GxEcM8AIHxABwhxIaNor8ejNHNfqy7hlWLrxaAsMuAUnfH0ApXvmaPpOywhOAaMefEU4rxHhpd5x7z4w2YnrZnuW0w+yroIcX37vsfi4ib6xYtlb9e9oMVhGXid6wNSBXxe5cBytIBQjmvNcnmnkTIL6nQRSK45zph8gBuACXSefhiveLvmWICPMhoK7PnIOyiaokoUIAVBDgA/HhmMFw417M/z5p1VHTq5PyFvLdWgci+fHYIIDngBWuHP45aLu8FwAgmlMWaL1OF19rAXBVAcCxHmhsAMsaG5eSn9Y+EocXNn2IBWMIPPEBpjXdbS8EXDxzpT0WHg+Zi0Yr35PrjnowUT/DsYOCaK6RoLmCqrACCtCnj4a7Pa9a3RtyfxXcTp2RmRwiOa3s+kMKwEx1Tc2mGLNLIAFYWJxtUc/GPFZ2OBRV+TKqAFCr2AB8AAOsrx4Ln0tKmvUl6gvQFPlRochgP0GYeSgSAjMkapopv2phvSgrOTwywNDAjTNawNd2HVok9AyCLcwEOcFrnpzA+YRvA5HpxC18cANcC0TwxaZI+AphgJYArfCpAXyqACdAGOAOM/HlUrRv26lq3evtHUj3H9U/wEw8pQa4NcAUoAdyRurPUnIAYSRmquzzCcgCPbPdjw9K8Wr3dTSjZJKwRoIKKNdgjfJ7w+LIxAI9F/jnv+vCo3PNVpCH9M0EnBSihSq1wSqNr2Ki2NaTizNBUUqAC1BbIsTxLwJWOrYwbjvakMnnGAMNbitV0FX0aoAvWrzi0bAHkmIksiwA+f56e/jlZFeCBj7+StCrnN1NQ7gvQFje6Ztmx96h8FjANtfZDzS1o/07Hf3o+zwAQ3nPa/fA5ZU6BTURnBrMFSGnv8wwGtVQ38vfGs4JBNqDUFs85/g45BnBlgJKfBrJiO5Es/r2RzeztIDKAlcXJBhM9/1Rho+KwPnE0vh3z5jsycQMSmCDveVp1QHc8WSnfqvNNRmkPEuu3mJTjFCQLTBjfuFd4wEWaBh0RYIY0E47YAA5SNwA5HLfNw8oAjACm/ri9K7hQQ9ESYVqo8mOyfAqvRZUAAHjxSURBVMaDJmPDhBnD1LOPMjiJ27oHSmhxOA+pK4AIhqNPvbJGWCRlxdSw9Nd+fM5xZQEAz7RSCmIAIIzLT2GKemvzaJ4TwIufTPD6rA/4SXKVpNpUE1Yi43BtNwWjUUTvgMMH/bOAYTNdGxVuMD6kYh+bVO9BcFUCLq/3ABIdllhbhOfEwj1M86Dn1mLSo2psCkBUnzAzblV7CbR0ME2877y3fA5gF0mtoo8jXUjAOgK4AZZcw/i30r56VCryOwwWaUeALowZjOjdoYk0NhIwS9UeJLDw++kM0pakOfERw7H9Cf85k9Swv3aYStKGHSFI1cfglwUtY0u+Yc0F3QA4DuPXOMwIli9dWbSPyGb2dhAZwMriZMMYLHyvLGCXDBDtP/K5VK4BSNDREAiSYbaY8AFEkxZslApDdDykivYdTrUgJnhmLITeADobGwaBlBfjAKJI5V3vQQ3gAGAEYCma2iC6GTROgALAggAsgIGAk2C9IBV4MEcLpBqOb+EAhqsEvGgq8Zo+CjxSXZaOAXiAbQLwAD5IzXFumCkDLwKmeqU/lckCbCk4ov+gacJu9sADkChi8KdItVaKmSaAiPvGvJP7NWZMqga5HgBRSH0iyIc1xHyUca8t0tQoDB7MF9cLaIGtI8V304BSec2YYqIa9FcAQkComaeSQgQcijarUHVpgI5BHhQDrgonq8cYAJgA+KCJM9NQ7oP2OXf6+2I81ksq2YMm0oFcD1WgJuoHXGpbIq0ABRzQ5ua7Dj6zpEOtgpAFZo7PLWxnWwDKvzvwn6NaEe0jPS7bmtY0BgvGyo7Fz8tE/hmD1X4im9nbQWQAK4uTDdp8mAaL1A6shVWXoaUi5cNkdNdTVWJwaAHYgmECTMTfphVAbElSPZgssi5mCBBXA7oQw9MXkNSdNgvWSV962MHC9MbbqUyqz2DPABjSRDgI2IV9YV0/rQ60NBnHwiSRZhNmKzA5CNKpEqSSDjbKUnMwVoCg+0YsU0duf69cEyCHazDt15W9FMQJkOudiucFsBSG1CDnDoJ10pGACs4Lq4e/FI7sd4RKw6deWe3+Mi5t7WNj8DtMIU2dYdWEGQPIDF+aMFOqtaLHX7m0uRHA4K8dITyMkTZiVssGFq6TtCX3hYaMayM1RnsbmKaBM/S9MzYSFgsmEN2SsH0wgbwnRaG1j9z3QhnnmTlr5f5If8ISwXoxcQMC+B12a0bZu27djo9yGjv/O2L/4S/ky8To19fL5x1X+7ZW33X0QGOFCJ/3GVDF37yBK9ZnGqz2E9nM3g4iA1hZfJvAvDA/hYfL9wcHPxedhjAVHrCgAYKd4B/wlEWbBEjAxJB+oXyehs9Wok4qg0AAz2tYC9J2pIaoTkM7gvM4zBTMkWmqAEWWehNQ0FvTVzBXAkICaPqNpOkWit4IBkqAFMcJ8IKxKlEgxb4eAAFSAIQ0JDZwJqDLA5GnXlkrAA6AgsAbRgdAIW12/LGAJLV6SMEaNhDX9dHKvFiPdetgXNxZr6CGZ8R4NFUGsMA85QBIEaGXSSUgWii9pgqZ9B4eoxV9iNS5f1JyXL+BG3VTLxORNpYI3CNgquvgJWIbISarQ8rlvtBawTbCPCJQ5z0Z+rIxi9oTEKCF2BvbDcT9ADXOTxoNZorfFayp3QPGqJZmwlwUMMbzbMm9P4v2ExQkGMiyhddWqJBF+4hsZm8HkQGsLL5tkBYk3YDAGaD0j3+mlUYwGLAs2Abc4wGC+iZVCIPy6PjaHHEwQIJjSP8RlYHBgjWwcnIqzNA9iX+UH/OhMTUC4IzFSlkiTQmS3oLxuW9Elbuhv4Ip9gNQ0GiYbQZwYHg0BaYpNWny7H+/LjA/CriCSN6DBNgqgCPAADNS7hXQB9NjIE+Bnh4r6bwwhvwM+9g60pzCMoX9AGqkyXgOlNmjp9Jeicq2cSz3ob0Wg7bMjwFYAYwhjGfR/oTKppm5KJYKPBueHUCYdBe/o8O6z4Oioa+scQvq3xORPGLupWvUR8mAFT0cKWDgd+wW/vDsMhH8yz4ecKMZ49xNWz+S93hG2RZhrEy/hbgduwTuDdE1+/L8mjOXzaL9BV+USAfyN8/PjLlqf5HN7O0gMoCVxakOc8cGFG3f94mwJOZ/BLCCOWKS7zW5IUegjDUDx82qUE3XoaNfie6GRrhoiqjgQ9NDRaCCHG1qTP89EZQHjZUYbwogQkOkTA3tYQB5whoVaYWhaLOKghYLANJPfaBEwI4A3oBMb9gnTQsmqb3etJWpcN2HVmgasDcGoovd03PWumEenKQarxJ3dYGm25QVUxG6Aj0FVnLukLq0cwKKMCN9dFy9AEqAj4nuuTZpmNxf7RP0nlUvZkwcjBXpxbueUs8vAWz+vujZR/XlvkOfCwvIuWDg8HX66/jQwNjfF8UDtA7CXgPbCSoluY57hlVJo2OAbvcntFE17ylAFSE7FaQvLH5XvLB4TbWa2Wqgx9NU4SIBpFQiGmiGKQMsd7aUWxZZnK7IZvZ2EBnAyuJUB0JmJk6rLvz8a7VVuNcDLcDVvc9UyYTKZI6Wh1Qg4luMIjmuZkPqZ0TVG+JrxOOkoUiH4QSOj5OwSQEg6ZKClyRV6JdrEs2TAZGUiUqr+RYIECElZyBKdVk6pjFjMn4AOQALYc8QgPt1tKOp2bBP0p5ojdLr0utQtgpxeDiuSHVa3NvIOeuDMWiFAEhYsP4zVgrLBjAElGDOCbBjLAWBKaBkXGPOpFVOobJZVBPCsMk1+HMBmNDH4aRP+pD1gLv7/HsC6OFZSyPrUHnI+8Rz530B5JrIG2NXQJ7qshZLNR3MIz5O3D9Vdg95gMWxpCD/NgEPsSoPxJbI2F39sYwHe0ZTao7H0T2LLLI4NZHN7O0gMoCVRVsDzRSpHLQzzbXIsHRSXMqNcBnmhMkZxgKRMBMuaSqWu5/Rnnv0FYzTDY2b9svkS4UaYnlAASxWn6mNWkUXgZ9fATSMvQrr2M74sCcKetQuQQBUYHskjVdUKsACXVgKWhSM2ThXPgbA0v1Vj6VArfuTFcJecTz3yH2Q2kMYHgMgA1ukyQBzkpIM6TJE+4ApqinRUwF60DHhYQUTJWAp6KREQwXgCowdC9vQtlGVZ2lHTFQBQQA42w9wM3reenkflFErUaF8eA4AvIZNH4oO7skggMdqgYIFnNafm7tOUrxcU2+MQz0oyhef03aGZ0BlolRYijBeATX3CFt2d+gzCEPHvmPeeEeKJrLIIotTE516Zqfv4NdfH+vay7pDh5ovRc7f9uWXX7opU6ZEe7Q9MoCVRWvji6//4SaWbJQ0k7mDU6a+68NPc/bD1JCKMowNAVuwJUykeDuRUhrlJ3iOAwwAHEy0zUT++de5Je+0RKFKj3Ykvw/Gnb0m1gvbA2CCRRKGqUDTfCZmF1ATgBFghOPxqQIUIWIXRicADGGzJNWWsla66Db2VQCi4netNgwVeX49buSYmXKeW4vL3d/8s7l3RJWwXAAfQJNW+mmPQAAfVXM8CwNYiPFNwM74aJhI2fGMENhzn7B2ahWxMHFX5xrw44JpotjgzZpdCp78GByHdotzwTRxzVxPko4MWjMxEpV1qk/jOATreD6xL5WYiOwtpnkgB/izXoPNBbo5Ph94hElVpL8+QOS2vWo2CluJVmzqwk3ubQ/maD+TRRZZnLrolDM7oOjiiy92P//5z925557r+vTpk2ybM2eOO++889wll1zievTo4b/1p9/km9tG4+cf/OAHyT4nExnAyqI18f7Bz5Jec4Ac0jsAB/yPqDDDPsECVqtsxfviGk3pv3kZAbDQ6uDFBPtClZwABUmV0X+PqrymHOH7OzsPC/sBgEBETSn/gBfeljERn3cZCIsVwBHMTh8FKAKgClPRu/T4K1KtlIjXA3C6rgi9kvpWWXoRYKbO5aXud8Wpeae6uus+xviQooQVQo9lHlKIzgEqgBeYrGdfXx/E6GXCwCHoptKP5yiVe/5eADVmIcGY7M+z4b5Jq7FdW8yEfcL55d5ER1Uu4/Z9vlEYMJ4HYwNE0a5JC5rJ9ZLaE6uE3pit0ranUry/evj1BjQBfmjTGNfYMVhH8zjC5wrwdDzPI97Bxk0H3HNz14vX1oPP1rgG/xqDWDR6fDbQ15n5aBZZZHFqo1PO7P/85z/d+vXr5fft27e7s88+2338sf6juuCCC9yGDRvcN998I0BqzRrtxdXStgxgZfFdBK1KzC+JyjlEzGbNQPqOnzBVGC7SNsca+FKyDxND25yxb24QY1AE7wArJvNuHhQ8PLZO0nMGeGBlMDG0QIOF1xSMGaJoE2HD7ABkMBe19JelBhOxt3hPKVsloCiwTpr6A6BoA2eA3a3S2y8c11v7AZoA3kAX24VlCgAHny2aSSNAHzprjRv6cpMAFl4r07XQdffXeuMATQXCcgGQACx/m9wg9/Gb4A3Fddw/slr1aYM1nYZ+ihSbpC5pWO1/ovcyETzmp6bJ4lzX9Q2slgAjFfLDID0ytlYKCGChZlduF3AsFYWPa7oWIARA5Bqx1dA0ZOqBBWgkBUq7GpoZtxUc0ZqHz0P+Yq17/h3x1d+/cYdPU9+/MzlIB2eFCB0jOv3M/umnn7rvf//7bufOnW7//v3uwgsvTLbBbI0dO1Z+b2lbDLAaGxvdpZde6g4fbluZcwawsjhRMAHT1w6whIElsXXPx1rh5sEAC5YLTNZ9/cRJKxYMR2G3mOSpJpsrlWSr3HWkqgJAkTY2CehJFyb6mYtV8Fy9Vq0a0O3QTHmgn9gx/JRKwt7KVsWaq0Qv1cvAUa6QHeBjonVem6O4NIvOWY8uS5kxAIumFsOYxmKFawXkAFq4T8ATjJakL4uUlbsWEEj6rVCBFvcswAig5Bf2BaghDB8+u0lSqIBJMxo1/ygFVToGwAfWD32VPQNSfpa+/J0HRLij0/OR50djbGMGsUaA7YJNhPkidYcmzECusmIL3R1DKqQaEed1QBagjLQl47WlJQrn5TNEhSHVhSxUW76zq23/q05FIMLHzNZAHuwr19aWXoI0tp66aLMb/upaKRg4HpN3pgTVvrCg9tz4soQUoL0FXwbfqtvlRs/bIFYxFFx0JKf9Uxmdfmbv37+/+8UvfiG/z5s3z11++eXJNgBUt27djrvNABY/SR+WlpYm+7Q2MoCVxYlifv1u8ULq6YENzu00NdZmyIslncXkDrBgwVgSMTSB2BmABaj664QGOQb9kbmkG8iAebljaKUIxwEtAnCKSt3BT75yHxz8TPRcgDZMRnHTRuQu3lp+LCrfhJEKNgUAGavOE7AQxjOROdV7gIfEKsHvj70DAALNFMJ0jgdw2RgAGX5X64cUhBh4Y/3VBdqbUJmkRQKOJO0nqbY0nccxquvShbQhLJV4Vw2rkmdEZSWVg+wn1xssIwS8DSkX0KNgSEEW1w5oMSH5xJJNiREkBQm0IOL3g5+ojor3B6AKwOU5ynUDFP09m24NEAc4RBc3a+m7ic3G4/443te2hhU+5C+49X9XAfNiZrZ0A7DnwoJzfGvCeu7lL609viMGDdYL/Zcl8zvjiwT/D2Ax+Xy1l4BRHT5b3994gW3vjAUUnXpmf+GFF9xFF13kDhw4IK/nzp3rfvnLXybbx4wZ47p27XrcbQArANJll13miouLk+1tiQxgZXGigK2AmcLoEj0Qk77oeAy8AGpIL6GJ8oBh2sItctxnX/1dAVWh9rNDbE3FXZLWC8ADIGIicNJeBmC6DCpzk0o2uterd0gq8uFxdaJp+l0xOqZK0fJQyXitpMUUbNyOG/rAxbKYhgidFm7kgLE4pSjpw0IYKK00vHNolYwPOwZIArhIb8MAwDStqABK2r8UGXhL2TMBbr1IMS50j4yrlTSfslx6rKTfeis7duvjeEfVCgul1XaLtQ3N6OXCrLGfXQP9Cg0AileXpDA1jcmzv82Dpb9N0N6LAFFMPJlcDn78ZdK+iNYutNyhtQn9/ooDyOI8BvzEEsK/BnRKr8EhFW7t9o+EpcSk9J1dh6Q3X1uCSZj0IkUPq7d+JD0m+WnrsOj4LoLG0DwH2CdLcyHUB8DT3udEffn2Hvo8SY+u33lY7oMqV1v36RdnJlMCEwori91Gv2mw1CvcHz3YQttHyrm9xBu1ag/D+4urPClxYyuxguls0Wlndpimn/zkJ+7999My9n379on43YI0IEDqeNsMYF1xxRWuS5cubaK5LTKAlcWJgokE7RTMCWBEmSLsDlKRtaS+igAiHjj4f8b4GwFWlK3RVBwsCBO49blLAEnYh/SdABdee5DCRA+rdYcHZeb0DRAinUU6cmHje6LjuWdElbIu/rg/j8JzqUEE+dZ7j3YyXYeQtgu2DlwP1+pfA7KEWSrUtCAgAqADyLJKPQBNvq+VslLhWciY+lMXvX7AC9cr9goBsAkzJazTIjezfIuk7qhwFGG8gLdSSdtxDfhIAT45jxQFBP0V4nsmO7RajA+wBGRxvZryq5dKxif9N/fSFe/JBINxKJMiFYGkBFkHKBgxd5267SPoH6RNjHl/LPUJUOXZc07eP2MFmMxaq8XB8oFjcGyPY27QZgEIv4ugopLzoUeLw1JfTMqY27YEIK25+QL/uYvDxn1nV8tVlR01Dn/2tQfZSyVV/UbtTmlbRYUoFh1Yn8AOtZcYMUe/SPAeWvC/i3X8nXW26JQz+2effeZ+/OMfCytFJWBcKXj++ee7TZs2NStyb26bpQixfIANKygoSPbPj4EDBwqYam5BdG9MmgWvWW9Ltr3zbEen8mrFO274izVu3Jw6N/3NBtfzuWp1PoeJCYyRek6R5lK2xQCGsCx9rO+cAheYK4TUtMu5nQlbquFge4LmB4DQP2WdAEe3D9ZWLqpV8tv7KbgSMOZf/25gqSxd+qnGSdN+qRCd464pxM09F/z8pjfeTwtDq5qUgRLgVASgSlOCmkLU65P7kXFhjRRkKTg7th0OC6BH0ooBQMp9hefEGL3HL3X3DfOgsR/MVABmBWp4emvxYnfbIHWnN70VIMfA6Y3h998/sdjdMpB0aRCnA3TDvrcVL3LdHscIVJlFwBMWG708+Hp49DL30LMV7sFnKlyPoUvcgyOr/bf9zW7ygo3u7qerhS2T1Gdv7VvI8X2mrhTgTLq2YGKtGzGrptnPDxF/vmaXrpD9STXH28f7z9Yjo5a618pWHvf4E43f2u3GcJDOs+1Na9f596HSPeBBOk2nDUBOeqvJNaxqkn1Wrl7rGtbtcNPLNkuDa7a/vHiDW1q3RraPeqVW7g/wcbzzx9FRts9e1Ch/Y3c9VSH/Fwi+yBfPaHBd+i9yBf7ZHe/4E41/KrdbepAUuG3nvXt0dKUbMK3+hMd3pO2tiU4JsOrq6o4BOGvXKrqePXu2WDf87Gc/c927d88BX81tA2CdddZZsn3btm3unHPOcTNmzEiOaU1kDFYWBD5EsEHGPFHdZ5MNr2E/Cic3CANDyswE0VcLICCNxYSs6yTVZ6kwv8CqMDE9MGKZK5zSIDot2B1hSyT1loISW+iFRyqCxsxyLgNCbA+gTIFKei3GiNl1cG70WmiTbB/TNVml3VVBBybbwvVaD0PpZ+jv4wZJK6puC+AHAIJxis+rP1ULZunCq+Xa9Bp5brBECNHZR9fHwA0gFsYIIC5h9sJ16bNJ74NrhP26378/Yn1RZAwgJqQ4u5dJ+lGaS3tAi11E7YYPJWVIA2ZsNgBc2D/AUvFzUskmEW/fNkRbAMFqUdww2IMq09Yd+ezrpIoUjdyJYv+RL0MabrXbtveorMPfDAaN9FrssXU6Y9N7R+Sa0V+RXt625xP3YvlWsf7gObINXRZifH5HJL18/YdynaRyYfD4XN88sEzSY6Q4YeUAZtyfAZAzKajihf1EFzhh/ka3a/+n8h7CgqL3Ix3XXuLVqu3yvsEo0h+VSlG6C9i6zhbZzN5MwHABnJqL42072cgAVhaUXpMmYdJlQuYfJ/9UmZCXr98nFW1WccYELqJymfxTECBib2Fs0BctktSWCKj7aJ86BQAqBL9pgLZXEc2RP5+JzjVdSEqvVETaTPqJzUIEsOgLaCBGgE8O4FJwoj5bpaJpwggU7ZixbMn+EZBhG5OI2Ch4QPLES6tDSk41VwbCEhAUAJWxZjqmXZeeh9Y2LAA6KgQZNwZ6/K6AUIX5si3ck4BI8etaJOyW+V/JPTK2f46k9sw/C40Z1hWAYYAApqwI1BEj46QOIBz2in6RAwgACPDIQltH1SLPB8YtXug9OGx2k6QVn5i1RloYmWt7Sf1umbiwbWhNwF4ZYI+X/HTb6Q6qyuLz95m2Qj4jiLgBXASTM180AJ8UdmC6it0FHmJo0fjc8iWBvxO0SegDyz0QORODjg3cP/8P+Mkz437R5sFK7zl0YoD9XcXHHvgDnvM/Y+jrOqMlRzazt4PIAFYWNunAGlEhNGD62zKxso5JlX9a6o3EBB+Bm/AzWXBF9xMzBqDojkgDAi6Y6Pm2D1sl4Ie2NE9UaCqvtxp1sj8gxoAPrJOyNgo2fhXYIWNxFMyoYaiBsxhoWYUiKT6YHMwuBTBF+yk4SscFcMDY0J6GUm9ji6SSr7cyYpYWNJbMqhET/63oWjhOHNQL1YrBBPNcG+yYjc9CSk6d6Y2RSysdBaz1UW2W+XNJL0LYNo4pUsaN6kEmfppjL2hQQANohMUDjLEe9omgWhGAwOSzYMVu0XRJ/0EPhLsOWep+/2SlADZABfuR2mU80jAwUtgT8Lq1uiPUoXXvfJhUN8IOkao7Gd3otw3sIWhAzT3g24adSD4TgwgfgE9rn7fC38eMsi2uZv2H8kxhdAEd7DNr6ZnLjvzzX/8S1/0+/ssX/xseHlOX6PnaIyvElwdYSVhIFoo62lOl43cZ2czeDiIDWB0v+KZW/85+V9LwnjAI+b3g2hpUCcFoLFu/TyZa/pGOfmOD/KQarefo5QFg6WSv4EKZHwMZxuAAQviGD4AAlCAkFyYLYBDAA4wMqT+zBECcXeAnfAw6DfyYOF6BHAAIIKS/G4gysCXrA/Cxa5Ftdr3+5x3SIHqxnjcCLmYZkYDDPirs1sbJyjIpqEqvNxnfXovgX18nTJwcq35UPAPAEKklQMsdT6hPlqQHw/78DgtFKpVrQDRv66WptKQmSyXNCFgqfnGVsimD1DUedgw2ivHxLEM4Digg1QtLg0gZoERxAIs58gMkADvsS5WcBe1rEPwDdAHIpA9hOKkE7TVJzWWx7KA0Huf+HfuOumXr9rmFK96TzyXC9ub6VLa3ID3JvYx8bV0O2MMrjOcMe0c6kX34IkKloAFN0mf8zn2fyYFQ/Pmy1DuMBV+71hY5ZPHviWxmbweRAayOFVRA8c2Mb933PV0tKb17hlfLt7aTAVo0VoZdgvZHa8KkApMBuGIS/r0fn0lWNVURqDGAEYANrumAH9MvxcArATOyb8qAGSgTtqfvItfn+VXSSFiaIFsqMoyRLP71r+L1BmgkXReNHX63a1XApynMFBDGIE5/SupOQJeeQ0FhqHjMuw49Vve7gV6EkcWEbb9neKUASGGc5BkGAT4/DWDJdSobB1Ml7JaAQ7RspQ6biev76bGwfwAkUh7v7f/U/XmUpjUBj