From aeadae87e3c1a5b32575eb68bd1b8fe022ae6698 Mon Sep 17 00:00:00 2001
From: Filip Gralinski <filipg@amu.edu.pl>
Date: Wed, 24 Mar 2021 12:10:05 +0100
Subject: [PATCH] =?UTF-8?q?Trzeci=20wyk=C5=82ad?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 wyk/03_Tfidf.ipynb | 2341 ++++++++++++++++++++++++++++++++++++++++++++
 wyk/macierz.png    |  Bin 0 -> 185152 bytes
 2 files changed, 2341 insertions(+)
 create mode 100644 wyk/03_Tfidf.ipynb
 create mode 100644 wyk/macierz.png

diff --git a/wyk/03_Tfidf.ipynb b/wyk/03_Tfidf.ipynb
new file mode 100644
index 0000000..56b4000
--- /dev/null
+++ b/wyk/03_Tfidf.ipynb
@@ -0,0 +1,2341 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Wyszukiwarka - szybka i sensowna"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Roboczy przykład\n",
+    "\n",
+    "Zakładamy, że mamy pewną kolekcję dokumentów $D = {d_1, \\ldots, d_N}$. ($N$ - liczba dokumentów w kolekcji)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Podobno jest kot w butach."
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "{-# LANGUAGE OverloadedStrings #-}\n",
+    "\n",
+    "import Data.Text hiding(map, filter, zip)\n",
+    "import Prelude hiding(words, take)\n",
+    "\n",
+    "collectionD :: [Text]\n",
+    "collectionD = [\"Ala ma kota.\", \"Podobno jest kot w butach.\", \"Ty chyba masz kota!\", \"But chyba zgubiłem.\"]\n",
+    "\n",
+    "-- Operator (!!) zwraca element listy o podanym indeksie\n",
+    "-- (Przy większych listach będzie nieefektywne, ale nie będziemy komplikować)\n",
+    "collectionD !! 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Wydobycie tekstu\n",
+    "\n",
+    "Przykładowe narzędzia:\n",
+    "\n",
+    "* pdftotext\n",
+    "* antiword\n",
+    "* Tesseract OCR\n",
+    "* Apache Tika - uniwersalne narzędzie do wydobywania tekstu z różnych formatów\n",
+    "\n",
+    "## Normalizacja tekstu\n",
+    "\n",
+    "Cokolwiek robimy z tekstem, najpierw musimy go _znormalizować_."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Tokenizacja\n",
+    "\n",
+    "Po pierwsze musimy podzielić tekst na _tokeny_, czyli wyrazapodobne jednostki.\n",
+    "Może po prostu podzielić po spacjach?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ala"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "ma"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "kota."
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenizeStupidly :: Text -> [Text]\n",
+    "-- words to funkcja z Data.Text, która dzieli po spacjach\n",
+    "tokenizeStupidly = words\n",
+    "\n",
+    "tokenizeStupidly $ Prelude.head collectionD"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A, trzeba _chociaż_ odsunąć znaki interpunkcyjne. Najprościej użyć wyrażenia regularnego. Warto użyć [unikodowych własności](https://en.wikipedia.org/wiki/Unicode_character_property) znaków i konstrukcji `\\p{...}`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ala"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "ma"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "kota"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "."
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "{-# LANGUAGE QuasiQuotes #-}\n",
+    "\n",
+    "import Text.Regex.PCRE.Heavy\n",
+    "\n",
+    "tokenize :: Text -> [Text]\n",
+    "tokenize = map fst . scan [re|[\\p{L}0-9]+|\\p{P}|]\n",
+    "\n",
+    "tokenize $ Prelude.head collectionD"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Cała kolekcja stokenizowana:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ala"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "ma"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "kota"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "."
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Podobno"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "jest"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "kot"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "w"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "butach"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "."
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Ty"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "chyba"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "masz"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "kota"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "!"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "But"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "chyba"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "zgubiłem"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "."
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "map tokenize collectionD"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Problemy z tokenizacją\n",
+    "\n",
+    "##### Język angielski"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "I"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "use"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "a"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "data"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "-"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "base"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenize \"I use a data-base\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "I"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "use"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "a"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "database"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenize \"I use a database\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "I"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "use"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "a"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "data"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "base"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenize \"I use a data base\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "I"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "don"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "t"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "like"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Python"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenize \"I don't like Python\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0018"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "555"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "555"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "122"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenize \"+0018 555 555 122\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0018555555122"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenize \"+0018555555122\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Which"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "one"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "is"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "better"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       ":"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "C"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "or"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "C"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "#"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "?"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenize \"Which one is better: C++ or C#?\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### Inne języki?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Rechtsschutzversicherungsgesellschaften"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "wie"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "die"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "HUK"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "-"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Coburg"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "machen"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "es"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "bereits"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "seit"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "geraumer"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Zeit"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "vor"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       ":"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenize \"Rechtsschutzversicherungsgesellschaften wie die HUK-Coburg machen es bereits seit geraumer Zeit vor:\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "今日波兹南是贸易"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "、"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "工业及教育的中心"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "。"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "波兹南是波兰第五大的城市及第四大的工业中心"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "，"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "波兹南亦是大波兰省的行政首府"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "。"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "也舉辦有不少展覽會"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "。"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "是波蘭西部重要的交通中心都市"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "。"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenize \"今日波兹南是贸易、工业及教育的中心。波兹南是波兰第五大的城市及第四大的工业中心，波兹南亦是大波兰省的行政首府。也舉辦有不少展覽會。是波蘭西部重要的交通中心都市。\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "l"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "ordinateur"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tokenize \"l'ordinateur\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Lematyzacja"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "_Lematyzacja_ to sprowadzenie do formy podstawowej (_lematu_), np. \"krześle\" do \"krzesło\", \"zrobimy\" do \"zrobić\" dla języka polskiego, \"chairs\" do \"chair\", \"made\" do \"make\" dla języka angielskiego."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lematyzacja dla języka polskiego jest bardzo trudna, praktycznie nie sposób wykonać ją regułowo, po prostu musimy się postarać o bardzo obszerny _słownik form fleksyjnych_.\n",
+    "\n",
+    "Na potrzeby tego wykładu stwórzmy sobie mały słownik form fleksyjnych w postaci tablicy asocjacyjnej (haszującej)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>/* Styles used for the Hoogle display in the pager */\n",
+       ".hoogle-doc {\n",
+       "display: block;\n",
+       "padding-bottom: 1.3em;\n",
+       "padding-left: 0.4em;\n",
+       "}\n",
+       ".hoogle-code {\n",
+       "display: block;\n",
+       "font-family: monospace;\n",
+       "white-space: pre;\n",
+       "}\n",
+       ".hoogle-text {\n",
+       "display: block;\n",
+       "}\n",
+       ".hoogle-name {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-head {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-sub {\n",
+       "display: block;\n",
+       "margin-left: 0.4em;\n",
+       "}\n",
+       ".hoogle-package {\n",
+       "font-weight: bold;\n",
+       "font-style: italic;\n",
+       "}\n",
+       ".hoogle-module {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-class {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".get-type {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "font-family: monospace;\n",
+       "display: block;\n",
+       "white-space: pre-wrap;\n",
+       "}\n",
+       ".show-type {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "font-family: monospace;\n",
+       "margin-left: 1em;\n",
+       "}\n",
+       ".mono {\n",
+       "font-family: monospace;\n",
+       "display: block;\n",
+       "}\n",
+       ".err-msg {\n",
+       "color: red;\n",
+       "font-style: italic;\n",
+       "font-family: monospace;\n",
+       "white-space: pre;\n",
+       "display: block;\n",
+       "}\n",
+       "#unshowable {\n",
+       "color: red;\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".err-msg.in.collapse {\n",
+       "padding-top: 0.7em;\n",
+       "}\n",
+       ".highlight-code {\n",
+       "white-space: pre;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       ".suggestion-warning { \n",
+       "font-weight: bold;\n",
+       "color: rgb(200, 130, 0);\n",
+       "}\n",
+       ".suggestion-error { \n",
+       "font-weight: bold;\n",
+       "color: red;\n",
+       "}\n",
+       ".suggestion-name {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       "</style><div class=\"suggestion-name\" style=\"clear:both;\">Use head</div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Found:</div><div class=\"highlight-code\" id=\"haskell\">collectionD !! 0</div></div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Why Not:</div><div class=\"highlight-code\" id=\"haskell\">head collectionD</div></div>"
+      ],
+      "text/plain": [
+       "Line 22: Use head\n",
+       "Found:\n",
+       "collectionD !! 0\n",
+       "Why not:\n",
+       "head collectionD"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "but"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "butami"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Ala"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "mieć"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "kot"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "."
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import Data.Map as Map hiding(take, map, filter)\n",
+    "\n",
+    "mockInflectionDictionary :: Map Text Text\n",
+    "mockInflectionDictionary = Map.fromList [\n",
+    "   (\"kota\", \"kot\"),\n",
+    "   (\"butach\", \"but\"),\n",
+    "   (\"masz\", \"mieć\"),\n",
+    "   (\"ma\", \"mieć\"),\n",
+    "   (\"buta\", \"but\"),\n",
+    "   (\"zgubiłem\", \"zgubić\")]\n",
+    "\n",
+    "lemmatizeWord :: Map Text Text -> Text -> Text\n",
+    "lemmatizeWord dict w = findWithDefault w w dict\n",
+    "\n",
+    "lemmatizeWord mockInflectionDictionary \"butach\"\n",
+    "-- a tego nie ma w naszym słowniczku, więc zwracamy to samo\n",
+    "lemmatizeWord mockInflectionDictionary \"butami\"\n",
+    "\n",
+    "lemmatize :: Map Text Text -> [Text] -> [Text]\n",
+    "lemmatize dict = map (lemmatizeWord dict)\n",
+    "\n",
+    "lemmatize mockInflectionDictionary $ tokenize $ collectionD !! 0 \n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Pytanie**: Nawet w naszym słowniczku mamy problemy z niejednoznacznością lematyzacji. Jakie?\n",
+    "\n",
+    "Obszerny słownik form fleksyjnych dla języka polskiego: http://zil.ipipan.waw.pl/PoliMorf?action=AttachFile&do=view&target=PoliMorf-0.6.7.tab.gz"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Stemowanie\n",
+    "\n",
+    "Stemowanie (rdzeniowanie) obcina wyraz do _rdzenia_ niekoniecznie będącego sensownym wyrazem, np. \"krześle\" może być rdzeniowane do \"krześl\", \"krześ\" albo \"krzes\", \"zrobimy\" do \"zrobi\".\n",
+    "\n",
+    "* stemowanie nie jest tak dobrze określone jak lematyzacja (można robić na wiele sposobów)\n",
+    "* bardziej podatne na metody regułowe (choć dla polskiego i tak trudno)\n",
+    "* dla angielskiego istnieją znane algorytmy stemowania, np. [algorytm Portera](https://tartarus.org/martin/PorterStemmer/def.txt)\n",
+    "* zob. też [program Snowball](https://snowballstem.org/) z regułami dla wielu języków\n",
+    "\n",
+    "Prosty stemmer \"dla ubogich\" dla języka polskiego to obcinanie do sześciu znaków."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "zrobim"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "komput"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "butach"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "poorMansStemming :: Text -> Text\n",
+    "poorMansStemming = take 6\n",
+    "\n",
+    "poorMansStemming \"zrobimy\"\n",
+    "poorMansStemming \"komputerami\"\n",
+    "poorMansStemming \"butach\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### _Stop words_\n",
+    "\n",
+    "Często wyszukiwarki pomijają krótkie, częste i nieniosące znaczenia słowa - _stop words_ (_słowa przestankowe_)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "isStopWord :: Text -> Bool\n",
+    "isStopWord \"w\" = True\n",
+    "isStopWord \"jest\" = True\n",
+    "isStopWord \"że\" = True\n",
+    "-- przy okazji możemy pozbyć się znaków interpunkcyjnych\n",
+    "isStopWord w = w ≈ [re|^\\p{P}+$|]\n",
+    "\n",
+    "isStopWord \"kot\"\n",
+    "isStopWord \"!\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Ala"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "ma"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "kota"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "removeStopWords :: [Text] -> [Text]\n",
+    "removeStopWords = filter (not . isStopWord)\n",
+    "\n",
+    "removeStopWords $ tokenize $ Prelude.head collectionD "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Pytanie**: Jakim zapytaniom usuwanie _stop words_ może szkodzić? Podać przykłady dla języka polskiego i angielskiego. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Normalizacja - różności\n",
+    "\n",
+    "W skład normalizacji może też wchodzić:\n",
+    "\n",
+    "* poprawianie błędów literowych\n",
+    "* sprowadzanie do małych liter (lower-casing czy raczej case-folding)\n",
+    "* usuwanie znaków diakrytycznych\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "żdźbło"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "toLower \"ŻDŹBŁO\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "źdźbło"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "toCaseFold \"ŹDŹBŁO\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Pytanie:** Kiedy _case-folding_ da inny wynik niż _lower-casing_? Jakie to ma praktyczne znaczenie?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Normalizacja jako całościowy proces\n",
+    "\n",
+    "Najważniejsza zasada: dokumenty w naszej kolekcji powinny być normalizowane w dokładnie taki sposób, jak zapytania.\n",
+    "\n",
+    "Efektem normalizacji jest zamiana dokumentu na ciąg _termów_ (ang. _terms_), czyli znormalizowanych wyrazów.\n",
+    "\n",
+    "Innymi słowy po normalizacji dokument $d_i$ traktujemy jako ciąg termów $t_i^1,\\dots,t_i^{|d_i|}$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "but"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "chyba"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "zgubić"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "normalize :: Text -> [Text]\n",
+    "normalize = removeStopWords . map toLower . lemmatize mockInflectionDictionary . tokenize\n",
+    "\n",
+    "normalize $ collectionD !! 3"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Zbiór wszystkich termów w kolekcji dokumentów nazywamy słownikiem (ang. _vocabulary_), nie mylić ze słownikiem jako strukturą danych w Pythonie (_dictionary_).\n",
+    "\n",
+    "$$V = \\bigcup_{i=1}^N \\{t_i^1,\\dots,t_i^{|d_i|}\\}$$\n",
+    "\n",
+    "(To zbiór, więc liczymy bez powtórzeń!)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "fromList [\"ala\",\"but\",\"chyba\",\"kot\",\"mie\\263\",\"podobno\",\"ty\",\"zgubi\\263\"]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import Data.Set as Set hiding(map)\n",
+    "\n",
+    "getVocabulary :: [Text] -> Set Text \n",
+    "getVocabulary = Set.unions . map (Set.fromList . normalize) \n",
+    "\n",
+    "getVocabulary collectionD"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Jak wyszukiwarka może być szybka?\n",
+    "\n",
+    "_Odwrócony indeks_ (ang. _inverted index_) pozwala wyszukiwarce szybko szukać w milionach dokumentów. Odwrócoy indeks to prostu... indeks, jaki znamy z książek (mapowanie słów na numery stron/dokumentów).\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>/* Styles used for the Hoogle display in the pager */\n",
+       ".hoogle-doc {\n",
+       "display: block;\n",
+       "padding-bottom: 1.3em;\n",
+       "padding-left: 0.4em;\n",
+       "}\n",
+       ".hoogle-code {\n",
+       "display: block;\n",
+       "font-family: monospace;\n",
+       "white-space: pre;\n",
+       "}\n",
+       ".hoogle-text {\n",
+       "display: block;\n",
+       "}\n",
+       ".hoogle-name {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-head {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-sub {\n",
+       "display: block;\n",
+       "margin-left: 0.4em;\n",
+       "}\n",
+       ".hoogle-package {\n",
+       "font-weight: bold;\n",
+       "font-style: italic;\n",
+       "}\n",
+       ".hoogle-module {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-class {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".get-type {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "font-family: monospace;\n",
+       "display: block;\n",
+       "white-space: pre-wrap;\n",
+       "}\n",
+       ".show-type {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "font-family: monospace;\n",
+       "margin-left: 1em;\n",
+       "}\n",
+       ".mono {\n",
+       "font-family: monospace;\n",
+       "display: block;\n",
+       "}\n",
+       ".err-msg {\n",
+       "color: red;\n",
+       "font-style: italic;\n",
+       "font-family: monospace;\n",
+       "white-space: pre;\n",
+       "display: block;\n",
+       "}\n",
+       "#unshowable {\n",
+       "color: red;\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".err-msg.in.collapse {\n",
+       "padding-top: 0.7em;\n",
+       "}\n",
+       ".highlight-code {\n",
+       "white-space: pre;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       ".suggestion-warning { \n",
+       "font-weight: bold;\n",
+       "color: rgb(200, 130, 0);\n",
+       "}\n",
+       ".suggestion-error { \n",
+       "font-weight: bold;\n",
+       "color: red;\n",
+       "}\n",