6yHkaGUnnROX/8TZsb0MhQp4KpvDaCpBiMsrRJPmCWNu+UYgNXaHYdEZwTAMq8tGA2YIIAV3lLsJwwYbJc/B9cCaIkrutpjAKnMDwu9zva9R4VZQy9GlRz+bRiLGqBs2Khgi5S6sbw8g84QAC00WJh5ZtH+I5vZ20FkAKvjBP3+mAwLJjdIGguRMowFkxoTJg2U2/qtcs9Hn4nBJcwTAIAUGRMkaSJlnbQqDTG4MToJKBHWJwIbBSqyvqEfgCSkuGCsEMD3tpRXCngMeOlY2pwY9gigYmMmSwSG1B5C9U92rIGkdNH97XqxlQDkxKArP8XJvpqmTFky3RanJsO5AIt5129slO3z+6Hl7hUPYpQRU9G8pi15HkFUT99AA6nhWEs/JilKD6B4j8WOIbxHWFegtwLoALgBNDBVMEw39ldTUCr/Bs1c5R4dXydsF0yUgC9/DOyL8TXmFURTbgtrjTQslOGTFoSdAqzB6qzBz0o+j6sl3UiLIHRKf3y2Rj6XsGiMSdry35EGbEvQZ7M57Q4AkZ8I+llIi6E94tlbEQhpwyyyaI+RzeztIDKA1XHCUhW9PMDi5yw/eR/59CtJV6CvobIJp+nWBqmNWx83rZNVtQEANJUXi6olVeUnbdgSquNU7J0LcMzWwPynDMTYsbJ/WG/r2F/HMSCkaTobNwUaC4WlsjFtWwzEEnATndvSdqZpikGRnMN+JuDKxkiZrlwgVqJpRgBjuI50n2hdAfYQi0SjA2uE/gugBCtiXl+wdqT47nhCGy0n99ErvBeFPKOFYjKqju2LpE0Q7zXpRFKxACuADmzS3U+rWenNfkw0bQBWUoMDpqs1wc4PP5VKunxDTMxarX8kbA7AAmYMpuvZueuE5SRw9JbKv+mrhC0ljSbMziwFJwjf0cDA/vCa1DM/O4IGBnaGvx10Wfhz0f6GylqYYe4BNpD0OdWv6LJ4BvRYpFItiyzaY2QzezuIDGB1nBDNh/9H/9BYFY0bW4UegmbIfKuGxcKPh7RFvgaGyY90D/qcdTsPidAcwbWyTqXueib+AGYAV1T7SdPi8Jr0lLEqKZCJU2554u/HFDDgeI5PU3rMfFmPCB52TEw6BZiUCIgAHCR6phjEBOCSAJoIkCRAKbk2Y53sONuesleJnqsXmjAFNDlj2TmMPWvuegKTltxzgfprSe/B3toKZ8jMt+WeAEm3FNOgWvVXpF/vH1HlHh2nNgmJzUVvbRVEOm7UvA2ScuU5/dUD6OIXVrlHJzRIaxz0XT2GVbrV2w65v4yr0wpIvy9td0jbTV7wjiuY3Cjl9SeKze99nFgvCDh6OWV0SIVNXrAp8YkyEG8l8DjD89MMQ9mX1/SD46dV53XUAGyV+XumUpB7ATAa6Mwii/Ya2czeDiIDWB0nAE54Q1HtNsB/g+afPI1MmRhhr2A2mKhtYgRs0aSVoGkybUn02/hKYU5E6+QnegxAVTC9RKvcSOv1VqCTMCu98HVSUXjC9AB2DFgAOGTfCICFfTgPGiFbZ5WIYunAMWE9OibxirJ1CXBRgXsMcPQcualEPV8MjPTnVRHYkuMBUuHaFWjZWGnakZ+WxkzuJSxJujO8tuejtgqqm+KeSXVe36dUdGU8X54tYnRa9qj3lT5LGMTuQytEI0U6ceTctZJ6gzXh/TLRPWAMYTptdUjT8f6Q9kSMznbOSwoLYAbIGvzSGg/E1WsKvyo+PwCElpzKCcCDMU602QGc2ecJ1gagAbNDmMjbgBTpMkTvMFdo+gZO1+Na0wcOEDP+rY3yGYWRXbTifX+dbUt3o/eKK8j4/btqw5NFFu0tspm9HUQGsDpOAKgoc6d0nlQTEycTcdGUFcKGoJlB/0IJOpMVkxvpG0stwnrNqd4huhp1SEdUvVAE0U/OWq3MEYBCQAlVbdomBQBgQAKx9Z1PYtyZAhtlsfLE6wmgUdCVgqUo9ZasU7BxdWgFkwOu4v3C7+k5gtid7bLNroGfxjoZS6UiePYTACcgLuwfjZG87mWMFucw0BiAGlWDgZ1LQFwAonIfQbtmNhQwUAAO0nUicmcpNLd5/WktcigumLlkq7CPgIOyVR+I1gqAyjiYtaKZeqNmp+juJJXozwvIwrNp7vLt7rEJDe73Q5eKDoqUImX19Cg0oETbEDP8bE1g7QBQz9f3ocuC1ULT9adRte6Po/RcWDrQWolzkUY7UVjFY/4CE9Za/RbPygxC4wVt1ZloAJpFFieKbGZvB5EBrI4R63YcklTg5IWbJO2DPgZAxWJeRTRA/vDwF7I/E5P1SBsUmCtK8lnP8WJcGdgofh/80tsyKZvAm9QhQOx9P7HeXLz4GMBjIMeqBxWkBEAiDFcKfo49RrcbsElAUZxujABN7nFhvb02UBUdl+4XjpNrD0BPXgdWTo5JWbfkXOGnVvjpMVdyT3K9ylKpML0ktawIY5u2LGW/NO2JdskaTYuOy+93uweqsJEAKzRaaHseDyCBijVr0owtAuwigA0d0NSFm93Ql5sEUF3dW9OND3lg/dCYOtfjqSrxwkKLBWgDNAOSGY+Gtzi1MyZg5FQADz5TtM5B6I74Wz6HQ9W4k/Plg7L8gA3jSwLXhE6MhstYJ9i9M35rgopI9qf5MPowzELRKMq6qvbTkDiLLL6ryGb2dhAZwGrfASBi0sj5Zh5SR6KTmbZShM4wB5P8N/44rLwcY0R+fvz519IgGeaDdBSVbcqkkPZS4GGgBH0PVWOYDDJxGgBJQFMAISkAipkpHecqvw6DUANnxvZc2Wt+OEZ/xuyT7mPXEbNi/K4sVHKMLSFladeSALhekSYsWW/7paAqZwnH6TUFQBYdZ7+rNk37DXYbUi6gi/UAUxOnJ9WBoseCaVLGiopMUntYbXz25d8lHQbrg2M+ZpymYZL3eNYaYXiw5OB8gGGxXBiER9VSAWYAr56jtCUQ2wDfnF/eW7+NcWO7BIA6Y58q93GAGm2WFq983y1ft0/MR1ubmkM4z7XgnB4HPlysz28QnR8I9hHvD35RNWOkzC0Q/7MODVlr43jp0yyy6EjR6Wf2Tz5pm/jz66+/docOpQ1Fv/zySzdlypRoj7ZHBrDad9hEA2OxastBESMDpFj3UnBSZoLjNVqsmDGI24LQb40SfnquAays9Yo0I06AQ2BjAFwFCNPLXNchS5KGwzFI0p56+ruI1OVnLhCRdcb8BCbIxmHdrwrmRwAoAlhh3PwxcwFXOA/H23Y7JpznV2E/vccUPGp60wCW9gUEpFzXDzsKY7n0mtNxA4AM49s+MFWwirHtBIsWCyi4tHuOfbDwu0KYji5qTvV2eV9gpKjoI2BhzHUdAAHAIvWIpxYgCr2agLheeg2APJgqDFsR0gO8qDRkfwBWHNaT70RO3HyW+Lw1bjrgdvlraG26ri1BmpFrQccVR+Om/bL+rbrdOestAFJ8/u3zDdhEm7Yn6o0IyGMbWsTjBXdFj0YKA+xvrXz1nkRrlkUWHTE67cz+0ksvSdPms88+O2f91Vdf7b73ve+5//iP/5CF3oMWc+bMceedd5675JJLXI8ePZJmzz/4wQ+iEdoeGcD6boJGuaRAqMCCkciv8CN27D3qFq/6QJgjyu6Z0KxMnBShBUzUI/gRjVzmqpr2yiQ1sWSjlNZTaTZx/kYRHNOHDn0V6SEVRGOGie8SQAawEhiVADRiMKAAglRcmqYDZMi+kuLCSiFKA0bAQwFJLhjKASa9tIowAWiyLoAariGAkxiwsD6nyk/WKaslx4blV2F/vLeoUkxSeGF8wBSsEyDklmLtrYgtBfdDPz7E4uZnFYO9xBA0jCNjcZ7e2CfoeexeLIWoz5L1+vv9z1Qn1hQAOt4TCg7uHlYp5f/9p690/2imOg3GiRQc/mQAYzEWlQIE9SYj9UiVIddhaWPAxhu1O0Vgj/Ad8bkFQnU+U4tWtNwHkCpUxOYGYFgwLY0ZolMRpAStepHPPn8nCPFt3Qb/d5Af/F1M89fCdj7b/P6g/wLBfT8yrtb/PXwhfxOkUtnnRDow/t7sHmkdZL9j2ppFFh01Ou3Mvm7dOldfX+9++MMf5qy/6qqrXFVVlfvmm29kieOCCy5wGzZskPWArDVr1mQAq4MEk0S+ABevIavWYsJgEoi3syBmtiouqsAIHLxpX8OkyYRCmgkBNWwILAjrrNEyDJRU5fVO2acELMWpu7AkYAXwIAAqAkUGrsLx10oKzMBXrLfKBWUKTlQonguOUqZIzxkYLLuekPaza9Tfg77LXkf3Y4DIrlOtEJRVwrdLBeXhGP/ztsfpr1cpgEfPGQvPw3WGBb+qu4ZVybak6XQv2u/492BQuYAsY/QAUrBGYiIa0oX2/Hg/AEF2TtZbipZ1WC4MmrFK2iDF3ImlDNFPkf6jCTP9BRHNw1phgAkrCWBDfzXs1Sa39YOPhXUClJHi5fO2dM0eAWtUA1Ktty/o9fIDEGXeVpy7pGG3sEC8fmHJu/m7tymwCeFzjcaKsd794BOpIKQAI//zz5eL5gLwx3YYJwN8gCrTItJY28YgPXg8UMjfE8UiaOTMkZ3nYvfPM8wii44YnXpm37NnT7MAa/ny5TnriP3797sLL7wwed2nTx83duzYHIDV2NjoLr30Unf48LHf+I4XGcA6vUGax74VU91X5ydPS/GhOwFckfqDaULsW7V2r+wzPKQr+CYPK8UENH3xFqkGg6kCTCFWf6N2l1QUMvGOfmO9G+4nlBv6lgUgEFiUnNSaAqsEuDwGAAjrAlDhGDRCBp4sxfZrXNsBCwEwJEDJxoqXcD4FTpb+UyYpBnbJeAZcouvIAVe2XwBvybE2Vh4gM02UOMmHtFzOWAXaQJlKyZv6Lxa2CyAWn8uugbEAQGKtYIyYX3/vM8vcYP+eaVPnRe62YsCWgiWrJETILqCNa+itz5V0loE/1pGCBTCLKWmovkOLZWGpXooOEI8j6J5fv1vauPDZmumBCNWCD4+tlc8QBqAwm4AEAHi/6bngBTBB6rml4NzsN6siZXBoj0LqjPWAkpOJslXKnOUvMLtosTgfoIkvFfwNtJSStOtDuxbHvJpd4g+GJpGUI+nFL1po60JqFn0X++FwPydPCN9Z+gxmceZGp57ZmwNY1113nTv33HNdz5493aZNqWB53rx57vLLL09eA666deuWACx+kj4sLS1N9mltZADr9AbaDgNKA/3ExiQ41P8+6AWd9Jh0aHvDN2/0M6/6f/Rb3j/i3tv/mWznnz9VZmyHsbiuj4IFfKz+PKpW/JBgRjC0xHcI9spYkxhMpIxMAFuBQRIAEXoMkl6z/Y19MTARA6d8oBJvz0+lJfvbMYwXKg9jFi0dO9Vixdd9lTRUNjYoSjEyTgBR8XXwO8CIlB/3YmOKc3yUDgVkPTqhzt3mAQ7PwfRZeh/zk/PbvXAMIIrz3fc0FXvVIU0Iy1WZNHHGkwqNFEBLU4Z6b9cULRCWCaAF48T7SrujnfuPiqAdJrLXRIDTakmfETRhhnGCqWLfYv85Mka0bOV72kvPg6jnSzUlFi+kuf75z3+JlgrghZ7qRNWDb9YpoAP4x2HpahintgbVrcYUwWKZMN7W5bvLHy827Dws14Hrehy8Zj3bWwpAGzYY9nysT+PDY+py9IsAWLYD/rLIoiNGp57ZmwNYxM6dO92DDz7orrzyymTd3Llz3S9/+cvk9ZgxY1zXrl0FWAGQLrvsMldcXJxsb0tkAOv0RknDe+73Ty0VHyPTx7AAirBFoE8c1V9U7VlqD30N38TpEYi/ESnAoimN7gEPpsxHCcNKmbwBE8KspMDCgIal5QQgGMNjYMH2NZ+qnJQhgCAFLKKZihig3HOkYycgzsYIvwsbBugDJIUxYtCix6bAqtlrNtAYnTsBUsbUsYRqRkxR0Vcljaf9+DcNWCTvhYKnNCXJs0ezBaDEdJWmxVoEkN6fatX02QOueK/GvrFBwPH1/r2gKhNwRONtE7PTZxBHdmngHNKCADE+CzBmfxpd43oMx8m9Tnyp3grApt/zCr5Je1kAGtBoodWCrQRYj3nznaSPII7viLJJc5EKRKRtDurN80Ath30piO0NAB/4Z7H+4CdfRntr4NHG+dAXwkbls0+kPTmWdGMcZiVC5WFrA1bK2vDQ1oZqWX7ymvUtsVbE8vX7ZD9Sh6vePegaNu13dz2l/Tyfe229sHP4xuHvRSoVLVcWWXTE6NQze0sAizh48KCI3d9/Xynwffv2uYsvvjjZTooQkGUA64orrnBdunQ55p9aayIDWKc3Xq7cFsTli0R43GO4moTaJPyAn6BpcYM2h0md9SxMxEzKN/vJmFQikyuTAEAAkbaBnNhvSQFNzF6luifbP9lHjsndpgAmAK2gr0rHZH2UahQBvKa+knRaADf2GiADaOFeZPzHousM+yQMWbwu/C7XBsgxoBPtk96jjpH4U3Fe//P6ftG48nO+u39ktbCAAnD6lwqoE9E7ejK/D2k+TDMRlNM/UJ+tarKkypD3h599tIcgY13ft0xAHK95f+99epm818p0LXI9Ry1zf5vYIGyVeY4B4HhfOb7r4CWS3oOlQu8Ee9U7mILma4cADnOX7/BArl5AN/sgkqc61GwKnnt9vWvcfMCDrX8J0CLlhiM8zv9YbiAk3xUqFVsKhObW/BhWiHQZ4/IaQJf/fwZ94Iig0bLl+bItyfWjNSxfrSk3GNs4SJuzHlarLQGLlq9r5PWJ2DVLz8dGq0vX7JW/LdK08Xg8vyyy6KjRqWf24wGsyspK96Mf/cgdPZr+Ezj//PMlbdicyP3IkSPuoosucgUFBdEouTFw4EABU80t69evdwcOHMjZn9estyXbfnLbB06tjiZ+1dyIPiiAiy79FUwZWID1UOuAAKIKqYZb6H47sEwYGQENATjwe9wsWYFRADwBoOSCkZgFMrAE4CEVZqnDAGZk3DQVl4KgVNAeA6NUpM516DUYOMkFSilIywVAphcL547uMdlf7lEBmlYzhu3R7yw8T9M4xeMwLuAK5vDmAcpsaQ9C3ecaD3JvH6Itg0i5iuZKnv8iYY4AUd2frNDigb5aDWgVmDcPVOsLwNUtfl+AGIUAdz+1xN07TMcDZD06vtaNeWOD6yb76Lk59u5h5UkVIwxV0eTaFj9fsCqvV250Y1+tc0UTqlzPZytcwcTapGEzS/9p9e6RUUvdQ35bt8fL5PMDiKDaju0vL97Q4vhE47qdrmBcpYzBwvhoo2iKTNjne+Xqta5oYrVs54sAuibYIV4XjK9Kxnh4zHIxVeWLAlYUHL+w6m33l9E6/tZduWCmNX9fdSua3Mz5jfIc3lq2OSf12dLxZmC6zZ/Ptq1bt9494q8P9/kRr62VVGht045mjz/R+Nn2bPt3sb010WkB1pAhQ0RrBbj56U9/6mbOnCnrf/GLX8hCxeCkSZNyjpk9e7Ycg71D9+7dE5uGs846S7Zv27bNnXPOOW7GjBk5x50oMgbr9AVplV6TGwVoMJlbFZ6BBn7CnrAYiLD1IqaO0lgPPrfc/a54cXK8ApH5foJmH9glAzUBcOSdR4CGrQvHJ+e07fmAJQAdG0usCML+sj06NrmmiB1L9mURcKUgMzlnOJ8da2lK0Ub1BWiGfWwJY6hTevrMbHw5F6m8Qn2mmpqMrjHsa4J3FgoC1HKC1/64PiZoD4DP74PVAc+f6kBJ8ZHefbJSwBgsox5bIucT4fwANHEwWpVSvUcjboxg7wpVi8ZeWtqVa6QnI8dT3QiTAotGqioOTDDj9BdABbCAVQGO+wQMDscC0khzYdfBPhRJoDP646jlwma1hjXC2mH9zsMi9KbaL7Z6sFixWdswwXQZr4UgngIMAB3XAvuF4J5ngJ5QhPcRGIRV+67C3N2xZjAmztKXtJfKIoszJbKZPS9gotBgtRT4YgGqTmVkAOvUxwcffZ70AkQrpYCiRMXRRaU5rJNMtCEFZzofwEHcF5CJ2Jgv0SIFcCCpq8BqmW9UCoBSEKH75+qfdAn2CfF+4XgDLmnqMWxjvR0fjafVfQp67Lx6vem+BigAmuYblQA1fobt/K73m47FOtNAkV6zij55ZladKIs+h4Q1LCDVGq7Lrtnuzy9Xk85LXkcAMgAzDENVtB6qCAtVOK/p3IihS+5ZARwMFrYBa7Z/5O4bsUzYR7yqREgf9rNnp2nKRaLnGvnaevfs3HViDkoLGkAAjNWU4On01/H1ftty6TdI38IHnl0mguw4hnowA7iZVrpZ0mYwW1SzWkcAKk/52ZINQn6gVTITTlKHVDWaIHxBo3pIIZ6PA2NbrgHBPIFGa6YHYQj1SXFyjKUzv8vAggHgyfmpuB3in0/B5AZ5faL0YhZZdKTIZvZ2EBnAOvkwUXHDxn3il0PVF5MhVVE2GV0vQEknbkkNGpjgJ5okgBFgwNYH8CGsSpj480FBDARSPVWaPtMJPxKN2/GAAFsXjyO/pwDNwInuH4Bacm7dNx7TFtrBCHBgf7/cCBDpr1V1vE4AiWyPGJxwjfzOfStTFu7F3wc+VADO1LPKrjmcW/bTMe1+kmfpz9F1cIUC1gCGFOCkvldWOJDeM8dzXkTq6TltUVCbCybjczImIAy2i7ZENMi2ezX2TcBaAM2cA7sIhPL3Pl0lnx10ejBZdRv2JVoj7DlII2r6EWsITUkieH8/+KTxeUTXx7U/4oEMIAzhNzFziVbZ1b6jQm9SlQRgCW0UKT50WgjRYaGImvUqeGeBKbPf0TIB/qiy4zXgzeLw0a/lvmH4rDcmgfaLfTEGJfhbodcgFY44139X8e6eT8So1/p58pxJXSLOzyKLMyWymb0dRAawTi4Q9t4/ojoRPmP0iAXD5MA08C0fwIVmJ6nQiybhBCAFYJMAn2iyTsGDAg4DFba/isZZAoALx6SAxYCYsVBBqJ6Mm+6fA1YSA9FwLhsrGTtltfSadFuSQgzr0CDhMfXbAZrahEmyfQAWpMUS0MnYAkIMdKVar5sHLBGh9i2DliT7p8yb7i+aq3Buu27Yot8NQtSu4EzE6B7IJEAt7Au4ElaKVjlcU4GlGSNwFZ1TjVtz71nOJ8eqBuwmf8+AH9KJiNntGQK+FGDp71QZAv66+OdEWvHBZ2vcii0H3AMjlkkFKX0kuffxHvyQbrtt8BL3+6cqRVDPwueOhc/c0qa9rufoWtGKAcAAD4A2KlKpCKQqDlbs9RqtuENg/tXfv5E0pgEnW6gY/OiTL+TLAgwYnQUIdE4Y3bIPXlL0+7NmzTBiWEGMmveOgBcsJb6KrA+sN+ZLFduO6a9JChGg9V2EeVyRqqQS0+4fIJpfWJBFFh01spm9HUQGsNoe//jmn6IlET2NeCCl1X9Mkr0m1YsB5R9GLJdUkgEYAQ3CogRQFQCETvR5rJCwWylgSACR/c5PORYmKAJpYVx9HYnUw/7x8ZoGSwGC/gQ8peBGQUz6e7yYRiwBHHaewKZZ6utaAS4xExQYowCo9JrCPUgaLrrOAq3go7kxQIWftp/dT3JMdC8sXBeaKGHF/Lnwn0LIruwR16OAk+1UA0qbnMIABAPjlLBdvSk0WJKOD9Cz+wnrdEwFbIArxoOJAtgZ+FJgpWCY8wDQlYkqdV2HlItlA+aXTPh4oGE+ijP5Kx6QkF4DcC1o2K3AZ/pKYWJg+ACy2EUwHs7tQ19eLdWpXQYq2AJoAcjwYmNs0mQrtxwU0fcDI5dJ43C+NFDNaNYPgDp+8joO6xOIBQmBPstsE2wB6BVOWSFsFak30oy2z7iQPuc1ong7H/dk3Q2ai48/+1rsHBgPYHgyQaoSTzEW647AFyHrawhAzCKLMyGymb0dRAaw2h4vlr8rk76U4Y/RqizSNDaJMrnCIoitgjErYSJOwIwtAkpSMbsttn+inbLjbb2l4gIwiVNcAk7i8W3McJ507HiccFx8bHR8XD2YXM8x46eLAI7ALkkarI+xVYDMFMCY9YOBHU2P6vGk4gCwLFSg3YdIegjO6Aqe1HzUUokpwAMwiXs771EASwA93g+OYQHUxGJ2AzoiOA/rGc/SeQAggIiaskagNH8Jz4n9sWNQo9PAyrHImOn7xeeDnojWmxAQifUCmidaydw5tFKAEuk7mCgAWPW6fcIqkTqcULJJQL0A2SI+d0vcXzwgIz1dsWaP6/M85rOLXbcnKkS/xWcV01trwdR96FIVo09sEAaKtPenX/xd2C5zgB/35js5n39c4lkfWy7A/OCBBUDZuPuI++joV4luK15woWdswNShoymYMnNTenXmB1J01ss1hXG4Pxi0tgYAkuPzBe2tbYCdRRYdJbKZvR1EBrDaHj3H1MrkCDvFJGdmiUyqTLxMyPSoe/BZxM02uSozZMAkAScCSFLgk/6MU4JM2gYgQnqOpTAdS1mfFKgZi5SeQ8e186oFQwA5yfbmmStLh+VfGxWMwuRE44vdQoGCTECEXQ+pMirYcsBG3vjJ68AYoeGRNjP+3v7w3LLEZJOUGGlZHSs9fzreAjEMfciDXwAHAAMQAgAR9ioALoCbuN6HY3SbgiMFgAtV5F6YHpc8T3l2EdDKeQbzA4tVKo2cAW/KggG29b1Mji3kWpcKEEO833/GSjdv+U5x9MdSAWCJj1bBpEZJSaNtetCDeVorjffABzd/xuf+7nxqqbTOeSE4mqOxwnCU35e8/b54P1GAYbopQAoVjrBijwedV4XfH00WAA7HeGu6TFuagx9/6Zo8iDKPLOvd11KgqwJwAdxIR9KwHJF5cwAHFoz16MTyoyYYnwLKcKbHY4vXAC7upy0BEORYUpKxczvXyfp8I9Qssuiokc3s7SAygNW2YAJi0mZSZZK+95kqEVE/NrFOJ+Uw4UqzYcBBBFpsm4EUBVwpeDEtU5oujEGVAavQviUflERLcoyd0yZ+AxMxKAivSUnG65Jrkt/D9UTbDPhZBZ4xSTwDGkwj2mbiN+By44Ay98CI5e7hcTUKvOS4ACxtYdywoJUSxqlA284UTmkUx+2eo2vcHz3AMIACyFLgxLPXcTkf7JE0xPaAjGOWr/9Qq/n6qOaJtBqARtOCOhbn4n1je6KT8j/xzUKwn6Qx7dnkP0fbJj8XCsuG/uumAfpZkKbQjFmYCt25dvRW9JaEocINnsbSXD/3f6c/N6CKfVjHdds9wD6Z0B0wCvjEUqLAP6s+U9UwFc0VwGFn1LTYmkfD2rxWrUafE0o2JswZaTvWYb1AOs6q7uLFqgPbGgbesIooXfmBm+PPj03DnGrVZC1s1LSjBYzTYxPqJV3atP2jZD1/h+zP8W0N0pYcO7Fkk6Qu0WSJc/vz6tGVRRZnQmQzezuIDGC1Pvjny7dm3NiFZSlksiM1syDHXZ0JVkwkw7qr8pmrBBzlAYxkoma7gax0vTFMMSMVA57kdzkmPd5ATnPr8gGD/IyYGQV2+jrZlg+4op/mBQUAEBarUJ3PhZF6Up2yxeMqOh8pweuL7NmEa5Of+vzuG1EtjYA5FlaGajY732+K0EZpqxv2NcCFdon98V7qO3WFtHeZ37Db3f5EuWiiYMFgtgDLpo1CS0eqDJDz0NhaYY8AiiwKqvU5cL32fOwZyvoAYIXBK9J75hncFNKRPJNuATgBGPDWwoX97a0fuZ37PhXtFSCJ5cGRy0SETX/DW4q1whDgBdulWrTFwuhxHwjq+z6/QnoS3jNc276gKeMY/KjQb8WBESjPhv5/6JpgYQFXgFHG7jdthbBF1qqHSkCADNcHG0Xl37cJAB6pXu4FNo73CGBIKhRAReBEP3fZDmnczP2geeSarDcg12afh7aGCPXzhP38XVevzfRXWZw5kc3s7SAygHVsYOjIN2TEt3yLx2gRbQo6EP4ZM9kzCSo40XRPDFSSyZd1SVopTvmx5L9OQYqNZ8AlB1BF+yfnl3WAnhSwJceEbXF6MlkvIDFl3Wx9PEa8LU7HJWOFa7CKRrtv1T8h9C7Tc/h1AJqnXlmj5pzJ8aqTEm8wwErwtDLhOoAJATeTLJMwrWhupqG1gVf/k20CKoLeCUPQMW+8416v2SHrYMDYjn0BbWnEk0oW9atCH3ajPwcieBoQT3xro/vbhHrpDYgYGgYJsAIIo/Jx4vxNgZ1cINeWvv967df1WyQVdJwHwIJ269bHqRBcpsDCj9d3uk7ssb0BmimYOgTXb797ULYPmKENwmG3+njgw7pKvx/puU3vH3F/fG6ZMHXYK3zx9T8EgNw/Upk6nveSVR/IZzcOMx+lLx+BFmrYK03CkAEqpy7aLKm8tgbnQYeFN9akkk3uqZcVyAGCENQTiMyffnWdeITRKBuR/h9Gws5ViL6MNCRhDBXpSHy/cFlHNA8Qouch4+nf4slppv7h/8YxSYWJg8HKLBqyONMim9nbQWQAKzdwyrZ2GvGCZmRO6Ju2ZttBeS099gqVuWDCt5RY0gMwAiQKcgyMBQZLAExYF0CLgRcDKzHwOu76sCQsVLQ+AUgJmIpE5mHfBCzZ+Am7xT0EABEdk3MtYb0AnvA7oAkwQU8/qeLrlbJL1/QJ7ufhWpVZQxM2PxkTIANLA9sEYMJxHSYJoMQ6xgIcwV4BjO4cWhFScAskpfe3ifXSUJn9SAWSguNYQAfbVTS/TFikP46qEZNPtgNOqLazIgVSc1TYTfegRFOLpfI7+zD2se9NiWiaEK4D4m4LrXdgsVhnY/I5wjw0dma31BwMkaWxACycT4BVk4IODDoJGFVAFwUWrIfhwV4B7yvOM/zVpmTsOHbsPZoIxvkSgZie9Bh2EGu2KhBqa9C/0KofKUbg/HwJAdDa3xBAhso9fmdfdFd8ecGxfnaV/m3hu0UMDeAM4EPakN/Ri1FJyX2a1xxpziyyyOLYyGb2dhAZwNLgHz//yIumrpRv1Exi6FaYBEaFicPK1pkYPzj4uUzCTKLodgAE/BQ7gl6kBRVsSCVdYLFywJCBk7DOgE8OIIqAmO2fHqds1a/kZzq+mXRaOjDnmALdbuLzeOzkmuR3tVgw8GTAQbRKYZwEKMrxyuYwrjyDAhWRw9TwjERvFM6rqT+OifRM4X7snnhNpd2dQ6vc1IVbXHcPnnAGH/bqOlex5gMRZAPUGNeaLStLpufBPR/WiusFZBVNWSHvF8JwNFGkm0hTHT76VWLiCZMCGOw2JFT+Fak3Fik+gBzgjsndtGF/GFEt9xq/L+z3J7/PwBdWuWv7KksGyOBaxZfK//7YpHphoN794OOktYwFbuhcC9dmAGPrno8FTHDta7d/5HpNanT9Z6ySYwFn7ANYgnUy0IQLPIUYx2tWDHCLmyVzjtoNJ98lwkAgAA+LBkAmgMhSb6Jx8r+bxQMta+Iw4T1/g3ZfZpAK2wQI5N559mjPGAvGL4sssmg+spm9HUQGsNTXxyYnEUb7f+J8o6fqiki+db/xjhsxR9ktKqzQFDGJosWClWFCFh2OgA4FJFYFlwAaAxcCZqI0YQA6CZsk/lYGfNIUVAyWdJtaGwioC/vgi5WKz3U/rkWsBp5dJsybbscDSsXXybXx064lrFOgZWMZyNIKOwMXIm73gANmSAAnYCqk+SS1Jq8DUyfPJly/HJ8+Mzkv1+oBDlVxtz9RIdeN/xWTdN9pq0SXQzpL7BpgEANzJVqqAnWM57lTJWgNkGFMYIZ4b2/2oE/ew5mrRAtFnz5eF05uFL0XLBWpPZgrNFIANu7phbKtUt3HNVlaEv3Tdf59h6niNc9W7R+UscNoFrbrodEKOLh20pDNBalp+3zd/0y1PMtH/fmpJkSrRIsZzsF4sFAE1XnsT7XfvNqdbvx8/RIAeEJfdbygyo90G0J2c24/mbDKPABR5Rqtxlu04j1XHgw96ftn17l8nbrIc33meYXwHRsK1gP8iJjBskCQz3Mg9XgyKcwssuhM0eln9k8++SR/lfv666/doUPN+7vkb/vyyy/dlClToj3aHp0dYCF+5ts7+o7R89aLqBiBNAJjvo0z6TFR8c+e1CECWavCgp1hcv9NAkQCqyMgxYTgJiy38nz93YCPLQZU9Bg9Pma0fk2VnzBIuSwX4M6A1N3DqpIxYmaKfZn0B8xEoF8dxNg6PtcvlXR2/hjoFGg1pIjUA3tlYxqYsWMYq8uAJe5vExrSqj72EaChLB/rbX+0U0k1YXI/KcOljJgeB0N1u39PMOIE3DBZVzXtEeNPAYj+XHcPqxYdEaCM1CL3iz5qx76PEwYSFgSAAssEGEADxOtHxtYK8HlmzlqpxiOVhx7IJvcZ4bh+01bKaxgW0lqrtx10UxZuUabm+VXCHKHVuqE/DJqmMLsNrpCUJAwUYA32DJF+SwHooLrN0nw8U45BP8b18tkk7fb4zNXCwH35929EeM792QLYAjh9V8Fz4rwT529MmKiS+t1u0271lsL7CnsFfqd59OvLNRXK3x1/S2ZAyvuERouAfTMghqHplIWbPEitlWe4IbjKZ5FFFi1Hp53ZX3rpJfezn/3MnX322Tnr58yZ48477zx3ySWXuB49erh//Uv/2bS0jcbPP/jBD6IR2h6dHWDVv7NfRMRocPiHjhUAExvWC/gPMUkAtGANensQxgSC8zPaj55+QhW2QoBECq6OBTiAGU2JGXBREBXAU2CgEoAjxwcX9hwAkh5nYEcbRwPiYJRsX2WL7Fx2jmv7Ru1fDAAlLFTEpvl19BA0HZExUDpOuA9+GqsVGDaYHhgdSS8CEEOaEQBkbvfxPdi5E+AZ7seuj3NSKSf2BeO1dxysDqksYTM8UGI7/fvo2UdBwm2Pa3sYFbHT42+J6JTQafGe8t7itYSZJkJ4xNb3I6Ce3CigBraM9CLVd7A6pOIw2uQ4Pg/5QZk/nxsYF1JWb9XvErB+o39+AC1AAcANU87JCzbLOFTPoVk6XgDkYcvMrgGTUFhWfJqorhMQE5zUCarvVm05KGxU7O90KoLxYKNIjcdFHxZ8CTHzUFrqwBoO8gCQptWI9gFHtv2ov++/f/NPKSCIjUOn+rG5ZwuqCAFi6MJI3fIMEMIDLmnNs2FnBrKyyOJ40Wln9nXr1rn6+nr3wx/+MGf9BRdc4DZs8N/ivvlGgNSaNek33ea2ZQDr2wc9A0kHYdhIRVHZyveFKaD6DeYGobb+cy/3k26DTAY0un21crtoe7r5yVKsCPqVuh5DKxNgEy8CWgw4AMJMBJ/sY3okY70WuF8h+pZUYtBSCfBJjzFQYkvCLoVzWZVdomsK5zBmKTk+73o1laiu5z08qFSmSl3GBfzYddt5w+/acsbE84GJCue0KsJ4f30mKSjN3w5IY3KFjQHYkCbDTBM2izQR7wN9+xCMozdCuwOTxHXD8rAPYE9TuAosEZs/NqnB/ev/KTjY9eFRd7t//+j5BzMydNaaJL0HmIMlY+LHPgDmjEq9/KDhMZWAMJ6AP87PIp+fvqXurxPqhWUiAEBYEsBoWQXf8eLIZ1/LZ47PGRVvB0KFHeJ27h/Ac7qD9N8zIW0ZL6T0jG0iTIgOswa4AuSaZxcFBjxfDEPjIEX53oHPjgs2X/RgmCbXeHrNrtwmLKSxX2YjkUUWWRwbnXpm37NnTw7A2r9/v7vwwguT13369HFjx4497rYYYDU2NrpLL73UHT7ctm92nR1g4e8jaaJxdUmj17e3HpT0EoABUTSTO6wJ386t0a2mfOrkGzUmlJpWXKG6IAEuChiYrG8coC1YEjDSS8XpClQMQOUyXFZdaODjBj9ZIfa21J6tNwCUgquF4rtFWg4WRQBGbxWEG9hBLyYMUgBiMpaAkIXuFg8kEZQ/MKJadE+mI2NbDqAK59Pfw9i9dT9JEYbrY93vBiqrdWVobcNxPCfp0wjQs3Fk/5QRpNjg1WBAOadquwjNGZsqNUAubBHAhwk8YTuoYPPgiPekx7DKwDAqE8ZYsbAcKwTAGewkxypoW54AMsZlG+lJQBb2AzHLYgGjCbDgukgTDp/dJGlHE8fPXPyusGYwOw/786GromLwRGF98wATcRNiNFxcKyze6Q7TTmG7ALDb+sEnUgDCOlziLbhWWCnW89z5u8H6gud+l3+Gj/q/FdNXtTbSvoGrJJVvgaaL82Su61lk0XJ06pk9H2DNmzfPXX755clrAFS3bt2Ou80AFj9JH5aWlib7tDY6O8CihQhu2ehy0Htgv8CExkTNJEGKJ55U+cbNP3cmDEwpKZFH83Njv0ViJ6DgSsERAANAIF5QEQjSJdVmxRV/OSxPSMcx4SO+53oSBimAlKTaLyzpawVG7Mc6TCq5DkDTtUWlYtCZCNHZtwjWBvanUtqykJaBhZD2LoxrrFQe45UAu94LRCOlLuRLEtbqql7zk2tK79ODsN48LzykwvHhPvG4AuRpRWKZpAcRor9UvlXBUzHmmQ1iqlnof2IcCnP08Lh6YYbuGa7VfTBdMJP4YIlb+sjlSdGCBUJs3kvsAwAteC+R+h06a7WwXdwLAJp+gLAoxt7gvRTbK6B3Yj3Ag3QZsf/jL/RZezBLCtpYl+GztT+f2RGcKGDH2B+RfuPmAwJqzJ2ddODpDvRRpPIwJbWwvwFYrPygYORRD0YHeVC0a/9RAUmk4dkfT6uY9TpRwNjZvcex3b+PrKdyMYsssmg+OvXMng+w5s6d6375y18mr8eMGeO6du163G0AKwDSZZdd5oqLi5PtbYnODrAQ3ZLegaGAleIfN1YNTKikidCQxJMCYIt9mORgJBBFaxpKq9cSLRagoRA2B7uACAQJkwV7pRqrhA1im4EVAWepEJ7X5lSutgw6BikoY9o4rzQyjsZLwE8BJp94QC2RVJ82StYqN8AILMsN/dR5HOYLVohnMmXRZtGmSfNjuafAusn4aKyUfZJ1j5VIShGhM6k8u19jsxJAaWAqXIOtIx2LoBuGByaIa+NaKCQAQPHMaa/yzGtrBfhYKg62hPJ9QIyKwheLsWdfv/+fPTgmtQubxb2TaowZLAAL4yLCtuC9hqVE9F7dtFfeZ5jJ4a+uFTG5CbJhpPgsoH2yyrj8RsUAE66p5+jlblrpFjchVMqhITr6RctpsThgrgD9HGcL4wIKT3fAzAEKYZHivwHE9VwHbuj5gS6MbfmVkgj3Wf/+wc9y1h8vOCcVnlxDXBFp1Ynz6zMGK4ssWopOPbPnA6x9+/a5iy++OHlNGhAgdbxtBrCuuOIK16VLF9GDtDU6O8DinzhO0/zDpix/1Lz10jCX15TF89P8dphw3qjVNAjMgmpqqlK2JmKP9LWCBATeMBmpKNz2U3G6vE7WKbhSwGRC9Qi0BUDCuFcXLRDhtlX0aRpPU34mQrdxBOz464AJSywTBLiFvngBEDGueUU1bDzgDnkQATOUALdeOiYMmHle2XUB3jDvJCVoAAsW5z4PePCP0uej16carZQNA3Dhb8Vy88AyOQfX22+6B0CV21yVBzt7D30hlWak85h4J5VsTNicWUu3umc8CBLXdX9O0nvcqzigT22U3wHMCLQtELpT0cfxuKdXrd2b2AUAatbvOCy/I3JHmG3HcO7uQwF2qslDgE5qMNZE8bc4zo9BVSopQQNHUuGXx6SdKBB8YzEBeAFctAWkfNuwiln6BfLfhb8X0uqsay5FSRqVbbBWcUyYryARy5O2hFUc0t6Ha5hdtV0AJu9B5r6eRRYtR6ee2fMBFnH++ee7TZs2NStyb26bpQiPHDniLrroIldQUBCNlhsDBw4UMNXcsn79enfgwIGc/XnNelvOlO2kc9DvFE2uc/0mVbnn32xwyxs8sHotNV1kGTN3tXv+jXr30LMV7pFRS13xjEb3RGAv+Ea9efsHMm7vcZXuOgE6S0QzBIMCQKBiT0ECbuMKYmBx6GMnlXz8DgDqreBHWaAFkmoDuPR4aqnr0o/0nKXV4io/A1oqLBd7g0Kcz5dEAC4X9AFobhq4xN3lx715INostTdIx1LghNHm3cOr/TWXuYefWyr3+ErpCn9chQI+GVMbOlv/RfH68r9TNUdRABou7pNtaMe69F8k44nzfQCLCvJg3EzgrwANxscA4S2Dytyi6tXJ+9e0/ZD0yRswY6Wb8EaTG/5ijRs/p879bWylK5hYK6krKgE1RVjq7hu+xI18udYtb1zjHh69TMDocyHdZJ+PhVWrXME4Pd7ee1J9vL/T/WeD935mSWPy+YF5onqR++npn8/j05a5h/1n5LbHF4vBJiwX4GLCG2vk2KIJVf4cb7vSunelItUE7y19Pi3ay/bymtVyHzwfwKh9+eg7pc7VrWg65viNwZph0PQGt3j5ardqzVr3on9+drwxYSc6/+4P9rkVb691b/vjeZ/j9wdQXbFi63GPP9H42fZse0fe3protABryJAh7txzzxVw89Of/tTNnDlT1s+ePVvWY+HQvXv3HJuG5rYBsM466yzZvm3bNnfOOee4GTNmJMe0JjoLg8XENr1UW5ygL8LnyP5h0y4ExoHUR9PWjxJGi4XqJ1JNfaYG4OW3xd/Cn5zVJCk2Kg/Zbi1ZpAmvn+Q5npSX2iMgti4XTQ/+VTG4UTBEH71SYY+wCUATpqCkRABMkoIENAFqOD6Aqat7lyaaJvbhfGo5QFVciRxLCg+dlbBqfVWAzQKLxXjorQA5I+asFTCChmlG2bsiXsa+AvsCEbQnIC6ci3P3XywAj5Qcz4HU4m8HaCUd14DXFm1oxOXdnwe255WqbaKjopWNgUdNXaqejcIB0pWYZ+7a/6lb2PCeCKbpTWfvDwvsEZV27+w6IgwVz4/nTIpPAHXJpkQAD/uRz/SShsNuAQ0W5f8GAvC6Ynw8nCwWrnhf3mM+Qzv2fSrrNr33sVQnol+Lrwu2ateHuk9HDjoaxH8TvHf7j6Si8/zI9+Vi4bmv3d68v18cCOmt5Q4LYBdTVXovUnkJk3e8qsMssshCo3PM7G2Mzz77TIBTc3G8bScbnQFg8U9bJnIPJjCnvPeZZSJqZwI0x2j++TOxkoIC3BT4CXPIrJTVQlDbnNv1xAWbBMgwNtVOD4+tSZgdgMLkks2u5+gaAQzGKN3QH0Cj1YDKLqk1AoAJRgoQxMRiGh6sBJI0o4AyZYFywBnrAV8BcMEqIRK3VCCVg5hwCpiKjpNUY2/VkHFtgCHAIvYC3Ty46TtN75902O+KVXxuwJBz6vEL3e0CLLG7qHEbPdDBe8quvdfEeqnOA/iwLywfkzYBuCmcukKuk2sAANNouZ+/9/uC/xHHonfDwVs1TTViNkmqjTQhQOxuvy+pM9JppsfCPd10daSUAGHWx681wURu7WRIhwHCAOaM/fhLq3N0SZjQotsinbzIgzD0XXxeOIY029OvrnUzl2wVoNBRA1sFE/EfL0ilV3ugi60FrBVfYFpz34A2/oZ43mjd+Pu09+6DLB2YRRZtijN/Zu8AcaYDLFgNAAMaIHUlLxWW5vo+fulXpu1I/KSJB1bT9o9EIM06K9tn0qSKjd/Nhwg2hUoyRL5F0xqFnblxAOBNfZck7RdsFzgf4AvLBBF1y/qoEg9Q5cHF7YMr5KdWz5W6WxCly3FlUqkIKJGUXtAxGTiy80j6zsYk9RbGsnV4EgEMbhqgJpyWhtPj1dYBAIcoHWDGc4BJwJqi7p0PpQ8ewvGBMwA6a5Jrg9W6hmcqzYxxcq8XUNLXPzesChDL8+z+GoxCeVbsB6v3Yvm7om8CyAFKHx3fIMCJ/TF3LV/9gTz/JwPQxake8InmiRJ9yv6fL90s46IT+3sw2OSaqSY0Vg3GiSpCwCL9/toSjGVpMRYMS9Fzla5ITT5hR7FpABCbVot4q253cpwt7IM9RBbHhjFfuMDDMsIzUjjAuuezisEssmhTnNkzeweJMxlg0XYEvQ4T8N1+YgTokAYDRNzYV9NXBrheqdwulU7CfHhA9UbNLjfUAwlE02iLGIMJk8nR+tuxkJ5K2slIGk/TW9f6dbyWhXReWCwVlmilCoNXlD/v7z2w60LKrlBfAwwVxKhmSXRcwnwp22Q2DKbLEh1VAGyc60ZsI8I+cs8e5MEGSbrSAFYAZwrYUkE8TNfc5TuFYUJXQ5NlKioRKxOkbQBJCh7LJCVYvXafVOBh/om9wcotB6WpMZMklggYVvaaVC/O61YFaAvAafBLqxNR82ImVg9yzQSW94SKTa7fQJstMFiPeWBnDuY0F6bZMO8ZrJmM7xfAmpmMtiUw/MQHDVNa0pqMA4hUb7QjSYUclYUWZgbKfjw/2DBSXLYutnnIQsMYq9jzi/cUUMozyyKLLFofZ+7M3oHiTAZYaGpoW3L/iGo31P/zBkwJS1SoQOg3AWgALEa8ttb/I18pkzHVX1Y9BbtFChAQhffV3WKiGFKNaLnG1ovgW7RFfjwxmny1SQTPWDQYiNHUWmomykJKDC0W28z5W32pFPQIm0TqMAJDuqTXb6k+Wy9ALoCsGwcsSYAUNg8Ajr9MqJN0oaUO9drU7Vx+Dxoo2KxuQ5aKbgpgBXPDOvRSY9/c6D48/LkHGo2ux7AqSala1RiMz4PPLpNUX2xECSNh2pqtez4RtoKJ8wkPqgBfMxZvkW2wXvePxO1ctWy0RymYvEJe34D4358P0AyDiFkn7xOAx7ySSMuRZmLsFZv3izC+smmPeDAx/qlosQLbGQM8FoBlrA2iIpH1+XYKpJrlGXzw3fUK7ChhPSOxvrDgSxLrAOdZZJFF6+PMndk7UJzJAItebmh5MM7E58q8pFLfKGWCAD4DXlBfKxiTh8aqMJ2Je+xb2ofu1sHaaBjwIim8YvVcAnRY/zzGBAAMnrlaQIc0Nw4MFeabpMdU9K3MFkDGmCgWSfkxTgA+OqYCHsAUzJYBKhgzOb4AsKbVfQnACsvVcm7TV6klQxcaIftz31ysmjAFegrwWE+qjTQfgm2u9bfF5SKe59rNmJT7VwBULukyTD//EbQ573rggN8UlYhUW9Zu2CcgAzYQ0Ek7GnRS+QFrAROEfkoaQ/v7Ywy0TJVNe9W005//xn6L5dnDTMGSGcDhvAS6LF7PyEspmdklLuCnIjD5xDYB5pOx49QggRaL8wG04rA02Ob3Tr9JaEcLbBh4NujkKBzgGdEv8v+3dyZAVlRXHy9wzyIpzWYhJoEIiSlMJWYrUgE1QSSxrLjED4SKuFVIRIkmovFT0YjGoGgUEPg0KK6IBBVFBGHYN1EchkUjgkhgWDKgIJsL3u/9zpv76G5fv5k3NMN7Pf9fVRevb6/3Tif37znnnkNbsO6iEKJu0juzlxFpFlhTaye5u8YutoBnL4J8ORYmcuKHaGPpPe4vJniSV3pXIYkvEREDWNFnFqYJ7srhc92q6q0mGLCKZRNmegtQtm7fjQ++bOcTc4Ww4f6UDrGaflif7D2yWza4fIIlw0RYIGQQNLYqLyP4cMP9uv+LVkw5K3Bwc2Ytb14k8R62itAEWdbCRf/OvXmS3deLScQbx8l