+       ".suggestion-name {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       "</style><div class=\"suggestion-name\" style=\"clear:both;\">Use tuple-section</div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Found:</div><div class=\"highlight-code\" id=\"haskell\">\\ t -> (t, ix)</div></div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Why Not:</div><div class=\"highlight-code\" id=\"haskell\">(, ix)</div></div>"
+      ],
+      "text/plain": [
+       "Line 4: Use tuple-section\n",
+       "Found:\n",
+       "\\ t -> (t, ix)\n",
+       "Why not:\n",
+       "(, ix)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "fromList [(\"chyba\",2),(\"kot\",2),(\"mie\\263\",2),(\"ty\",2)]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "collectionDNormalized = map normalize collectionD\n",
+    "\n",
+    "documentToPostings :: ([Text], Int) -> Set (Text, Int)\n",
+    "documentToPostings (d, ix) = Set.fromList $ map (\\t -> (t, ix)) d\n",
+    "\n",
+    "documentToPostings (collectionDNormalized !! 2, 2) \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>/* Styles used for the Hoogle display in the pager */\n",
+       ".hoogle-doc {\n",
+       "display: block;\n",
+       "padding-bottom: 1.3em;\n",
+       "padding-left: 0.4em;\n",
+       "}\n",
+       ".hoogle-code {\n",
+       "display: block;\n",
+       "font-family: monospace;\n",
+       "white-space: pre;\n",
+       "}\n",
+       ".hoogle-text {\n",
+       "display: block;\n",
+       "}\n",
+       ".hoogle-name {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-head {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-sub {\n",
+       "display: block;\n",
+       "margin-left: 0.4em;\n",
+       "}\n",
+       ".hoogle-package {\n",
+       "font-weight: bold;\n",
+       "font-style: italic;\n",
+       "}\n",
+       ".hoogle-module {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-class {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".get-type {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "font-family: monospace;\n",
+       "display: block;\n",
+       "white-space: pre-wrap;\n",
+       "}\n",
+       ".show-type {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "font-family: monospace;\n",
+       "margin-left: 1em;\n",
+       "}\n",
+       ".mono {\n",
+       "font-family: monospace;\n",
+       "display: block;\n",
+       "}\n",
+       ".err-msg {\n",
+       "color: red;\n",
+       "font-style: italic;\n",
+       "font-family: monospace;\n",
+       "white-space: pre;\n",
+       "display: block;\n",
+       "}\n",
+       "#unshowable {\n",
+       "color: red;\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".err-msg.in.collapse {\n",
+       "padding-top: 0.7em;\n",
+       "}\n",
+       ".highlight-code {\n",
+       "white-space: pre;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       ".suggestion-warning { \n",
+       "font-weight: bold;\n",
+       "color: rgb(200, 130, 0);\n",
+       "}\n",
+       ".suggestion-error { \n",
+       "font-weight: bold;\n",
+       "color: red;\n",
+       "}\n",
+       ".suggestion-name {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       "</style><div class=\"suggestion-name\" style=\"clear:both;\">Use zipWith</div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Found:</div><div class=\"highlight-code\" id=\"haskell\">map documentToPostings $ zip coll [0 .. ]</div></div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Why Not:</div><div class=\"highlight-code\" id=\"haskell\">zipWith (curry documentToPostings) coll [0 .. ]</div></div>"
+      ],
+      "text/plain": [
+       "Line 2: Use zipWith\n",
+       "Found:\n",
+       "map documentToPostings $ zip coll [0 .. ]\n",
+       "Why not:\n",
+       "zipWith (curry documentToPostings) coll [0 .. ]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "fromList [(\"ala\",0),(\"but\",1),(\"but\",3),(\"chyba\",2),(\"chyba\",3),(\"kot\",0),(\"kot\",1),(\"kot\",2),(\"mie\\263\",0),(\"mie\\263\",2),(\"podobno\",1),(\"ty\",2),(\"zgubi\\263\",3)]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "collectionToPostings :: [[Text]] -> Set (Text, Int)\n",
+    "collectionToPostings coll = Set.unions $ map documentToPostings $ zip coll [0..]\n",
+    "\n",
+    "collectionToPostings collectionDNormalized"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>/* Styles used for the Hoogle display in the pager */\n",
+       ".hoogle-doc {\n",
+       "display: block;\n",
+       "padding-bottom: 1.3em;\n",
+       "padding-left: 0.4em;\n",
+       "}\n",
+       ".hoogle-code {\n",
+       "display: block;\n",
+       "font-family: monospace;\n",
+       "white-space: pre;\n",
+       "}\n",
+       ".hoogle-text {\n",
+       "display: block;\n",
+       "}\n",
+       ".hoogle-name {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-head {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-sub {\n",
+       "display: block;\n",
+       "margin-left: 0.4em;\n",
+       "}\n",
+       ".hoogle-package {\n",
+       "font-weight: bold;\n",
+       "font-style: italic;\n",
+       "}\n",
+       ".hoogle-module {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-class {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".get-type {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "font-family: monospace;\n",
+       "display: block;\n",
+       "white-space: pre-wrap;\n",
+       "}\n",
+       ".show-type {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "font-family: monospace;\n",
+       "margin-left: 1em;\n",
+       "}\n",
+       ".mono {\n",
+       "font-family: monospace;\n",
+       "display: block;\n",
+       "}\n",
+       ".err-msg {\n",
+       "color: red;\n",
+       "font-style: italic;\n",
+       "font-family: monospace;\n",
+       "white-space: pre;\n",
+       "display: block;\n",
+       "}\n",
+       "#unshowable {\n",
+       "color: red;\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".err-msg.in.collapse {\n",
+       "padding-top: 0.7em;\n",
+       "}\n",
+       ".highlight-code {\n",
+       "white-space: pre;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       ".suggestion-warning { \n",
+       "font-weight: bold;\n",
+       "color: rgb(200, 130, 0);\n",
+       "}\n",
+       ".suggestion-error { \n",
+       "font-weight: bold;\n",
+       "color: red;\n",
+       "}\n",
+       ".suggestion-name {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       "</style><div class=\"suggestion-name\" style=\"clear:both;\">Eta reduce</div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Found:</div><div class=\"highlight-code\" id=\"haskell\">updateInvertedIndex (t, ix) invIndex\n",
+       "  = insertWith (++) t [ix] invIndex</div></div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Why Not:</div><div class=\"highlight-code\" id=\"haskell\">updateInvertedIndex (t, ix) = insertWith (++) t [ix]</div></div>"
+      ],
+      "text/plain": [
+       "Line 2: Eta reduce\n",
+       "Found:\n",
+       "updateInvertedIndex (t, ix) invIndex\n",
+       "  = insertWith (++) t [ix] invIndex\n",
+       "Why not:\n",
+       "updateInvertedIndex (t, ix) = insertWith (++) t [ix]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "fromList [(\"ala\",[0]),(\"but\",[1,3]),(\"chyba\",[2,3]),(\"kot\",[0,1,2]),(\"mie\\263\",[0,2]),(\"podobno\",[1]),(\"ty\",[2]),(\"zgubi\\263\",[3])]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "updateInvertedIndex :: (Text, Int) -> Map Text [Int] -> Map Text [Int]\n",
+    "updateInvertedIndex (t, ix) invIndex = insertWith (++) t [ix] invIndex\n",
+    "\n",
+    "getInvertedIndex :: [[Text]] -> Map Text [Int]\n",
+    "getInvertedIndex = Prelude.foldr updateInvertedIndex Map.empty . Set.toList . collectionToPostings\n",
+    "\n",
+    "getInvertedIndex collectionDNormalized"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Relewantność\n",
+    "\n",
+    "Potrafimy szybko przeszukiwać znormalizowane dokumenty, ale które dokumenty są ważne (_relewantne_) względem potrzeby informacyjnej użytkownika?\n",
+    "\n",
+    "### Zapytania boole'owskie\n",
+    "\n",
+    "* `pizzeria Poznań dowóz` to `pizzeria AND Poznań AND dowóz` czy `pizzera OR POZNAŃ OR dowóz`\n",
+    "* `(pizzeria OR pizza OR tratoria) AND Poznań AND dowóz\n",
+    "* `pizzeria AND Poznań AND dowóz AND NOT golonka`\n",
+    "\n",
+    "Jak domyślnie interpretować zapytanie?\n",
+    "\n",
+    "* jako zapytanie AND -- być może za mało dokumentów\n",
+    "* rozwiązanie pośrednie?\n",
+    "* jako zapytanie OR -- być może za dużo dokumentów\n",
+    "\n",
+    "Możemy jakieś miary dopasowania dokumentu do zapytania, żeby móc posortować dokumenty...\n",
+    "\n",
+    "### Mierzenie dopasowania dokumentu do zapytania\n",
+    "\n",
+    "Potrzebujemy jakieś funkcji $\\sigma : Q x D \\rightarrow \\mathbb{R}$. \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Musimy jakoś zamienić dokumenty na liczby, tj. dokumenty na wektory liczb, a całą kolekcję na macierz.\n",
+    "\n",
+    "Po pierwsze ponumerujmy wszystkie termy ze słownika."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "fromList [(0,\"ala\"),(1,\"but\"),(2,\"chyba\"),(3,\"kot\"),(4,\"mie\\263\"),(5,\"podobno\"),(6,\"ty\"),(7,\"zgubi\\263\")]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "fromList [(\"ala\",0),(\"but\",1),(\"chyba\",2),(\"kot\",3),(\"mie\\263\",4),(\"podobno\",5),(\"ty\",6),(\"zgubi\\263\",7)]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "ala"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "voc = getVocabulary collectionD\n",
+    "\n",
+    "vocD :: Map Int Text\n",
+    "vocD = Map.fromList $ zip [0..] $ Set.toList voc\n",
+    "\n",
+    "invvocD :: Map Text Int\n",
+    "invvocD = Map.fromList $ zip (Set.toList voc) [0..]\n",
+    "\n",
+    "vocD\n",
+    "\n",
+    "invvocD\n",
+    "\n",
+    "vocD ! 0\n",
+    "invvocD ! \"chyba\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Napiszmy funkcję, która _wektoryzuje_ znormalizowany dokument.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>/* Styles used for the Hoogle display in the pager */\n",
+       ".hoogle-doc {\n",
+       "display: block;\n",
+       "padding-bottom: 1.3em;\n",
+       "padding-left: 0.4em;\n",
+       "}\n",
+       ".hoogle-code {\n",
+       "display: block;\n",
+       "font-family: monospace;\n",
+       "white-space: pre;\n",
+       "}\n",
+       ".hoogle-text {\n",
+       "display: block;\n",
+       "}\n",
+       ".hoogle-name {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-head {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-sub {\n",
+       "display: block;\n",
+       "margin-left: 0.4em;\n",
+       "}\n",
+       ".hoogle-package {\n",
+       "font-weight: bold;\n",
+       "font-style: italic;\n",
+       "}\n",
+       ".hoogle-module {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".hoogle-class {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".get-type {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "font-family: monospace;\n",
+       "display: block;\n",
+       "white-space: pre-wrap;\n",
+       "}\n",
+       ".show-type {\n",
+       "color: green;\n",
+       "font-weight: bold;\n",
+       "font-family: monospace;\n",
+       "margin-left: 1em;\n",
+       "}\n",
+       ".mono {\n",
+       "font-family: monospace;\n",
+       "display: block;\n",
+       "}\n",
+       ".err-msg {\n",
+       "color: red;\n",
+       "font-style: italic;\n",
+       "font-family: monospace;\n",
+       "white-space: pre;\n",
+       "display: block;\n",
+       "}\n",
+       "#unshowable {\n",
+       "color: red;\n",
+       "font-weight: bold;\n",
+       "}\n",
+       ".err-msg.in.collapse {\n",
+       "padding-top: 0.7em;\n",
+       "}\n",
+       ".highlight-code {\n",
+       "white-space: pre;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       ".suggestion-warning { \n",
+       "font-weight: bold;\n",
+       "color: rgb(200, 130, 0);\n",
+       "}\n",
+       ".suggestion-error { \n",
+       "font-weight: bold;\n",
+       "color: red;\n",
+       "}\n",
+       ".suggestion-name {\n",
+       "font-weight: bold;\n",
+       "}\n",
+       "</style><div class=\"suggestion-name\" style=\"clear:both;\">Redundant $</div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Found:</div><div class=\"highlight-code\" id=\"haskell\">map (\\ i -> count (v ! i) doc) $ [0 .. (vecSize - 1)]</div></div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Why Not:</div><div class=\"highlight-code\" id=\"haskell\">map (\\ i -> count (v ! i) doc) [0 .. (vecSize - 1)]</div></div><div class=\"suggestion-name\" style=\"clear:both;\">Redundant bracket</div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Found:</div><div class=\"highlight-code\" id=\"haskell\">(collectionDNormalized !! 2)</div></div><div class=\"suggestion-row\" style=\"float: left;\"><div class=\"suggestion-warning\">Why Not:</div><div class=\"highlight-code\" id=\"haskell\">collectionDNormalized !! 2</div></div>"
+      ],
+      "text/plain": [
+       "Line 2: Redundant $\n",
+       "Found:\n",
+       "map (\\ i -> count (v ! i) doc) $ [0 .. (vecSize - 1)]\n",
+       "Why not:\n",
+       "map (\\ i -> count (v ! i) doc) [0 .. (vecSize - 1)]Line 9: Redundant bracket\n",
+       "Found:\n",
+       "(collectionDNormalized !! 2)\n",
+       "Why not:\n",
+       "collectionDNormalized !! 2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "ty"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "chyba"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "mieć"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "kot"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[0.0,0.0,1.0,1.0,1.0,0.0,1.0,0.0]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "vectorize :: Int -> Map Int Text -> [Text] -> [Double]\n",
+    "vectorize vecSize v doc = map (\\i -> count (v ! i) doc) $ [0..(vecSize-1)]\n",
+    "   where count t doc \n",
+    "           | t `elem` doc = 1.0\n",
+    "           | otherwise = 0.0\n",
+    "           \n",
+    "vocSize = Set.size voc\n",
+    "\n",
+    "(collectionDNormalized !! 2)\n",
+    "vectorize vocSize vocD (collectionDNormalized !! 2)\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " ![image](./macierz.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Jak inaczej uwzględnić częstość wyrazów?\n",
+    "\n",
+    "<div style=\"display:none\">\n",
+    "  $\n",
+    "    \\newcommand{\\idf}{\\mathop{\\rm idf}\\nolimits}\n",
+    "    \\newcommand{\\tf}{\\mathop{\\rm tf}\\nolimits}\n",
+    "    \\newcommand{\\df}{\\mathop{\\rm df}\\nolimits}\n",
+    "    \\newcommand{\\tfidf}{\\mathop{\\rm tfidf}\\nolimits}\n",
+    "  $\n",
+    "</div>\n",
+    "\n",
+    "* $\\tf_{t,d}$\n",
+    "\n",
+    "* $1+\\log(\\tf_{t,d})$\n",
+    "\n",
+    "* $0.5 + \\frac{0.5 \\times \\tf_{t,d}}{max_t(\\tf_{t,d})}$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"display:none\">\n",
+    "  $\n",
+    "    \\newcommand{\\idf}{\\mathop{\\rm idf}\\nolimits}\n",
+    "    \\newcommand{\\tf}{\\mathop{\\rm tf}\\nolimits}\n",
+    "    \\newcommand{\\df}{\\mathop{\\rm df}\\nolimits}\n",
+    "    \\newcommand{\\tfidf}{\\mathop{\\rm tfidf}\\nolimits}\n",
+    "  $\n",
+    "</div>\n",
+    "\n",
+    "### Odwrotna częstość dokumentowa\n",
+    "\n",
+    "Czy wszystkie wyrazy są tak samo ważne?\n",
+    "\n",
+    "**NIE.** Wyrazy pojawiające się w wielu dokumentach są mniej ważne.\n",
+    "\n",
+    "Aby to uwzględnić, przemnażamy frekwencję wyrazu przez _odwrotną\n",
+    "  częstość w dokumentach_ (_inverse document frequency_):\n",
+    "\n",
+    "$$\\idf_t = \\log \\frac{N}{\\df_t},$$\n",
+    "\n",
+    "gdzie:\n",
+    "\n",
+    "* $\\idf_t$ - odwrotna częstość wyrazu $t$ w dokumentach\n",
+    "\n",
+    "* $N$ - liczba dokumentów w kolekcji\n",
+    "\n",
+    "* $\\df_f$ - w ilu dokumentach wystąpił wyraz $t$?\n",
+    "\n",
+    "#### Dlaczego idf?\n",
+    "\n",
+    "term $t$ wystąpił...\n",
+    "\n",
+    "* w 1 dokumencie, $\\idf_t = \\log N/1 = \\log N$\n",
+    "* 2 razy w kolekcji, $\\idf_t = \\log N/2$ lub $\\log N$\n",
+    "* 3 razy w kolekcji, $\\idf_t = \\log N/(N/2) = \\log 2$\n",
+    "* we wszystkich dokumentach, $\\idf_t = \\log N/N = \\log 1 = 0$\n",
+    "\n",
+    "#### Co z tego wynika?\n",
+    "\n",
+    "Zamiast $\\tf_{t,d}$ będziemy w wektorach rozpatrywać wartości:\n",
+    "\n",
+    "$$\\tfidf_{t,d} = \\tf_{t,d} \\times \\idf_{t}$$\n",
+    "\n",
+    "Teraz zdefiniujemy _overlap score measure_:\n",
+    "\n",
+    "$$\\sigma(q,d) = \\sum_{t \\in q} \\tfidf_{t,d}$$\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Haskell",
+   "language": "haskell",
+   "name": "haskell"
+  },
+  "language_info": {
+   "codemirror_mode": "ihaskell",
+   "file_extension": ".hs",
+   "mimetype": "text/x-haskell",
+   "name": "haskell",
+   "pygments_lexer": "Haskell",
+   "version": "8.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/wyk/macierz.png b/wyk/macierz.png
new file mode 100644
index 0000000000000000000000000000000000000000..e0a1012daf0986becd6ea4c46412f3da673fe178
GIT binary patch
literal 185152
zcmeEtcQo8z_pV42y%Ql~kmw~5y(AdDjow9#-g`~c8NncW^ge><y^a!wAR@{HVU!?R
zbnfxq-}ilgzqRf^cdh&9U0Jb`NoMAJ&N+MUXFt!gBQ@0IiSX(0ad2>m6cuDOad2)f
z<KWzIz`J$zio@_W4$ifAb}}*=iZU_}T-{x4>>RCeaM<F5;w2QipV9Z4X%%R4K)l%&
z-{*)L{2_3g;GoQrE~YZ{;%nR|NE2Y;=7GO)=<JN^EqxnZgCs`2d2n=Xab+cc6~cPK
z%l<iH=Vt@s_Ljuf{59#kF9Kx_grobVsY*S)D&9JTEnRVVZ)oM)zi?TqB_#ZzH#_{Z
zbHLMA(}F%1@t@4-#mQC>A0n(#YI!c+YVcHen<Cr*rW=Wllvizfu){n>m4Xqbp{Mq>
z`L0s564~8jk@Gf**aoV_oCSfGrl}oE_gN?HQNOG(wyX%)r3rIC8GJltN6hpZ%JuvW
z-p!{74LK@)LoZFPd|Rol1xC*^@<vMcq>lcoSNH<`aK<x|U>}F&M~`OnHRxA^t2X1z
zAABMZ*r+=Xa-12a=(r>_UULd5xb`J5!PLcJjQOL>y@m#7hr#=<jn`$f2&WMY1L|7+
z*w=?oP71mBTnTPW&CVO13J2kQozU66B`kbH4j<9FwX>BqGJhd4zP^3inc2O76#2Ck
z9Lp^WWqDbg%d1}>TZ<CGD|cKK3_Ngfc$lw#U-K=H@&+&7_Ec1b-d?^=i_ia{ct1Q7
z2j>BfqU>{R-ygqQUwY6hCKm)rM{6rwQ+!peKPOf*{-n9p=JYb8<M)Tnwn-C{UJiWQ
zSVVjdhD2!gNy3e1Fc!ROv}LlcldY8vo)5|5>=KsF+93JCJ5p&prhk6))1ZE_{?C`T
zZbj|>^UweKkNphKVOjtEO?ZvWY=ad4?NjiWd~QJf{>KZy;2+u4|MNZIPqSo{%Xj|$
z#o&eaVsCQA|N9H1?(!OlNB`ryxA6Y|Vy<@a|L@HIz83$_?#%D)o&4(ZXUR$Z)wnQ(
zrQi@LRD_Pms9k0Jl^xwDt|e3YJ>LuqaW($bd{=q`q(hgNs&CdEbj?pcYI)A%qK9Z@
zN@%1wZ^}x;(uYq@6m?Fs(SDg&*4>t8St%ce-BpV2+SCv}f5AlP^e*S-jG(!}Eyr{(
z818vYR4$?Q9fWmcwd_;VU#ZZ4Lgf8+__j8JmkcGcvPX}_^7HUmWMrfCjR-z9t#{X{
z3d3_kt4=$7GZt6bx;me~v(b|MU^6b)yorMY_1jffhanWkaqSFWNTwV!pl$|Yq)Gdg
z@64GQA=I@*zC}mV78QA9WQ~k%2hb9V<4B5EzQY=PDyb#Mfgv`q+6KvN_+%^AUylA0
zpzpV1w!g7UWk<^#?0dq`&+q>IYZI}ATj%t`y7%UbE`gx{k1vUeQE%VkwO@!z*Kg#`
zc#UoN;owXaJW!8_n7g^y(BYY8{&;{d)5ccNi8A#1(Bq%NW+A3!i=BZy(i>Y_l$B=c
zRjmxUT(2K|x~6dLb*~^USj@tic;Cf^$~GQ*RH)H^at?+Dvut+iX9`iomxYBb@O2Ih
z&^I@038V|&x=v!3)?H0V*?Ug5{PGFepTB<#6%y#7u&!#tcR8^F+`^gzQWA;@mf$4m
z3WOyxmww5b-n(~AQ0O`(^p#w9nE7`zo!>n8k&}uE#*A0%LOSHmdGlotIWwS_Bv|bo
zX=vlD%N5SzWgpbe5HEhm-h}*<pxU0adBEB_TtC>ug8BaZ`T0CTfO|ps=HTwdFA;ed
zd}xUF_HD93@*mLV>I4|#(G7^P+QSka(^mhdy=8h7;sM{J4U+L>2*R#4Y)xfOK?YM4
z5~|4!d$}>rV){mV{Mpz);v1$^HwUIz;ZTH>RGe4)J8|BsHc$;4FaDi<G50VPY?X`5
zNMsLtd%aNih}!ifw<s>o_t=$I^4?sw?q28{aD3oeV^eJf=)c&AfJFUqwugLgXJwdD
z>QcN1b15mCm4b&$P*x^Mk2+gFo`Et2aewt(2%euwH}{%E{jG~Ax8sO?aVNftyZPD3
zh(*3#PU!IhUvFU69xmBGSs!zku#EMcZB*_=>NmLxy;3{6lY?4UdJ1#foN>2LZTDY@
z4!_5;-j{TI;Wa5=W7mD?^u2E2o?^d{B<7#0@P7O5Rkn|f@Lc?=LmPH&2-oqRnNEI<
z(^}Q2bF;qLVZ1e~<4n&8JYqLC>^i0%6ro*)FFyaQ;8#Exs3)>D{W2;2EZwB>#C$K(
z%=CU!7q!GzBO*9v1jp<}!1XUjp4iqR*wmTg-@630{bwVeT;2XO@L1E+^e<m}(Dp&P
za;Nr2w*yuWD=O>trymBIwY75<<T&Ile4I<xBh?2Fmkfnv{hvN%N4R%>p0NE=GVCgu
z_(}LryxT}yJ#4-DoLe{q$=0i3$T?@?salXu#L*KdWxV4$tk^%ba92VG6x`gqvE;uu
zRd>eK^*(W3uXE~hQ~6#OX}Z0E?+N}=ckR`diFDiHvD!ZwBoNIfko<pNrjH&zUdHax
zyKz+>8=Jxqyyx%@Lst_Dq=SX%Fo<5ZDDtaxb*zX<FT4p7W?J%x;m05dr@3U(l0oh?
z&|UBIO}2i3$92@!lE0IGw$1z8V6gGpC{`>rpN|mdy<AFcSgc&PTuo!caG3c6xCe{k
zYZmr>uh=Er;lfzmq331G+U=a}A#;bxtbD2Yv~gN05AT9K!Io{k-7plIMOmz6)fp21
za5|o!=IVA#wgmU6Ff_R2;k&}dz|0Mdj#Nso@WB2~vh^KQ{9&<N4!Ce*`fZYoZ(?pA
z2a3=%Cfk3Zf|kS$xv2=G*R?T*nRoEvj2mAduVMt`>mDn}l-Fa$F-OtKAtX{hQh>Yk
zlnuje`Mk~Osl<V}vRT;!{j7Dx>V~>?!(pt5X?xZp$cO_h<4Zs4h%z$1?3^6jKsFnr
zv@A{L2vGc(<4iOZhB#qeGU*E<)t?*+bK-Tc!nD;HJlxZrtDokYl2RX+j@!(|p_fk^
zD0Rz4w%gJ9a|PeoH6GzbTMxrLX56T;tcQDZ0VjVCV3jB0nwDrjLf<Tdrvp#PZe&Z+
zNLridELBSWoiLnq6!i~ok&s_kZZr((ThhjGdIe2v$b9pD8lJbhV%fjfI~#cTW3a(c
zKndz4v0U(t4So6;{f5o39BLm^WLGkkF4z4Hm4#iV$=+V~GfE!aICe~CQruln)tbm+
zE@*Q>IzR{~`NjB#H&D+qLE3fwU?HHCymbn>hj~W1Jn3e|hOh15S&}WbSvM4Nhy1?+
zvC*UL4onj6K^T5VE{`%L<qi@_ZfyEcxjpY4!e;zih;Nxxn^cm34z4M@rbc80ZJCid
zOa_hadPQz3ftIb`u(0lhf{HTdJ-XIlrhzcS8_t78B_`sbP##>K0@pV-B)?4saepqk
z<W<DyE-c#+r7QUU1OHRwUHgTGi>#AFj)miOj?OXIJ5Zf6;TbMP%((7(=IzXbLqUjb
za(<{O$$f#VY|Z!ize>Wsz&Girhy;SMir~yi3BBAFQJTAt_<48}l~xf;rg%EU-@aXC
z4Lq59jAc@CF!<gcEe(y^rm?1#LCH;VFUQ!hw+CK~4i1vy=r`62hB@qL<sP@!ECX(V
z;wZ3;yga=0^lO5Gxca*K%@0NTmU>%_@CI3bI5m=N*1dI}lBwTlWByrams7bpIccG`
zxuxdjPOb-G_&n+xNZ;v3Xf?eXXlUSeP&W3d^z>p`){iyU%$P-3GMOK<(YSgjvF~rH
z^RDA*ZeU5YKNedRJdADR`NYQG!ZxU+QA-*o_-*QXdF82V#<S=kGbIFXlqSI{4Gq7V
z+KRA9DlgUjCX;$mz0<x855Lsa!_rgnbZcd3sICL--95rU!dv&dM%%pSL(~%TN0;<t
zn}>#Ofc+N~d}9yqzc%}@AC6)tCWg?{f7x%vm$}EuNvx~uY!*;c-r@Mr;b^(w%Tjc7
zdK?p4*`!}wEc$9c1{CveV%P?~m{4A-`=_Q}szIL(cO6gMbI&ZeOKB>mz6F+741Cae
z<C{R~^B6O^XD2%B>Mx3#HZYd((2PM%i+QM447q=iG@dHOzu_Clmc2Nfe#hIVX!1#C
z_h3{RR*6)<p(V!6`ytv{=R<!rIm!KZ-{*<h|J|+}a|Aw7^CQc`3JZT&Sha<BciXP{
z_)CzLo&>3jJqyBoUF<0OXj}_w=+Y9N%e+cevskZfK7AUfNEYuSiX^`Z+;{+AR>KaN
z(6IJ^r-#EKXBVfkmmy*1AGx4^^o=OuE4Y^1-7+j654Z;3U;4$;wPqJHKHf;J0B*ns
zn>))5?OS5exjn8QUbwh~nFZgq<7Y)*$Jvg`b-~D!X)}YA0?J(1XxEC(t1*R<<%5k9
z>bS6O&w<GH#=9>(o{VOf$>s?2@BuUfcGQ)xdtrevJRHWV9kp6<<J=T|T?2yWSdQdD
z4u?NZw{B>NsHzt-5~X1+wlOH_9XCbGWYPQ)CwTkXY>u(TBdDfaHsKe*t5=C^#>KM5
zm%q<3xm$p!yxf<TSjz-QSRyH)sHd<RvDm#{T69wc2k(tfZ-)RkU#1dl1whe-97>##
z5!q+yYBhuGT)7{dhP>$GY6{RWNa0WIkzL*=^H5J}xBcD6eE?d4df55)Hq&m)1oXj-
zU}fgeUgPf$VX<^eAD^(+*1K|fvgntrwphQCXnRgh9)N@EoIcJRXe7H!&|`-(EVIf?
zNN<94(c<^y3P61}tn)rdwl<j4+D_hJ_Sl;&i_DVO(~I<$o~a{;L&bUU?>>5a&EBCu
zMMPeQl#W<S;x91?Gm9cII&q0Z`FfaJfSbImpFzm4;7D2$#5Q+Wl#FS`rpNDXw5uzh
zOd9o{^ImbCH=oFtbzc8H*tlcbmcd2!RKley+WckFYqr6%!<0$71M6F=lmmvJ+oi^P
zzYVa+(9?ikfRhvH{Z$@z(ThFJeL)DS83;AsJ)0(N!ZP$z9oaQ+2^K{dm8k^IEtS2$
z{CsqZ<_nkS?VOH|H@?q)0X4~x`yP}@Y#L-u5LbUzhCkOi$Yxn?)?NQM&~b2ef%+{=
zW(+_6y*d1;T?&8=6_o!MtVkecf}bDhu>L)6!L>>!BqStkjP3mAwoVntUSmU2TpYAT
z1LHuuI7os^aNZVG$#0%UPT=85xv=}V^VsjzkTRL0A-5a6O#g#=!PW^QF^%-h7ScGq
zwUu30x99HMX4AItK~jIRHNkTw`dYHThc5w~`eI|i+Hy}Q${lh6pg~VgW4#bnWMBLd
z!1bf{RNF1;89&|ClhV&Y(Uj{(BD3AyqHHY<!n~`>BI4P|Qwlf`Ahn)&xy5V4^~h2Y
ztB@^NWI(Fg6Yg~m`2YhR<IUkhk20M68^UDgc}o49=4o=Q52d4*3fZOCdZC2qCuOVA
zl;>@6rs&Bov-2hnnC_jGqN2rwIxe>g4w`b|7LN}PNA0I4(LL57Zt*W9Y2>#ZA3~Cx
z?rqC*l$<t`E>Xv`S{v~6rqG7L8p~5E2i#lUz23kV$&Sv|kN8$v{JCBzbR*5S)^Yzd
z%k=iV4M<0xEWL@*1k=+WZ*(M4(F_+>MEe}r76Zt)U=9Gfn^%%H(r>!)0Y6`e_)5Wj
zF%NISDdNL%t>f)Uoi}`+OK}t8)KHU12P!{=^{(l(^<xx(=zAV+kM7+nW#D>@o^Uft
zHmE4jVo`(-$l@E?pTF;##EPKmQ8B-T`Q8_nzT$(@8rs$~fDjekTHBlxgsemrmwqEL
zSaOPyBL=tTL*Z-Pp&+zqHaOOAH@n8Qrtj2Nkv$l)YD2K@*L*Zp&>jh9{n?C+G(}fH
zuMeDpb8Ki*`qVnt5tyado3WACD!F`IYzmU!6}AC=+JQ5qF<A2fK!tYp>wYJ!D*-_x
z#>V}`thM7Zo3;ZUk);ME2Psj_$<`fwgeF#zOZ1@KYz?sVnyiFwa5288v?v%|5iaD3
z0VtrU<D+*&W@c}#FDJX&+)CHK>7F*0LqmifvI!HC{d0MUAB5Y)J6W0N-Awqe%P6+&
zwTuO@!@ba$F}CBM+f+h6Z_3KFL$KTJaVd{C(p8(ug@!r0eVFo1jTI<6mJ9GgmfT90
z<S&ZZDmBLVm10V0Na#@$$OG@0*V{&hY?=`c!sAoeBVRbkJKo-OABK00d}xX<E7@dM
zDa}1^q4>#e=q|5#%|}Y$P&<!LbCu!aLVnPO86OS}<&!(eej<aJ=DrT=ri8H&@9YSN
zIw_leGM*v5cQ2Ahn=o84>5(IVFXn0NgOA6FO{jK0E>a9u_ni3SJZR8CFoL{#rXf8(
z2FpkL@%<^A4Iq1~t&N`4i4jkc?gE`HI;-}DL4}X(ajrfkBg+q&V2nVlQiNK{;@gSC
z&xXWNxH|i>vqsBVdO;*~L;>uYb_VZ-_La|Df-fhJ8hJ1V?^>6qQlzQ4tILaTSlz83
zE_@q|=?=_dCX9A~9uLUM9%F*<ZJcHo-V{g6*05Wu9B}ceuKLE6mEACS*tN4UrFFKZ
z&Y+)+7rmaQAHtWE53Vq%z|l0!XD1uJC47x_E6jK-^Lb;RYS}6ucP%w^baoQ*n#Sxb
z_9|2=8|Z!<bN$TLPAgR~&-4*rwW#QEO18M&;@UX1uI}tT%km4nLUxZCFI9%3>UtrW
zGFJFnFlNeN$)#rX&U-zF6iUj1k2V`;A*pB~=BlTQA9ZiO2XHG<v9#B6GF$r2Z$LM6
zRkp*Eze%qtGvPKwg_Fq#g+)ip9`d}mKx#oFr?a65y?8EAYWl$405vU<qnhhkB{pa5
zJ#Gm$Re?N@yuJNPU?r-=#F%ArC&mG0U1IuZ#_46r=#$LClST%p0ad2u;&csl@KH`h
z^pmWYUBMe>Ty9*w%QZFnm+);P(M9EhH!w@NP2oE-MdZuJanJtA%VyyLT!YaB0ic|L
zEnZ473p+wd$?13qHV?k``gv*}5FEzFk!&1$ARJG^3isd+YYP<VRF^VYD9W~SI6G;I
z8y+SF=_JqnVIt+Y9rEUJw@hRs?9G|uLn1pDiU6rwtXYKNkipB4OAOTrdWnNZr1OU%
z4vPO%-9so2MyS$`jYI7ibSBfYr>9Q<dz7SQ8Z^~RCU{_rt0O#($p&N;w~Bncz-ZvT
zWkei=J<!-VVqE9W?(N%3KkLTU8a_E)PiBqP%wwCvoeylYb@lhBTRbxs`A)&T1%Tj5
zkQ-HsHRzAb4Ip2OW0s(pYdCzRVGTmjegL0?8gcQro=Hs&l98$S8@+^5EiZ4-H#y*Z
zRDNx$_RmSJY`C#83vJw!jEsJ?)66K(uVshkelcCY8IUWurOiwqCQ;~07D>{q?BRyR
zLsX*+Vghu&uO5ic-Oz<{u$!xhywrJa&h&ZUJO#tg;d3wpnQO+yq)3Y_*Qi9fynOli
z?@17ek<sh>G=3Lb-_uoCIF@^(t9WemlPSMzXTT&V&L+$5^ew5-eAoUJYJC^1>^*k#
zNA1aynje)IbM6`K<#9Gv8I_79H(<WI5Jp|j%4rrQ93D;<eBl>yd4~4LteUqKHvB#R
z1HX3Mc(dt)iq)g9Yilj`3G7vjneb>-TsmLOZcTG!FFUWLe#WjlqZmUYiG#zUEmA16
zqSC~DHad5{vr`2X@s#fC^%sIe&Jwo_Jgi!EdDizlrp*(v)o-OY)6!HPUt#H5oz(R?
z<ZW~fApguQnTx63K4D<|+$=WfFm&Sos=7t;$Hr22oThKUo*X12_}IFf;8tr^xc5v+
z<SzBfp0U{1_K83}v3Gz&Jo}p-W3KaEAptjevg5^1^B{>)jLXbJVq%*QYBlSAjijTA
z`Oj#7fd0uV{#$^<wDvhn79r#{zL=P(uq_PR$cV9AV_Nk4N|>znZ+_n_I)HU>3i=f^
zgrMTl@X7(eZB9#0l530weU7fK@tm=?2<7<aXU*KmQNGW$9{$2AnA2A1HHLye0Am`P
zu>J`mh`ayP^U2rEO$}7WXG6&SvWV;GC$%^>28+(Y=l*ZxWP)Az-un`fT}V!_8`yWs
zWK6m9w4V!hcD}}2Tcjnasu}Ou!*V-1huPN3zHj6)JC*zt;m2NPY;mtO3vcG2A9vDM
z18U^ijP$OPi^n_ZHpfLj@j_nKyyW&2B{t-~dygaerReaV-Q^pFb`PR@T1#b5CUqFy
z&X6DOp&CbyBmq%)q%ZqyT!4>O!Ta>Dcf{uAEl?+Pm^zDZFuHyHdpe&G-M*!fOnY;$
zRXUTrLsyr6|1`QVqx9P9U{v&hmzj`c;DM4qV}va$mhDYTkAMHjEhEhBsU(w|a7&1)
zbvZYDxMRIEE|Wn7EqZXP-P|^Wx^qW))LHENw4JTFNh_kJY5KF*=TO<3+>42_v(bEX
z!)0@<<j48`ih+aliMTQ4dZi5>{v4qlWo7wIQ(4Y0PWMZGmuoC3$KIY)U;N`52HH-y
z3}!-ZhN_yj`v6CeZbU|K5eY_fyfxc8{*l)H>qC1(gqx>8cbQ(6v*t;o_c4x=angbM
zoi%gYPJx^!Gxvz@DY~BrQj&SYg>{4IsH<S0D_YZ@9aD<Xb?D#4Qo01eBRik<IC?p9
zs4f3|@O4TMuiT!eKTuEPFDK_Bj^3Ciyrw}N&_95<*_fiRGQdMWspKAPC0TBY%Pl8g
zLLHqS-T}F;A~_a|p7A~T92rh>@B5F0)2-9LnO}TZOO<EGRpcW8?<y!%umjdynf|bh
zfxXbK<Iwv2$9Fu>=jW>mTSGfL^nk~l5W_)oPO#b37}FSyYp-m-_^H!7)VueLN=H!e
ztdvywADV1d;!q8tXYi-nymW~+D)*f^&Ust7d|cYmLikn6*AWq0E|}M&EP&quw-n@2
zD}x<VnCa8Z=7#sT5<)IdKMfYw{yB1^h`S&8eP<P>h5GKB)ksMJxW&~2Sq<Ie$$$Vd
zQ3e|Dp#V-(A%~ROBAcF=(3PoGHFK(N{QWD72>J7%=bLVE^eqrAKb){{d*&+x+F_Bq
zi!3_Ol-ne~jH!>OZUJ_nPV+l0Gn{o#D#|^`C0oM5+<~)ayoh^~ln7Uu#sQ)6BwN{r
z|HTWz#7hY})`+FEOiPsn=|c)qn5p}(`a0?I%G*r}`KIe1RJBIz`2JM2W-d;d$$vn5
z{NCc}L65Oj$a)37V&lzju3lUm%e$2&;jngQJ0s}%Es!$uf$;s8-{&$RicuVCR&ei`
z=k&@}@WD$T`pAG)Ph*C)ytK_yx2-1f$o)U&*QL%zO+|SyX1^xNmKx(e&+vdi!ILo(
z607C%Sfk${egT+Q+x`!ySGDl7TpQ)_#73jx_e(@o<?ar8B)?=E)N@xirYe!JYo5(K
zSpY0d*Cg}kioi=yG@rh=?hNrVgPakuBrW6+e9>}sRq)<GcM9*D<-HqS`1BeRoY)ZG
z-L0^FWG6rmhz>r&rJCqn&;;d%ldllTyu$+g(3<7r6t5DCt*N0^gjk%cmsVm|t*Tv(
zP;N-nubJGygkON=uMf3{%sDqFvGH2^imO$%OLa?K@OSk>jj6<0q*nnVxR?pqn8<n#
zaV|5#t8-fSrH<4Z01z2S20E%LQd!d~kbtZ9)c<Ko-xu17<bBTRANV`JBE`$@i{mYv
z);aH<6<|+2IfzW+;D9nwzyK1p8+7@oxaHIeI;ye;k=i<+W*$KyYoG3D8cQ5<szU$I
z#Rp<|zYP<oH;{3^-2pjjB5Y>hR@Hdd!hy2`T%v8jLvL>~{ewW>1uAYOv6&@D`{FMn
zE;sAlmLpPZ5%O_#M=2o&otH<95;#*rOoTE<(YMI4@wgGrXQn!Y8mhN_e2R{avF6KR
zggbxCDb%wCcYY}n037Okmf@_IF-}8s=VDI^4Ys5gz(c}YfB*_KHi_IA^^#I;peLsI
zy*2U&(A2^rk*@w6xWjq!M2=3ON7<J(m6<W*+a4h$Lb6GH@8HzSj8e%e8=|dQM%ID1
zMRSX}Si^F;pc*0IRELLgLe3q`g!luEVzdmtluEsBu=j|OV_(_ZkbOqAN8tdw_`}!L
zC-<teqr3gw2*j6g8fGLyJ;C^84;l+e;Jx7&DTIrIYLt+EPUJE!zyWKE47og<|GNFl
zFDIIQ+%8JUrI1fm1|^n})i>$<s^w&4<EH0wOLD|*EdtlY45vl)koCYs0+S-<(5B&G
zjp*HaD$)sG%G;kBGO&ArB{XmBqKePhi={uh54HoA<nmaGrYZXkIcK({(_&@F=7xS|
zeVm`T+NXBjF%EpPaVX-_?9$=Sh;V6~dTn<x+pF&GV(M<zAV_}vA1oD50b`Fvg>Ey|
zdhXeYzrRy_c^1=slphu2(#8rpQLzyFnf#!jbA2YehV-zP`!8MbKVASP-e%7qPKOLd
zXJ{#sgCJP$*?5ua87gGoSzKO6fL+=4_A%%n0DA(ioYY!Vi9-#z#v4=QMtd8T%;F*Q
zecyB=q|Qs;Zf=s2Fb<9&Ma}%%IAIrnJMkVw+W-ahwtAMpPW$DdJyr9;7EhIbqJB4D
zsr0x?^zNfaUw@wnJ_j7hQkD2neZ9;Tz%wHFvu{Tsb@9C~PRe^<{DmXYe~B3HD~DUj
zmlI{Hrzdrfj*Y7abdq;R;0=kB$$ROK%c1Yc9yK?xxLlf2Sp(9)p@}>^+a7m%!w*!y
z7kq!n!s<ibZ$vfMarKVP+Bez?I5Lz0nnT7Q8RX=-EvIa4`!RokghN(E5dG;de0-un
zu`7(^Sd#1@k@{R!OEr6n7oT34uCu(~Y%7@Q5KUdjO^mkD!sn^u7BYikJ{!WFUm2j4
zLhdb7Ite=Em;7=V3K`<i@=HAyM}aOKeA>T6w6d_bi={kK)%L_0ZR7MpL-?(4nc)Q7
zi%O309#5Rnky$DCpkIN?9}0~*Yn7kHh6*HEHkQ2JK7?B-T~EHrVCR01yvib%tM?}N
z$jj9LkxU?=p8W{x6UvDSG0^?FD4pg>4UNQvFfN@LpO|?zJ0I-+`JF2Jt$2=f{ljE~
z=JZKk{Qf-+H`CJg&Qtm`j&IN?i?5F?Ety|oBWsM@=NTNGZ<+mWEAFrC>?q5+7V6xP
z#?t#WLx3<ZnMpF-oL0wDoy3jn93sce?pgB1E0TvSyxzU)r2)(VC#{o@1z!m&U9$L!
zqaS2fphG@?v2oy4HM8OmDzbrYha2H9zsNOh_)BrMc$Q-^tQUp-xrjI-@Fa!zk?*nl
zn+3k-r24+Q`H`qNYnrLQ-ue<nTNhQ5*)N-fIsk=u2$kJFGy#eWysy!2{_ZW$F-yMp
zFSl$F+HOkZrv={6i&snPE%PSO*QRyqTjz><8%0h62-kQ15m&da9V#L87LS&#-;A+6
zr?jrU6;6KlL2ir32IDt~fTD9%gGB5h9)5yyus8J*pszgB0B^4YT@mnHYMF60A*(mm
zOG7KwwMOhK8S5Q4G7j1zAn;z*)Ah+4F7pv=?X|3K>_$f91~s)*x#MozUhn!hr&M#L
z4J*=R{bc0%k1il6BYY;oCKIv{addg_{LenLU2R5biDjg~u-E>Wm!*ts6&~n&#Cbgv
zpLLVwJdJYa9+@gRREStIe);7(<Rmk5m=m^pzN7?Yo&#NBe<_`!e^#ybM-Z}J*dz2S
zd&3gs_~|<l_7nY2TzNmdEGJ}-jiYy`o+h>4iG;Irz$81D3(AE`cRodR_@6aIzC`~3
zs&G})Ixlns$DQ!&JMC{n3mOoYA5OP3;cr2TH+<1XWY=I1wE2Qe4m(5J*8!HyK&1f}
zM8PrU_Z!X7u^s)WYPSr%=3B|xWP=MlSkC6+T!s0(5rfT$_yg&0M0Qb}soUdrg_h2Q
zGLQ&eJyy$EzI<$tC&$zaVU?f4lA;V0bI7u#TxW`9)Dop1&-r7k!>EQ?7tzY}2#6hB
z8C`_(_+C7mdHujpdB>iEcoi85vHQ|iFI3ihZQz5ZgKiKZMnL`^QRJEb5np$@P{(9a
z50ogpng9~z&QN7J<AOHOBG`irh9B*q1P!^@BA-3~#{<wGv^X!ajIt!-m17=o9oef+
zUYhx)YV6`c!%@^CT#6Z{2u>GHHr`E46hR{MpJxi^a%WmrLU^6K_qZ5>K0<s9D?&kC
ze3F@cniC^;Cm~-pf$}>hd+`t7*Q*Tt>hdTK2q84BS%)x-%b>13?Z8+ws;BdF@ekCF
zLoH3AZ4F4B$X&>VZ<g1_d7Tr*^9OHW$y5;#R(<7nsF{h(T_E58C~={^6(t?~QW9-W
zyT)x<UhKZYKpU0=m2ta+;rU&f8`>mkA2Vt2n@~UIyos&SpOLax3M*aI({WgF6Mray
zLC{`}GsOkgZw!dt9=9EsnxEYk$Kk@6F$7`Snzl-t%EdY69L;t))&94(;rQ=4wOeEH
zqUdA7@ak^tLia6EhDaegLh;P;;F+heDX7S@kWhDNNkw^h9HS6_dXNarlqy44F9@jj
zPsWpcxu=|%3coEm{QAN5c$t?sF^!E^RjMGTM9ZXpk>R=N3ioF=#v9e+a_3o;5}KZ(
z$dR}8P82ZDW;RA>b##{(_a?$DLvLrqZ>}dW3j|=_LQVzrI6LJ2;y~g<|5oZONvAdX
z<8YF6GpAt1`Bqu>ipo=+w^O9&Z2|;s72!(f20UthW``Q=QRFEpiwM0S2In-Cy-&2j
zWs*%xO!+@jxVu@SUT$D=l0t$pfvF$Qn-r&LqgtSYt&;B5gj5bjtC5qbP&>DTo{k*h
zrDr<bb2V{$l2-UyfZHKnyq>@h#zJ(?H8iTam5>iE+wc20J>2OmH*?u!YV0-~4!A80
zY`j8J^6b{RAa+XJl0yMR=cZ)pQe4^RO{O>MV`B%b$n-RmqmNRjDl16b&9X9wYa7`4
zIpmy-TV1#mDYa;o=J&$!hoWtwj91qu(xp*55Iqy<-2%H39}!>=nyP#Rh}GmY9%bUc
zs9})-wz!{7G8q}NK=RPze-wQyXZ^IM{FT$aso?O4A&x~(nPe(|o?^E}zm?l@i6^uK
zxa`l0GZ_ya4k&#;%UE3LV&66wP})x`lHCF5J#9Ct%<Mc+SmjgI0=VP=IU|wc`~Hje
zJ|+|($akLBQFj8OkQ}A6^pfgjK~x&_wU4)S@!WMiy*pn8<SDIbV-xP7m1EftB!?1g
zCfEJmTa!QannT8djFz*#uN|znTpouina|0Kl2OzQOgaeRm)DTUb7vXIeF+F?R}<i3
z2<{Osk6Y;VHw}@y*LM(GrGrSd-$!~=x)HJbR~~m~1n1W>=s=yrR2jMZ5a<&;>xXwL
z8KVUjzj(p<aptsP%OV&AESQ4e^%pr<#CK{`!N@>65!o_Dk6RTYKr($<6awu<$^wic
zn~E01bCSWBEi1LbL;2bpXdsIdH_s0Vo*kflF%mlQG~;%4+8RJR01%HYii9E%A*OdH
z-5whn;m(-ga^V(w8-KUH@`;kIuBtFAoy_cbjX@hi>SBFzpBr{DUVWVOi4I!*4S>$V
z@!t$?T5ZkGveKuv9Q7%qlA{AlN!e7zq?|LgEx8CcOKBe<J#{{7;0nG%gXEqV1Z*;E
zYxH&8!;Kp|{8^7~YNERn^m)}hLBb4Q(4gPUgW;kKB6i=tE(%=~9`V{Awt_V0Xm{36
zx{q!)ML@`ACk@MxPH9Sv*VaTVEQD2DoW57!OZk~v2oAkS1CdSh`~`41wVF;5#7tF)
zl){cXUq|lf_kFQIh0$-I`q+Yav}-Kb3u#UYAfL7OzQ?f>PiChd9G038Co1Bj_`MJY
z43p#5WY#wS?Py#Y!*g3AEEW+oK856JX{tr;_QCVpCTE@5cGpmQ<%8@lfeBCAdGa}?
z3dsGx?gyzItDp*tZK)#fv!@`F+!0Z1mzygITxkuW^?f%=Y%;y#3ohnKD9SM-R6>$3
z94SE~vifGwF?p?gHSW1ctWMTpxX5zs50NxRecz6X>66PZ#gJ6{(SYFl8~x>DY?EW`
zN><{4cv)969vgD@3q%N4dJh8ET1pzul;XIi(Ea4#8_N|NNj>>&MJ)|;1-^Sb7RBr6
zkM5&Oz6*bK7x%Gn9I~R8=;|BuEo7aBbN8qi6RoMEr0G}ITcC)P3*y$Sde3ddkg@Cu
z)L2C#&QxT1V?(}vBZtjm&avgbI)bJ8matm2K)dA139`Ha54Y^$;60tnxAogDB~uv-
zpGLdt(}o~}GBmtxSz7n~edJ9Lx0Qt9JDt#;jqLPg&DV8pmh5<3R@2Rwo-nmzAnfN=
z^;i8{;MigYh^7+7%yzqqye$g%sZY*MYWvh^Jmi(E+=NHpM%VZ7U>}1h-(;3h>T&L&
zqmQ|78Y-a(hgvJK;2Jw%Nrrp)W`&lOQMR8wmWC;e_*G(gdvgOhCwh0(8*2{~(hehk
zGe*1DD(9)QPuzI^y7O6@D-wCac%GUG&r8<^l$HEboBWOoJC%ovO4%wbC$gplJ0?`u
zbe_yV_@t3+UAsm3L2VrEdQQ^}0bDAuCV0>E+9GUWB8u+x4A7&sB2Iuezt0k;(5XyC
zE4iTTOTPG%jSa`GGk%;etKOVUs3(0RRsMVnwJ3b6YgF1mN$dB6_rYXPm~Ifwiq4*9
znR}J;tw35sJltu9JbbcDxB#^T5P!v!Z{=`!D?zCg@1N5vYIf{>;n*{dGEsU^@07Y-
zZ93#uH$z-kFZ27ifM?EMEjoK;iuqpApiEn?!`#u~J|k{+dWHP70)`XlHTwH<zz$Jf
zaSV(N8!BFtvww%ADmQp#7*pKQ$|@76nC{+yjnLJT5AAk7uprQWz5j<4dVe}7K>_Y2
z<NQ!aaalw-?@qY)IZ1HRRM{e@wstQn3TE$c+12aY{P7c)3ZjX2)KT>Nyz`5fk0x>#
zJvqjRy3OAJmZ6Q82(P~0Ll}N%>gfxEZ$eK=r6$KJ-W~BS<I%`B!=QJ$+bn^045(t?
z-Cs-ToE%KB-q03xgc<xt&gecn@QlLanCTgYf&F6vNK=W4jav*k-hB<oP@8c>4rkRO
z$gg1Jjx{ZiGZsLVy)Wf#0W1W7d5^M)VqtgnrCnPs<@@YqxeDD`+dRtaP0N!#7Qbxx
za@w?Eu)JB;Pz;UV-^0*Qd05Plo3W~9r~-sPAe)vKMeD*usAH+?W*(kHsV?pkf2R_n
z_VsfIz}^G08N1}Dntnvw5<Swv4mN*Sp@cB|a@h2VGdJ-1<w+&yAMu*BZpQXL5Hb1&
zZkR?N7Yu<H<BSu#!2apihWfGhE&EGL3US!ZXR^n&wI4bDE)YYHPdrqEb(4#!!lMcp
zOd0>q8t?mRZ0kThCe3~}ZP=uZ9&X8aKlrz`&@3@v4N>ppq1d9^<qP{5<#}}GY<tiO
z8H|2b(8Deg7Do}3#FkwcO5H$>J-9e5^>7ko`2G9c(U6({l^4V>^(XKHU0e{}zWs!r
zUKVHy;=ZKoEyr<o<v#6O?K_Ii57uGi*+vntL)C-Fq>l<CGc!p;E<A3B94jBfD@kZ7
z)Pa-L)l&d<r6{coYqy^SO;_;I9)aggv3L_`Mvnr9-8UT<-6H1)NAW;x+rv7Y9aILL
z?T=GM<@PKW?8gg>$AI%;!s7xezcQJ~0a{~6-bD;C{`t%{yc+K$be@T2BQs}iv{d8d
zI1}tRW!SU4g$H=~E(%%70*Hv+ySe>+fjqGlL^9{dg6(+WWfLodNI)q(9DFH?H5OS$
zqnAp3?Q$m*OgOV%a!cH{YD<3#o9`V_iwHTNqI#E8aC4XUH3w3`rmbgBJn*}0(GoE7
z0+&?|*RnWZqksgjZ<cLoX-WL?-FCW9-Ti^@`r?(=KIt69N!c3orQ3h?fs8=!e~P)~
zB894K_W7qx>ks;68o8Tnt&JO9i-2;fsuc{F(nd8O$>d&_CG-u^lA93(4x}GWWTB2m
zPrq{VrCK$#s3g<Z*5AR`6u?>W5Lwv~p6rU>Hp1&Z6k^s<RSv>*0k%Ch7N@N2{+o`k
zBLmgiJH!w}271|}84QvGl~01Hls65W4bm3?I*6gUNZQ9U<f90Cj_=N5qU*A0Z<V;@
zlBtyAAsC8-zCsK{vARE0N+j~iBr%j?nQsR~Z)n*v;21by!PAlDY2wXDSY%y@@v38e
zCdc3Y?knM{;utUv;O7UmbhaUKKz{M?uq<6HLi&K*k;01-?JAx2-2dQM+ry6hmI%Bs
zsS&G=X$^IESB9sQzBK{2^`0N`xWK664?`B3=krIu$IR`6IF#*9e%KG3toTub$O1aH
za2**cbY9}8Uo!j>wo$baHQvTHSns~$!C-ym#LBg)#6s}s_x+=f==`V^_<`Yk^M{b?