0buLyai/usu9AdnqyjePGw9WJdS6b32q6+9+RC2xlJONHriw2LFXj5622gG8Sb/o8Uvc+vcRdmxGZ3hJl1igSt2ba4laTYeV6/Z0t5gpEvPIu3AuLGLm1GI8+g+dYLJh3/V2bEcFkX/f4LOMkPA3iv4WgVW1/4rO74/byq04Xr6wxyxoWtqAbTGRBpPvvJ7hhnUy6gLUQaSe9M3sZkWaBxYTvV4H9cehss/Bk8zg9b2Kkx63ZVW2IFGrSWZ6lzLmXDJph1iqsXogoxMVl98zMCrOMGCFzOBMB4oGAcHO1Ze55xvUk/8wKJIK+s263bM6o824iuDwrZizFwjVZEYToop1Yrz8Nm+N+TVkds3i9ZHFNpBbAtYcgQihxjVnPMoLjrEzb2bVxVlzjVwliqUNccQ9ECskfEWleYGbFVjaHlq9TeHrmGO88btZK9/TsVfY+PBMrHMJm89ZsJm0CzCkNdN4tk22FXjAezW/3/GuJTZasrOP9cZvenRG5oybtLdS7qXbBQD4IcEdUIfTIeUTy0ssHz3J/zghb7gmLVmyyWKwHXggXPOa5fmXoiwvXmIuJYHj/HTRm2gTcmNGxYWOFncgP1k1i27D0sRG3Vkx5HSFElvTO7GVEuQqsj/d84qprdrjtuwpbAgiyxopALJVZe2rda4gWhIpPT4C1BXDtXDlsbm3gdTaf0qUZkdDjNhJtZt113W+l/Aoutb3xUcRpIWgQIwgXLEy0ETfECj5zsf1lb+xTl2v2rtpjxSCFo68aNs9EFIIn6ybLrkDkXXr+LZuh3K/WQyCenRE6iDz6c3b/yZbnCmsT9yA+jPp9WHS2bv/AVtQhznABdr9laq1LsDYwP/Mv7kFWBpK3CxFgtQtv4J0nmMAkvojYGI5xD96BuCYEC3mmEE0srSfTPavqeCbn0sbyfg8rxGj32fHz4QPdH5jwumXrJsfUBbXlcgg0B39/0h9EIaEn5V2iwoZnNyaIBSxniEIsV7i7ii14LIQQDaE8Z/aUUW4CCzcSq8R8vhw2Jviarbuip+Zggp/y6n/MjYaQIHAawYKVxsf7BINoSTh691NVrsetU0zU4DIkwJ3zvFgixYPV2bsmm8NqQEZIsMINQcb9L8qInSHPLDFxgiWIdAbZ1X3ejTjRRA5uNqxCv//HTBNTvCPvhGWM+/pViRzDLXbnmEr35+HzLP6J67G03ZwRNw9OesPckAguAq59xnDAMtct814INo5TWw/3J3FllnS0VshlLWq4/Src72tXRyL2embEJQKKVAS4+HgmAgsLTRyksuBv88+IhQn3IO1Pzfh0mRUP7jNfFJmNVYI8j5g4v/rOr8gLrtwLgvimrAqB01hCXpOwEUI0IcprZk8p5SawCHhmYsUiQL04X74GS0ahOA2SGOLuQ5T8ptZ6xYawQGhFg59Zzn/VffMsJ9bA0a9ZQWAEE6sHvUjKCqzn7Z5YW7Bgca+/PpK1nuAKqtm2y8QbVjBceIglnotFjLxOPg9Xr8y/XuQgAu3fvyDoEHMTXbcBk90dGXFFwDiZ1ckLxAo/Uhj4LPNsCAofcA6kCyBOCasWwhCXIjFOuN4QgliwEFKImLNvypazoQ8IKoQcxZYRYAhB+s4+44dwxIoUB5ZF3gfXHK5aQByTFd3GJhL8HYXVgFicsPogpsljRfJSBBWJK+0byGw+YakQQoi9lNfMnlLKSWAhHJhsyexMHiZg9Rbihgl3VlV8lnsm90EZoYO16Iqhs20F2h+HzrWs4CSgjBbg5fx8ySP/NXtVNmbp2mzpGYQLOZZ63DrVArN9klKLM3pvb5wR96BgLXFDiJtBY6pMfFz9f/PNPTnx5XesYDEiDmHXM3M/rE3kc7rxoVcy99trsWPjHjOqqq3oNPclEBiRGBSZZN1GeHJ/Em9eMmi6FR/+DYHv/bOuSCxYCDyEjyX9zIgvcnAt/PdGG4P7Jyw36xo1CrHOkRQU69bqDXUX7SWPFu+KCCYTui/4S3bvbTsKu3ajUAInaLVk7ORuE0KI/JTPzJ5iSkVgYQ0hXoXUClhp8gVBUy6DyZXl/EHIbUQ7LqFC4LZCNAWFChsWoXxgJeI4cT/EfCFeHpuywuKbCLzG/bXoTYKt59kKOYK/qTNIok3EBPFfHlaVUX6GNA6kjvCZ4i+6c7oVRyZbOGIOqwy5nao37zBRhrvMvwciCqGBcOFcRJzPLp8PUhf48fKr6AhMz7pGsxay7rdMCZUxQZBhYcMV6cGthwAbNfnf7qXM3ybofozC+2Kd4u/4/LzVVrcuONYDM/fn79AQsIqRHgExHIzrEkIIEaY0ZvYyYvfu3a6mJrzEfefOne7+++8PtRVDKQgsJnifCNJviIfocn5cTRzDYhNcWYQrjnZWy9UF9xg/d7UbkRExuP0KJZ5cnxE53mpiyStz77Yw8757hdp1/8xmdMdFiMWJHFj+mA/Knr202qw/PW6rsBWLpINgZVz3W4iNmmClaRB/WKZ8/1kBR3A5+6yM2xUQNuQFop1kqnEseD1brNgHd1MoF5cbgg4rFa5BVioGGTY+m/eLuK5iIaCeoPbg35FgcwRz5coa+zsH3ZdCCCH2Dwd+Zi9Bunbt6po1a+aaN29uGwWeYcyYMa5Vq1auffv2rlevXm5PbbJGij8ffPDBwVsUxYEWWFiFEExMxgQ+I3gQSlhoEBzvvp+N3/EQd8W5FM7FmkGwM6KE873bMElYOYcVBsHDc7DiEASPFYeivrwPxxFcpBEgV9Sw8cstM7mvYVeV6RNWHVYAEkROsDb3w4qVTVQ6wcrEsOoMS5lfRUcQOTFG/I4NFp8eDhZnvEh+yfvwHCxmiFfel23WkvXmJrXcUjdNsjissTNX2nPoD8Hv3TJt0efVBYKX1XL23rXC9cWX1+QsbYhFIYQQjcOBndlLlC5durhp06a5jz76yDZPmzZt3JIlS6wNkbVo0SJrL3eB5TNvY1EKYlnYM+0vvxEuzrthy45czbLgRhbopNi8bbebu2yD5VGi+PCejOjZsftDtzIjQsgwHSyJAogLEpIiTBA1wfeizAyCh7QElL1BYF3/z5fN5YaVyNf/e3zq3hV5uNm4ln7GBYtjfaM9mFOJuKaoBYl0C1jWrnlgvsVS+RWApFroNXC6pXog7gqrFlY0Vir2HTrHUh0Uw5pN2QSfg59eYkV6PVjwaEfYCSGEaBwO7MxeoiCwZs4Mu202bNjgjj/++Nz+dddd54YMGWK/gwJr/vz57qSTTnKbN8e7vaIcaIGF24oJmLpyQfxqQf6Nwgoz2ll+j7uP+KakWPjGJrO4BEXKgMdezQicvW1YZShgjNABausRAH7+bVMtnmv+8g0Wg0XJGILKiama/Op/TNj8z18nm+jiPogxHws18sW9FiPiqjh+V21SzbEzVto+4gkrn892zf62HXvFnrd8sdKOdAa4FMmFxTuQFoLnY9FC2D006d9mQUNkXXznDMszRc3Gfpl3bki2cwoa82zEZJA5S9dbO9YxIYQQjcOBndlLlDPOOMO1bNnS9enTxy1fnrXqjBs3znXs2DF3DuKqe/fu9tsLLP7FhThx4sTcefXhQAss4py8WPAWGsQB9chox2LUWOAOJGaIWCsEH6sSbx9daRYghAnB4ri/vADz1iMsXViByIPlLT+IG+KyEDW48XCZUVbmwjumW1qF259YlHnOQrN6EQt100MLLaUCmxdQvv4ablSf3sBvpH7g3CDeRYcL00Mw+J+HZfNm3TxqoVu/ZWfOwkRfOP/ZuW9bEDwZtAmubwg+Pg5Lm189yXuzMpF25aESQojG48DO7CXMqlWrXO/evV3nzp1tf+zYsa5Tp06544MHD3bdunWz3wgrRNJPf/pTd/PNN+fOqS8HWmCBd3cR40TpEx9AjhXIW4kaA2KGeC7/esZkxBEr7XCf+fpxCBusWLwn78fqRdI99B0yx8QZ701KCNxwCKiqlTXmvuOaS+7Ilo7BikWwO0lMCX6/ekS27p7fKKAcDGoHLFvUsyNeKl+wOCVquDa4spB3puQPAhALVxC/OKAhFqt8IEq5HwIUq513V7L6UeVOhBCi8TjwM3sJs2nTJgt2X7Nmjauurnbt2rXLHcNFiMgCL7BOOeUUd9ZZZxUtSEpBYGHp8G4wvxHEXmyupH3FCz3cXR6yxJPb6k/D5uaK9gLpDDiXeCwC2Pl92+OLzBLFbwRTz79VWJkXn1IA1yHHcA1yPzKqs48FjJV2PIuAeQRPMPdWfcFdyv24B7FqZLcnKJ93ueiOaRbT5UUigscvGCAIPwl4Z1ykwb8jwfLRhQpCCCH2Lwd+Zi9hKioqXIsWLdzWrdmVca1btzaXYVyQ+5YtW1zbtm1dv379grfJ0b9/fxNT+baqqiq3cWM4mJx92v1W7PH/rFtf8Hi+61nlhnUIEZDveF3X7+txUh4gCgiwJ+6N9tsfnunOuXGi+92gilwST0TVtSPmuKsGV7jKxYvdglcqXf+RWQvUP8YuccOeW+b6DZvt+t4z1Y0YOzf0fOLFHp3yphvw8Hx356Oz3LNTXq73+9V1HNcqeaZ4j37Ds89nu3pohbv7yaxbk3QPuAYHPLzAjvV/YIZ7rXJxve5f3+MIytdef8fNX1iZO762eoOlaVj69mZzJxa6HnRcx3Vcx3U8//H6IIGVhw4dOtjGqsERI0bk2kePHm2xWSeccILr2bNnKE3DIYccYr9XrFjhjj76aPfQQw/lrquLJC1YWEVYzRcsXzNv2YairWoHCpKd+nxcWHdw/VF7jziq3901w72w4B03Z+kGc/9xTjAwH+sWQelB6w0r6PK58hoCI8iKS+LCSNHgLVFREFlYsnDL4WbELUggPOezKCD4fsPHLytYwzEpSHgaXPmJq5RUHKSlEEIIkTzJzewpAksUMVj5ICcWgipJkhRYrF7zkyjBzv437q+GQrkX8l1RFoWA+P0NVhZvBfIbrj9cfcE4Kdxw0WziCEwC5Ql0T9IthjiKZkQn/qshCwAIQOf9qM3YGLKX5/lFASwSYJWh3y+UJFUIIUTDSW5mFw0mKYH1Zm1ZFiwVPsgad5hlQH9w4adyR9UHLDbRnFe4twoVdU4CrE4EkrPyb/ridVY7j8LHZGnvO2S2BcE3hjjxeMsTljMshF7Ikog1uGKwFPEZ54PliCh5xDfBooZysW4KIUQ5kczMLvaJpASWr3UXzVuFxYJ2Ym+KAQuQt4JhvcEd512P0dVw+wtfy4+NEjO43PhNKofqmv1vTYOtO7KlcliRh/vP41fsMe6lDEHuvCeCNYgfS5K6CiGESJZkZnaxTyQlsChZw4RJnFKQkROzhYqDhY/rgxdswVIwBEdjtcH6UajgcFL4VXZzl27ItZFglDaKPjcGdZbKmREulVNqeCHI9+FhdShuQoSq0jcIIUTyJDOzi30iKYG1FrfPyGwOJLKzEzw9rTZ9AZaooPWlPvjEmkvfDpds8bFIFBben1AeBwFw40MLQ8HYvvgyAfyNgS+bQ/B9MGs7wpN2xriUoT4kgpixfG7ealskcFet9arUxaEQQpQryczsYp9ISmAB8UFMnMGNyfW1t2qip9YJgfFcz2ozDyKNeCja41bRJYkvQh0sVPxWbe1EVuA1Ft7NOnB0pY2HtwoiXJMMpt9fzFhcbUI1+F2Q84uSR0IIIZInuZldNJgkBRYQGE5QNqVuSNzZUEsTgfJ+tRl5qSiW7NMgcP/GAIsLz6MvuOSoU+hFF+kSGguEJbUDgwKF4P9i3a4HElaAUvAZFyuJXBXcLoQQ+49kZ3bRIJIWWEmCqPnrw+HCyyOeX94o1isgRQRlb4LPZyPLPC7ExgaxSl4x0jM0RgyaEEKI8qR0Z/YmRCkLLCD558tvbLRyNOTDamzLB0IKyxXxQk/PfttVrize3SmEEEI0JqU9szcRSl1gCSGEEKI4NLOXABJYQgghRLrQzF4CSGAJIYQQ6UIzewkggSWEEEKkC83sJYAElhBCCJEuNLOXABJYQgghRLrQzF4CSGAJIYQQ6UIzewlw8sknm8jSpk2bNm3atJX2dtNNN0Wn8bxIYIkGwUcm9qLxCKPxCKPxCKPxCKPxCJOW8UhHL0Sjk5b/ASSFxiOMxiOMxiOMxiOMxiNMWsYjHb0QjU5a/geQFBqPMBqPMBqPMBqPMBqPMGkZj3T0QjQ6afkfQFJoPMJoPMJoPMJoPMJoPMKkZTzS0QvR6KTlfwBJofEIo/EIo/EIo/EIo/EIk5bxSEcvRKNT31UUTQWNRxiNRxiNRxiNRxiNR5i0jIcElhBCCCFEwkhgCSGEEEIkjASWEEIIIUTCSGCJotm9e7erqamJNse2lzvvvfdetCm2r8W2lyP5xiOOuH7HtZcbW7Zssb5Eietfse3lRtx4xBHX77j2cuKTTz5x69aty9uPuP4V215OFBqPOOL6Hddeakhgibx07drVNWvWzDVv3ty2999/39rHjBnjWrVq5dq3b+969erl9uzZU7C9nHn00UfdCSec4A4//PBQe1xfi20vN+LGoyl+Kzt37nTt2rVzJ554omvZsqW77rrrcsfi+ldsezlRaDya4vcBxx57rPvJT37ijjrqKNe3b99ce1z/im0vN+LGI83fhwSWyEuXLl3ctGnT3EcffWSbp02bNm7JkiXWxge+aNGigu3lzOLFi93cuXPdoYceGmqP62ux7eVG3Hg0xW/l448/dlVVVfb7rbfeMtH57rvv2n5c/4ptLycKjUdT/D5g+/bt9u+rr75q48EYQVz/im0vN+LGI83fhwSWyAsf/cyZM0NtGzZscMcff3xun/9KHTJkSGx7Gli7dm1IUMT1tdj2ciU6HtDUv5Vt27a5gw46yK1atSq2f8W2lzPB8YCm/n089dRT7tRTT7Xfcf0rtr2cCY4HpPn7kMASeTnjjDPM1N+nTx+3fPlyaxs3bpzr2LFj7hw+7O7du8e2p4GooIjra7Ht5Up0PKCpfys33HCD69Chg/2O61+x7eVMcDygqX4fs2bNsnE48sgjzWoDcf0rtr0cyTcekObvQwJLxMJ/gfbu3dt17tzZ9seOHes6deqUOz548GDXrVu32PY0EBUUcX0ttr1ciY6Hp6l+K6NGjXJt27Z1GzdutP24/hXbXq5Ex8PTFL8PgrCJFzrzzDPdD37wA3OJxfWv2PZyJN94eNL6fUhgiYJs2rTJAhDXrFnjqqurLZDVg3mWDzyuPQ1EBUVcX4ttL1ei4xGkqX0rEydOdMcdd5z11xPXv2Lby5F84xGkqX0fHmLRDjvsMLdgwYLY/hXbXs4ExyNIGr8PCSxRkIqKCteiRQu3detW22/durWZcaMBhnHt5U4+QRHX12Lby5F84+FpSt8KK52OOeYY+y9qVjEFVzLF9a/Y9nKi0Hh4mtL3AayshGXLlllQNyksIK5/xbaXG3Hj4Unj9yGBJfKCr5yNFRsjRozItY8ePdr85SzX79mzZ+7/SOPay5kBAwZYnyg8+rWvfc09/PDD1h7X12Lby4248WiK38qcOXNsHIJbZWWlHYvrX7Ht5USh8WiK38eOHTvcEUccYWkJEJ7B2npx/Su2vZwoNB5p/j4ksERe+K8LvwooCv+1un79+mhzbHsaietrse1pQN/Kp4nrX7HtaaCpfh8kwyRlBZaWKHH9K7a9nIgbjzR/HxJYQgghhBAJI4ElhBBCCJEwElhCCCGEEAkjgSWEEEIIkTASWEIIIYQQCSOBJYQQQgiRMBJYQgghhBAJI4ElhBBCCJEwElhCCCGEEAkjgSWE2GcmTZrkpk+fHm2OpdjzyxGKH5c7ZN9+8sknrSRJ79693Ztvvhk9pcHMnDnTSqgIkVYksIQQ9ebggw92n/3sZ6PN7qCDDnLHHntstDmWYs9vCCeffLLVxLv88sujh/Y7Dz74oNVrLHeGDRtmY9ixY0fXrVs3qzm4LwTLpNx1113uZz/7mdu2bVvgDCHSgwSWEKLeIIw+85nPRJvdtGnTipp8iz2/WFauXOmaNWtm4uCoo44yS0xj8dhjj9mzEVnlTpcuXWwMV6xYET1UNN/5znfc4Ycfntunntxxxx1nBYA//vjjwJlCpAMJLCFEvYkTWFS279Spk/2+4IILXNu2bd3s2bNzx2+88UbXtWvX3H7wfP975MiR7hvf+IZr3769mzp1au7cl156yc75/Oc/73r06GFWj5NOOil3PB/XX3+9CaszzzzTBAJuriD+mYMGDXLHHHOMq6iocPPmzXM//vGPrX/f/va33YsvvmjnMvnzXNqOPPJI96tf/crOzccnn3zivvnNb7rvfve7oXbuhVj53Oc+51q2bOkGDx6cO8azg/3D8ub7t337dhtL+gHcn/1f/OIXtl/XuxXTzyh/+MMf3KGHHmrj16ZNG3MRQqHr445de+21rnnz5nYv3n/ChAnWPmrUKGt75plncvcQIi1IYAkh6k2cwAq6/O677z6bNC+66CLb//DDD92XvvQld8MNN+Q9n99YfL74xS+6U0891a79+c9/bsf27Nlj1+KavOqqq3IWFcREHFzTqlUr16dPH/f888/b+aeffnroHJ5JO4KHZ06ePNnu+ZWvfMXECO/2hS98we3cudPen3PuuOMOd++999q7du7cOXQ/z9KlS0N9B0QQwpH7PfLII+7vf/+7Gzt2rB1DMH35y1+29+F9vVvT92/r1q22f+KJJ+bOZ79169a2X9e7FdPPKIwdYpDrb7vtNvfcc8+5jRs3xl5f6BgiGQHJ+9xzzz25WK5ly5bZ/S+88MLI04UofySwhBD1pj4Ca/PmzWb5YEJlch0/frxNokE3U1RgHXbYYa6ystJidLiWiRnmz59v1watXy1atCgosAig55pXXnnFxM1Xv/pVs56sXbs2dw7PxF21ePFi2x8yZIhd89vf/tYmf4K62Q9a0hA3y5cvN9ERdHUF8YLu9ttvz7VhhWLMED+33nprSMwsWrTIzj/ttNNybcH+1SWwPHHv1pB+Bvn+979vx7ds2WL7ha4vdAz4O/B3DoLrlr/NKaecEmoXIg1IYAkh6k19BBacffbZNrkSj3Tuuee6Dh06BM7+tMAKXou48gILocJ9rrnmmtDxQgKLYGyuwRrEhquQfcSNJ/rMfv362TnRjfdHIJ1//vlmYfNxXVGh4MHKw/GBAweG2ocPH27jxjGC31944QVrx/JUqH91Cay63q2YfuYjKrAKXV/oGOQTWB988IEJLP5OQqQNCSwhRL2pr8B6+umnbXL94Q9/aJPqiBEjAmfXX2B56xeCDbCCHXLIIbECCyGAxQaLyCWXXGIbFhXuQWyUJ/pM3Gucc84559ik7zfcjV4E9e3b1wQPcU1RoeCpqqqyc3lulHfeecddeumldpzgbsTS448/bvuIQuD+RxxxxKcEFnFL4F1qXmDV9W7F9DMfUYFV6PpCxwCBhas3+KzXX3/drunVq1euTYi0IIElhKg3TNgIHCwyfnviiSc+NZEzsR599NE2eSJ43n333cBd6i+wWGnG87gPsUUEavPbH48ydOhQu9/69etD7QSNcx25lyD6zNWrV5tw5FkE5BOcjXghUB/LF9cS9D1gwAATQOxPmTIld70H8YCF6kc/+lGurbq62oK8iX/iflhsCIJHYG3atMksT9zzyiuvzL2nF1jcz7s4sRARWxYUWHW9WzH9zEdUYBW6vtAxwA3KvRBi3l07evRoaxszZkzumUKkBQksIUS9wQLBhBjcmOxpZ/IPctlll9nx8847L9QOwfOj1wYFFhA0j7BCKNx5551moWE/HwgbVtJF8fFBF198se1Hnwm47b7+9a/n+oXbbdy4cW7NmjXuW9/6lrWRagCXJ79/+ctfhq73+Gc9++yzto/w8MHiiKnvfe97IXF2xRVXWDvvhMiKukARKQgnxMvdd9+dG3Oo692K6Wc+ogILCl1f6BgrBxGftOP6JUCflYbt2rUzQS5E2pDAEkKUNFhCECkERLMCjQmaFXH7i//+97+upqYm2hyyivF7165dgaNh+vfvb8IhCPFSWKzygXvPJ9yMCix/vFAur2LezRPXz/pS6PpCx9atW2fWO9zGuD6x8AmRRiSwhBAljbf+eOsZVpCFCxdGTys5EIMNIZ/ASiOkqkBsCZFWJLCEECUN1hDyKOEqJJVD2sGVRroHIUR5I4ElhBBCCJEwElhCCCGEEAkjgSWEEEIIkTASWEIIIYQQCSOBJYQQQgiRMBJYQgghhBAJI4ElhBBCCJEwElhCCCGEEAkjgSWEEEIIkTASWEIIIYQQCSOBJYQQQgiRMBJYQgghhBAJI4ElhBBCCJEwElhCCCGEEAkjgSWEEEIIkTD/D/J18LCCXqOZAAAAAElFTkSuQmCC\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x63ced02 \"BufferedImage@63ced02: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; ### Normalising Distributions
;;;
;;; It can be seen that `SalePrice` does not follow a Normal Distribution. In order to get this value to fit better to data analysis, `log` is applied
;; **