zYGDV^%K+GOoRQ7jvF@wb7~FcTR@4E+L%^N;UbKYreJ<m-w{+qjm2R=VD=ZbabJ%WX
zF6q+grgCK%&|Hz3Du~P6KCoquJV?N%o6|<*0=v1#{wZ=~|MG*IZ}5Ff(If_vuqyp<
zYZav)vVVa1F1JUetlx~O0LMP)UCeY<x5;s~9$6pHhsm<(uX@tYMX28qRYJH3I?;xm
zUlHamh(07_a46YdKKf!?>;mK^t4?qoD=J8VQSOJ+K%!oDQ1JckJ(VvucYz$G!<2Iq
z=v{Txf$;$>&a)OJcb5-iqNczn8yh14?+L5};HNAM4m|g}h<2&LG>t>2IS1B1st<t&
zYXy+i3x}9TO|G>~bl`CJm1TXEQDzDPx08D?Qqs-b&8C3c58d1hqh8k23qln9%D*D<
zJUNaJffWvX{gt1h;ur^4Ae|WOENKJ|_eLaT==z(&ZKG9BNnJu!4EZv{yBzYuSl%YB
zZa$6WBITT(I#nx!93PTmFJ4uGqqfM-7X~VNs*>EwQFq{$xm=TUJXkL`G5}{}kG+i`
z4!5p{tX=%56QFxa$Zp?&EJ;VhQFqnUp*JeAXCaYKi^kq(-rd-^1{~6hD8`vu>G()s
zDg;*bk&$1%6OGe#k-%(1a-UM??>P#o$|#B17|v%vO^8tw%A_S_XQMu-XwHeB%b?6#
z8J{Jv!RCwcVQL31*D3xTsr6s3N?gHFMALOo!682S!XNyHOkG{!)ug5-o8sK~0}rxP
zGyxUFN4R<`Kq%NDsUY2&b!9J<4P!6jN`E~QZq#_@LZgV#I0T&k%nT6#1AzYXT$;{h
zbMvOQbaBB)*L-FRabvQWEfQcf$>`psaTYQC`0O~yVYl{8tkKg&V=Emr*0182?~lYv
zEAMR0(aP3=w5^(JAicSZOBCRhZ0mcO&QsbwYn3nRM8?+|vRU(tAR2T>+n24;AZ~$*
z4+1a444C87t-*<}uO`2Jn@Sxsxy|wVYjw=vQ^zhoLT=lvY!o<7mH|}6uHQ039XP7E
zhMtubELwfxrH<6`nGeV+@S*sEO<<I||0wAJue0CK<5EIDEO$|hPVdj}Nm}#zgYh&)
zEiGZ)Hw>s(Ypa1r9P%Y*@VHgjXBi<S7EKl==r6HNP$^O^1N77mz;>S<S-xEJ`8H*l
zku?a9+S~Ixz|aCs_%?}jzTLHsS9WP;j%~^=*9{JhrzX(OWXm4E{9<;5Py5~USKWkD
zt-$C;q1}XcxNuWE=l_g1s^=QXtUyt1)sawi2T=G*3;BX2`cQ}`S2~d4URSpIVT`SJ
zK=GYk<wG#s0LECH&rMlxC0R!XV}Pv`m{8tZ-&9k_0&<_JuD*LP)zAgkZhf0;h#Yi*
zJiM01#tJK^wg_DPh~Gev1!{Baly%97!`Q^gC?vu>;z@vYZ|`64>zBK{<OPpYBi^3=
zb_9+|JTQB~aIoji3|n@k3_p~n)v^enToy&5>QZ`Bfx~%+4vXChsNAeqqcvPT1cXB*
zTY?G2tC*_u^DC18Ctx}!JI2bE;rEoMR7HX?)WzcJv(r9fA9iHkyFEIb=lkd*+f!wK
z-!M)HywBbzLfB&%-Ilnl1?yV0fDfW|m{lWRa3Hy5*<r$Pk1K5`x8)>bH!+%GXqba0
zb*frMVJoB(Yxys|O!dZVpg*EO^7qY(^qv{(y}qnQO%wDAq)R**_R-d0iIUtG`Nwt=
z{tkXTFF&X)d%2P>?0X_jezj&r0|X2*tIeMCeTsGZ+t(|jc;n|_cJ|Ce`QNA4gl%i{
z6~5VvG-(*dX~J^P2crna5sfFnGgVZ?Z&O2W%?@dc8jMF***oOXtJm0Bg3FTlNL7GN
z5R3-#n!&yJ^XI&Q*1xS+Y+ISj#-FbE+FNkQ^9HQU%j15ly>Qvel2`n5V3Mz>z_By@
zdElTWf3ETn_-$>DPBE4H&Sjk)CyRTn)1RxV$bN=18iM?IE-ngg0kHjbzNn^b*OKp5
z>8<KfVfdGg@J5Y67~khVAb1@dUQ_?t@Cg5BSm0Rqie!;s^tFb{rhxh(^$n{)PL`jp
z>XsCB^s=M6yx?EgY-gv1d>K01NMslD2v@m%I}gnKtTpuSk%NlVQzhV_W6+0m&?TcG
z7y~vc1O{YeV4M7VSVS8)Udo<BzYR*OXY*D7)X(h!-K5V4Ll#X7e*@4&f)#~b1FBhP
znO-CHbKue3_a9e!-x-_R61A$47Dvv3-D|OTJwg6q68Y-^438IzvVQm8zMkC!l@<uJ
zIFS9#&EXdYx9&?KT-S7mCSigu8@9lJE1=|+BRA$OW?S#(BI~!Tq?0<YsQEy3k3%YC
zY+wJ*97l}=e6Mup;Z`ggFUoK|C3pT^<Gf1sNMM$wunHf&((FKB*7?F5Zdes5|As}`
z4<@UbTeq&;{SZ%8sB#ila|@)`sp63Y7Wb@2hw`$HWFw3c_N#LuprFtZk^Q=T-Hf2q
zMg9*!_5a&y4Kid@A_dv97{j#Um4KX{{@QyL(|b~hPXbOxoR^=z(C|IFntZsB2vg5b
zd!!Q>doc2YEw?4sc`DSLmX?^JC71~00RBvyBsQ1z;tb%WS3CA+Q3h}(XbuIGVUw1t
z#^*z3FlOA~(j^*@a#n$0F7(PL3=CXAI~!J=<rw7b^sAC<KNYJ;ehZ3mn~M&=6u-*&
zXl{!g9ia0;>jJ*pEU--|9jNZtd)(kcE>=Y-&<b3wea4BVtSk%eSeobUtMbr22#Uyt
z;IR<D1oCp*R^FVq7lQmhbD$W}!x8q%iw-@tesHPeV!;GjpKWcAmt;0JsrZHc!ZRo;
zLMs?PRSBgH$!6R3qc)zBZYBawqb3s)pkRIdTrB$rugxWA%7Y9V%es)yrEEe9@cfk{
z8*?ey^Di%8sJTMl4v=%935Su%i^WeDgp;X9pnQ)#RifNqdyDeqvZ1!N2tl$_Q@1QH
zS0H}+KyAC8pODPoaVAh649Afza}PBLBIT{8w}I_GSQ6!!95O}0LRb*@tbPMjrNSqP
zPz24+0G}1M@9k|?oax~|-iYBqp4_vwwX?JxpAc~FYlPf?3+!I633LbYs5(s=Yw;^7
zLdG;<EK5HnttB|aw`ZjN4U+r!W=<hJRS~;jjA0XTna3}wWM%TjVb#HA2Im2^9SCxM
zri;DNWS|9X2^4wW&TDb*n}PeOmalSm1zar9=|zG29uV-vQ<Mixy#epQtLn6&A?Z)#
zsb;NdFG4~Jp~s-J1Pw5d`Q$3G^Nm`;PQzEM6qL!KF=A$M)YOcG^u~7I$i$Q!I`O4K
z<s+gh`8>+*9NF*1FJF@bTy$QFMKxzL=LWtyZs`CC^Qz$NF3S?^x;s_IJ=F@$22G|H
zt60%|ODb-I$$Pye*@|N!k!4oH{;nTsSN=g@8RdjYc7s+cQ4x43!MGvt@PmTtrUIe>
zylW9)A-_rG0<Iwkg0JKhk9zY#YZ$#NCdLGwh=ftF3K&(!-R9YY|H({D7>>U|Vh_4W
z$v%!7^wdl+l%Y^$7dvt0%M*#d=?^}A-g~M_kU21G`&|^iY}t0WAmf&4YFa8xH^3CU
zV-dqPNEWsp;KXf}Z}<BAJQZHCBTfJY0(_4?y?&%_*c5MNVs*)^(1(nzzH#e1qmfa9
z#P3t;zNITS<BK%8<^2)QUuqK0A7{KcQ;G!yDdpEF&3$tiK7z>Mq9A)RWQFYja|xTo
zIBm5n*?@Y%7*daJH~a3&8rQ6+#h}>16GPC-8QG7TRu_fkYCUA47=SC)Y!RL^g{33O
zCP;c&@pvE_GPyO=e(uzueKxo!P2;OFUVKAsuQhkcWT9#C15cDD%`qL(w4aABZ6{xh
z(v5w7T9tiK99qEM+P{>!VjW<Jsoco6S^lBG0~n>g`@NS2k$HI{!6$3@SC9JVK{;I&
zP>u*RC=;%mC4+%iKEj{CxDVPw5m5%c_H{QFu%+-gtgs{;jKBh{adwPm5cm5EEGiME
zXcPB5%;fptW1kX(vLBt6X?Jm^t0vZjbwc1iH+Py6gT#~P*q5sI-@c!}PYf8ub;evs
zmvbA9yDGsZi;!xg_vL{Z*0!FtsdU^eWxi~&bY(C1$H4<4^_ub{uHh;jO7aKIh2GxM
zgy9VTnwTkLAO&l=PJdqsHhoy(b5a$EJVq|Q!g&GQ4wE_*dwyYZ-Oni%ZzQfKergsQ
zud-Wj^zdRu9|75i@H(KTu1w6`;i_QyE#J)lJ$@cIG&|JpPIMhK6AT2qKmjy(h&;$+
zCVLM`sVJ`mq0^kN_MJzHnjfb<`LeN$vy>xzvOj(Ii|=6SIS!dTYxI()%0U5H)SEfh
z=>bY3u;g7eT(Lw00j4Gg3r*QB8?EG8^r)Wo(r}PcyUm+^_3IMdd09gUoFT&=V4%=e
zc-5PLVeS*@@}r0)`ikVdboQtY7HqNi&6dpZ^VZzmOt3l-xj{ePEzt^#Mggt>n72#4
ziF$l@EC?||wK#=+VY1T2JHhmO$^Uo(3@ie~-Z@1_A3S{Ydn$K+ADC9+v8;t!ZW!vD
zu6}o?a?S8R8z#h6;1l{RmtK(O%ZFZ{Nfs{mHj+ICfqdoq*W4Y4e)6_&z4wv82_Osr
z?$`zoX3wj0TS7ZKWJvW5^M89ntPEa*C>5e{7GTj5Cv*Z18(RS`oLkk7{OW)?0OJy#
zfvPoYtHl+$uXxB~<uute<Mq|E>#ioOf-z;@WT`&>?N;=P86U_)b$G+75e@uFNg<hR
zm6Ao6!_vk_p*rlziu^T`)eEPkiabb@#O~29u#bG7le4&iNWQ87X<6?bI!Ocbun~|o
z<)6ZZBU$ZsFZ)oH%3rM}`3ONT?CqV#h7YD`qFN=U4_pJe&_kUasKF>OTGa{znRd^_
zo2!2$^fpPC{Uf8uF$Ktn3AOq;lcM$8HQz;YbJHFsYSY94!xUf`uj(>bd+D3B{|s9M
zEC7bX%gx;yy8B9uL65-F&QN>g8y=LYOPe<8C!$c~tG0V!!CGOo^HjH0LYt80(&jc1
zE&=G=RK~#&^wq%jWRm+{0iKN8fDoN`1yg<lpU!v-P;3E(_!Dzc5v?Zwt{n}63POSd
zh!`+;1KM1m9f7(H*rv~eMb4`ccftI$UvyYg*fs9p)WRI-d0w6$Ys+`rdJ~XY!IZCK
z@`i_jf!n3V_>fDef6O~_cF^XYVJ-tA!Nk^*TNv;zM{k?kuGxga5KK|jZqE)f@z2}z
zdOv)avXKknMkv$+7uYY^l~nRI9$pFn#>SvwU=lLsH;$3f;;gCB-u7@K+gRP0t7lx4
z&3LC(b;M&>@6$=2=TFy?9ww7JJicEPk^5Ut{s1eB9}K3lfBxp`>wKO+)d8#&0RfsZ
zv$KR6l%tkTK@!D14rFf+{}u|1Q^HI|^51rR3li!%Z?XMxeCBr#)PO%lQeK~GsX)Xx
zJdHk6p5q;I-%mq+tLNhMRH4=AI^+hnlat`qQ<3D6pTNKvUw9KNxV&5#PX-_~7PaG<
z+@6U&YrYQ6szU%j;c)6k>^7WnH6jHJow<2iG9SgL`Cb32esk4ZLV|ix7zO5Zi;5tF
zl}NeCATA8qFDYzb%Kh8aIP8n1j+bCOYvGryMTmBy<xFxgm%RkSOA|Ty_BNzX%9j*`
zUr(OACQDO^>wo-LWwSHqKOxi+5ua+tpMfDFapmZrdyV!2k9euBTNs2<YiZYXPwGVa
z90R){7|c6r)4B6(`y#%Qt{k@m6w%`rA{0MAeJO3G=UOvjPXG;Lh!f@q^&fD}El+K7
z;KKX&jt)b%f&B|4=vTE*896z(Y4)IqJs2fKzjlVlUqVkPS%>Y~P@U>|DgX%=XV{U1
zjaIIl-etbepdcH*((AG*v(6hQ6Ius34A@#hUuYC(5NXFz`Q3|E<^&k^{Us`+1UhO*
z+#*Ha%e4b%agn+afS-;o(XVRScrd4JVI}5l#}{$;tyjHG7+}@lNsE?Rd{j=_LaVuU
zK-_b2l7{_Fz$xl6ekur*bh@H87xS0$eSIJ%<t&*94U?~7gyON9lqWkV>fM$OK$nX9
z{#mdrnRLHO;I@cw#!b7a+aA@oU;j!glS>MFT}qZ87`Bn-Pk%Q|;Gv1h0kA<}?6gKn
zawKE?B}jl#tu%|`ah!aftXQW6`s<sVFC>jqSugE{j%^VZK$-&^TU(0*On?=m?7h5=
zae!vYl5$}l!WR$W*-)pAdSz#@5{oj4`x>=myxpgmfNNyr&bZfNY_IaexfzsDU=p1}
zMjssDh=~zN6ir}D@$TucRdeN$KL>VIO{{fD=xJ^LG$Y}!VAY4IaQpa`0`AtrIZD=F
zr;rv-rs+DOO&dL)ZD4jjoI4^l<hHZo2vxav-d0)Zb>1-Ph1_OYKbS3Ds|yFG0nA-t
zPsKZGUJjkBOInSTLL3Z|0bVJIeg(c8P%gFt&i7r+EZR=nOqP#_j&HyIeW4*%KGC2v
zRWYyN4FKOsllUnB?w@D2zS6dDHnQ(&!YigcDl^mnO#}rkWJT{no^Abp2ZsJPHiDB#
zxQrH|t^)hp989LO{kwa$wKw$iUQ@eHO$BYfZ&5>}^!Y5(1J-51kDMeg?Iv7qP4jao
z-lxL(!OBI#ra9=hPf@B3vCewCgV)GNn@!wKd_+eALRaLvJAcrT-bf&t-46Kvozw>~
znr+OUGj#%gYn<}PlL>)SG?#6>ieNF2vZ~tjOk>L69rf|mNbpGzBe-<Imn)V?F=Lad
zE3(?M8?}Vu1_Ps1B<`)F54#9)A}r5=C6h}TndBc7!G^JoU?X`ZCID(KATkcB=7bF#
zDW2m5&CwCvOHXG4mL}k;TVnjBv+8DUAXo8WVZ!^Ku%Uonwi)mLV(-nvp=|%Zad(T7
ztvjL+k|YUbm!&9Dwrtsnl6~LTic$#)p@~UCvL%dl2r-syA<LMVG$HHQ2V;2Nqdw2)
zcl?guAHU=I?>UZd$9Y`0o0)5_>pb7f>-~DY&ud=3Z+^_peH?aY0<vzHr+Ny2^aa!n
z9i!|ASMI^V{dfeq@OAwq8%NK|9*>uMEKb@6r|0@>3zHW@TN8@nxKj<p(v=d9F!i7L
z2^+4+Ehy#yd^NGA=VR$T6`l`abcY`HP6rMjM=R<)6X{fYWqobr*+YN{2*jm+#laeB
z<Lhrrc@%^CE*>#cIB@dm;<ZHo=M!00jamkuzG)kL8HY_F$;qFpHO3Ga&tkzxAJTbl
zIo!H)r9i%LYki>N=CzPnveM?fTHc|DobuyfB+Ehgf}yQT&?`0LBjMvczaeQGs#Iaj
zQ|Gt|yN8%|58tmtr~O#`6z1xEHQ{bx+*3w_j)0Rwj_3UF*+V`bi~p@zT4GHt`QTVE
z{YpXBS}7PXp%fR&ibS%l-FH8W(bx$cx>;d*SnLkQC^WhM=h9i~5NvrAd-wjFXM%81
zIwCDLuV_izJK;YdzEXU|`Gyt4P_4Ka0e}Z=iiM|qG+lXnEb-;Z%BpLx3#!>qC9s#I
z{;Da*3JC1EZz+!>P_0%1V|NFn7wsJx)q8u*u=nE0FCz73UV)rFuwla8tI<katR=9I
zD3tion;R$+iPDd#@k|2wW98{xZy!G!zaXaeuj4-#BO8Fh>D0+QByy!CPlLIy$kp;<
zWz93+{5S=xlX6xh*y^CDmvf@ipx@?GuV?A!0JwplTpOXBDBQOp?9@iy5*nUe@Zi=O
zJjBG(r1g_Nqdnhwp$IyoZ2!k^g?$qmMkOqtZshVIL_YQHZ7L@oalziZb+!I#rJk&;
z8a$qai}`4^i2fJ|Ae>n2A?mwYjamLc<h1eI)O?W-n9G^BGO;T!FPBzLn>6K&oQm4C
z{VLjQ05oU6*Zl7rY<KT2O&zY2mf@KA<}{R)H(YS#=E>{C?W*QfC+2@A&`)Aw-iYA$
zY)Eo5n-@vS9xE|pYtU;>oiYM;bVDxsZ6CAb+4k-Zi+`Tz#^0=!Ql4I_>h<*LOBP|l
z85s;rn|$5pc^h^CuB==nsP#&{j2uSj?JDKU1bSX5K?{kjawoC5P7^gkUsj=<?rMd)
zyeA|HO#C!`^D3UO8rqQ^T0pmb+}k(?V|@K-$eA<W1kqu*5JJtR#O>{&>R!Cer{x(U
zCpnG%bo`6=mZ%Z8>R@`wR9>w^zYO-YM14(&JIK%QiB7WR-QAg05mSo#lM79uxf2gJ
zcsTD28Dq~^<EY#J?3H(|G|X2pYO|Oqq>OA)x2n=~uU1+NqNwL4KA6qMl-;NbD*XDT
zwIkf!s`g*|Fj9@{4Rd&s79CyKHRWji^K2sYyT+wMhm?QMeH7waX(y3eJQYz_)TE}$
z`$<BA==`d_7>+@yvwROO6;b)t>wnz26LwzyW6_$mSo+j<Jw;ZGJefe;)4aNldb%YW
z*L$M1I4PDl4)dtRzS>PCtZu-_a&E9|)UC%(^_I7y&_PLp^Onm8H3F66fyRrQym8wU
z8HVKk#QHZ~=_Il>BhvO9X2rXsGH6?%D!Ko6tRV7HWBWtSC^e1v77Dh(LWz)_rX&2z
zKr!qnyOr2huxZkaGAcmPhO;l!yg#R!x%m!)r}ta)-H2wyvNV~ZM2IuO%=Hq_xoZTt
zD~{vbWsbxWL&EtijSUd<f#-R!=9^PN^x3X0V>i3Xkgd;JO}-Y5N-Q^fA~a#^^=x@~
z_)zlJCu@``+voga3n-h=O$96CQp7}DWjUT4;-Nwoh;N^`Ch;5H6Ht-wu^PI~!!)>8
zM?8FWjDVP5T3iYU(^sk%CtRyk3?oy$5-5EkwJ^g&)KqB|u~YmZvO$Gb7{j>h-yGOK
zk`WYz6mRY)HE5$@EV8i(x128h)x<L{I8MWk82Ex*9n6Fv9KL_g-=%)kq3<rC_Pp!6
zu$BqwI$2!Zw3}DwKeRPnyHOI?HOi01w@Wll`_@|1b?01eP%&<GP`$-=#Dd;0mibra
z4J7kzv50(x_^`vqjCv+7_hoBileltW&#2!jx3`5XB>qVaMhblnCM;Nnq4T>}g2b^0
zQ!ai9K`SSQ<Jy`dF_X&yi0JmN6$J~gsKpnAEq}77wg1;-6@s(cE04AF2W2m{X?G@9
ze&>y&OvHwF`kyoUs*J>}p68A6$>dPG8P_<yGAPj=IgxyPy9LD&s3a4zDp@=0U4`|x
znCo>`lQ+PHB<yAFn5cM77l_-apP9%;iu0@vNf11EFps_!1%K2P+6=<6THf3hNUmI}
zSvhK3`-<b{%`?wKm5VIdJ}aL2x-L~vDrPQ<rlbcgDb%JPWZ0u98>U==3?5%U6r&)^
z#hQKiN#(%Xo_PJ-d(=v+qGnaCrPMGHu`V<rOr0EF*V=$nMy5UvIyP^OcH`r2LzJ_;
z?P=$bz8Tl6baZ1&5AW?7oyr#!UWxfY@s9{r)LjhokGr+>HMVKf@7suHb5~NT!^TGf
zqTD-lXIWAry95&bw^?WShOLet*_=mCv#g2b4XEJm){NBY77s=p%aJ$iZTr!@`*VNW
zxLVx$_&`svYx^6%ptE7W@7ByMg}ESN2PQVp(}h@zQxG2Iq>B94)Q{B7ZiYwYX%p@E
zpDG1+>sRV)CMXPoB=Z45kEqUM_mR!#o^zq@eB0&L7*;-RKDNX<-U;M{cy`>;#^i~a
z#oEp8(2<$c_0y}9h~I&fKAMSzKmC5Sh@em0PTftjrw}U>2IkLkoi&ycJPLOAtE-_A
zY+fv>>O+4JLA)?<UHzimjDe`kq@M!q)pT^9Sv7=Ne`v_^DEM7!X|G)<8t|&HP-)1~
znK+-QqU4%qHk;dfbQq;L`cZeGVtbf_f9G9vpLH2B6z}n+F^pYE%Xri{5PdOLJsJHu
z;?mHyb=8bar?Mh9f5AA+QmD$@K=kCHww-IE`;qfZkN0z&n}kQ-BvZe`vQfdRVeYbF
z!RpMe&Wz_bAF66RR5j1ZaV<03eI--5ApeV$EN4%jp<YJ!^p)#7>q2)ADWV!kr&3jK
z^UjX~m#E<6=uT1%4(=#UU*zQ6ZE3OG@4&<!y?!`)J*nf7t1usnwQ)b<O2&WQEkJv>
zg2Cx<&vV^9H?Hd<zb~(OHi@l?XvQuD{X3YHl=5llx$#Y6p<X)X=%0HH+qhaxxA_~w
z>5JBTf*RA)o`Gn6k;C0KKO7{E<P!XUtz6@c)8LJhQsFaF=DVTH*FWQ8QhX%t{GYdn
z@Lv4{Z&y8ze4%-oeX(s~$;nCNeO6YALRyAGTKjjIu<fz8g~~{cRIRJMy~*aH<2My~
ze+cf{dH0W!AD%q^5&P-ZJXa_us-?N8q~KOo_Wc3uOhJbath?w2HU#|r7`OL{`{omV
zE?k9E#S(7_{!GRYZ}9&pOIi%uz9T^*2g{rOdF9&7!M5FNnhQZnFJOtBcduXla;j+H
zL=kzBMBQqC&inUOBi*&M$8Xa9-DAku{<DJcKWwVPtUJF2<B5bb{ry?uc;w>WAL+FA
zXDI&X=l^;6|IEz)*bLqO7{UJ-!T%*j@N<HluFhp82<P_XvTEyX{anMRY=5JC$S%XS
z-E|%-L6-aW?F(A`^@N3m#jt2V{`8+{|M`?^mf}3)&7uL{fPnX>bkkcrc|QF5n|gI0
zUkm)f*%`U0i&X9(9X+1(H(h)_by=8ov%%8U+90oA?!RZE{j&1R*yQQI*(Sv7|3`vZ
zli#~`&cecC@GSd*p|c0~56(_FNgNsMAd#`mq;a`e99PUE7*i`7gKOu^<#=j)lr=JY
zxG64DT-O8-T@y-x<6?lKU*iPztD_8JHI<De>hOVwGgPv7*!a#(-a~S{xVR}SCMM<+
z6!f9D7al!*`ecG8j4PQpG&hE#7SnVzV2pa0jC!Q#ZPD{!dK{#_IY{Z3nf3Sd#K*?Q
z&J3P27fGt}6n0;g=V39*HT3cE0nyOztf;8Nty`ChO|$?{SQRDfZAlKe$QTK;H>b<n
z=U*217qAQMpTs%A`)fDg-2Hhs+w4nV6zv=9QhXzm5mGX=c_jpo^^#5`5C{WH6J4`w
ztz%v<e25qEGv0DM!+P)^i6g=s(WjAJ?b9o5o;+foyMCpXpwX_F=t@*ropt=x$b>yR
zA0zZY>Y&O~`;y$HCGXjpnfC-zJ8?mnhvf`RtJ8W{kBvmPhg_eHgkCw;2u4otQHpoT
zP^qib%jD#;($aSUik)u);?y%U%nGud%048ETRS;BUpF^5caq|Al0i6?V_~LMep{>t
zDV1RX^PNpgOPl=t`)YM{^{dp>8`U_};YGvN@br;{(`9Db6bdD1bFFv|kIvH*em68^
zS}4AAl__$nfji4#D9m1pMxTwtWWwJKMY0^EK7`e64}}$udN}M}Gb@lm^-ufuJCzmd
z)naEwxMG|F15+<8@W!aCVK5j4Il1okWbv}f%G`p2v)nEI3dfpki;K&}@Hqt1^v|EF
zWoE9TiPom3#}l`YdO}sR7{{xmFL6Zh`M#a2P~oCo#jB3&&d$!#l9Eghx%}Jbb1lSj
z;8<@nKNKcraGc;&W+;~I>*tqUQX+Zyz+TEkbTlK}wlqS!iRgLu?AdetZf|-Ve!~=q
zTh(-rk7vus%C1cHpMlr-DjZu0Qo2)OT4q+jO)43f&K+|3pr8Bf;UX)qqF!GAi>?Xc
zm+*0|vJkK`JU*RQDd?SxOkOZ~?%d=bBpJpYx%m0)`J}}H<94?WdjqtUZY;57VyP7d
zaiKeBlV0n>n^BMVuvoC($9Q=^3{0O+y5?wSrxt(pvNBQ^oPO4ivJdUpGri*D>6zhG
znQv8;V<YiiODHoyvCu}MW$)V2XGr*6SY44$PG-FgKdi+?{x>ieCZeke<_>{ifK5@;
zD^;P5LTNf!=AD@f!S5ftZ+=_#B3m<}U|`x&imMfzb;_cK;2{U0#Q-b|ZfR&J6+#XB
zfrnDk(pj+hFdr~rL18}38OGS2M5<;S<oqFdw_(jVFUzmGVAMmnXdn+h{i@*G07bDn
z!gj)eF^$al4QefnV<d=QX6EL-8ygCLp{mMm+Wb_RohGr29m52kNX#+YvY#lyx#gJ^
ze9#mAJwLA(9Ua{^=4EDO^}V(ANo-u4Yt|;KWB4zYv1(l5gZekwIXStB+o?yG=)ttX
z#;1G~>@q^+c(ydfJ}UCC^pnW_vwpr|VTE8}p=6xD7f;m19k6{5$)FnegX5v<@so$1
zv?JO{Pyh@pFPDlWJ^j%C0giCR!?QA{rs<u^UNPg^$3FdBsHojsysoXQ>uhh|Y^*@0
zP~)7e4MdV$vO*Nngy1SFf<kxS|E#;U@yf1nVETih2rOq+Ma9Qi|D9R?JQ1hITX7{r
z?<xd%I4%TONJ>h=6)Pw!e_vQA=E2;^>(}Q$_~SP2B253>Tw%IWaCVOaICbGZR$k#l
zPlUN*z=>iXF7ox(3LRk*fx!{|Z`-!ka*&cVS4^?&@vtdp`V>2{q-!6H^ZthJO{Ra_
zc9#pYAF#wmD;|0>c(K+v@833pUV(8h812@^K%El=!0Xqqo0*w?3MVZD;NK^1XUsZl
zIUsa$4o5dRST9L>;a>ftvH}lm9KV+J7Od62MDtHU^0^Dj4!0{gy*K^@B(zmI)<Nn8
zQO=78V=SYQc_Z!h>zV~J$(F;(r5p?ML5o9DTwE+sTrui!Jn&HU0DXktzj`HsXsh)Q
z<@J!-^0_)NfZoZP;%zYMdYd<4b>ejdab(x2IzrK9fei3&I66o<ohe^fsKON<(;f2~
zGX6{nQHHDl;e7C+gm(ATLcq+nYhh;PIH_t5+zy;?%*(XcWM=r<6vQTsX@PMG!t~zv
zd`=0j7%8rp=H@_=q))_o1349ya&txAa)jyT_tzTU`S#z0VV0Awolez)<K)ku4Y7gb
zI_Zh7>6PJ^mwJ19X_?Dga-v!5d5ZI`&JM^q{0Bc`!II9WKEve<OeYOYqsx|vZq`ev
zYk}mY9OJxPFmB^Kn#U2JHQBB*A0SKSSruWsrj^~tNyjk7+hUL^;;#<gjWVyaKplq$
zp<EqZT}VkjAtCvY{J;Z`@$md!AYvAS(6kARYD8JS9Lh0mf7|awyFxd6CPey%{q>yQ
zw%g}ntd^WVx|e2xpK~;X<IHb0KxEF2h}aDQXX?j~&-A-`e%}61FTi+a&sDHW$ZwDj
ziW$9M-J1>_o<&{DdI1CSDD4_DGfzNZ<nFGDSS%}(F38V^1cm*uOn$hSbnOa^sHi9f
z1%+>rc+>Vflw)P~Fg{c@Gcoyy{rdIU`BbKi&9jp}3Vx!N%wsv(*`=kWw>i7f;3mi4
zn)39DGCA*RhBIaBhxz##gO{XgsXw`FE1D>4m#-)6;O?#qNeL`S=Bv#83CM<UN}RE=
zacNc6hNjv&z@Oify*aNCh~CZ3n(^`RnT@^uPW_K&0a@Ys!0l*eZe?XGc<4s4N$J^_
z;OaPtB1&=OIb1KNb;zw#RU?cX+<#IZ<R`r>{o+d{se@ch^iP{?pQ>lVad>dBySe$%
zi`I8&9i%{_cyc@ZRVGna@X%@uhyOh*vE;Jy@*Ff;=|T_3lgm;UF62S%gk*E!A4vcn
zB1t|T9&aKdB8t7|(jz6d{oLGi)<diq85sv2Ef!g!zkUDyva_p;ma&$WmWnmuk?Em<
zio8a7Mqu65mE<9(G9L(Mw#5#ORIt8c2EjUl`zfBek;=?!e^MJ*<@8^!;Ll?B%=#JS
z_0!%05l|^`@v?5ZA`M0S0TOL(PierRs!D;QjUbrfUS<YHuAr#cS8}&&d2`)cDSXRf
z)(>lJjNq3-bbRQYgfQY57H0L05~0l2#>dBp4OIzVb;)<a?|A|c$~tU4YmQLo9(Uo;
z6N&xG^(GJlVXaV$xX4BOT~}TdB=RxQ+a)c=5^E%%C%b*e-<IOaC6K_`-$S$?YflbZ
z{vDqtD3aVRQ%WLJWM-^PP2-7jNYUrXVruI-y2vTQHkIH@p0jjyadD91n*8<ai(8ZJ
z4H#MalQF@9JS@&IpIQ2v7cN`~g6GJYWckVQ7{d@e1UIdxkoFx`P7wWX%XO~2-!jLy
zA?h+m2BXtMgZa~R@&=}dG^OB4F1QJdhqd*RseW!BH^jkit6W1GzR-x{9cqm>6uEN-
zfA{X)F}c{Z$kWN~!$U(o{)EsRa7>7Gzn7PN^3R8chT<L(Vu`}>R{>n!nvpw`^c00c
zE$66ETVwO|bEQ@{M+k&+XVKdwrrfL5v_&-(<tVGGD}qIGb#nvE<~*Z)qQp;CnEjh9
zA>;(4RTr5vnx*|axWYzt|JXvkmWk96CK`$bkT=y7&H16<2?FXXB(nUH3Ec7dR6`ho
zhvEmO`(d%0njTi+=E~47a7I%A_J;BJ@2jgQg|t|&%GY4Z%)LCA;{IxY8~~#MF2czm
z9en%w^DPG_CuZ2K0vnt{b$4~m#krk{zxsQ+sE(I$U}RPgT&#IG;0H0Kl^NsdGG9?y
z>6lktx3%GXR$Tl{(lyPhkm=*>2TnuYVn0BOc;_6=4$8-RySDtU&9(>O)>Ttqj^}${
zU!v<ByIO+b=)PV5+&O;~LW)CJ7@odkJSN7f=x$zvtgNgwfROd|KqHaE=AK){NiB1J
z3Y?srU|<Rmv0b$wJ3ng70637OlY<c{ifRM|{1R1OJ}WPIHe}cRd&W0!CSA*tl9bF0
zQFg~xvLDzB$TwF{7z}T4Rk7H_B|k0NvEWb~rmUtWA26hN?OKEKDLAET?l%`1*XoyP
zX~(eR6EbJYaI=vA?Gv?xX3fu972U+S-E6Y;%&)4k5ChTTOsbX>SfIDJH$+ef%u{5F
zT>=LfBp^9(5C}gIn@Wr(?FAYpmU0KCC&B0s?Ae7Xh)<n)d|3c0A>b;j!nbQzS65+q
z0lUIgyEN6xt4#U?xwMaYK>%_e0oqa>B9?&+qHKbo=-mND7GU7zU#)C_XaQM<eA5)%
zfgB!B^mzGPpctE<1S}QDr}CX|drgD8c4BG0*qB!+QSu-EI>JCxQ<FKTgiDzjYHxFA
zXRK9iNbW=z@(i-e8C-omBrKoxljE@)1;(zz+c<y1WO*I6U^A?4alK~N+*LKOm)F+c
z|0XT05HWGmva&f4?!Y~tX^T|kWoTDypk#R0MzuaVe@LpMu9{;>L9VW@`OMD<q?^L*
z`l1{L!t9?8FHpk>j~1bH7?wQ(bI#nO&F?NU-8lO3+vKtdH><&E_n;TLy1MP2JlHk}
zK|?lBPS9*VXlt_)0J}5<*`%byU>n@8@#@0v&9^dpAawTtf(?y60k{d#F<bx(ji1%f
z(4d94(a{X`%y`$sw}YaKii)tGQBVTVTxeig=9z4Lh)_a&*Mxy62lsT2yXrci4Y(z4
zd^H7ykiGG=>22tRrqWvr6lyuwfod!pRH4{fA+DG<;=+5ls$ah@cOg{<qB+H9COo1R
zr>Cc%UKUtA>fz<}mQ+j8fi*y(am0l+6H2~u-W_w%)Fm_;U2s*<_7weBdD)DbR4E>o
zC@^ct?bovOQ3A>dt%K=XbIL2JTFtR%$)Qq8N(B~TvM8~81Jh-*fiyeeih(+;&#CMe
zgrwy^l?Rd|Ls5AU&^*Ahy#8-+zqORP3)G45tsGwEkoQrnd?K*CzP?6h&YS^EUc#u)
z5q-t{G{HrNz|~fcbxmr&bL`l$q3>LTP;wgchpkoj?eC8a0I||iRNl=ZsQO&7GA^#J
zr;ji>fvY}xB*Y_?5t5<T4F;619Qr|Jd%bI;k#FlwObjy>FeWNm4?qkJ=Y0HTIeVRd
zdtoFLjmy|{4_o3cC@7d5sM{(7?<KrXBnK!C7`MrCF=M^PsywGzercE0_zXR2+0$u{
z%<O5=xmbzCR+!hPwC1{%=K(^5v_PwI+uPeA#sIK-;d9352SkUtYk|GnBU++by1LV&
zjZresk*{9q!^1|C7H9p;A;Uw`unwn|LHzqZFn}@Z00x6*19nD>5Zz(+{h0Uq$N3fw
zI1`?lnwWG$C@lCa<6a!ucq<Kw#J;?7>eMN4@N(Xk>%>`Sa0YZ3I5-3ZK$}q9Zp>Aa
zmQ}WwR91uRA;`B8D!uQzsLp|PKoR?`j*6{wbamAR>+qxAqk*V`f|!*D+eO<O;;!!Q
z(-0M&Vu+|JoF~r(M+h}z3jvAOvJ4B1AxF4#%2-)g^g$x~G?Wil4<qfdkGNZCKY-5J
zJMKcP0`ZTxNZVVwK!*VCEik?gH#CgJ8k|q<Yim2edSWLu2;GCwkU!)yH8Z0He}{m-
zxE=yQ3xHbp@bIfSTy+kFL8vqJgl}`oGCfp<G7Kf%h~*&W4@{$?LeN$>MUuWXMzNNm
zQ1+abQjC>Bio5`GIyyQa0=<V)*+diyln;>J^>ZD<!wK|jKy5+g4=y-7Jgg7z7l`jh
z2a`+T{dt>EO*V{vETHqdxf^494(iOTUdNy|LW9Y9G$p#}Eq%m&i17NkiOeauXzw7j
z756Jd(^YENw#kaWK)hZZA)I(O^$p6ZC=WXe5fspRtPu{;W;^+*%MWrOQ4S@oT}QYH
z8BvbsC59MJAeAfisAW8d%n+iCROF3gUeRt(jk^<DXPgHRS{33E>X@miY0pjT(5(J`
zBdpiS_^aUFPI5eekcPaE#9^dWRAB!q$;r`CbI8RQTq8rT1*M=VcnJL6&l4`my(=#D
z+4=j`LpiyfGK?Qykzgz1o?ZVuY`jI0d0@(FBgcbx=$RmU>dyOATLK}`?<5VJOpN*o
zsDqNOodh&7_}ubEXkki|SMtl3GlI`kYk))oBY#1oVrazGojX_j=SGUpmVNyav2F@i
z0eJ`3PY<GM(LgWM4R3qigHxSEr{6wrw2|HMOz`9(hK{Z-te^BkK*&r`O0ke;kAorL
zebiK_lT#Z#c{~^*J1m54af<7x4}!?HV=Fa$v}ghlg2uD}vgK$K7ZY;=`z4bIH$^#0
zLhBM*-%($+j{#G#qOR*9TjKC5;gqh+#p;hA->j_oc64@%KtW>zArc@_%k&ET-+L2L
zTJeG6pkXNB&1Pousp&!JLMSejf>*TwJn_a&Z&4{U#sGW|Y@NAO>mUijfrsOUDv{Xy
z!c@4#L=+YT>S5X)7(H87NF)cLQ4ix8nsH}M3mM0>vG0H}(aEthPx@ke&b)ZmP4o7~
zJ-`@P{B7Vxi03f24T1jqp;&ZD2~XG?<KBRK(G<C8RRmbPZlk}*<#3&2jO~ZP4kckU
z%NPk)Ez8k{=#t}#0cV`KD?2f`XG!R>|Gqh)NZDJp49gwl%C7jKB8D;d>CFo4WQuGc
za0dXfn9-2Ce0N~~Zfv?!Xs9K?eN=-A7}Aq3P>R8fLQc%p&ut+t0PeA(6)BdM{kUp>
zR|-E{8=|PvLI;WgGYbnqi9pWu!^(b}EDcp_e9g8bbN^`O`0Medz-s$@ft{5D-4X)=
z0Jjhwz!VI3jiozyZRZ1l;8yNTFsmw9`a|sEfr+3w|L}M5ekUV9eU%oS^b@d}e3UH@
zIhXAjmNA0yX=^AP{&32_+r{hp8X6w(Dh9lPXJ><t4}JbBfu1?(7#?mt=`;L@R`~(F
zgJMMqnxEc=%7JEO$}2*z0kYUpWc%|gLWL5;SEc~XyeRkv2%T1$+LyRnFiP5MWz{fr
zXbThE%8OjBiEfUzB4Y-*i3N#uRdV@5<m!qu<PK#mJ(65(fog4m9-e30H)FF1p7D3#
zmW>Fi<Ms<v8^a*W`>q_jJM2pUK)H_?#9zHF`rN;6uZ?o`Emflbxuiw=bC$gtRFqm^
zuT>u0_JRZt%i;Zd3`LS?pot2>vIy#yB4Ak@V09psn1Sn0O-*rky@kb53R-SK#h$xF
zfw(9mBhwsST=iX2B54u0snw0N^mIsoVWKqCTQv<R(^p1zVOJ%yUAuk1e)-%_8Jj9j
zRbGoxCw}iz*>R=-71h9ykM%Y-6tg(>6MG{rX=`hr=7>hiehK014SEalvfn8e0vS-h
zfG2t5;*1EjF$`N;c~L;~0jCS7Auk6P{Q%O+-d*>L+iXJ2g!c2qs6*96V^n){bX^Hs
zzyQzAy28o1^{ghu!`GvAbaVhG^i8kKq<C68%lf~^O|P&s(Yu;IpAM=;*!l2a#13HH
z%3TR7@F~EM5MBqY&ZHiA_y8g=L`Z@7mV($b<OS9!wI<thu>LV+Yo6s&lVl38%Bvl8
zz&Zl=3)GB{f-5Bl!EkCxUMoDT*ABlNFH5eFzd6T0fXg8)50X}bP)co3j{sIIgPMv~
z<6159QARwFeBMkQ_Pw$9;TGZ2A(KEM6noYKit8jTAwp0L;CV2fRWdoLYXU$%99@kz
zwA1fqr^V#Du<qIAr`jlbXk^yU6_Iw4-{zEY!|1&EDe<B(KXUEYAcpMOZ}6$WsrmW)
z(>~a({0znuUy;4DBtLou5;6O{qZYH1AzM@?d0-+Jg`@zCO)hNJ&UYGqc;&|hX`RML
zzw;)A1DSt>=}?>QbJLGLfUQ?mL0vh<_|O_1lm+vS!{N&3?gj@317|T%igP2#C3f9D
zPhuK_ngp=z)Jj#`*rx)0S+@Oi53P{Op-yUnP~HJ$nwxu?R@#hURE{vQ$EeS8?H97}
zFPAz;u+BB?oAmj$5(I1<M4rD0@H<zFs1tV52Y?^^)kQiCNDYOw+Ew0j2^@cT7^pdb
z_ekes>q9i9bai$ncG!=RDKK~LXW8dqAr$Z<Bv3uz#Zd7959!xq#&!=;z8`<MjWhbn
zEQy4r!!FOty5nm|f%aw-Ddo&szBPdykg6;#EZ+A{4nEmM-c>MHu7+P3>QL<iqQ%Yr
z(>t8oG@u+BzptS1DQRVVb7^Ep$+9_5t6E1gLLi30r7H5)C0z^D1gMAb<09oH%4UR|
zPc2Pagh|d13W8~+veNIS8Td<uwbHM<-b0-QWfV+n(CW;PiHB*?Kv{J)rBmV)AdMlH
z+6BKRZIS<y!hm8CtCG|(YnX$Fs+ZtuAZ^n|a{KBLuq5UXSdD^2fP|lrlXk#F*%c3R
zGqPEesX~de(E_IuH1C{Gl^vE!rBp$<xVD~`vDx2cJ2wO@H)NEA1UA5c)0>+XQ2Nbm
zzD`e{T3$Asn3w<(+Ad?$^)(-x$4w|k+JezmlyzMl9hZ}6hR^PY+K@=3GeDu$IBQEw
zBZ2q|&#W5L{ez`(l^Zf@!2On)8G!<WxvjcRrZQz>XNQY#buK}$4_*2q`p!a>1K6X|
zii-CRQbBnM0)H%*x<dsp(w7{Z@{lVvD$DHotxl;Zj4GZqnq69VDSHo9!Y!KUhPqjS
zkbep42lg9OM9<3ZNhtk15&u|e3*rgZ^+zuNK!pnzde_%0!8`#$0w@McnYHIQ=u19Z
z*Cu)}7%CV;k&~LTQ>U#(l4jOonr!VdYN~<TA!X^e8V8dpp#W__E&-xS8omMX@SK%R
zpJ;_6hlaEr#jYaG`i14!-e*hGwS>~5bC}t}4{*}+PO2^?9(k0KlqOSH5avLDdayb`
zIKt5~U-k%7Y}v*_5Sm6Jq2qG<!m#gJFt3q*)gU?9of7+MoNGA4%?erxWU;PvrQUDf
zUes6>LD9(Fbz1VtuQ0!g2w&OWIgmubXaQ3l<Kv?dM7f67Af@ISwxx%A$A~1g#h8gy
zA`#=>Ddn<SYj_eFxE)|`4?T$trQ8k<Hjk*k2&PwWqqh*Sndbg<XX5W+fl6hyR}Ex)
zg}5R^q1HZX9Mzb`5*I+;8N$!c=_x}<_utOmg^gUxwjC;6eQp)Cl`S24A#r<<h@k-1
z1OEb==Q_~RfYbd+_<p!}8k1R5<Dxd>|8Pj$y0#Ch$Yu_Hv?GPf;P`7GHdJRJk7J8w
zW@a4Vy0BO*<U3lSAOPs?8jz(h4dBh-h{j4#KtZH7KTNG{eTeYl3kOacvsC*WS31q`
zP!*yPj^ZD+IQP&)`||}JmRZ|YC|b)C9N;Da5CWL(aq!6(-v-FX!paIAT`}tJ((E#4
zExs;*Nz;@wF|nz<qFNgM_XP^7u~7}m#h8bS1A7<0Au?(JUQhh2a-Omp8Hij2z`yz$
z!jBUm%-a4R>H8sTkX&<rZOOyEBM=Cv2DlJf=j{Zb()E+SfAM1Ds2))ID4y$rhh!>F
zCGMzwf1(FuBG)FHT?)P9M4=2+^>8osE*OFuZ4uf=Ks9wMr{J&o`7_1>OUId8V|LoT
zK@9+u-?7L=q!m2$3?BQ=s}klyu_vH|Z-R=~4cEWYf72T0paKvQh!}8SR2M}XJCJhD
zvn(`*VGIlszGyMay^d-ezTR#PJo5)A*RU^u0#XOS-DKNC-<_Qknx%h~@soQrWi6uq
zO~GKDX3JdRe7O1kU}+jG@cY+LvfgHH1q3>nDC(Gacn>^LIQ&d<yCZPiB_$=O0~dCr
z;o<b(*~yjF`e8vqW}sjipBV$)sUR^9L!^;$MPVyvsEsO{5x{uNMm}}qw!@d2SXtGs
zn%+?^dFO22Z9xrV`-%8K1zDR$%0p%D=H@1vSXZdOWqCGfr0c7G?z@f-ZR(_MI9Fab
z2&*>);y*IdL9hc31IQB)oN3q`_&VOWI`Z9}9)f$=D`4k9WGA-XPK1=p{Q{IqAoubt
z#GsguGjdp^ghGoPGuCdy^>_e;cCqA=;|?HS0S=MoVR8NVdnE{h$ayJ7`IpyD0*wv8
zkVcYudfou~8l_SaybT5i<v7T%AJNm=DGs}?umz;93T7ukDYbqn6dB$+;;IFiA6RkF
zKtL{d2Sw@F*qyPZK#=aZNs=IqUkU9%aM3bHXiV@o%(3BD^J`8<UYR}JAQ}P*Xe5>l
ziH}yWWo4Z#C@h@nOuGP{;|B~SL>8J>0fru;Oeio8ubW-dPN5be$F{aW$OIsfH%K5;
z-JP?(?I_8Z;f(;a6(Bapz(7-Q+Oo5cAyQa|^p&oA@@N#Be5I$t!WH~Oj(T>EEizb<
z7vw_F?j0N*Tk+d)!?2DoFvOm%EgHe+!nX;@#H_%+D=GJpY(XqYj+Q9_;K`FdW*K@8
zq6cNW8fd!kv16JqfM5WwHL-onWjkE*i7meHeZSL`Uo|Q`9Qd>8yD6Igu&n|(W2WDI
zIQj|*-S8$yh;)Fjpd7Yi6U=@^&@xNq-3EDQ)MG7XfynDVHx=xU4Bm-m^P@XyM7R#>
zHGnW6=Yl*0$QF1gfTCxBL4$E{KO~c(uwJ1=_j0VeD<>P&z(Bk~eJ3AlN4cmW@Gsmf
zjYPM?K@ueZu?OXfQGqc;(-*D3OoaV?w}nI%6%_P=Hvn}8q`Ne|`SlRH{!hRPfCaz+
zUNcqe5j1dUU73d^0j`aCY-zm)YFOXxtxy_JPSwJ19v?UB8z_wnw9cxj7LjK^fbOYn
z+%rQ9V9`tyOM$?F(zq3FZf=>6(%a3?kYRQ1YU|}Ifpsz7YlXzR4XV&>S;nJvdDiPt
zN%VJr7Yzx5;tV7e?8v)bM{pe)zl};Tiog1$kmTXxv#c&may#RToec%L033fNvJGS>
zD3Q~;qnm6&;q3-09RRkEpP&6Hc1Wt0YyC8NP#Q2Jgkun_0K|e&cP*#a?yNJ|@yg=Z
zb#%zOK2T7xL|Xd^EYqvBw0<}%b48Y{S|D`sHY1eA&%OhG3kdLtMcd-{ATWSn=L8W0
zs>cl+DNI(zk%s-8%3S!}YZYScki>x)BaA12LD2Al^#iB~WB=HWAFo}FTwJpe`g)X!