;; @@
(def +etl-normalise+
  '[[remove "Id"]
    [m= "SalePrice" (log1p (col))]])

(def +train-normalise+ (:dataset (etl/apply-pipeline +train-cleaned+ +etl-normalise+ {})))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train-normalise+</span>","value":"#'demo.ames.worksheet/+train-normalise+"}
;; <=

;; **
;;; The normalised `SalePrice` is now used for analysis instead of the original value
;; **

;; @@
(-> +train-normalise+
    (dataset/select ["SalePrice"] :all)
    (dataset/->flyweight)
    (plot/histogram-plot {:bins 100
                          :axis {:y {:label "Number" :fmt int}
                                 :x {:label "Sale Price (log)"
                                     :field "SalePrice"}}
                          :title "Normalised Price Distribution"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x33f3b97a \"BufferedImage@33f3b97a: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; ### Categorical Column Fixes
;;;
;;; Initially, the columns undergo the following transforms
;;;
;;; - `Id` is removed
;;; - `SalePrice` becomes logarithmic
;;; - `MSSubClass`, `OverallQual` and `OverallCond` are changed to Categorical columns
;; **

;; @@
(def +etl-categorical+
  '[[set-attribute ["MSSubClass" "OverallQual" "OverallCond"] :categorical? true]])

(def +train-categorical+ (:dataset (etl/apply-pipeline +train-normalise+ +etl-categorical+) {}))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train-categorical+</span>","value":"#'demo.ames.worksheet/+train-categorical+"}
;; <=

;; **
;;; A look at the number of categorical fields see an increase before and after the pipeline has been applied
;; **

;; @@
[:before (count (etl-filter/categorical? +train-cleaned+))
 :after  (count (etl-filter/categorical? +train-categorical+))]
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-keyword'>:before</span>","value":":before"},{"type":"html","content":"<span class='clj-unkown'>42</span>","value":"42"},{"type":"html","content":"<span class='clj-keyword'>:after</span>","value":":after"},{"type":"html","content":"<span class='clj-unkown'>45</span>","value":"45"}],"value":"[:before 42 :after 45]"}
;; <=

;; **
;;; ### Missing Field Values
;;;
;;; It can be seen that with the housing dataset, there exists missing data that needs to be filled in
;; **

;; @@
(-> (dataset/columns-with-missing-seq +train-categorical+)
    (plot/horizontal-bar-plot {:title "Missing Field Count (Pre)"
                               :axis {:x {:label "Field Name" :field :column-name}
                                      :y {:label "Count" :field :missing-count :fmt int}}}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x42b349a6 \"BufferedImage@42b349a6: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;;  In order to properly do analysis, the missing data needs to be replaced with a set of values that make sense. Therefore the replacement pipeline can be defined and tested
;; **

;; @@
(def +etl-replaced+
  '[[replace-missing [;; Alley : data description says NA means "no alley access"
                    "Alley"]
   "None"]

  [replace-missing [;; BedroomAbvGr : NA most likely means 0
                    "BedroomAbvGr"
                    "BsmtFullBath"
                    "BsmtHalfBath"
                    "BsmtUnfSF"
                    "EnclosedPorch"
                    "Fireplaces"
                    "GarageArea"
                    "GarageCars"
                    "HalfBath"
                    ;; KitchenAbvGr : NA most likely means 0
                    "KitchenAbvGr"
                    "LotFrontage"
                    "MasVnrArea"
                    "MiscVal"
                    ;; OpenPorchSF : NA most likely means no open porch
                    "OpenPorchSF"
                    "PoolArea"
                    ;; ScreenPorch : NA most likely means no screen porch
                    "ScreenPorch"
                    ;; TotRmsAbvGrd : NA most likely means 0
                    "TotRmsAbvGrd"
                    ;; WoodDeckSF : NA most likely means no wood deck
                    "WoodDeckSF"]
   0]

  [replace-missing [;; BsmtQual etc : data description says NA for basement features is "no basement"
                    "BsmtQual"
                    "BsmtCond"
                    "BsmtExposure"
                    "BsmtFinType1"
                    "BsmtFinType2"
                    ;; Fence : data description says NA means "no fence"
                    "Fence"
                    ;; FireplaceQu : data description says NA means "no fireplace"
                    "FireplaceQu"
                    ;; GarageType etc : data description says NA for garage features is "no garage"
                    "GarageType"
                    "GarageFinish"
                    "GarageQual"
                    "GarageCond"
                    ;; MiscFeature : data description says NA means "no misc feature"
                    "MiscFeature"
                    ;; PoolQC : data description says NA means "no pool"
                    "PoolQC"]
   "No"]

  [replace-missing ["CentralAir"] "N"]
  [replace-missing [;; Condition : NA most likely means Normal
                    "Condition1"
                    "Condition2"]
   "Norm"]

  [replace-missing [;; External stuff : NA most likely means average
                    "ExterCond"
                    "ExterQual"
                    ;; HeatingQC : NA most likely means typical
                    "HeatingQC"
                    ;; KitchenQual : NA most likely means typical
                    "KitchenQual"]
   "TA"]

  [replace-missing [;; Functional : data description says NA means typical
                    "Functional"] "Typ"]

  [replace-missing [;; LotShape : NA most likely means regular
                    "LotShape"] "Reg"]

  [replace-missing [;; MasVnrType : NA most likely means no veneer
                    "MasVnrType"] "None"]

  [replace-missing [;; PavedDrive : NA most likely means not paved
                    "PavedDrive"] "N"]
  [replace-missing ["SaleCondition"] "Normal"]
  [replace-missing ["Utilities"] "AllPub"]])
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+etl-replaced+</span>","value":"#'demo.ames.worksheet/+etl-replaced+"}
;; <=

;; **
;;; The pipeline can be applied in order to clean up the missing information in the dataset. It can be seen that most of the columns with missing information has been filled in.
;; **

;; @@
(def +train-replaced+ (-> (etl/apply-pipeline +train-categorical+ +etl-replaced+ {}) :dataset))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train-replaced+</span>","value":"#'demo.ames.worksheet/+train-replaced+"}
;; <=

;; **
;;; Once the data has been processed, the missing field count for all categories drop significantly
;; **

;; @@
(-> (dataset/columns-with-missing-seq +train-replaced+)
    (plot/horizontal-bar-plot {:title "Missing Field Count (Post)"
                               :axis {:x {:label "Field Name" :field :column-name}
                                      :y {:label "Count" :field :missing-count :fmt int}}
                               :height 160}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"160\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x21af99b7 \"BufferedImage@21af99b7: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 160 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; ### Numerical Columns
;;;
;;; There are some categorical columns that would be better off if they had numerical values. These are applied as part of the etl pipeline.
;; **

;; @@
(def +etl-numerical+
  '[[string->number "Alley"          {"Grvl" 1  "Pave" 2 "None" 0}]
    [string->number "BsmtCond"       {"Po"   1  "Fa"   2 "TA"   3 "Gd"   4  "Ex"  5  "No" 0}]
    [string->number "BsmtExposure"   {"Mn"   1  "Av"   2 "Gd"   3 "No" 0}]
    [string->number "BsmtFinType1"   {"Unf"  1  "LwQ"  2 "Rec"  3 "BLQ"  4  "ALQ" 5  "GLQ"  6  "No" 0}]
    [string->number "BsmtFinType2"   {"Unf"  1  "LwQ"  2 "Rec"  3 "BLQ"  4  "ALQ" 5  "GLQ"  6  "No" 0}]
    [string->number "BsmtQual"       {"Po"   1  "Fa"   2 "TA"   3 "Gd"   4  "Ex"  5  "No" 0}]
    [string->number "ExterCond"      {"Po"   1  "Fa"   2 "TA"   3 "Gd"   4  "Ex"  5  "No" 0}]
    [string->number "ExterQual"      {"Po"   1  "Fa"   2 "TA"   3 "Gd"   4  "Ex"  5}]
    [string->number "FireplaceQu"    {"Po"   1  "Fa"   2 "TA"   3 "Gd"   4  "Ex"  5  "No" 0}]
    [string->number "Functional"     {"Sal"  1  "Sev"  2 "Maj2" 3 "Maj1" 4  "Mod" 5  "Min2" 6 "Min1" 7 "Typ" 8}]
    [string->number "GarageCond"     {"Po"   1  "Fa"   2 "TA"   3 "Gd"   4  "Ex"  5  "No" 0}]
    [string->number "GarageQual"     {"Po"   1  "Fa"   2 "TA"   3 "Gd"   4  "Ex"  5  "No" 0}]
    [string->number "HeatingQC"      {"Po"   1  "Fa"   2 "TA"   3 "Gd"   4  "Ex"  5}]
    [string->number "KitchenQual"    {"Po"   1  "Fa"   2 "TA"   3 "Gd"   4  "Ex"  5}]
    [string->number "LandSlope"      {"Sev"  1  "Mod"  2 "Gtl"  3}]
    [string->number "LotShape"       {"IR3"  1  "IR2"  2 "IR1"  3 "Reg"  4}]
    [string->number "PavedDrive"     {"P"    1  "Y"    2 "N"   0}]
    [string->number "PoolQC"         {"Fa"   1  "TA"   2 "Gd"   3 "Ex"   4 "No" 0}]
    [string->number "Street"         {"Grvl" 1  "Pave" 2}]
    [string->number "Utilities"      {"ELO"  1  "NoSeWa" 2 "NoSewr" 3 "AllPub" 4}]])

(def +train-numerical+ (:dataset (etl/apply-pipeline +train-replaced+ +etl-numerical+ {})))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train-numerical+</span>","value":"#'demo.ames.worksheet/+train-numerical+"}
;; <=

;; **
;;; The categorical labels are applied to each of the column names when the pipeline is applied
;; **

;; @@
(pprint/pprint (:label-map (:options (etl/apply-pipeline +train-replaced+ +etl-numerical+ {}))))
;; @@
;; ->
;;; {&quot;PoolQC&quot; {&quot;Fa&quot; 1, &quot;TA&quot; 2, &quot;Gd&quot; 3, &quot;Ex&quot; 4, &quot;No&quot; 0},
;;;  &quot;BsmtCond&quot; {&quot;Po&quot; 1, &quot;Fa&quot; 2, &quot;TA&quot; 3, &quot;Gd&quot; 4, &quot;Ex&quot; 5, &quot;No&quot; 0},
;;;  &quot;GarageQual&quot; {&quot;Po&quot; 1, &quot;Fa&quot; 2, &quot;TA&quot; 3, &quot;Gd&quot; 4, &quot;Ex&quot; 5, &quot;No&quot; 0},
;;;  &quot;Alley&quot; {&quot;Grvl&quot; 1, &quot;Pave&quot; 2, &quot;None&quot; 0},
;;;  &quot;LandSlope&quot; {&quot;Sev&quot; 1, &quot;Mod&quot; 2, &quot;Gtl&quot; 3},
;;;  &quot;PavedDrive&quot; {&quot;P&quot; 1, &quot;Y&quot; 2, &quot;N&quot; 0},
;;;  &quot;BsmtFinType2&quot;
;;;  {&quot;Unf&quot; 1, &quot;LwQ&quot; 2, &quot;Rec&quot; 3, &quot;BLQ&quot; 4, &quot;ALQ&quot; 5, &quot;GLQ&quot; 6, &quot;No&quot; 0},
;;;  &quot;Street&quot; {&quot;Grvl&quot; 1, &quot;Pave&quot; 2},
;;;  &quot;ExterQual&quot; {&quot;Po&quot; 1, &quot;Fa&quot; 2, &quot;TA&quot; 3, &quot;Gd&quot; 4, &quot;Ex&quot; 5},
;;;  &quot;BsmtFinType1&quot;
;;;  {&quot;Unf&quot; 1, &quot;LwQ&quot; 2, &quot;Rec&quot; 3, &quot;BLQ&quot; 4, &quot;ALQ&quot; 5, &quot;GLQ&quot; 6, &quot;No&quot; 0},
;;;  &quot;FireplaceQu&quot; {&quot;Po&quot; 1, &quot;Fa&quot; 2, &quot;TA&quot; 3, &quot;Gd&quot; 4, &quot;Ex&quot; 5, &quot;No&quot; 0},
;;;  &quot;LotShape&quot; {&quot;IR3&quot; 1, &quot;IR2&quot; 2, &quot;IR1&quot; 3, &quot;Reg&quot; 4},
;;;  &quot;HeatingQC&quot; {&quot;Po&quot; 1, &quot;Fa&quot; 2, &quot;TA&quot; 3, &quot;Gd&quot; 4, &quot;Ex&quot; 5},
;;;  &quot;KitchenQual&quot; {&quot;Po&quot; 1, &quot;Fa&quot; 2, &quot;TA&quot; 3, &quot;Gd&quot; 4, &quot;Ex&quot; 5},
;;;  &quot;GarageCond&quot; {&quot;Po&quot; 1, &quot;Fa&quot; 2, &quot;TA&quot; 3, &quot;Gd&quot; 4, &quot;Ex&quot; 5, &quot;No&quot; 0},
;;;  &quot;BsmtQual&quot; {&quot;Po&quot; 1, &quot;Fa&quot; 2, &quot;TA&quot; 3, &quot;Gd&quot; 4, &quot;Ex&quot; 5, &quot;No&quot; 0},
;;;  &quot;ExterCond&quot; {&quot;Po&quot; 1, &quot;Fa&quot; 2, &quot;TA&quot; 3, &quot;Gd&quot; 4, &quot;Ex&quot; 5, &quot;No&quot; 0},
;;;  &quot;Utilities&quot; {&quot;ELO&quot; 1, &quot;NoSeWa&quot; 2, &quot;NoSewr&quot; 3, &quot;AllPub&quot; 4},
;;;  &quot;BsmtExposure&quot; {&quot;Mn&quot; 1, &quot;Av&quot; 2, &quot;Gd&quot; 3, &quot;No&quot; 0},
;;;  &quot;Functional&quot;
;;;  {&quot;Sal&quot; 1,
;;;   &quot;Sev&quot; 2,
;;;   &quot;Maj2&quot; 3,
;;;   &quot;Maj1&quot; 4,
;;;   &quot;Mod&quot; 5,
;;;   &quot;Min2&quot; 6,
;;;   &quot;Min1&quot; 7,
;;;   &quot;Typ&quot; 8}}
;;;
;; <-
;; =>
;;; {"type":"html","content":"<span class='clj-nil'>nil</span>","value":"nil"}
;; <=

;; **
;;; ### Column Simplification
;;;
;;; There is a numeric operator that allows mapping values one column to another. We now use this to simplified columns for analysis
;; **

;; @@
(def +etl-simplified+
  '[[m= "SimplBsmtCond"     [replace [col "BsmtCond"]     {1 1, 2 1, 3 1, 4 2, 5 2}]]
    [m= "SimplBsmtFinType1" [replace [col "BsmtFinType1"] {1 1, 2 1, 3 1, 4 2, 5 2, 6 2}]]
    [m= "SimplBsmtFinType2" [replace [col "BsmtFinType2"] {1 1, 2 1, 3 1, 4 2, 5 2, 6 2}]]
    [m= "SimplBsmtQual"     [replace [col "BsmtQual"]     {1 1, 2 1, 3 1, 4 2, 5 2}]]
    [m= "SimplExterCond"    [replace [col "ExterCond"]    {1 1, 2 1, 3 1, 4 2, 5 2}]]
    [m= "SimplExterQual"    [replace [col "ExterQual"]    {1 1, 2 1, 3 1, 4 2, 5 2}]]
    [m= "SimplFireplaceQu"  [replace [col "FireplaceQu"]  {1 1, 2 1, 3 1, 4 2, 5 2}]]
    [m= "SimplFunctional"   [replace [col "Functional"]   {1 1, 2 1, 3 2, 4 2, 5 3, 6 3, 7 3, 8 4}]]
    [m= "SimplGarageCond"   [replace [col "GarageCond"]   {1 1, 2 1, 3 1, 4 2, 5 2}]]
    [m= "SimplGarageQual"   [replace [col "GarageQual"]   {1 1, 2 1, 3 1, 4 2, 5 2}]]
    [m= "SimplHeatingQC"    [replace [col "HeatingQC"]    {1 1, 2 1, 3 1, 4 2, 5 2}]]
    [m= "SimplKitchenQual"  [replace [col "KitchenQual"]  {1 1, 2 1, 3 1, 4 2, 5 2}]]
    [m= "SimplOverallCond"  [replace [col "OverallCond"]  {1 1, 2 1, 3 1, 4 2, 5 2, 6 2, 7 3, 8 3 9 3, 10 3}]]
    [m= "SimplOverallQual"  [replace [col "OverallQual"]  {1 1, 2 1, 3 1, 4 2, 5 2, 6 2, 7 3, 8 3 9 3, 10 3}]]
    [m= "SimplPoolQC"       [replace [col "PoolQC"]       {1 1, 2 1, 3 2, 4 2}]]])

(def +train-simplified+ (:dataset (etl/apply-pipeline +train-numerical+ +etl-simplified+ {})))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train-simplified+</span>","value":"#'demo.ames.worksheet/+train-simplified+"}
;; <=

;; **
;;; It is now possible to see the values within a simplified column as compared to the original
;; **

;; @@
[:original
 (-> (dataset/column +train-simplified+ "OverallQual")
     (col/unique)
     (sort))]

[:simplified
 (-> (dataset/column +train-simplified+ "SimplOverallQual")
     (col/unique)
     (sort))]
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-keyword'>:simplified</span>","value":":simplified"},{"type":"list-like","open":"<span class='clj-list'>(</span>","close":"<span class='clj-list'>)</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-double'>1.0</span>","value":"1.0"},{"type":"html","content":"<span class='clj-double'>2.0</span>","value":"2.0"},{"type":"html","content":"<span class='clj-double'>3.0</span>","value":"3.0"}],"value":"(1.0 2.0 3.0)"}],"value":"[:simplified (1.0 2.0 3.0)]"}
;; <=

;; **
;;; ### Column Combinations
;;;
;;; Additional columns can be defined that provide column composition within the dataset
;; **

;; @@
(def +etl-combination+
  '[;; Overall quality of the house
    [m= "OverallGrade" (* (col "OverallQual") (col "OverallCond"))]
    ;; Overall quality of the garage
    [m= "GarageGrade" (* (col "GarageQual") (col "GarageCond"))]
    ;; Overall quality of the exterior
    [m= "ExterGrade"(* (col "ExterQual") (col "ExterCond"))]
    ;; Overall kitchen score
    [m= "KitchenScore" (* (col "KitchenAbvGr") (col "KitchenQual"))]
    ;; Overall fireplace score
    [m= "FireplaceScore" (* (col "Fireplaces") (col "FireplaceQu"))]
    ;; Overall garage score
    [m= "GarageScore" (* (col "GarageArea") (col "GarageQual"))]
    ;; Overall pool score
    [m= "PoolScore" (* (col "PoolArea") (col "PoolQC"))]
    ;; Simplified overall quality of the house
    [m= "SimplOverallGrade" (* (col "SimplOverallQual") (col "SimplOverallCond"))]
    ;; Simplified overall quality of the exterior
    [m= "SimplExterGrade" (* (col "SimplExterQual") (col "SimplExterCond"))]
    ;; Simplified overall pool score
    [m= "SimplPoolScore" (* (col "PoolArea") (col "SimplPoolQC"))]
    ;; Simplified overall garage score
    [m= "SimplGarageScore" (* (col "GarageArea") (col "SimplGarageQual"))]
    ;; Simplified overall fireplace score
    [m= "SimplFireplaceScore" (* (col "Fireplaces") (col "SimplFireplaceQu"))]
    ;; Simplified overall kitchen score
    [m= "SimplKitchenScore" (* (col "KitchenAbvGr" ) (col "SimplKitchenQual"))]
    ;; Total number of bathrooms
    [m= "TotalBath" (+ (col "BsmtFullBath") (* 0.5 (col "BsmtHalfBath"))
                       (col "FullBath") (* 0.5 (col "HalfBath")))]
    ;; Total SF for house (incl. basement)
    [m= "AllSF"  (+ (col "GrLivArea") (col "TotalBsmtSF"))]
    ;; Total SF for 1st + 2nd floors
    [m= "AllFlrsSF" (+ (col "1stFlrSF") (col "2ndFlrSF"))]
    ;; Total SF for porch
    [m= "AllPorchSF" (+ (col "OpenPorchSF") (col "EnclosedPorch")
                        (col "3SsnPorch") (col "ScreenPorch"))]
    ;; Encode MasVrnType
    [string->number "MasVnrType" ["None" "BrkCmn" "BrkFace" "CBlock" "Stone"]]
    [m= "HasMasVnr" (not-eq (col "MasVnrType") 0)]])

(def +train-combination+ (:dataset (etl/apply-pipeline +train-simplified+ +etl-combination+ {})))

;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train-combination+</span>","value":"#'demo.ames.worksheet/+train-combination+"}
;; <=

;; **
;;; The linear combination of columns provide an additional view across the dataset
;; **

;; @@
(let [cols ["TotalBath" "BsmtFullBath" "BsmtHalfBath" "FullBath" "HalfBath"]]
  (util/pprint-table cols (-> +train-combination+
                              (dataset/select cols (range 20))
                              (dataset/->flyweight))))
;; @@
;; ->
;;;
;;; | TotalBath | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath |
;;; |-----------+--------------+--------------+----------+----------|
;;; |     3.500 |        1.000 |        0.000 |    2.000 |    1.000 |
;;; |     2.500 |        0.000 |        1.000 |    2.000 |    0.000 |
;;; |     3.500 |        1.000 |        0.000 |    2.000 |    1.000 |
;;; |     2.000 |        1.000 |        0.000 |    1.000 |    0.000 |
;;; |     3.500 |        1.000 |        0.000 |    2.000 |    1.000 |
;;; |     2.500 |        1.000 |        0.000 |    1.000 |    1.000 |
;;; |     3.000 |        1.000 |        0.000 |    2.000 |    0.000 |
;;; |     3.500 |        1.000 |        0.000 |    2.000 |    1.000 |
;;; |     2.000 |        0.000 |        0.000 |    2.000 |    0.000 |
;;; |     2.000 |        1.000 |        0.000 |    1.000 |    0.000 |
;;; |     2.000 |        1.000 |        0.000 |    1.000 |    0.000 |
;;; |     4.000 |        1.000 |        0.000 |    3.000 |    0.000 |
;;; |     2.000 |        1.000 |        0.000 |    1.000 |    0.000 |
;;; |     2.000 |        0.000 |        0.000 |    2.000 |    0.000 |
;;; |     2.500 |        1.000 |        0.000 |    1.000 |    1.000 |
;;; |     1.000 |        0.000 |        0.000 |    1.000 |    0.000 |
;;; |     2.000 |        1.000 |        0.000 |    1.000 |    0.000 |
;;; |     2.000 |        0.000 |        0.000 |    2.000 |    0.000 |
;;; |     2.500 |        1.000 |        0.000 |    1.000 |    1.000 |
;;; |     1.000 |        0.000 |        0.000 |    1.000 |    0.000 |
;;;
;; <-
;; =>
;;; {"type":"html","content":"<span class='clj-nil'>nil</span>","value":"nil"}
;; <=

;; **
;;; ### Preprocessing Pipeline
;;;
;;; All defined etl operators can be chained end to end to produce a giant preprocessing pipeline
;; **

;; @@
(def +etl-complete+
  (concat +etl-begin+
          +etl-categorical+
          +etl-replaced+
          +etl-numerical+
          +etl-simplified+
          +etl-combination+))

(def +train-complete+ (:dataset (etl/apply-pipeline +train-cleaned+ +etl-complete+ {})))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train-complete+</span>","value":"#'demo.ames.worksheet/+train-complete+"}
;; <=

;; **
;;; ## 3. Further Preprocessing
;;;
;;; Once the etl pipeline has been defined and data preprocessed, the analysis can then be done on the data.
;;;
;;; ### Pearson Regression
;;;
;;; To find the most correlated variable to `SalePrice`, a Pearson's test is done on the data, especially
;; **

;; @@
(def +analysis-pearson+ (dataset/correlation-table +train-complete+ :pearson))
;; @@
;; ->
;;; WARNING - excluding columns with missing values:
;;;  [{:column-name Electrical, :missing-count 1} {:column-name GarageYrBlt, :missing-count 81}]
;;; WARNING - excluding non-numeric columns:
;;;  [MSZoning LandContour LotConfig Neighborhood Condition1 Condition2 BldgType HouseStyle RoofStyle RoofMatl Exterior1st Exterior2nd Foundation Heating Electrical GarageType GarageFinish Fence MiscFeature SaleType SaleCondition]
;;;
;; <-
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+analysis-pearson+</span>","value":"#'demo.ames.worksheet/+analysis-pearson+"}
;; <=

;; **
;;; The key statistic for regression is `SalePrice` so this is isolated
;; **

;; @@
(def +analysis-pearson-saleprice+
  (map (partial zipmap [:name :score]) (drop 1 (get +analysis-pearson+ "SalePrice"))))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+analysis-pearson-saleprice+</span>","value":"#'demo.ames.worksheet/+analysis-pearson-saleprice+"}
;; <=

;; **
;;;  We can plot the correlation of the field to other fields in order from most to least correlated.
;; **

;; @@
(-> +analysis-pearson-saleprice+
    (plot/horizontal-bar-plot {:title "Correlation to Sale Price"
                               :order second
                               :descending true
                               :axis {:x {:label "Field Name" :field :name}
                                      :y {:label "Score" :field :score}}
                               :height 1200}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"1200\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0xc7b4f42 \"BufferedImage@c7b4f42: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 1200 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; ### Polynomial Combinations
;;;
;;; The top ten most correlated fields to SalePrice can then be found
;; **

;; @@
(map :name (take 10 +analysis-pearson-saleprice+))
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-lazy-seq'>(</span>","close":"<span class='clj-lazy-seq'>)</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-string'>&quot;OverallQual&quot;</span>","value":"\"OverallQual\""},{"type":"html","content":"<span class='clj-string'>&quot;AllSF&quot;</span>","value":"\"AllSF\""},{"type":"html","content":"<span class='clj-string'>&quot;AllFlrsSF&quot;</span>","value":"\"AllFlrsSF\""},{"type":"html","content":"<span class='clj-string'>&quot;GrLivArea&quot;</span>","value":"\"GrLivArea\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplOverallQual&quot;</span>","value":"\"SimplOverallQual\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterQual&quot;</span>","value":"\"ExterQual\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageCars&quot;</span>","value":"\"GarageCars\""},{"type":"html","content":"<span class='clj-string'>&quot;TotalBath&quot;</span>","value":"\"TotalBath\""},{"type":"html","content":"<span class='clj-string'>&quot;KitchenQual&quot;</span>","value":"\"KitchenQual\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageScore&quot;</span>","value":"\"GarageScore\""}],"value":"(\"OverallQual\" \"AllSF\" \"AllFlrsSF\" \"GrLivArea\" \"SimplOverallQual\" \"ExterQual\" \"GarageCars\" \"TotalBath\" \"KitchenQual\" \"GarageScore\")"}
;; <=

;; **
;;; These fields are then used to further generate columns for analysis.
;; **

;; @@
(def +etl-polynomial+
  (->> (map :name (take 10 +analysis-pearson-saleprice+))
       (mapcat (fn [colname]
                 [['m= (str colname "-s2") ['** ['col colname] 2]]
                  ['m= (str colname "-s3") ['** ['col colname] 3]]
                  ['m= (str colname "-sqrt") ['sqrt ['col colname]]]]))))

(def +train-polynomial+ (:dataset (etl/apply-pipeline +train-complete+ +etl-polynomial+ {})))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train-polynomial+</span>","value":"#'demo.ames.worksheet/+train-polynomial+"}
;; <=

;; **
;;; A sample of additional fields added to the dataset can be seen
;; **

;; @@
(util/pprint-dataset +train-polynomial+
                     ["OverallQual"
                      "OverallQual-s2"
                      "OverallQual-s3"
                      "OverallQual-sqrt"]
                     (range 10))
;; @@
;; ->
;;;
;;; | OverallQual | OverallQual-s2 | OverallQual-s3 | OverallQual-sqrt |
;;; |-------------+----------------+----------------+------------------|
;;; |       7.000 |         49.000 |        343.000 |            2.646 |
;;; |       6.000 |         36.000 |        216.000 |            2.449 |
;;; |       7.000 |         49.000 |        343.000 |            2.646 |
;;; |       7.000 |         49.000 |        343.000 |            2.646 |
;;; |       8.000 |         64.000 |        512.000 |            2.828 |
;;; |       5.000 |         25.000 |        125.000 |            2.236 |
;;; |       8.000 |         64.000 |        512.000 |            2.828 |
;;; |       7.000 |         49.000 |        343.000 |            2.646 |
;;; |       7.000 |         49.000 |        343.000 |            2.646 |
;;; |       5.000 |         25.000 |        125.000 |            2.236 |
;;;
;; <-
;; =>
;;; {"type":"html","content":"<span class='clj-nil'>nil</span>","value":"nil"}
;; <=

;; **
;;; ### Numerical and Categorical Fields
;;;
;;; A survey of the number of Numerical and Categorical fields are done on the data.
;; **

;; @@
[:numerical (etl-filter/select-columns +train-polynomial+ '[and [not "SalePrice"] numeric?])]