zei(-XnDHGrL7J>6mfY_kCD@9Z^VkRN22}No5V7Rmv<v=!`(q$uo<Vdt0n-3C^KCke
z2;>=rZ2(lD;|L{MTUntlW%!t$Rsl=6;6FzbacKSojTGY(6TTCj$9$_THH(5Lpwux>
za}x1neE2|#GeCtc#aQGpjpW!N;X%q7(!-a^SDrRFjRdxfOmSy#L)ZnF=RF5&gm8uq
zSZFX-oA8o{$b;3x@A+td!;bA2LP9oGE9}Kf{yCy76+`F``{g<tgfEkr>DR-D)D4A~
z4D|t=fr`OMl%wCR98L=iHazRp$ps0R5U4S@3!r>KiALdc0V4H3Cr=>`f|r7bGO)P#
z2{;E>WaeKbL-~Gwen7`V+XSvljJ&}C+~N|)eJT8>=E%kHO(LJ`ops<Sn8!+npwFlp
z88e>B5u=Xz{`p9ZIw$~s|K2KjU&t^P7aO~bC2Sdk-dDFxCC!HZB2z%<vsVlBhZ1-!
zCnslCb?{N{OOlTQRC%ClBopPpZ2T_W`QxOwcAQks?!(38<YZqjF9E2!K$f6R*KOs2
zhBJHDg(FHT1Db+vNE}Hdkm^vXGCKm)C2)F3?6BX&m;vNEEl~7UGg#;&01W#%%OGf$
zN1);elklB-aOdHf`$`?HiBN7UNMD+R1|8_2ILs2|dL^%#8q087+uF5PC=0+pN+#)A
zlN+$03i9$jAfy2|1P+i54FWfdtRRD6k#|r~4L1JhN~=Ds{->dV7K?KYfzVu88L)N+
zqXO>0_<Ei5tpQnHTf)sYMAOX<xpVzr(sVG7CV=b}qq_jw{8mBk)0gj{>%~Mgn^q*P
zTL9htN7oDrQuwYgIaG2NSbd;JOG5GPC7~T4^?|HmBk}Ppa)dEUXQ#fl#D;x2_7mZ!
zWPcw!9fY%<HFXbatR|C`RRFi6Y=gbM4Iq5i-myhN#XmbYM<epVL_m`;1}Y;~B~8cL
ze9~Rj593K|hpDWjnc^AHy{}k<4E2YfP1MPuX_KK#9kL)5JC&IQZ7k<PD+$Qv%i!@B
zZprenz_Ptn&%A{t11)_fq16Ebm4ShQJ5LEi7eEJSW^yGHm)2=MEXsjN_Z_F;X2Su}
z(&QbW$orK`zS;|^b_~u!wf5<AO~<doHh-0AXwz}&--f-0P$NP}ZWq6}V=&6QfVN9v
zxClHaqz}NBE_sijw1$6x)aIW57NV70G+GC!RiHp2{S+)d3FD>wrxzduE+4pj1rEd1
zbZB9^4$&FF%En^5xGxE>1Oy~xg=a>$Fhozy<k1?2ULXa5U|9ay#HbXy(f4R^)MJny
zO=D8?TW_DYW9;%%IEMW`4h?iP%@jn0nQ)*w?5JhsDAWu$z0hN*#=Zf?^8NewFpi8G
z;OP57OsECX2zU%YC>>wFI)GvUR{<1@*mAHzwno)aJE25>a)Y1l{?u|w9?VhaP`iy+
z*NfC9!1974kPuzW3Z~Z9OhC4P&M}Zl;MfN&0H9i<q5;>q1^=?d^^C6#P4*#(^6LOE
zEq%UgDI66_A^BCiiwXqw@-An0bo7&eUyw<JjvpC0{KyE1D*X!!3xk4SF{KF5r)$u0
z@>>8cg3lH{S`>=Z$?2taAWTht045dIAKG~Ak(XWog7N|LfYu3$UsUC|Jv=Z~Q<f{n
z#XJ)L4ZNF{w*mu)R)^}^YGT-+0n!|vsDS}Q3Xxy{G7L@J?68-Xl(aiF0||BTHWBnK
z+VnszdWIu<s3TN7MGt?h1<_R4QPMMV3RVnK&&IU%_6HTfd@tTvh+)M4a8SyJb}VBA
z2z3q)j+tFg0EWvX$|}VGkIP&Pfru8CI9a5W5Ji6~3;+=*)mjTNXOQ}6@-Y@$a>)sh
zN3`fQnn0aNA(N)bb=zo~GTLEJ_`UA7>x?Gq*kyoVkP2uB8kBABmZ-*CkPo=OhA%X6
zR{4|CRWrJ|X(hil#ABLjhTPt~OI_~@M;YbJc?=p3@j-`5Po@S<Gi8*%R)u=I>OH|S
zCMzT30|p5Es4lHN?Dl!T8|{1zP*tJ}i;UZ<ix8#*ZwRC~Xd*clmCCdqmhPDt`vF>Y
z3(c9n(7*!KL2wDk3{c2a|8Rt!CB}d2^0L0N(%Qw`${`>2xs}iUY{}MFhL*X#PjEb#
zN|a@nwpyTpcK8Yfm%uTnR|_-;*cHg0#S=mh>@=bMPI6UituJZO-MNm)@<uyr6AS>@
zGw3k^9An92_5v2Lthkugz@!3?o}oDbfaF<uS;k9<CMyzjaDY}uYis~)3{>nuvUQle
zO!J7AuzR{BAO)CqxP=n;-u!|BM_?&|`HvTbS{rV{d~A+Pp*09Wn+J3$07x3<ogbe7
znFIj0uR>aJ`u0s^%-jMBIt<|NlPX(86`B+dGT>tS4kLUo?lN=+#b3*U@>3M!38o4^
z<U=cCjFIiDr{Ca`L0`oV-+^$ImzPJ=7=#jvsYAHYq)DT*nl#zL+Ij%Y(bd<s;oQ;+
zs7F=a6R}_oE_+ufvEgt>K<KCGI0I^iTPvT{)cS4zVEf_2y@2AY1MCFip9@~l9F>c$
zUHi$nch^5-UX{h)Ip&_4N#-5|k}?Sz?6ypeTd(WOAo`(X14Iev0`R;$XCSq^b~76n
zN0i%uf)o-e4U!V5bN)0{GqkefR|jC3J{Ot8ahR13SptBq`dC@XaV`F7xmZiAjjwON
z&aV`SK2bv_d<ei0;Mhz1dw>ns*$iQlT;SJ)S?-}VonVPHs6$+?`s@#Qjh4RQB4~6t
zGz$DoV?<XK_0U?8Xe~$BlXKsVXbWf~5kPc3;-7^IzOTQe1@b<$4#B)t_Md|aE{Cu=
z4&JX$6Z>gg3-l8_=)IXr=|DeUg5G5??%Co>6%rT$v<>ID$T%bSW%fAar}Y4IPO~wG
zcB;c<_h7~^N_gNYj=A?Z^tnNB_WRjs*uF2~60JV>ucM?vSXbgG;gejy6;_BL7PCEv
zloq}u8*X>%AA$@X$m|*FVwB2ey^i5d#<&MN)8fp}NlV|Mh{Hcx8>U%-$ie+B(7M5K
z!d|k#ULmd1<cMp7LgOA2s8WDEgbXfbJP6M@{j9{pf-xJaz_zD6pSRSK&Xo^i`}m4K
z6a<=;7C&8yl=<r~EI)oLm4>HD^wMnG_{ua(r&dxy*F<n8d=1UH#I7-~jg9Fd+6o3J
zx^>}v`>SN{bS6(0C_&{`RJUaYz-c`MUmJ6)upZ_o>8c<to?a;Sk`~n#N`TTzAJQ4<
zNYLv6h;P=!%leGJGcdi*XA)^~ZC+*L5;gQn9f33e;wj7;+&+}FWfc_xu2{aMyS?0@
zu(VLr12+U>JO0doWoA+B22e$AGwISsB>RvY{nOAe3JM*#T|rS%+}_@C?FSB03Vz5c
zB*S<|Dpm?ElmJgAl&R?iEkY;(7zKCcv4Mes*)Oq`vN#L}OBBXz&zP4yt}Z-0pIjCE
zphF2&L{A(zmr)a31L8=rrZ!o*Lz)44BK7S-SFerfC6O_BLkYIzZ03}qukQwp#siP-
z-$RRkkP<2C?ccr~s+-?gytS*m7_<Pt2P0Hg1y9R%cMyy3_hV3b5=r?00BMjaV~%dx
zj_lqbPyTg3cw5M(x^T90V%&Ob%zC*CzM60&e4DgA$+x}0x1zhfth<pDzHy3vkqn@u
zKum_w<<%8=_w%Dm*DDAe_7BLQ5s;Fw0R}&EzG&q`0f=OUPG$H`Eml+RdaCo_vohm6
z>F;EmqI;pT_sHzWuO-kuHu!_aimecKdKB*Q?Mqs$@Xf|u=RbIaF$<4+GtD~2@<n?L
zO2{%sS$y+W$G}B?evIeL7ER|pvww3J?~AZHW<1XIg`2bDHqRXNuDGB2^p)elLuH4U
zdtI(BDVpl!32MsS2-8U87omASEW5aY9zq7&XV@XT?h+1;n*M2n)Ri#!!TtkPx%;~R
z5g+rUS3=MILH{_!y?;+Lhx_Ir6+uM1ZAV(vi3<IY8o;At|H;@~3;kIr005xeOJ$2a
zl|qP|AD?BAR9Bu#{^X1tPqk|v@}>C2X|lB-7`~9HfA)^g6ZsP{1=R%}o30}n6}c_j
zuUF%`W{$6i{@A$gZm?8Kp(cAFD+uq-u{|#@(<KK~pC*6l?xJ@5*$NOQCcO0LCptP>
z$Jd`N9dvXl2mfwKfJGOI)cd=25cUfm|HG8Qum2BTe&4zRTKFN(r=}hS!vZtcIk00@
zbn{PO!(p9=P-2&T3A7Z?Zx3DQ#mjw~-c&)8D7Bu1%TD+2x(urG2!>O%f0X~Tc|0NH
z9v#CWe$VF%awp<WKDAA7dGQn9fhVK4#G5D9j7v1nT1dU<WEIwX{(kC1_3Npixyr78
z_gp&oXG8|8Uk<#q)^PlWGFJ>VNj(u3-~WLBzk~ev@#2GdcoN2nUeSPOVBnJ=bgWg;
zsThI(z64%Qj@)@w=2IHDfb;!5`OZgFXk1R@j1=c-P2~LFp9()jMydV3UI=dr;D^`#
zKVL<A;Xc*>uNQv(wx<E}#zHJpKNpUTV_x->J`HfRFR6DbYj7(MUnCEb$mfnQNgQG7
zp7mRY#$#wyXBnLJgOQ>oq+EOZTGk;x;=+;4p8e1uG)%}rNu_Fyy!5M1!vOK~lOTPB
zNo6XyXka>|+e8A<VL%$Ig_IQn&F@fW!m+|atODl-gTaPW?;!Q_Tt2D*JNpPjybm1@
zmD}(@x^q(6jRA`4xrVC6CYNEz@u&+Px+KQ~kNNzew&oMRw&b{c18oJ{bGntn`zI2=
zs{Nh0fC~a`jC>EhDxX=1MZvf#*bp@^{cvEKDtdXn-sYZh-b26Y7^kwfs3Di}69@Ot
z-zqk-DKop0D4z7Oq$I*crahV~qW;G)q1;3?WQ`i8ED*o{ZIAG4orzN?4)#s^zJC4s
z$FE;|jPsH>bAMa$UW3QuUT7Q|IvRaeJ@emU6DDA!FBg-cU3B3{ZB5OW$;s1D5k0>u
z`21Q{z)agn9j|t8fG2TtlLt8QK|H=0C}l{h|1#10?kb$06j+$(4bTCuVRU(!-M-`~
zNAzAe_BbrpryKmWt$BHP&dK}@{u^6y;hQJy@7_HpD~s8-FBwvf4xS-XL|d#aEPnj_
zxobUy*EsJmoInP_jC13p`{5x+ck#0PCV$)A64Ol(lEq14KzR;q)ppoNz`(g_h;pb2
z#9tJMznASO%Hr^9Rr9g0U>o#O){lC81{0a|nVK7`J$^$J(czU{JLK{x+fm?gC>?Pj
z#lIce6n}ZiLzgIYN}7mr?1{LPN+ESW0t0CrJqUGY!206Jux$##PL4-_{lG0(S7w;5
zSJ|3&p+B!~u1jq|J1RTONL3RtDny6j&#g90+<Uy(pmG0GOJ2VS?BIZ14nb&MkS}74
zPpbGSq_HrzLO&4n!DH6f<>4<d;H2;>DeZ`CN1y=Zl$9U#PF{w4I-d&1dmZ+6qg&T)
z6nU3m(-ridczSv5LUu*jNbIj8bPavsh<=ETJMS>L{YpzHvHeb;leCY*F}R;nv$Ja<
z%Cte<;-jv?z85$#nB#r0pkP2otbWX6UPpmnm=8h&P3R%V12zx8M4IPM`zV0n0|WZr
zPy||Hu4d_j1AH_Qea$RtL3kvU4BK7i0y7-B?zUWixtSC91*w}E2fhV#*C?3+MltGF
zofY@jt4EdKE4bH$-<$r5QQtl5#|^nAffIy8F_EMLANobSDtUlFif<p2BM!kzZH`f>
z%6!no*9^N@Tx7U|C&Dz}ZhFXlfn8Zo7IkviGW7NXK%Oz0_Np|A1lhzv1`+a{-~%3)
z*RNVK1O?IOuV0w}7>6yt4XMVd7n^)pSU9I8#I_lxl5ad6@${Hr1vmqL{8g|G<u&OL
z9i}KXm@V)T!#pFHKlbP=Fmun;PdH-zL#(6_+PEdv%j;ciPgIaPe8AQ%vCx0|7_WTj
z&+SF}Yg`T-&3t1|Yp8>H7kjpmd$;Xop3!S0@<ej`C=}x~8`95Zhw*Jv3YOWaj0?tr
zhr3{iiHrBRmES5ei`NqRht4=}CHg3<U>hiXQe4cd_;e&vL*mF6m<hP}UH9o8)blg0
z0n`|HRAxq7JFq+p(T`R|yXk;iKXuX%)_R!|I_QFm6KccG`oZS9f1BKnP76tnUC%o7
zszWGx(NOe83d<8{CV41Hn`p2*y5g<%*U#6Mh&ebnZ@x+ku`fi=$rFF0(i$BtlAFKX
zI5OZQ&BMoc0@3kyVETBfmcYUN{5&k6bHXtb=T>sKv8U%>pkV@n!!q<flL_H*P<nvP
zzz!zyx6GP8nRXIKKHErqb}Mh3SUS$b(m3k}0o?PFR&>*Y9*4+_{B+=QIlWK9;CmYa
zm?G-wN`{_6)Pr6nxSUe#EZ-Q~;Co%R<8Qy}*G5WQF*fDcA+8_FoQ^FA_S1m_iKhTD
zZ&F~qXV?AUx<_4y5gqhJ1B`SgW@ZnXY$5(OH#gJ&T##d2M5?~@&(a@_aFQQ%k-_P_
zp*&;F(q}+h#i7^2zuGO@mG$RrFi{hUU0`x>y&iIxD=pMvfPG1EU4cj=%0Y42xY{d)
zpESwq|8?~E->g`E5mHt~Ca3X_eK)p#|K1Pv{#Bubt2w>kJM#gGv=M}+B@!n3-(<@E
zhpM8T&*52EQZ`at|L)&Yo3eVM2f9u(`<-sVL^()7I)mqv2poFiaqgywaE>DvrR74J
z4umI;UuQWOq1+WCZec{*fb<1J<#@*xLk~*{?gAE~$lHZBJDU3-TI4Bnlv*wQzZS|&
zFdfLQebqP?M8~76f)7C40o%Boc_T$DTemqVOFtK$O3Mda23%tZ^j}6cjs|mrG<KfE
zyUu=jJ+8+XIkmK85UXO?Qi+}Y*@2K9#NnDcJ6X~d10O(pXqe1f#k2edd?308s{fsk
zhO_YXwg=~a+(`;E&NBkrvGew3tG78g>BALH_7C5e*MA_dKj?}HRL_vFVO@oju0iLq
zaB};8`iK-Ha@%%T?=Vi-ApLS6#5xD5wxdl6#)rj{qqkvOD>%%kS0#KY^!3+}b6~og
zY!@`nv>6l+k9xGEE(+4DKT`ELctSAeg{wX{sMY%-{(<R%XiU;Sh-ZbFfI;_IJrlW%
ze%`$aUDwACJ(+LV)$}RqF)KBU4^j{W8s4}G4e>S=AM?<*t{z?KExj2x8AQO+ICHv6
zc&vNvI{mBcP>u&R!z!{*78jrW2Vao^=8Se8Kf_{_Pfr(7?{Ny>x@`O2{s=6Vn3R37
z$(p~4AjJ^91@;Z5UvC4p&Xmx)2P!DG$6&>TObqdoK>X*$#q+Q~!kp1pfrka|<(>X%
z*o0<bW%U-|Prp+JffRnu&i-3^gNqEfRQ(PPLVF+ASj>hNpl&H<$O>HxG6Y9o(Olxd
z?eq2UGM8G*3g}}}baUJU*F^0C6%poLQH+OW-`$($qAzoa8f7{HNGfcYys+&XeKcW~
zFb!Wuz0y7DBf%SYO9pYPWC+r+kL%T?h_DYx&xALb&AS!)Qr>i4Sn(%}ZSv*mlDNyl
zTY1%DuGp8PPBdxHW}<dCX;0ZbMfjv6#!ZR_h-OD1h6CP!oxro@yaLJ&ujs)Ha#Ab(
zrQ^bwTvu|Nw<*t5Sl2f}djq@hP)H*!k5r23eDF2!u^!$&RNhCD=i|~9&eq%H$I5P`
zXEyKhm8Dzx_as;MQk!it#F%;MUg~=eOZ{i2e-|W?L<Zz&nQ3pBE5MC@jejVtE1pLU
zL$U^)6RanyS#Jq@!v>(G>#&n*j1#t<wyD0{XmFJ{VnW**dr2fomH%Kx@$(Zyg`i!*
z{Hyj#ag6PYsOLP{20<DU#_F?G3RScUr=I9vjr)k5bwAwDx9~33av0}fe%w`&w`9L+
z!+|G@hF?DQPJVood0>eoK+h7T2FU{2QkCmOevB+{gL&Tlo$$l9*u=!cvl>@(M7okc
z8{dxoA|x&IeC1%%o()-}i#Zhw8GHATs&)B9()IbEg%?h-dTQTi>Y~`}MOB_-Qq2xw
z=niap<amg3SM|*rD{+8-`<_IS*!YAE@DOf8pHM!wS9B<DoGb0mX$i$3qXNQu)@FPZ
zHeGTAa3skABZ8mVd%Zfl?oI^jF*SDG4XQGR?a-*U5F6%Yt0y#W^f;A4RnRl(6X5yG
zW$d-iDaLj7#?#~aOvw+v{snq(XbG|NMpId9{(5zQXSR33)hnsy%Zqo*vGT!GHOVo}
zk*u?m9rmyZT`jpR8_yUTJ1~6(4BkfKqC%QFOm+|B>+@sM+KqTTFCc1w39mZFIa5#T
zzO4c926jIo>R(1`DdMApd>$OVD0m>3@w)$UAuX{Z-D|1rW18K^FQw<}!tRzR`x1ue
zriKR$q2ILyI&CCuE<Dh@@f9H9tl#u-#Ec(cvI||#(qiw2rltIU*G$Dez&6KF=6a)^
z<(6i?g)IwHdhZt|vi<ZVEdj6m!D$e0N$NKw9dlsgmpr8!=hg_(dSXfGv9NBmpA@RK
zcD&H}?1()t^~ms)!LQ>#yFyj!974V|Oi`4pg@}SNjmCLR-mk~kLEd%b<Uf4)rvFzu
z713pFF~1vpKqgvd*Wlcu8b|N-PWCnVOXKzV{#%~~K{B3;gmO$h^FAES3LZI?J%y5B
z$W`!VZ+wS6?5XI10*HrYy~%a4DgN?X_}j$E_!`)>ICJFc#bOgt2(2M{;{)$1au4YB
zJ0%sR&1Jz|<}>xVoUbFWLW+Q6(LnnZi!_~6P(aW@cAwtt%*l9q=QFFoCk%1@rznfi
ztTP^y{@_zrRO4|#F!-84_>N*%@Z&g41T=CBCTIpI@@|DHz`DU`8#^Dpo_IqmJiB%!
zKoRoZ{-{Pc4h)AvH0$(w=M8OKxJpfrPi6%WjzYkl=qeWQ7t&Y&C;?QST2bg?_8oZa
zwD6{LZxtu93p#dT_rx=d9i(r7YyjRvKn;3brb$*uW~E!FF^Y89ClJ-DarV``PP-8u
z&87(0a5bRO<G>E1*yNdH^)VJq(m4-gXb?A`uN%Vb9)W=j$?Z)?@q)Ltn;*mSxYC~f
zAeK8@*!<Q+^brhb?`0bRtXjS|rU;r~+NF%o)(NMtQ^PDTbO*xkY3TqOPXIPTr`k_|
zeBDwpq==t<D@QGfu69T7OulTtgAbLG*Ko+lz|Jl%<(L%!fSNxikDs&U?U4t{Ps2Gc
zL^)111DfT#2F6!{d>`Z<I9w0=RIBd#z=q}E*U#ij>2#JVdK~7<2q@zQ@Lm1fNZaDa
z`ng|LEPtC`m?cjJUxXdUXX&~pAX`9PqYOH@r=K4@P*^gS3}A7{<>kb|m59dC?hff!