[:categorical (etl-filter/select-columns +train-polynomial+ '[and [not "SalePrice"] [not numeric?]])]
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-keyword'>:categorical</span>","value":":categorical"},{"type":"list-like","open":"<span class='clj-set'>#{</span>","close":"<span class='clj-set'>}</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-string'>&quot;Heating&quot;</span>","value":"\"Heating\""},{"type":"html","content":"<span class='clj-string'>&quot;HouseStyle&quot;</span>","value":"\"HouseStyle\""},{"type":"html","content":"<span class='clj-string'>&quot;Fence&quot;</span>","value":"\"Fence\""},{"type":"html","content":"<span class='clj-string'>&quot;Neighborhood&quot;</span>","value":"\"Neighborhood\""},{"type":"html","content":"<span class='clj-string'>&quot;BldgType&quot;</span>","value":"\"BldgType\""},{"type":"html","content":"<span class='clj-string'>&quot;RoofMatl&quot;</span>","value":"\"RoofMatl\""},{"type":"html","content":"<span class='clj-string'>&quot;Electrical&quot;</span>","value":"\"Electrical\""},{"type":"html","content":"<span class='clj-string'>&quot;SaleType&quot;</span>","value":"\"SaleType\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageFinish&quot;</span>","value":"\"GarageFinish\""},{"type":"html","content":"<span class='clj-string'>&quot;Exterior2nd&quot;</span>","value":"\"Exterior2nd\""},{"type":"html","content":"<span class='clj-string'>&quot;RoofStyle&quot;</span>","value":"\"RoofStyle\""},{"type":"html","content":"<span class='clj-string'>&quot;Condition1&quot;</span>","value":"\"Condition1\""},{"type":"html","content":"<span class='clj-string'>&quot;Exterior1st&quot;</span>","value":"\"Exterior1st\""},{"type":"html","content":"<span class='clj-string'>&quot;LotConfig&quot;</span>","value":"\"LotConfig\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageType&quot;</span>","value":"\"GarageType\""},{"type":"html","content":"<span class='clj-string'>&quot;MiscFeature&quot;</span>","value":"\"MiscFeature\""},{"type":"html","content":"<span class='clj-string'>&quot;Foundation&quot;</span>","value":"\"Foundation\""},{"type":"html","content":"<span class='clj-string'>&quot;Condition2&quot;</span>","value":"\"Condition2\""},{"type":"html","content":"<span class='clj-string'>&quot;LandContour&quot;</span>","value":"\"LandContour\""},{"type":"html","content":"<span class='clj-string'>&quot;MSZoning&quot;</span>","value":"\"MSZoning\""},{"type":"html","content":"<span class='clj-string'>&quot;SaleCondition&quot;</span>","value":"\"SaleCondition\""}],"value":"#{\"Heating\" \"HouseStyle\" \"Fence\" \"Neighborhood\" \"BldgType\" \"RoofMatl\" \"Electrical\" \"SaleType\" \"GarageFinish\" \"Exterior2nd\" \"RoofStyle\" \"Condition1\" \"Exterior1st\" \"LotConfig\" \"GarageType\" \"MiscFeature\" \"Foundation\" \"Condition2\" \"LandContour\" \"MSZoning\" \"SaleCondition\"}"}],"value":"[:categorical #{\"Heating\" \"HouseStyle\" \"Fence\" \"Neighborhood\" \"BldgType\" \"RoofMatl\" \"Electrical\" \"SaleType\" \"GarageFinish\" \"Exterior2nd\" \"RoofStyle\" \"Condition1\" \"Exterior1st\" \"LotConfig\" \"GarageType\" \"MiscFeature\" \"Foundation\" \"Condition2\" \"LandContour\" \"MSZoning\" \"SaleCondition\"}]"}
;; <=

;; **
;;; Additional missing data can be filled:
;;; - if numerical data, with the median value
;;; - if categorical data, with `NA`
;; **

;; @@
(def +etl-fill-all+
  '[;;Fix any remaining numeric columns by using the median.
    [replace-missing numeric? (median (col))]
    ;;Fix any string columns by using 'NA'.
    [replace-missing string? "NA"]])

(def +train-fill-all+ (:dataset (etl/apply-pipeline +train-polynomial+ +etl-fill-all+ {})))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+train-fill-all+</span>","value":"#'demo.ames.worksheet/+train-fill-all+"}
;; <=

;; **
;;; It can be seen that once this step is done all values have been filled
;; **

;; @@
[:previous-missing (dataset/columns-with-missing-seq +train-polynomial+)]

[:filled-missing (dataset/columns-with-missing-seq +train-fill-all+)]
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-keyword'>:filled-missing</span>","value":":filled-missing"},{"type":"html","content":"<span class='clj-nil'>nil</span>","value":"nil"}],"value":"[:filled-missing nil]"}
;; <=

;; **
;;; ### Data Skew
;;;
;;; Ideally, data should be as normalised as possible in order to produce the best analysis. However, this is usually not the case. We can see how many columns have a skew of over `0.5`
;; **

;; @@
(def +skewed?+ '[and numeric? [> (abs (skew (col))) 0.5]])

(def +skewed-columns+
  (etl-filter/select-columns +train-fill-all+ +skewed?+))

[(count +skewed-columns+) +skewed-columns+]
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>89</span>","value":"89"},{"type":"list-like","open":"<span class='clj-set'>#{</span>","close":"<span class='clj-set'>}</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-string'>&quot;PoolQC&quot;</span>","value":"\"PoolQC\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplFireplaceScore&quot;</span>","value":"\"SimplFireplaceScore\""},{"type":"html","content":"<span class='clj-string'>&quot;AllSF-s2&quot;</span>","value":"\"AllSF-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplBsmtFinType2&quot;</span>","value":"\"SimplBsmtFinType2\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtCond&quot;</span>","value":"\"BsmtCond\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterQual-s2&quot;</span>","value":"\"ExterQual-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageGrade&quot;</span>","value":"\"GarageGrade\""},{"type":"html","content":"<span class='clj-string'>&quot;PoolArea&quot;</span>","value":"\"PoolArea\""},{"type":"html","content":"<span class='clj-string'>&quot;GrLivArea-s2&quot;</span>","value":"\"GrLivArea-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplExterQual&quot;</span>","value":"\"SimplExterQual\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFinSF2&quot;</span>","value":"\"BsmtFinSF2\""},{"type":"html","content":"<span class='clj-string'>&quot;YearBuilt&quot;</span>","value":"\"YearBuilt\""},{"type":"html","content":"<span class='clj-string'>&quot;OverallQual-s2&quot;</span>","value":"\"OverallQual-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageQual&quot;</span>","value":"\"GarageQual\""},{"type":"html","content":"<span class='clj-string'>&quot;LowQualFinSF&quot;</span>","value":"\"LowQualFinSF\""},{"type":"html","content":"<span class='clj-string'>&quot;OverallQual-s3&quot;</span>","value":"\"OverallQual-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;GrLivArea&quot;</span>","value":"\"GrLivArea\""},{"type":"html","content":"<span class='clj-string'>&quot;AllSF&quot;</span>","value":"\"AllSF\""},{"type":"html","content":"<span class='clj-string'>&quot;KitchenScore&quot;</span>","value":"\"KitchenScore\""},{"type":"html","content":"<span class='clj-string'>&quot;Alley&quot;</span>","value":"\"Alley\""},{"type":"html","content":"<span class='clj-string'>&quot;LandSlope&quot;</span>","value":"\"LandSlope\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplBsmtCond&quot;</span>","value":"\"SimplBsmtCond\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplBsmtFinType1&quot;</span>","value":"\"SimplBsmtFinType1\""},{"type":"html","content":"<span class='clj-string'>&quot;KitchenQual-s3&quot;</span>","value":"\"KitchenQual-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageCars-s2&quot;</span>","value":"\"GarageCars-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;PavedDrive&quot;</span>","value":"\"PavedDrive\""},{"type":"html","content":"<span class='clj-string'>&quot;GrLivArea-s3&quot;</span>","value":"\"GrLivArea-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterQual-sqrt&quot;</span>","value":"\"ExterQual-sqrt\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFinType2&quot;</span>","value":"\"BsmtFinType2\""},{"type":"html","content":"<span class='clj-string'>&quot;Street&quot;</span>","value":"\"Street\""},{"type":"html","content":"<span class='clj-string'>&quot;MSSubClass&quot;</span>","value":"\"MSSubClass\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageScore-s3&quot;</span>","value":"\"GarageScore-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplOverallCond&quot;</span>","value":"\"SimplOverallCond\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplPoolQC&quot;</span>","value":"\"SimplPoolQC\""},{"type":"html","content":"<span class='clj-string'>&quot;WoodDeckSF&quot;</span>","value":"\"WoodDeckSF\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterQual&quot;</span>","value":"\"ExterQual\""},{"type":"html","content":"<span class='clj-string'>&quot;AllFlrsSF-s3&quot;</span>","value":"\"AllFlrsSF-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;TotalBath-s2&quot;</span>","value":"\"TotalBath-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterGrade&quot;</span>","value":"\"ExterGrade\""},{"type":"html","content":"<span class='clj-string'>&quot;AllPorchSF&quot;</span>","value":"\"AllPorchSF\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterQual-s3&quot;</span>","value":"\"ExterQual-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;KitchenAbvGr&quot;</span>","value":"\"KitchenAbvGr\""},{"type":"html","content":"<span class='clj-string'>&quot;AllFlrsSF-s2&quot;</span>","value":"\"AllFlrsSF-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;Fireplaces&quot;</span>","value":"\"Fireplaces\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageScore-s2&quot;</span>","value":"\"GarageScore-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;CentralAir&quot;</span>","value":"\"CentralAir\""},{"type":"html","content":"<span class='clj-string'>&quot;3SsnPorch&quot;</span>","value":"\"3SsnPorch\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplExterGrade&quot;</span>","value":"\"SimplExterGrade\""},{"type":"html","content":"<span class='clj-string'>&quot;OverallCond&quot;</span>","value":"\"OverallCond\""},{"type":"html","content":"<span class='clj-string'>&quot;LotShape&quot;</span>","value":"\"LotShape\""},{"type":"html","content":"<span class='clj-string'>&quot;1stFlrSF&quot;</span>","value":"\"1stFlrSF\""},{"type":"html","content":"<span class='clj-string'>&quot;EnclosedPorch&quot;</span>","value":"\"EnclosedPorch\""},{"type":"html","content":"<span class='clj-string'>&quot;MiscVal&quot;</span>","value":"\"MiscVal\""},{"type":"html","content":"<span class='clj-string'>&quot;HeatingQC&quot;</span>","value":"\"HeatingQC\""},{"type":"html","content":"<span class='clj-string'>&quot;AllSF-s3&quot;</span>","value":"\"AllSF-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;2ndFlrSF&quot;</span>","value":"\"2ndFlrSF\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageCond&quot;</span>","value":"\"GarageCond\""},{"type":"html","content":"<span class='clj-string'>&quot;TotRmsAbvGrd&quot;</span>","value":"\"TotRmsAbvGrd\""},{"type":"html","content":"<span class='clj-string'>&quot;TotalBath-s3&quot;</span>","value":"\"TotalBath-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;PoolScore&quot;</span>","value":"\"PoolScore\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageYrBlt&quot;</span>","value":"\"GarageYrBlt\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplGarageQual&quot;</span>","value":"\"SimplGarageQual\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtHalfBath&quot;</span>","value":"\"BsmtHalfBath\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageCars-s3&quot;</span>","value":"\"GarageCars-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;OpenPorchSF&quot;</span>","value":"\"OpenPorchSF\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageCars-sqrt&quot;</span>","value":"\"GarageCars-sqrt\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplFunctional&quot;</span>","value":"\"SimplFunctional\""},{"type":"html","content":"<span class='clj-string'>&quot;FireplaceScore&quot;</span>","value":"\"FireplaceScore\""},{"type":"html","content":"<span class='clj-string'>&quot;KitchenQual-s2&quot;</span>","value":"\"KitchenQual-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFinSF1&quot;</span>","value":"\"BsmtFinSF1\""},{"type":"html","content":"<span class='clj-string'>&quot;LotArea&quot;</span>","value":"\"LotArea\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageScore-sqrt&quot;</span>","value":"\"GarageScore-sqrt\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplGarageCond&quot;</span>","value":"\"SimplGarageCond\""},{"type":"html","content":"<span class='clj-string'>&quot;MasVnrArea&quot;</span>","value":"\"MasVnrArea\""},{"type":"html","content":"<span class='clj-string'>&quot;ScreenPorch&quot;</span>","value":"\"ScreenPorch\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplHeatingQC&quot;</span>","value":"\"SimplHeatingQC\""},{"type":"html","content":"<span class='clj-string'>&quot;MasVnrType&quot;</span>","value":"\"MasVnrType\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFullBath&quot;</span>","value":"\"BsmtFullBath\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtUnfSF&quot;</span>","value":"\"BsmtUnfSF\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtQual&quot;</span>","value":"\"BsmtQual\""},{"type":"html","content":"<span class='clj-string'>&quot;AllFlrsSF&quot;</span>","value":"\"AllFlrsSF\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterCond&quot;</span>","value":"\"ExterCond\""},{"type":"html","content":"<span class='clj-string'>&quot;HalfBath&quot;</span>","value":"\"HalfBath\""},{"type":"html","content":"<span class='clj-string'>&quot;Utilities&quot;</span>","value":"\"Utilities\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplPoolScore&quot;</span>","value":"\"SimplPoolScore\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplExterCond&quot;</span>","value":"\"SimplExterCond\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplGarageScore&quot;</span>","value":"\"SimplGarageScore\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtExposure&quot;</span>","value":"\"BsmtExposure\""},{"type":"html","content":"<span class='clj-string'>&quot;Functional&quot;</span>","value":"\"Functional\""}],"value":"#{\"PoolQC\" \"SimplFireplaceScore\" \"AllSF-s2\" \"SimplBsmtFinType2\" \"BsmtCond\" \"ExterQual-s2\" \"GarageGrade\" \"PoolArea\" \"GrLivArea-s2\" \"SimplExterQual\" \"BsmtFinSF2\" \"YearBuilt\" \"OverallQual-s2\" \"GarageQual\" \"LowQualFinSF\" \"OverallQual-s3\" \"GrLivArea\" \"AllSF\" \"KitchenScore\" \"Alley\" \"LandSlope\" \"SimplBsmtCond\" \"SimplBsmtFinType1\" \"KitchenQual-s3\" \"GarageCars-s2\" \"PavedDrive\" \"GrLivArea-s3\" \"ExterQual-sqrt\" \"BsmtFinType2\" \"Street\" \"MSSubClass\" \"GarageScore-s3\" \"SimplOverallCond\" \"SimplPoolQC\" \"WoodDeckSF\" \"ExterQual\" \"AllFlrsSF-s3\" \"TotalBath-s2\" \"ExterGrade\" \"AllPorchSF\" \"ExterQual-s3\" \"KitchenAbvGr\" \"AllFlrsSF-s2\" \"Fireplaces\" \"GarageScore-s2\" \"CentralAir\" \"3SsnPorch\" \"SimplExterGrade\" \"OverallCond\" \"LotShape\" \"1stFlrSF\" \"EnclosedPorch\" \"MiscVal\" \"HeatingQC\" \"AllSF-s3\" \"2ndFlrSF\" \"GarageCond\" \"TotRmsAbvGrd\" \"TotalBath-s3\" \"PoolScore\" \"GarageYrBlt\" \"SimplGarageQual\" \"BsmtHalfBath\" \"GarageCars-s3\" \"OpenPorchSF\" \"GarageCars-sqrt\" \"SimplFunctional\" \"FireplaceScore\" \"KitchenQual-s2\" \"BsmtFinSF1\" \"LotArea\" \"GarageScore-sqrt\" \"SimplGarageCond\" \"MasVnrArea\" \"ScreenPorch\" \"SimplHeatingQC\" \"MasVnrType\" \"BsmtFullBath\" \"BsmtUnfSF\" \"BsmtQual\" \"AllFlrsSF\" \"ExterCond\" \"HalfBath\" \"Utilities\" \"SimplPoolScore\" \"SimplExterCond\" \"SimplGarageScore\" \"BsmtExposure\" \"Functional\"}"}],"value":"[89 #{\"PoolQC\" \"SimplFireplaceScore\" \"AllSF-s2\" \"SimplBsmtFinType2\" \"BsmtCond\" \"ExterQual-s2\" \"GarageGrade\" \"PoolArea\" \"GrLivArea-s2\" \"SimplExterQual\" \"BsmtFinSF2\" \"YearBuilt\" \"OverallQual-s2\" \"GarageQual\" \"LowQualFinSF\" \"OverallQual-s3\" \"GrLivArea\" \"AllSF\" \"KitchenScore\" \"Alley\" \"LandSlope\" \"SimplBsmtCond\" \"SimplBsmtFinType1\" \"KitchenQual-s3\" \"GarageCars-s2\" \"PavedDrive\" \"GrLivArea-s3\" \"ExterQual-sqrt\" \"BsmtFinType2\" \"Street\" \"MSSubClass\" \"GarageScore-s3\" \"SimplOverallCond\" \"SimplPoolQC\" \"WoodDeckSF\" \"ExterQual\" \"AllFlrsSF-s3\" \"TotalBath-s2\" \"ExterGrade\" \"AllPorchSF\" \"ExterQual-s3\" \"KitchenAbvGr\" \"AllFlrsSF-s2\" \"Fireplaces\" \"GarageScore-s2\" \"CentralAir\" \"3SsnPorch\" \"SimplExterGrade\" \"OverallCond\" \"LotShape\" \"1stFlrSF\" \"EnclosedPorch\" \"MiscVal\" \"HeatingQC\" \"AllSF-s3\" \"2ndFlrSF\" \"GarageCond\" \"TotRmsAbvGrd\" \"TotalBath-s3\" \"PoolScore\" \"GarageYrBlt\" \"SimplGarageQual\" \"BsmtHalfBath\" \"GarageCars-s3\" \"OpenPorchSF\" \"GarageCars-sqrt\" \"SimplFunctional\" \"FireplaceScore\" \"KitchenQual-s2\" \"BsmtFinSF1\" \"LotArea\" \"GarageScore-sqrt\" \"SimplGarageCond\" \"MasVnrArea\" \"ScreenPorch\" \"SimplHeatingQC\" \"MasVnrType\" \"BsmtFullBath\" \"BsmtUnfSF\" \"BsmtQual\" \"AllFlrsSF\" \"ExterCond\" \"HalfBath\" \"Utilities\" \"SimplPoolScore\" \"SimplExterCond\" \"SimplGarageScore\" \"BsmtExposure\" \"Functional\"}]"}
;; <=

;; **
;;; As done previously to the `SalePrice`, `log` is applied to all the columns with skew over `0.5`
;; **

;; @@
(def +etl-skew-fix+ [['m= +skewed?+ '(log1p (col))]])

(def +process-skew-fix+ (etl/apply-pipeline +train-fill-all+ +etl-skew-fix+ {:target "SalePrice"}))

(def +train-skew-fix+ (:dataset +process-skew-fix+))

(def +options-skew-fix+ (:options +process-skew-fix+))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+options-skew-fix+</span>","value":"#'demo.ames.worksheet/+options-skew-fix+"}
;; <=

;; **
;;; It is possible to see which columns are still skewed after `log` has been applied
;; **

;; @@
(def +skew-fix-columns+
  (etl-filter/select-columns +train-skew-fix+ +skewed?+))