z(*VTF%wkwqs`nj>sJ};n-h+Ah&9Ln<g6r>UEwt5yoL2Of&wIaHQaAg&DIv9Is{e7&
zxS7}A0MEFfZGDKFum+8$$<p`rd&W-NJ171m{gBDW!r~(gD?!I-1&+M@C=nR^QxBex
z-D@9fz~k{3q8DFfXIO|40YS(qD*kV1_05#=y{Q>=Wt&)7eEIoPAVisuk-b-W_u3_R
z7M4N-K+DB-MZOOXSwS^IhZq163LavBU<?C#MW84TGd(#vCM0|!_HrPiWA%y|&wKIB
z4|kWVZ#R7KV-swv3!`$i-hL5hDALrxcxOKf>&nB+E0Em2AhwrFO;8o~1f<CofBN(Q
z`i=lUI?pN#JAZ<St|YInniw8siK^NwXtbxW--*tHhz8^1-3HZ24z3F!>+UmgV=u->
zAx29m0(c$B(YMd1I$v3bGTyJcgG1bh74!+tMu6TV9oUkal9o1h0ya4hn;m`yTAl}}
z32X&@4;75=8F$rHRXqji;FcWECw^(|#JVnJH1k8%e?V7j7#|m6{0%vC)FWW30V0uo
zy<tp_)AlzL=z16&9Q+K}HrnztYig;XgAcTem;ZQwU}MUbJ|-S6DQ#dImJIYu4-b!f
zAoK$eE9nN(`i4l7O|eOUmb;6~kJf}!7LiF#P9rkPdO}`838^A&36@%*4q7fXH0)Ag
zy&73I<l-+A2mS~}-v1)*P2;g#+xB4%8c<51tWc5=G9@8Xh>|%WLxeIUm6-@3Bt#_h
zOhQOzk|czLBq3AgIrH@2&T6ga{_uW(@89+7S<ij1xUTCwj{Vs8Z92{+e#UCWQl&kv
z`vZO+G`N4-Tn;8hQ7>$%sij%7V&~Ooy#bX5<#?JQAt6aV)BM+<P_uM!@PW)i#Cc^O
zM!Zr!<+aitMZhEikobjr{DD&1$4aNomC70p(9?Hg`Q&}gdG+c(I#wFol6w-j9Gutf
z%P%f&UKJ%lvB3VPnK=`?>o1-V=ai+<x9IHT^biWt4yGM`6?hEf!SD^)MunG#E4wID
zltN9?BCAB|p!EaVlBeO}72m%f@SW!0T79w$N90G?{5h6_cI>XB_vyx<DZ<iaz4hr|
zc+9E(_xi>hi>aAFLB4#UDVq%99<wPrmGfy}ChGxmRVl@f)-WD8@MC$RtO@{2nfBv_
zvD*cL|3InSdrfS4{}%TRW#)=|PPUA`JeTMO@h|Zu3JMCoA)XT@<zhdC<HNifv@|r_
zVq*R<1CWS){qpJja{yH4i+K`Z(}pGn=)-0f^RIskeVcHN-)K+S`6Q7x3W&sTdertC
zl%JsS9pde0BVU}H+y&OJitr?oxNyqIzm){=WOVj1cX4sCQ+mhQOx%3gD4weJc6^+R
zAUd6v$MS^QX|x6pH8@iF$TCC8c+$8g^xTp9(z}>q3FBh>ZppWppvs4b*})@!y3QYC
z@{L+zO-T9S{b}G<(9sAdKkF#V%EIl5j5)LQ32#VO0>H2gV8q9Quit7^f=Q;{kn_p8
zh`Kg&fhk|Tm5l&f82q<BOVZih#~7!0v!cKM2pF8H==H^D4GoPqSVRr;CcZYzpBsCq
zDpiLsBb&l3T0M=_tHKp)9A^(&Xs?R$xD~=EJR&TF1N2I4scz=gyLahP=5A=o?sdZZ
zC+al8)D}|oV|`%I9~~Q;%Ke983o17btw(;g`kJwi8lVZv$yDa+2YiDAF1w9GZ>Ckx
z#c#^)<J%)fvRy4AaWg;=oL;>KX=^vtL%O!wwN4MIDWIDb^Kbz@pGqd(GH1Va6w05D
z)`AB<@sIf&RJ?KCZDnpwfbm&UhgN{gg9QXzR2AHE{#OeC;%JJnvx!VpbWi4%!5U(T
zWehc8)YWu#@@GjX=^GaG5A{L+v*5qJK-p1GVLgr=fR9jakTof(z!Kz|WFo>~QVQ4j
zRWmbR)b<@l4Xq>Ax>j<@O@%YsXHnKCj3MwQhPTenD6U)gY`74^($RCkZw6muhsBl?
z7`GO2q>!J41c~-0n`hI;zE?bKe@8k!CIX{;SomZGs29vAU%!2m#0o-(4EJ}NRKQov
z2QTyTyfDP$7^C42O0f|{sl;xT0x)xMmpJR*w;*Ko^V&7l4#qxjy#8ijCRQc&NBGUs
za`@)Z>lN!}j(dcS9zelF6bW&9Nyd@@7C>R_22G7=!0FT6qD5Zq{+m|C4d;^zH{Hwr
ziU))?L7R&fPU_wMRluIgo@OQZ@Zwx6Stj?`h~oFPNt4q-PMB6!4c<B+Z(cZ$;J|<R
z`n4y7Ca^A9oYxYG)7jl(N{w}>cX#$l{g->ZD{5)f*$o6x2U%<Vl6XlJRt+i+Ucu*%
z09rOTH=h(dvTjlHfo0_3xx|fVo#wVYXU)_)pd>Sa(*Y(J9zH&IWW|K*1<}A8xh+$#
z>?hrpA**M!q#QK0&5|BFy*3d|$^90ygYBNRwdd<;>icg`F0Xzt<ZYe1nW|=xmVzd>
ztjph!*V{@c-E08mv!0(NZMW9_!^-B_brXe(H{FHQ9ZMMUICC8j?t1#IEK*@B0wTV4
zb)Dr3tpJRH`bOowc|N_xwEv@4?&|#fytOb14ph`~;7}qAlm=P*Cf>vfDAUr(4W4HS
zDl}h0cWIGF4#-y?s?~a4*og`wNeNJHbd&?rBKq#F<aMu(A=hSTlsn~XV(Umh-2s3~
zIj%5bHJS_HF-)BV4XS}ljaF7fFm?lggU~3l{_usSAF~eN!9}$$2ezK3u1pe8y~=jF
z49&IP(J`i2x&xTZT=aAzAeTo6Q9ja|iJ1d`C9AZwUijTO?^@TTl~@lIG;AL4h8j**
z9&;~$b4Pu3^*X-~3J&6tI|F%5lH;9Sl**2OtgoMrd(>j;QQPm<HBp7b3=<0^85X-A
zaRj0{oydTD>OrLeFvLqVRC4c<bq=GjJ59hf3goEAV;|~F+6h3KZKa-3kz3p)E-fdh
zr^R+y#J7&zVuV~~5I3u>h@#Qi=X~qdhP?JV9__zF=WpEX!F2F;X~{mE628KOqulLm
zXR+F=mrATJuXA$>=Qdt{d88iAjqmiZjdhEz%&hB?<uJ%NFk*mX`1tYTB>4$%m_`{0
zAR4Fx;8nEvz|Fm2PyE=>Fp|w8xA_3Y7QnW}xgwBhwj>#=yo|R2ZYy~DbR~+-sEsi8
z1w<gUoHb2$AVeUZf2oyT9Pai`A@@z@aK(tF;12*PLD4Il(S8ATIV-}@>X(XjZf;?L
zOO9yKu7g)cU)F3im{wZZW=;dp5j(oiyb-|}XvKgepb3lg*lG098TmgP0iwvjIQk{!
z>JI|?oE@gdnbvJ7cqOMTL*q_L2#cYAR#}<96jON|XPZ<YEgz?8;G6I|V}Qni3dzXl
z(cpN-Qlm;^$U#$qng9mbigaa=4nL$3K!in}a;h3AiBIMNH%Ij@2IsYzqy4a3`o)%4
zZ71>`jS@aC4p?6qXwER~n3GEgGo!sO`8A~T0KI1xtD-e&l4d6G-nkM{oVge=p*#$z
zHsl5yk>&eBM$MPIW~sBQYhX$`%TEf|i~3-uc>%>L4a>!LGOYjrd4&ryQB5FH?&g4~
zhUjZ@w2e>X?vk4A#PfBryY*h;2Di$(uASd?F?fE_NvO+->MJEB<!(QjKv`zuUq$bV
z83{dl)E>w|>woShnX_EixB)v%zCvXJt0H;lui~WTqsq>L2ZnuopI3e)2sm_Z#SXJR
zr>jh~7256ZT>jlS0h8pQY4RRzvN@dE8vm^$<xU9kj>&+Rbz44w69vDAgM;G=NcTKh
znK>1O<e=028{PmV>AyWSi|!d<vCiFXE!j6eKl8S+Ao<i5)94g4Ay{d!+goZQOnSv1
z&hkj-X2snC8DQOYrda@i3Iu30>tI=+jS59L*to_aw58$-C9miXxVlhTNs7&WT-!Uj
z_;1e?SA6h$kMy(b2CQDqV1Jo-G>Z$%W$TXk27qS*ZPbw{#_WR`vfi_pOLc8@lmg)*
zqpjaeb9ZgqJh?D+b!GTcS&#YEZ|n+8b+`@51-I3;F8mC?NfeT5LyeDobbcgjrm4ib
z0$_|0EKZ5_3Qm3qlox(8?&dPG+|B$u{AAqu#!fRd5SW2m0BdxeF%LQ{OTmZ0s<Dz^
zUtatyW$&PQGQ18z<i4F=*hk;jKoilr%Z?_zXh!zU4+tUgq4&3w;wg4a1l?O+?pkLk
zTj@WZm7o70dhJ&-M-&{$ktDxvuFu`XPr<hZTvJe3*uA#@vv=NekDYA{D{J#*Rj@sK
zNHO7ZtEfrIi!4EnM)rUQF_yrc1Jw78agI*b&x5}1_&hW>Fo*2&mf{u`_9blX{iD~y
z>ymN=7F%6bFM+v2t4)`xMux{_epA9%&2+g*<d#t6gQ{K)P0eyemnGE>ZDJcD03Vh6
z@@Yt%4XmwawUi&OJUI4*%vT6JTeTq-%sstkdF^ACMI8juSzLU-!(xD=){wV4?A5DX
zxApEiT<$y@4B@P~{w+)r9UVIO)ik~?GvQs9V-!H~@!yP&j{{k`^IoiN4Gk5*Et>w3
zSs@%SXcQ;IyH;du{e~k{D5?5PoB-9+L;+Sp*(Y{Tt=<|{+1hO8#1WPN;3zsJx|BG*
zrR~9Q+3X*V_|SiQ0j3V`YYkD|m&%r&Sm=9lJQ}~vpj?y^)<D^z4(uCrqfL>{(VDcd
ziQq$e95l+At!<Lt21J<OYN-!<jhOxPW~it*WV@`BR_?xI)CvI7jD@UCu_olpeL^?Y
zqxYz^efIbv31>4ia(tgS0~R27!WaK_eO2g%`myg8C;2b*-a6OdoZT50$%9P-oER$=
zZ!RDIdCYc`fDB!xdOYgm;91{JtiH<Q&Km$gZ7eQ4_*`p~GJQ<7D9$yG8g#(eejWAF
z04T7<4Faz&KuFEyN&c5X41EL!aqAh6X>>sV+W@+v=<V{aLKRs&60-6g-(1<J&#%qd
z&Cf~}_za)9ArRg@>i{AlK%S+oLWi^FZ2OxN7kbT0#Sgx5{)`?BwGc8rP<&XBc)0J%
z%QpaE0YZr341cG4W>N66THQ|-F*6Z{3h*A?mc_Y((MzA@_uo|edV`-1==edfK0(!2
zoShlK>z>>2p<xGAA|N3A81kEV0H^?nhOFcqz688_E6A#A^Rvr$DYk6lk`FzXX!TkW
zcvD^zY>()hUSwn#*x1la*+uZ}m%Go*bN^i|lJ+#+LCvEBOIP>3!T2F>9!(}-3oK8F
z_c1wFg4Tm6d)#4gg};>bJVb<Gb^)V+#=Ff^4>Sahiei)^bXlMokUVh$pAC;M<Ktnf
zL6SGUQ<j`tu}*=yo92?`w0-oIGi6~jx~-A~g}RZ1#*H8)*8B1-6<=r~6})o7hI9u-
zFG^Hh=f5rB$Py&My|0hLvSzRPz-vH|V4a(W?$;Uj7T9zFMM_bSLKmFeRBkDFAAmmE
z4ZwGpWr5>W8yb*@02w0Q*OPOk=;E=r4YFd|%zF@sc#Z9jv-6{KiEn2-P45K6Ak))M
z7yTA;GJariBU;6;=fkp1yHvtelScc#VzuJzzBFn(zG>+@kU!nbtr&Yy?D3J{Vkx$p
za^v(R;5ZB_cgD~zqe4e)2awI+#Bkd1a%0X#dexx06R*xAEP@dPqD9_67;p=j-k2Jf
zm`Y2Mp95x}uFiU9g^SFl^X!T;ZP;~vFS6jzGiP#<*58P}EIpl7^uk<xp{!!t5{6)W
z(|9@%a7QjhzTdYvm^O88bzGuBG<RE$R`4?#b<c`J7=<pAA-4kMm3Zj(_WR+*JK5DT
zAz<j<XDOH;nZ)^>j>7X8Pef0(Aw@E2yvctZRH;>8c-CZj3TX|N7?u>sQ?#+rG~j@7
zJec;@wc7Brky`5U+w6wr0k!>Ksk}t|s~MeDg15%hnv-vF7gBZx_I`R>WVEh!HLc*2
zbLA8B6$V*@_eGWtpl9qXVeTn5Q&zvwlut5<@fWQyRxw&(@U&o$U%q_#rY$m>FIcA&
z`G!4l)rM~EV<68Pshuvi2k_dP$Ttc&X<0!>W=>7Aa_|QOCVsR_=!P()jGj{5$Q5~p
zn)QRsp?wrgVe)UgEeAJ$2i5Z<(_;hF*kBpJU>59~L_ZCC)3`%3PomE>OOUr1BzmA~
zAUA*&R3FdDWvMCJY7V}gEsfWMt9lcjqF1#yUtV>7&7Pv3h7BFj|D22~*h8M&TsM;z
z88f!dn3uruVI>0jds=5qQ!0B<eN3=<2HId6D||FTg%rt`?1PXyKo>(}H5f79k(}pB
z)*ujm0eumgPlhz+8r5YKVviRlB8V8ozX_%Tc+5~nG@0Jx%o)RSb9e_@k#N|?C$?+b
zOY1H6rfD<`hW{jz*#t?ecZC=^T}p{Q9|xOa6$TKXAh_I0EXQl5x_UbVoCL0cq^WuZ
zn*wc-5C#Wgbq3zu;XU0nYIePQ5`ANYU!*KEj6qhF3Og6fHnhW6SHu`v>v4tqfd<EW
zauM6MR$FS952hBk8*NpB%K*A3b#V4oDc(5ER-@>%*6O@{{k*=hmK`DDA+?`PF0_=n
z^TcK+C=(DkJt!>TI)R))U-9k_F%0|tlZK~r9iBEv0`6tZ!QUbETetJ2($czHN=G9x
zYv^`?)&Hzb^!K9s98APcos!6G1*j^HA_27qIAZu*rl;kO+o@eKpO#jT&JD#H0k4Wt
zsGp*wnpQZQp5)D24(j>%v3Z*!dRKAWRuCsfO{JryWpLgN=dD{*P2a{h%RU^xBz3q#
zvoKG?8%YD=lW${CHM8%u-bOr~tZId1cjq!nJcc+C>Uh;LSBfp}^^e^~<*sk=-0TRU
zqZ`_D5tp?C2s);<gP0fHr=7g~h#6Jv<7(z>KNV|(kG9h#H&utN^%aR|Iw{rJM1-(0
zl6hbpxWXG|WzYi>AB=!k^h)2+g|-Ig_mYRkWWoemKWIUH^ztdl?|gC2?OcYf5DDcE
zLY(5&Fi^z%1;hbu<@e4`V`X{j2N$Pgsja{x;B}1;lv(QAPQ#ER+l8$3elNMrQ=l;5
z+1%5QzXeP(LuR8<jm!G#yf%MeaVDFpGp_*FWE3B>=;u>twNXyA(rEy<Bc>Q==9@~s
z-YLPV_&n-;k*`9Yu_$$J9ez4$Q^ZlDn&ed0RfSfRK)`R^as@t%foTOHNk2VQ=q8vy
zi@p<C+IJ&y{H+pS|3zUss(x(Am%v}qkP#3p_r4g6Xr}|7u_-p#UW{N_zmuz8r876H
zQ^~l*r+KikEY0^evxwfwpDoKfJtPaA(OSkgKCrF)#B{)W`edY@hx5RV%AOW^XNUUK
zqCnZ;oBVWz@{7=SqiI~hMi^lBuBN}Ym+|J3Mf|ui*brjELJCXeq{#p}VBM8I(!cr(
zFljWO$k`U%pNG}vwMEHGJ{e{cq4N{;_09g-$)bYY{hI5bD-N(MSsr_5EQS!Fo5JhM
z-?x%*HOttDK}Qj*^nmDa<yr0=m7Wo$R@(qaNLD4JWztytNGHq~jPo%q2bqo@Bg1e(
zfyNU!0XhUI*KmMATICMH%`EBYb`iK8E-5K@eCrysDR^TE(1)MSh&<9{cFTvduy>cK
z8a|L!pun07U^b3bV~=eyohnm(f2f7`Da%sI#+^E1M&_3}XkI_z-AAEK@?>))WFAEw
zkKj3)$&D76Pt{=7q4gGJE)4JzrZzlM2C~r4PUMmJLGIkui_6<;j3d9Fw!~ped$mZ7
z{g&rc!m0=R0R^)8SA6#j8WS2$8bzz<U!_}~vO9nmpmLavi4OsR9P~3NLC~{d-iJU1
z%Nu<ZHiO2B8o81}c=D@VGGdHOs-^g`Jgv72z{J113y;F$LFF)mQ*|5Y&O>#p`!mo~
zZ!YWGIr<9bnx=&e^)zjNkDsrB$dYc!W>;?a_X!AkfbRuu)Jp)L#Fs5P{k-HO`b;`n
zwdN2S$JD0+W1r%$l|0kQ<g#fTKk`jevh_@_kEvk5*t4b~!++>zS6cm!Wp9h~Fj<nz
zx&s;BLUKX-$ZW>DJq}xRK>9Zgy)n&Y0v(sJT)6o`cxkUPW1|IBfu!!`le#<+25o0J
zl>XJ9B}1Eu?lH~=g!U-=#eMlZ)b2gne2mI`$Y@DN%D#~1hu6o8RQ+tesGTtQ;Sjl5
zci?WcV@$jT2WSyortGgbSJBOl6ZhKUW7fIE7&7Es1@Tqh6=lTf2=%vhC8xFP$Z;1%
zrle=9XXA>siXUzM4oU!MwIIOV4^H9t;49O3c(}Y0nyz>Gx|v>RSO5yX77h}fW@lzi
zbz}0Am<~Q_#>oDhFl}k}8je^7J$O+c50xX9hHvFY|Eh|(Vh7IPA-TA()*H!;=4^{}
zI=(B9NTtL*c5o&!kG!R`oEDZtpl6C57AK>ZOP7DWzIvIH<J5%!rm0K>Z+#2ojjCSi
zVNs6Cb{>k+*#-g-S|4;iV>aPAm8qVj^bquGd+8e+Z^1vD^qGEsq4~_W)&LJE(!b>T
zvtyX(Rx4IHt(d4%5NdA~IWc$U^%GM)NSR_x=zQZ)h9#7;6_I3y?i#1Qs<eG>{xQE)
za23FAzE|Hd6=AqTe}CCWjF~JgjsWHxwR7LaMqXxqh>x<?DZ!&T>y$i~uEyT#vo^e#
z>F&di_V_h9QZx!3*wj)Y$PD3aKQ?xzAqKNNxPF|&7?<Y;lCSkGKbUSlJIseX+FKMy
z!(ZlAPC_BWvr_0m^RIG?icsBMX*NGWB|Gt!FZkVFs(Ll$sFk~2HqP1H${uH_#2C*7
zCp#+N?OR`{63b49DvTiDbamHy-Z#9Gx5qx{Tmz^r6dp=x;z;FDeR+9$nhGNi5KC_<
zH`2CnB|byBU}Q(M8rNjLcmYh|P*AmH`4^LcgpZ%9<?XY*pd7>qjro^DJ+-s==AQRS
zb@6z%X)VulhGR~lg$0arO7#iN-i%tcMA8DZt-jlXQ%$op^2dhen>o%?^;g5MpB4M<
ztWwg-89+FGV<vO7rt+wF-%q|Os<Ox%8D<Sg+$LdjMD3nRdaOiNqHZRkM%$<8@qn!t
z5f=tVMx-FoKuA7IDj%59hqrfL6O-kH$BWA>=_2F8qMraLX{f35J(QC=q8w&Z{mC9M
zWl7y(>q7%qbMdgx7-X30Nrg>6XPp4!GWR|K3I4eX?_sW+M67{68d^A%Bv|(r@+s@C
z?!47Hb?x__Dn91+ZrOw<Y*_r0E$NajfD9{Z-jqxX+zut3mm6H@!N0;|3PI+3^hE0k
z(wf#&ubYM}Pv4VMCZZRm7EQvYCzcN+R#GlSNs%8lrAV&)XzT6znC)M&HX#NOb(&;t
z^HkFa*vvvzdXq{>mjB`n-FsyY;VK*W{i`+wRo}PB^Sxd0k%qC=`{*x8Sxs~2GDd~u
z8J|I!0X#T#N6?}{;)$W3QF~OG^MlO(n|%{P4E_Zq`l#+VuU&LneylXc)-3txxuyL-
zU79Cq{a0RJ%u?W#I=NkQKUzgl@PNYmX6#=dh1{+1#_}&sED_9c1n=pe6sbo|CdZ8(
za)~CF)iEezU8nuN)B&nQ*}cl7r?NAUOlB@&l+&icn*6ZAB&^pou+O0c$}DH2Yb3MB
z?V~sSn0dS!P)H&(c0qHJSvJ*Uznr)ld3fig=+4TorE&prJZESG_!X+>@528?OPT3T
zcBo0hmlF^^26&SE6blIVVwHYW^iGkG5OU^oiTTk<l?WQ}DZlcDd;_J4-c`u&{A3_)
zDi9n2P7X0D?eK{(d0+!y+uFJ%-$J8ubfvROglQzadi0l<`7tmg8Sz~c@mlF`uk&X|
z7q*U6LJEya3Fo?nYq*s8bYNzSDbnk-HywgTaxd8wS9rT*oK0FwVe7(~hENk46?UK-
zSdjn_#%vr-<)b+6$#?N&<fIht)G~~tKNx%jKmyTJJ>cZjhKh7XBCZ&T26w+eaDHu9
zWmPrlbILGxa6*8yuJU+KPS8~x^&Ro~PsQ((!G7VO)8r3jCwn$wf2oJIyK^r(hRS`2
za^1WED?&H3YAxYrZL_N0)6|7XWY^kn4LX_w#&>=ChR^BeAtwle2%o*ox2hM|s#8F~
z+!0=rsaPL6fpEW^B~i7fmppD$ktcDk$-BS%jGxvv+(!#s2#~&DZSYdWJF)3krPZqW
zh+dVl|2>~3@45GZ*PU16#0AHJ*AQ8uED&dNfwr-0z|SC<g|<HeW$`R&h-?H<t(k42
z((a#N5<z=Ftq5Y>Qt%_W@pJBuAuB7lovUhmifntrvU%l#x4v=PY0o4k72RoL-c$nk
zjHdshgerYB^9Mp{w<2G3t@F!3FpuKa$Y`gs65Zq1+Tf1`I(Ykwh^7JluYrk)cl%{O
zqo(^my<TVXgvo1DINrJyXiEzbECePPd0-k)W2XktMW||j>uKxfN;2)G)Q>Rcq&I7A
z#z>qA@nlTXP>cr0^iCfo)^{EO7mq=uao;${8|n<ewh$FF_+vD4E{pa}gZ3=b;Zc|E