[(count +skew-fix-columns+) +skew-fix-columns+]
;; @@
;; =>
;;; {"type":"list-like","open":"<span class='clj-vector'>[</span>","close":"<span class='clj-vector'>]</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-unkown'>62</span>","value":"62"},{"type":"list-like","open":"<span class='clj-set'>#{</span>","close":"<span class='clj-set'>}</span>","separator":" ","items":[{"type":"html","content":"<span class='clj-string'>&quot;PoolQC&quot;</span>","value":"\"PoolQC\""},{"type":"html","content":"<span class='clj-string'>&quot;AllSF-s2&quot;</span>","value":"\"AllSF-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplBsmtFinType2&quot;</span>","value":"\"SimplBsmtFinType2\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtCond&quot;</span>","value":"\"BsmtCond\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterQual-s2&quot;</span>","value":"\"ExterQual-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageGrade&quot;</span>","value":"\"GarageGrade\""},{"type":"html","content":"<span class='clj-string'>&quot;PoolArea&quot;</span>","value":"\"PoolArea\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplExterQual&quot;</span>","value":"\"SimplExterQual\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFinSF2&quot;</span>","value":"\"BsmtFinSF2\""},{"type":"html","content":"<span class='clj-string'>&quot;YearBuilt&quot;</span>","value":"\"YearBuilt\""},{"type":"html","content":"<span class='clj-string'>&quot;OverallQual-s2&quot;</span>","value":"\"OverallQual-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageQual&quot;</span>","value":"\"GarageQual\""},{"type":"html","content":"<span class='clj-string'>&quot;LowQualFinSF&quot;</span>","value":"\"LowQualFinSF\""},{"type":"html","content":"<span class='clj-string'>&quot;OverallQual-s3&quot;</span>","value":"\"OverallQual-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;AllSF&quot;</span>","value":"\"AllSF\""},{"type":"html","content":"<span class='clj-string'>&quot;Alley&quot;</span>","value":"\"Alley\""},{"type":"html","content":"<span class='clj-string'>&quot;LandSlope&quot;</span>","value":"\"LandSlope\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplBsmtCond&quot;</span>","value":"\"SimplBsmtCond\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplBsmtFinType1&quot;</span>","value":"\"SimplBsmtFinType1\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageCars-s2&quot;</span>","value":"\"GarageCars-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;PavedDrive&quot;</span>","value":"\"PavedDrive\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterQual-sqrt&quot;</span>","value":"\"ExterQual-sqrt\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFinType2&quot;</span>","value":"\"BsmtFinType2\""},{"type":"html","content":"<span class='clj-string'>&quot;Street&quot;</span>","value":"\"Street\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageScore-s3&quot;</span>","value":"\"GarageScore-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplPoolQC&quot;</span>","value":"\"SimplPoolQC\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterQual&quot;</span>","value":"\"ExterQual\""},{"type":"html","content":"<span class='clj-string'>&quot;AllPorchSF&quot;</span>","value":"\"AllPorchSF\""},{"type":"html","content":"<span class='clj-string'>&quot;ExterQual-s3&quot;</span>","value":"\"ExterQual-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;KitchenAbvGr&quot;</span>","value":"\"KitchenAbvGr\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageScore-s2&quot;</span>","value":"\"GarageScore-s2\""},{"type":"html","content":"<span class='clj-string'>&quot;CentralAir&quot;</span>","value":"\"CentralAir\""},{"type":"html","content":"<span class='clj-string'>&quot;3SsnPorch&quot;</span>","value":"\"3SsnPorch\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplExterGrade&quot;</span>","value":"\"SimplExterGrade\""},{"type":"html","content":"<span class='clj-string'>&quot;LotShape&quot;</span>","value":"\"LotShape\""},{"type":"html","content":"<span class='clj-string'>&quot;EnclosedPorch&quot;</span>","value":"\"EnclosedPorch\""},{"type":"html","content":"<span class='clj-string'>&quot;MiscVal&quot;</span>","value":"\"MiscVal\""},{"type":"html","content":"<span class='clj-string'>&quot;HeatingQC&quot;</span>","value":"\"HeatingQC\""},{"type":"html","content":"<span class='clj-string'>&quot;AllSF-s3&quot;</span>","value":"\"AllSF-s3\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageCond&quot;</span>","value":"\"GarageCond\""},{"type":"html","content":"<span class='clj-string'>&quot;PoolScore&quot;</span>","value":"\"PoolScore\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageYrBlt&quot;</span>","value":"\"GarageYrBlt\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplGarageQual&quot;</span>","value":"\"SimplGarageQual\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtHalfBath&quot;</span>","value":"\"BsmtHalfBath\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageCars-sqrt&quot;</span>","value":"\"GarageCars-sqrt\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplFunctional&quot;</span>","value":"\"SimplFunctional\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtFinSF1&quot;</span>","value":"\"BsmtFinSF1\""},{"type":"html","content":"<span class='clj-string'>&quot;GarageScore-sqrt&quot;</span>","value":"\"GarageScore-sqrt\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplGarageCond&quot;</span>","value":"\"SimplGarageCond\""},{"type":"html","content":"<span class='clj-string'>&quot;MasVnrArea&quot;</span>","value":"\"MasVnrArea\""},{"type":"html","content":"<span class='clj-string'>&quot;ScreenPorch&quot;</span>","value":"\"ScreenPorch\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplHeatingQC&quot;</span>","value":"\"SimplHeatingQC\""},{"type":"html","content":"<span class='clj-string'>&quot;MasVnrType&quot;</span>","value":"\"MasVnrType\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtUnfSF&quot;</span>","value":"\"BsmtUnfSF\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtQual&quot;</span>","value":"\"BsmtQual\""},{"type":"html","content":"<span class='clj-string'>&quot;HalfBath&quot;</span>","value":"\"HalfBath\""},{"type":"html","content":"<span class='clj-string'>&quot;Utilities&quot;</span>","value":"\"Utilities\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplPoolScore&quot;</span>","value":"\"SimplPoolScore\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplExterCond&quot;</span>","value":"\"SimplExterCond\""},{"type":"html","content":"<span class='clj-string'>&quot;SimplGarageScore&quot;</span>","value":"\"SimplGarageScore\""},{"type":"html","content":"<span class='clj-string'>&quot;BsmtExposure&quot;</span>","value":"\"BsmtExposure\""},{"type":"html","content":"<span class='clj-string'>&quot;Functional&quot;</span>","value":"\"Functional\""}],"value":"#{\"PoolQC\" \"AllSF-s2\" \"SimplBsmtFinType2\" \"BsmtCond\" \"ExterQual-s2\" \"GarageGrade\" \"PoolArea\" \"SimplExterQual\" \"BsmtFinSF2\" \"YearBuilt\" \"OverallQual-s2\" \"GarageQual\" \"LowQualFinSF\" \"OverallQual-s3\" \"AllSF\" \"Alley\" \"LandSlope\" \"SimplBsmtCond\" \"SimplBsmtFinType1\" \"GarageCars-s2\" \"PavedDrive\" \"ExterQual-sqrt\" \"BsmtFinType2\" \"Street\" \"GarageScore-s3\" \"SimplPoolQC\" \"ExterQual\" \"AllPorchSF\" \"ExterQual-s3\" \"KitchenAbvGr\" \"GarageScore-s2\" \"CentralAir\" \"3SsnPorch\" \"SimplExterGrade\" \"LotShape\" \"EnclosedPorch\" \"MiscVal\" \"HeatingQC\" \"AllSF-s3\" \"GarageCond\" \"PoolScore\" \"GarageYrBlt\" \"SimplGarageQual\" \"BsmtHalfBath\" \"GarageCars-sqrt\" \"SimplFunctional\" \"BsmtFinSF1\" \"GarageScore-sqrt\" \"SimplGarageCond\" \"MasVnrArea\" \"ScreenPorch\" \"SimplHeatingQC\" \"MasVnrType\" \"BsmtUnfSF\" \"BsmtQual\" \"HalfBath\" \"Utilities\" \"SimplPoolScore\" \"SimplExterCond\" \"SimplGarageScore\" \"BsmtExposure\" \"Functional\"}"}],"value":"[62 #{\"PoolQC\" \"AllSF-s2\" \"SimplBsmtFinType2\" \"BsmtCond\" \"ExterQual-s2\" \"GarageGrade\" \"PoolArea\" \"SimplExterQual\" \"BsmtFinSF2\" \"YearBuilt\" \"OverallQual-s2\" \"GarageQual\" \"LowQualFinSF\" \"OverallQual-s3\" \"AllSF\" \"Alley\" \"LandSlope\" \"SimplBsmtCond\" \"SimplBsmtFinType1\" \"GarageCars-s2\" \"PavedDrive\" \"ExterQual-sqrt\" \"BsmtFinType2\" \"Street\" \"GarageScore-s3\" \"SimplPoolQC\" \"ExterQual\" \"AllPorchSF\" \"ExterQual-s3\" \"KitchenAbvGr\" \"GarageScore-s2\" \"CentralAir\" \"3SsnPorch\" \"SimplExterGrade\" \"LotShape\" \"EnclosedPorch\" \"MiscVal\" \"HeatingQC\" \"AllSF-s3\" \"GarageCond\" \"PoolScore\" \"GarageYrBlt\" \"SimplGarageQual\" \"BsmtHalfBath\" \"GarageCars-sqrt\" \"SimplFunctional\" \"BsmtFinSF1\" \"GarageScore-sqrt\" \"SimplGarageCond\" \"MasVnrArea\" \"ScreenPorch\" \"SimplHeatingQC\" \"MasVnrType\" \"BsmtUnfSF\" \"BsmtQual\" \"HalfBath\" \"Utilities\" \"SimplPoolScore\" \"SimplExterCond\" \"SimplGarageScore\" \"BsmtExposure\" \"Functional\"}]"}
;; <=

;; **
;;; So although some columns have been normalised, the majority of the data still seemed skewed. This can be further investigated by comparing the skewedness before and after
;; **

;; @@
(->> (etl-filter/select-columns +train-skew-fix+ +skewed?+)
     (map (fn [colname]
                (let [{before-min :min
                       before-max :max
                       before-mean :mean
                       before-skew :skew}
                      (-> (dataset/column +train-fill-all+ colname)
                          (col/stats [:min :max :mean :skew]))
                      {after-min :min
                       after-max :max
                       after-mean :mean
                       after-skew :skew}
                      (-> (dataset/column +train-skew-fix+ colname)
                          (col/stats [:min :max :mean :skew]))]
                  {:column-name colname
                   :before-skew before-skew
                   :after-skew after-skew
                   :before-mean before-mean
                   :after-mean after-mean})))
     (util/pprint-table [:column-name
                         :before-skew :after-skew
                         :before-mean :after-mean]))
;; @@
;; ->
;;;
;;; |      :column-name | :before-skew | :after-skew |    :before-mean | :after-mean |
;;; |-------------------+--------------+-------------+-----------------+-------------|
;;; |            PoolQC |       21.150 |      19.228 |           0.008 |       0.004 |
;;; |          AllSF-s2 |        1.743 |      -0.514 |     7117066.152 |      15.603 |
;;; | SimplBsmtFinType2 |        0.799 |      -2.014 |           1.019 |       0.693 |
;;; |          BsmtCond |       -3.695 |      -5.143 |           2.935 |       1.351 |
;;; |      ExterQual-s2 |        1.153 |       0.533 |          11.832 |       2.506 |
;;; |       GarageGrade |       -2.087 |      -3.507 |           8.391 |       2.155 |
;;; |          PoolArea |       17.523 |      17.006 |           2.056 |       0.022 |
;;; |    SimplExterQual |        0.547 |       0.547 |           1.368 |       0.842 |
;;; |        BsmtFinSF2 |        4.249 |       2.519 |          46.677 |       0.657 |
;;; |         YearBuilt |       -0.610 |      -0.638 |        1971.185 |       7.587 |
;;; |    OverallQual-s2 |        0.819 |      -0.696 |          38.946 |       3.591 |
;;; |        GarageQual |       -3.223 |      -3.637 |           2.810 |       1.301 |
;;; |      LowQualFinSF |        8.999 |       7.450 |           5.861 |       0.100 |
;;; |    OverallQual-s3 |        1.410 |      -0.775 |         260.425 |       5.345 |
;;; |             AllSF |        0.652 |      -0.513 |        2557.161 |       7.802 |
;;; |             Alley |        4.283 |       3.948 |           0.091 |       0.055 |
;;; |         LandSlope |       -4.806 |      -5.407 |           2.938 |       1.367 |
;;; |     SimplBsmtCond |        0.827 |      -2.020 |           1.019 |       0.694 |
;;; | SimplBsmtFinType1 |       -0.509 |      -1.143 |           1.512 |       0.893 |
;;; |     GarageCars-s2 |        1.024 |      -0.502 |           3.670 |       1.377 |
;;; |        PavedDrive |       -3.303 |      -3.427 |           1.856 |       1.022 |
;;; |    ExterQual-sqrt |        0.650 |       0.532 |           1.836 |       1.041 |
;;; |      BsmtFinType2 |        3.291 |       1.860 |           1.248 |       0.761 |
;;; |            Street |      -15.497 |     -15.497 |           1.996 |       1.097 |
;;; |    GarageScore-s3 |        5.273 |      -3.536 |  4719134529.977 |      20.486 |
;;; |       SimplPoolQC |       18.880 |      18.004 |           0.005 |       0.003 |
;;; |         ExterQual |        0.819 |       0.554 |           3.392 |       1.472 |
;;; |        AllPorchSF |        2.009 |      -0.510 |          86.757 |       3.107 |
;;; |      ExterQual-s3 |        1.538 |       0.501 |          42.491 |       3.654 |
;;; |      KitchenAbvGr |        4.481 |       3.863 |           1.047 |       0.712 |
;;; |    GarageScore-s2 |        2.406 |      -3.536 |     2425464.701 |      13.658 |
;;; |        CentralAir |       -3.524 |      -3.524 |           0.935 |       0.648 |
;;; |         3SsnPorch |       10.290 |       7.724 |           3.419 |       0.086 |
;;; |   SimplExterGrade |        1.538 |       0.811 |           1.497 |       0.887 |
;;; |          LotShape |       -1.291 |      -1.979 |           3.595 |       1.516 |
;;; |     EnclosedPorch |        3.084 |       2.108 |          22.014 |       0.700 |
;;; |           MiscVal |       24.443 |       5.163 |          43.609 |       0.234 |
;;; |         HeatingQC |       -0.536 |      -0.767 |           4.143 |       1.618 |
;;; |          AllSF-s3 |        3.255 |      -0.514 | 21441766385.821 |      23.405 |
;;; |        GarageCond |       -3.326 |      -3.643 |           2.808 |       1.301 |
;;; |         PoolScore |       20.863 |      17.178 |           4.916 |       0.024 |
;;; |       GarageYrBlt |       -0.675 |      -0.699 |        1978.527 |       7.591 |
;;; |   SimplGarageQual |       -2.111 |      -3.274 |           0.956 |       0.659 |
;;; |      BsmtHalfBath |        4.129 |       3.956 |           0.057 |       0.039 |
;;; |   GarageCars-sqrt |       -1.839 |      -2.635 |           1.271 |       0.801 |
;;; |   SimplFunctional |       -4.348 |      -4.961 |           3.917 |       1.590 |
;;; |        BsmtFinSF1 |        0.745 |      -0.616 |         436.991 |       4.220 |
;;; |  GarageScore-sqrt |       -1.496 |      -3.558 |          35.822 |       3.440 |
;;; |   SimplGarageCond |       -2.612 |      -3.470 |           0.952 |       0.658 |
;;; |        MasVnrArea |        2.657 |       0.506 |         101.527 |       2.112 |
;;; |       ScreenPorch |        4.116 |       3.145 |          15.102 |       0.412 |
;;; |    SimplHeatingQC |       -0.732 |      -0.732 |           1.672 |       0.965 |
;;; |        MasVnrType |        1.017 |       0.586 |           0.966 |       0.481 |
;;; |         BsmtUnfSF |        0.922 |      -2.183 |         566.990 |       5.646 |
;;; |          BsmtQual |       -1.302 |      -3.623 |           3.485 |       1.471 |
;;; |          HalfBath |        0.684 |       0.574 |           0.381 |       0.262 |
;;; |         Utilities |      -38.158 |     -38.158 |           3.999 |       1.609 |
;;; |    SimplPoolScore |       19.744 |      17.074 |           3.310 |       0.023 |
;;; |    SimplExterCond |        2.627 |       2.627 |           1.102 |       0.735 |
;;; |  SimplGarageScore |        0.650 |      -3.458 |         478.343 |       5.813 |
;;; |      BsmtExposure |        1.226 |       0.989 |           0.650 |       0.345 |
;;; |        Functional |       -4.905 |      -5.671 |           7.841 |       2.175 |
;;;
;; <-
;; =>
;;; {"type":"html","content":"<span class='clj-nil'>nil</span>","value":"nil"}
;; <=

;; **
;;; It can be seen from the analysis that for positive skew and and small means, the `log` fix has very little effect. For very large numbers, it may skew the result all the way to be negative. And then for negative skew, it makes it worse.
;;;
;;; Data skew is a problem that cannot be resolved entirely. However, despite this issue, data modelling can still proceed.
;; **

;; **
;;; ## 4. Machine Learning
;;;
;;; Finally, we have reached the point where prediction models can be trained on the dataset and then the accuracy of the model determined. The dataset is split into training and test data. Each model produced will be evaluated on the same test and training set for comparison of best prediction
;; **

;; @@
(def +data+ (dataset/->train-test-split +train-skew-fix+ +options-skew-fix+))

(keys +data+)
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-unkown'>(:train-ds :test-ds)</span>","value":"(:train-ds :test-ds)"}
;; <=

;; **
;;; ### Daal Ridge Regression
;;;
;;; The first method for training is using [daal]() from Intel. The model is trained using `:daal.regression/ridge` as the specifier
;; **

;; @@
(require '[tech.libs.daal.regression])

(def +daal-ridge-model+   (ml/train (assoc +options-skew-fix+ :model-type :daal.regression/ridge)
                          	        (:train-ds +data+)))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+daal-ridge-model+</span>","value":"#'demo.ames.worksheet/+daal-ridge-model+"}
;; <=

;; **
;;; The preditions can be viewed by comparing the actual values with the predicted values
;; **

;; @@
(def +daal-ridge-actual+  (dataset/labels (:test-ds +data+) (:options +daal-ridge-model+)))

(def +daal-ridge-predict+ (ml/predict +daal-ridge-model+ (:test-ds +data+)))

(-> (map (fn [actual predict] {:actual actual :predict predict}) +daal-ridge-actual+ +daal-ridge-predict+)
    (plot/xy-plot {:axis {:y {:label "Predicted" :field :predict}
                          :x {:label "Actual" :field :actual}}
                   :title "Daal Ridge Prediction"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x6650ae28 \"BufferedImage@6650ae28: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; @@
[:loss (loss/rmse +daal-ridge-actual+ +daal-ridge-predict+)]

(-> (map (fn [actual error] {:actual actual :error error})
         +daal-ridge-actual+
         (mat/sub +daal-ridge-actual+ +daal-ridge-predict+))
    (plot/xy-plot {:axis {:y {:label "Error" :field :error}
                          :x {:label "Actual" :field :actual}}
                   :title "Daal Ridge Residual Error"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x533e436f \"BufferedImage@533e436f: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; ### Daal Gradient Boosted Trees
;;;
;; **

;; @@
(def +daal-gbt-model+   (ml/train (assoc +options-skew-fix+ :model-type :daal.regression/gradient-boosted-trees)
                          	       (:train-ds +data+)))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+daal-gbt-model+</span>","value":"#'demo.ames.worksheet/+daal-gbt-model+"}
;; <=

;; **
;;; Preditions for the model are as follows
;; **

;; @@
(def +daal-gbt-actual+  (dataset/labels (:test-ds +data+) (:options +daal-gbt-model+)))

(def +daal-gbt-predict+ (ml/predict +daal-gbt-model+ (:test-ds +data+)))

(-> (map (fn [actual predict] {:actual actual :predict predict}) +daal-gbt-actual+ +daal-gbt-predict+)
    (plot/xy-plot {:axis {:y {:label "Predicted" :field :predict}
                          :x {:label "Actual" :field :actual}}
                   :title "Daal Gradient Boosted Trees Prediction"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x345cc959 \"BufferedImage@345cc959: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; Loss and Residual Error are as follows
;; **

;; @@
[:loss (loss/rmse +daal-gbt-actual+ +daal-gbt-predict+)]

(-> (map (fn [actual error] {:actual actual :error error})
         +daal-gbt-actual+
         (mat/sub +daal-gbt-actual+ +daal-gbt-predict+))
    (plot/xy-plot {:axis {:y {:label "Error" :field :error}
                          :x {:label "Actual" :field :actual}}
                   :title "Daal Ridge Residual Error"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x9d9767d \"BufferedImage@9d9767d: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; ### XGBoost
;;;
;;; XGBoost is one of the leading linear regression libraries
;; **

;; @@
(require '[tech.libs.xgboost])

(def +xgboost-model+   (ml/train (assoc +options-skew-fix+ :model-type :xgboost/regression)
                          	            (:train-ds +data+)))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;demo.ames.worksheet/+xgboost-model+</span>","value":"#'demo.ames.worksheet/+xgboost-model+"}
;; <=

;; **
;;; Preditions for the model are as follows
;; **

;; @@
(def +xgboost-actual+  (dataset/labels (:test-ds +data+) (:options +xgboost-model+)))

(def +xgboost-predict+ (ml/predict +xgboost-model+ (:test-ds +data+)))

(-> (map (fn [actual predict] {:actual actual :predict predict}) +xgboost-actual+ +xgboost-predict+)
    (plot/xy-plot {:axis {:y {:label "Predicted" :field :predict}
                          :x {:label "Actual" :field :actual}}
                   :title "XGBoost Prediction"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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\" width=\"600\" height=\"400\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x72d2b418 \"BufferedImage@72d2b418: type = 3 DirectColorModel: rmask=ff0000 gmask=ff00 bmask=ff amask=ff000000 IntegerInterleavedRaster: width = 600 height = 400 #Bands = 4 xOff = 0 yOff = 0 dataOffset[0] 0\"]"}
;; <=

;; **
;;; Loss and Residual Error are as follows
;; **

;; @@
[:loss (loss/rmse +xgboost-actual+ +xgboost-predict+)]

(-> (map (fn [actual error] {:actual actual :error error})
         +xgboost-actual+
         (mat/sub +xgboost-actual+ +xgboost-predict+))
    (plot/xy-plot {:axis {:y {:label "Error" :field :error}
                          :x {:label "Actual" :field :actual}}
                   :title "XGBoost Residual Error"}))
;; @@
;; =>
;;; {"type":"html","content":"<img src=\"data:image/png;base64,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