zihZd34IiX-Z@^KM-rW531=mk`oIjOciXKeEhX{tQU$Aw^YS&IL2!nyf=08oVHhc?2
zpCA^?uUH!GR?z8-za^T!FmvPQLBGR3m8cK{-;3T`wuI{ar65Y}bS^#<U-(fz6Dn^H
zZess5Lee66`{gE;`D!ofU*I$ZqM#X^{Bb_d`{!^i0{e^`RqKL}Hg*ln3`s4jr&*`T
z+qYzcTHorjP{Bx;0q~M%0ZxCaY395P^#vR#QUUEW?U8#=%e^_GtWf6=asQnM!Y%e#
zf{-H5SG%IV`T|=mET36jJCsdPGa{HxQDBp)4eR!5=8R7#$}Xre9~xg+cq+}t{zy(U
zllcd}Zp@%Gm9qQp6lk|bMe|-{Q-v&?X&=R~6i-Wy`(}EocG<6C=69w?SvF|aWhWRU
zQnn=9o_L*lmxbK<`IlWc_w<Vy>LaFGf%AhsfJ%TuKvfMK9sl{GN-1<!xjLQjNxrA|
zuCG~;HR<(hjo81qS>irAe~Bi3JaynNmPsNySDC50os+Yi8D}0W4PJds&ACx!>N3y*
z;|+dkfNg=QZvaLZapOV=%d3>H(8c{0=D)=_R<UFA#_vhC``0Iqt;vh(bs8U$qA_fe
zvd^wlRfc%Vc7vzXqS#6|rO?#r->_N_64eWJHU%%>N1ziI3@L{G<3`eoA;l##4JC?8
z(M?ST`GxIBg3YcB_}8feDmITebE&+q07?VlhnhuDmFRTQ=AzUsRQkQ!IDO=_uyF5N
zN437&R2b$k2_a1c2psA*!6&SCRqH+T`32<wbnf`*#r88>K;!wohdl{B%%JYK>Y^1O
zNfAddYFHbbUTo4zSMS^*e!TS8^!c7p+|Q9d7<@zzI6zm_&YCO5sWA!9{N@U7>#+3d
zP`kyCD$}K*7>h<zg5U=uLnz^|`FmFAcdm)i`2{o#5YriY8;E$}<>`SA1w@k+2Tc)E
zGqxVh2;_%<2>ABB%4I>@9PR8L5HR!TXbg^a5eB{8R?zf9EJXY0$Ui>N+<>;i|2X)Q
z)~^}|9|qt*WG#?r^i3<H*TgCyswLo~XF)oooJoNJXXm({Uy)Mh2bhIjH>x;pQ$!Fo
z)rJ8I$(q~LX&E|?s6KHngT<Zf=;KTLoVW2cJgn+<oM<ZA*N$Ei9VOr|A8Yp(Q=>Ev
zA0v<jIrj*HRa)Cb!tI5I>@O9UYu~!kdXmboh=T)9S3d(k!WHfx(j>W84r?mO8&9Wg
z9eWTbZ&X9MEA-{RT7b_-vzE_{h^O3;4g1jS3HTF2WhX_`)$MfQC>h<B`_QhA&O&uE
zaf2aM;4o#IdXoWtWKedg$@p`ICAEjaG|4TeIxX^uuh(3_7n*1rgE0A@^}YdVcltzo
zDDB@t7O*Do5T)vv=4$|gk>HEJeKQz|3LjPfpe0{oV{MCji$2#K{-zJ&4rVHJNtVc-
zNZT%9Ba2+byz35slw~NRfVXZ3>RJ!@0q^XZz{J?=%t7O8ei8YBi))-Tz8L{8mYRB}
z-i*w??VXapE7R4?GC@^glD8*Utdig7GSqptJMyw#?)hsM+1>BaKm!O1%o`!N2xqTB
z{DE^D((%zta%drO0Mq3yiCmMoVhph?LHg0HD70|id$fKqb$d4=8T-bq9a0*Mdk_==
zH}vIKd*D|et&j`?aq?%~KTtsR4h}xZ8&TDl%WK~eTAO%`9m-@725{GCP{0X;0}3ag
z1Vl->T1NW!HzPFdZJbkPYtic)kQ%v_|DZiw6BNTg6y!)NN$q{xuv~oOID*7L(A1Kj
zWPXqQ0f;iPN(gm#)6hF89zYI#uqH`SY-zYH6p5A#EbIs4oY5x}sK08+cZ3%19n|!2
z@mES#CVU{|J+lrx4E~TZpbsm^c#9qpDhJv*qy*zza01anR5U31Y_I>}_y(oyO<mZ@
z&e5m^%PA09)1-?|QFs0B6dVBUhGcPqG{!fI%@0S$vAC6@Z)a1=#MlM{Y_qhydN4U<
zyno#_5$!O+Tmv}_Bz0VmaLtGy`BNHN4jS@nk&k2Kw=O0lfvBUasVgu=dZQ(DLkIx(
zp7xgN@nKc$Y&KlxW#bRJP-7>80=YS_{lQ05Pf;VLP2vZ4y#eulEozg?Y#nYVz|n>q
zTEw|R&j2yQd|uWyurXqbdpBn6!rt!K_H%yL%*C5rat&fV_GiC7)K2enil1w6KSuIf
z0LvS%zZ2dAkQOlJxO8xG<gWSME^4lNI@^?`^=pQcmI>ze>B?(6={VdP)vS3qRXV|>
zyA=4yC-a;(yPeTdQExFu)A+)IG9qO^YcJu3+dtSQ4n!0SQ1$Qe-VA8z)5JXCdW04O
zZEZ%hL|5pC!iPS2ueCTqYC++b&@=>vU%1Ub#pfw5wMWw^q@4b6HQHvcN*(#%*^4kf
zuz(@OuElJPrKGRC2JhV;2`a&BRXdc_uPfMW|J5T@H}1*X57j>*O+wQHy$=Rx=S8)g
zR4C~nnX=Nf3W^gk>P(F*t}{l6QzZlukouk?N0$pA4!9cuxj;#vaprgth@{FxBpA2|
zg%6P$v8P9lAF^K#s>ffg=xz1mr&1qGGs|}Udb{3Peqpx;TiUmYd5p6^R#qa?>Hqj6
ze5o*+pa)!Nie9^ql=`a}p+FP-RdN_)eWlJ4=X8*d6Y<tTR|5)%HW3<MXlz~<75PHE
z@LQefeQe$$uiZXxi+3I~3j-q~VfuM;4#z8w9vt!bVj)n)D((T3`}O<xK926_^_78$
ztP37tsjFtWbiM|rNzYA>LhYdWmF3n$GP(B#JcQWBE_zh2MYN|da#xVsPVdy`F?{=7
z#&Z-WOwE&3Qd13RsQFmPxu=iZ6bJ_+_hxNP6j}hRUmOwb?l|OV2C*BU$f=l*KyjM5
zoKBOs$2(IdK9Eln1}WO6ISeXfw5l?q+kJy1`4*)K#9{o%(u;P?`<UC*l$}4HL{3cw
z&MM5p_?`;1cOu_iNIB|$`SR1VhSW1z-^f0-w<;w$mFRjkUhi{DHFW1SF_G$hYmjB>
ziF=(0jUzyDWH<jnMjxjt^pBL=OVP;>gm+l9+Q+2%l0fW1r~x4wIsWGRFA)`K`)_{n
zYbAvbkl(xEUe%4{rfv#5_A3XxrL1Tif$)JbL%7GuuBIV=d6uT;0qKLgu8?zN7sbji
z;%FT|iv<S(!EdFw4`5-uz<)v7v$f{cKIbNj*S6l>!%TZ;PjX5{{q~67r_D@J%KcaI
zm;uG36L)YJEJ%QUVEIIy+`ZH5)SWCf_HHa{tP~CzRpaY0x?(@`)4{P?lARlo-Mt|O
zN|~++kck+AAekW~X?gCK)79%=A+f2L+6n6liXs`D7cZo!Bv|+CCjm78J)z*4m#riE
z*RFX<Z(xr(>y=~z*$Mzs2roE{m6HxE7N~?6rmDFmnT$rBFLMlvfq7J{h$p@?r}4UB
z_jhzeyS8a(HRd0~IS-@?Vx&wB8c^C?A5Jm&qozW(k0X8x@km!KEOz2-z4U@l4Rj^M
zW5j<s(}mD1qGRNzgEVc>lr=y@qAevj@Oh^&XW#W_o&e})aK{`m{7q^>JC0nl9ImW3
zbLfSjf-8qr4_JF!PSm@-g;6-a_E%vAqW{6ThTMaJq6_3?XoX-c0`3oRg;1^#+N>jW
zdby=;9TwLP@$T9tuVcwXzN;nLKHIMM%-qnjWOO{>rrUc}%>~-2+qY`HYUJO6T7sB+
z$#nJJr(j9$!w>)l5WSCfb@7&avdn}M?W#=fC}H@7A(9A>x>=^daeK}ZV)8R}o-BbO
z=5E*(_}u8R&@WDo<#kP;GKrnxB2!oWhzk;mW2k*Atu)J@ryyntO=<oP)!)1r4kmk!
z6rL5)pN&<fY1IQB9TsJepUB@~4XQr)<lKdHo|tb@pWL=`nj%uDRFA4?Vp`KOddh1Y
zIm<a7yZn}MCTgX>j~2s&n3%`UMWbpL%g^Aiw=5DjfuPa*(qmYmn44%?*m^rnbBBFY
z;IV*0kAsVATJjTc7s&O!3A)pM#<R>!X-jEE_m7SP%_pA=TI6ck>)!&Hhc6a_72xU+
zWTLvj&Gtij=Ta1qXS-VgRJ)re_!y}wAQ2S?xucu_$Ou>=)rrnz)|`J=y$_-DJ+}?j
z8yE=$EBJ9RBY`^y`-a-uVn4g&BwF8myQl;DsHb6J#KLbFxZ0q6F__Xr(tNw5rb}OI
zVQy}sqlwz8eRbg>IzOgJg~JT~cN**Dlsk=c^g*Kok{YtgJ{VMItZ5i;ZZ9;L`1Eyz
z>Xrz0j>nV6&=Le3y|s1&-rWY#^ADxu(1RRbI_Z5d4@cKkYinwoqR8~$phm+0wA@gS
zYKmlOrQ;pr)B#%#cwdVBNsnYq)8-RYgw=C71lhO*uL$`)t|~ct578(PZgG*wd$B)A
znG*)4$0q@~26#{;?V&es^O2k-M@1CL99-JuO48Mp!2NT|4vjJNa1eCmm%0sSUWntW
zJN|7)(78m+h4$mm!vdbi^rC42fiy43_POzU?8Y$2S+yhv&|=(;Ey$z^KBA1qRBv}<
zN+h%auw<g7wEaX53JCFSa19jFpKPu|UV3ZQUKiQEIG)>9R_~%u*#DWnF_K)t^K})!
zN4wEP_wz>fF$UBULK=q<_>8a2oY|c;*>yv+4k#I@7sbB!UqnK9m`6Xxbcj3vTUWpc
zyAS<t`IUg>^*>A4q``oypB`;u95@5JUxT|RIKri<Gh29M8uFo@aB*q<er-j0OdEp;
zRHpb78=Clz5IDao8He1QFPtH|w3!%%Mfy$Vw~yUd%~a*gAO1}<WI?%3G~X((Ho0>=
z8(hlR(|^<~;8O#{wivcLr*MJhB*MIO_wv&D3Hdwb?yO4q;jBs#z4v2s<s?)V3UMMW
zn+sFx{~h|AYzm+AyH3UiSmFWTNuW7|=Hq2Sfj16b9H+yZ2f;FN96vroehtM4tyrVG
z4~Gg3^J4d7%YG{%LSzS<P@QpBPEN%}A?ohKJfiz33?P+4z;-{aqEIHgOp478!>Sob
z_|0$Lyn5~0*@4`1QLq@(;+(@;kLVY>5X|UbwGwx(y|s&4t8XFV5a4y4YTm(8-u^Kg
zVO&2(aJ}(OLqC4oG6PH2Q#Fo{y(EP8h-<RY)*&3t5OhNpRJy+AIQO12w3dSzp`~|>
znT={x1z3!X6^v_|o?c)H!rsGT#twc5VIT2@M-4H5`IMia!_;@kNk>4?+W>GTNb}5P
zKnU$g>S?!x;c11g46Op8)Dr4mE}VfA6w+?IGDvx#5&X$vLgj<0fOgPnP;_;dYv9k)
zXKbiO1z-8chBw6Q*_FD_64FDo^BTdId>KENAWH!nIw+O1?(W-eXbPddazN!)zoT?!
z(8vYKZbnulnB-5?2aa^tLs<u3GkTr9WVhz#AsSY&M8^(~WuC<us(!iqk$d}(_PPm;
z%f>{8hxf|kQu#NPY>^5BB_HGcTht4W-*%}cZfDVc`BbVAYXl!d`=3o}Q_qU~k4i5t
z_n}v4D*%Ux;hnG=MMPi>Cdh1z*yzJXHbc@@Z3xB7F5gPLGU~{V5)mH|!%aQ{15-6i
zhO5YkB}3+6*Sd4^Op=H<5gklypVpj1hj1mv6xUX&eh@$NwT2?G6Q^J)nSQlT)|wwt
zs)D7DWDaM{@1fWNkvEEV1_y<rZ#UwA(|IDK7OVG(vh}EDO_}Bjolw>Ni$96l5`MMK
z(CA|y&2d6*f*PYYD67GosSYdxzABsq$IBoHIclkA>&!m=6cn{1GH0&2Ah6vRlr5fS
zeQEUGzU1wDM5FyzUD?t?oZO(v%}C+sAYXj*`2+?M5r<#0M?aLEH(p`JiCCywK3OFT
zzc)Y~{tH(FCrd}oPyyx<#4G-rr~hGK3w;r-Ys#b%aa*mt0vSKQGbCs*!({AjOSr{=
zQ%`!1Rrv9v@XZH*`^Q^MLFs?d+!Zi5hVq9m*uSbx(LrlUCHrBF4hu6?8tIm5$^y`x
zZpb?7rRNIrSXTQm5k4#waO15tlQ5^xhAXbGx+V@sDk#=XmQ0A=)x(kNg7&!oqe<a>
zxWR5CC$ndskRaB}&{J&rzSD}4EA;%O`#~IMAv&8+uIlYJGs)Ew8sVyWfRH@x7_ANo
zemQ=+N(B5{t26d3%I{xB<pKr8q2!X%|IYeuVR7+8C0486_1Wds;$FEDfp0gg^=1ZP
zZSPx%J%#Wm2)kh)c?rcL^iClHO&QU}OHhlM@rKFc<S4nrxajpz%y9P^H)Qq0z!O)W
ztXn64v|$}<h}_;#nt#k*is{tpu2k+4hqaL?Gb_qpqln9bztB)Wl4h#;#ey0;5o7`$
z4C7MNOjD0H-T4~=|3HC=4$n>>miO{8o16~{<a>V85kcubte!!vF0DM@hpeWH=U@}`
zs=%SE{YmqM*&kHkegi#l0b$pbE)(**>`&g}syLFBi@}#Fcjivg-xz}Lw$MDYdS=rP
z^K?}CFS~v{mOGvby!ys%ma&}~?z$oP^^ksJaKsj{7OgkDiRW!KFX{FV35~%;M>opd
z{m6B{cD$x(Rhnscq<GBumHZs>d0L(tbAcQqIppcu2R7AH*4QOVM~%EsfSdPMQLuiR
z581HbC9%-^JD2PuSrv=qFhN1;0NI(wukZuw%(|x{6*|WEP*VlU+8x$cPmdIrJYppJ
zSz>>?TK<HPGA^D1C^G#$c4<S?3kum!w+gf)>P``~spBA4Ny-O(1Qp2N%#JyzJYT3G
z<@|}6*HiKkijn0%4`t$y%}Z`IdJ}Y-cDu>2+mYGy@++Ub&6;07f3j1;<x!=<ifS%-
zxBvqS=iAOuxmp$~0lA3c?Np(gT<?v4Yo@<6&*LwuemOOO^eH@AAU=>UfoCJQ=Ue~n
zAu=S*Sv)5_pfhmyR@anQcB5Q`9=cmNhuS`+@?5(6rD;KFpoST0;v1Uydl<!G3AP3+
zNq1LKN!niPmy&P!X9d#i!%WARtg9&MNT=<}<bsc;B|!57nDO<eM*a(V72>O+@mkcW
zcN02Wbt)}e;<(|zkK4wn^sfYR;E}}gu1cj{_ZvK27DHXi#a5fdFeNTVPr?1-zkqmN
zFCvBRGq>9$1Lny;BPAht!G&7%#9dq~Nb=s~yxiW^L)@pv|M*|v6cS4k=08QsLQ1Dd
zee72A=qx6sIWG%-I&=+CV!+bkhD0Bky?-$&%=NCIQ;E9P83<$_OgBn5!vw7CKsAYJ
z4d@NZ4D^)CuN8AF{uV&uZ+F*LvR?T8t0!a-P=as_NH701SOlg9NCWafFbwDi(2c#w
z%!EJi{~W)B9CYWO7^VCFz*Oq%3iBcu1x(Kvqq#!t&<n$DBYyB6z#Z&5qGmD$rb_Sr
zS3rVyvT*zFTekpM09FGIL(s+;ZVpB_pdXxu+=U3CpxB}r9337Gow8eP|KtC!k8UAO
zINw|37lB^DCUEvoJ`D%WRb>VesE_#L{^uKhh;%6Yzm}WOEwKb`|1EsHf{73R46X++
z49^&W@Inbd`2y;;;_^RldY2l`4t#(2|KX-{N%6Me-nR=hU6uw;H^Nl&JL3t86^Q8I
zCW7n&^-L<@e{!Vs*@2Ja9lYHEMIH_ATxG>gP5eIp^9~swDnAqdp9l3DyJ6U}yZ?XR
z#qTHRO5i!fKmE^(VH^I%Zt^N*Pa&oQc_tVMac6J*U#ArD+40LyAA<VbsXKs`(Oc@z
z=lSnv{QsE3Rlxy%kb?h0(NxzCJhtB(qv7~}AFexx$gha!VKaXaK%|>EJ#XN(_x!6Z
z!Ka$=`P#aTk(3HiSB_?1Vu??>@-*5g$c5(rK3sT!Jbr`{>t4(e0CAvA?w+#4Gr}Vy
zURFY4i;lRicn~o|_|v8c|A0UDt-H+Czbf!MCR}lRj{dsU)vfvWcCjgEo3};Xeq1xh
z<8o3DLcpZ#y01^FAD+%;_T78ranDABuKCl9`~wRDQYyjnZM@b|&$*5YkZ$bA`zL-N
zVmWH@0JJ1CixFbSRuO3ir~cjG5iEWrh+P$mG{B2DtT?nQ(FE<n8NmYrk@MkD^Y)(6
z@j`F+8?pQ4?$`kC2owSSgx(b|==LBn#tSz>FhsoFD)BpaNIbsr9>l*;2cu<R-TOFq
zX(zaGxD4^<zd=mSYu66$3J7BUyH4Kvok=L3^j$r&g3E>%)|My!P!IU?%DydDI%Pa6
zFfoE_&VB={)l-FJ&<}WVQ@B%7B{9YaXR5K=P4{g_3d`F{U&P|;I=2FV08)%s^n5rg
z5&Hvh4&w@55Y8bT`WCLWq*Nioil7(Xh&usb&31#Dxwc=DB?vA&p9c!v?pkSZ_o1vI
zgaE_yJvcjZmmcARI6<3dw=j7KV;ffVMqD?S@UP8d+exax>9@xv;U&f4Jc$%;!YBlf
z>`xJ0|EfEOMSBtN0QeGUE39W2qrk^=hshJKNCm>h(MN*&7FQ2?3@s;NLIoA{+vP}v
zWDq$S9rM#g2m`&Rkh}@1F<c7MdtYSoTuo@L5wMz`zP|hZNPsEN$OO_w*pd-37H_h(
z!budvMzB}XWI2>3x4<6Zg2<idLoM>c%krc?l(nxj5Fcl4tZQut<oZzZ;{}xs{CBtA
z{$0)afe(;@WQJ>ZW)K#z0AdQoN<&X?Kw)vniVS0U7Ci`k%$3lTzp`Gx`i7h0d+FVO
zAjaD}8_yfvVDGh|k{(|k5_dX{u=EQmmg1ZSK+6E`wG!G<!EGVGTh>T~0oT#Q!LbTJ
z7know3dD3nR?d?X=m-!wGFS*P97$;H5lY%__seMzF=2gT1r}zwSk8woQ6y-*#Jl;E
zYvWZhh1;%tZb5H{>Ic37n+(eaDi3aoO|IfU-0$lCx1Cqiq-x0Do`5ETpyM1IOl#yQ
zG3H$r4X@MS2H7&jL+6Jlw1EWA8@GGM2To&C;K>4AVX>FOcZFjQWI6s6aaz~~;RhxP
z^rHA4@$3=i@uN5H(A&a{JBIl2MS+pi&woV8vjC-FOyDmbJnbcUNHDUVa_uxZ<5B!w
zoD0}v7|vUVy;uW>_6uTlpxPhUNmLJ;A{S*g#XA>&&YU{GsE}Ndqn`5h5b3FZ>y`yO
z6Dl&DNnShQeFNzNFPWWXBGxrRMFhf6Sa16>VvWfO^TM{Kp}i;yHp^-4(^qRkU`E5I
z$+sT)Vzyp~5zZj%r4las#e*i~IY{#Zg8`NB+EV8Fx8MfF0Xxl)O(e=i9rc-ao0LdT
zjvc_~Eu&)t!_;jhq`%Ko*1p?aH!W3d*j+CTzXs7hKxs>KCtB7Qa@t*{=A|l!fDEcc
z3H9S9gVD$TCNp-+99GfYl`-R)-45P|09i0@$g}WZdnhDBU4aAeLN>k;rYGkhw8B7&
zQ7%@ARlId}USROonRj^S#yKS{pX8q6xqlqE^C#8}Aj^2d(Qfm7TYg7FQKCg9(Pr&W
zS3gF+7|ziTti4Ly>A}>AX0|jLjTD3NGydOqi!y}ts>7KBwQW)pn>JVL)&ljaULMBb
zj29q~(4(x!ZBk3UgKN5w0)15=oJe4VY<*(>@Ln<;hih>iD}N3^;<VTkIPGTX2izYc
zIIK|^r|Ug|k>NWNdHGoC7GNqoAK<xAL9#`kOVq7ZE31Y(h{WzfK-&7cy-FuO*Kbhw
zAR5Fs(z)bTnl)WkhbW&4+so~BexS@f9B~g(sgI|*LPy;FHt!Y{#hVXFT=BAVflCG<
zBY1)G1C+596fay|gt^u@r)<G7e&CcGbP+ocdxC+;N=W*5$3VPu%d5Mgvud?J(>8{N
z5O4Kw#zAru3>bKQFTa4vralT8=8#YTWdtn9crjTdGP)K!B2&&D;Z_i^LamN#XMK_u
zpDHIhF$FGM;p?aU9gJvOH|KC#HMv-SA6O!$eh*56bd}xSUrZ70z;<)r7R3B+JxXA9
ze{9fGxIqtU0hb@Ky^L=i&2qKAv*CV_0#)56ev<qw57mEnz-AQST=9+%uX0_`<%uwa
zzg{W&6IiLuwKjiqX2}Xm0-7!SIi7ulM-m9=kKP-)j3i}i@X{b6%1Wrxkk=I`^w5Y+
zQNgkBcdnHNt_Y#j--l22$(kOi@XcZAQO8J#s$wMs{{bQa%Y0lT%J!Nv*TVe*hKhUN
zef$laDZkShg)jAdy7v{UT?~TW;~XI=^2w^YSBGa0FS<mMl4zM>BZ4w-jV%;y$xU_+
zIaz6@G%$o67vIReqdC#BY0PHk6i`i(;HQSnk>rp4L(`S5BUSIehZIWetne8O(paX@
zg?F6+27+!JplHMP9j*!PotcP{upDrA=o}1_*z{ybq-imy&0K^eXxywYkJOd74S`Fr
zdtk!Oyh!)#T*KZs2kMXox}elrw$zd3wEj6()Map)`29K87KI;0Sz{N2Xn}_ZFKA))
zu4ZXq@#AQIHg4-sGNT(bt~Z;Lf)-wMkWWYbI=z1tRt8{WRFR}ep5VhSLAHGV6<r)C
z89OdMLzW1{E+O{lP7Z5hV<HUm@_GBmG|i{IcOyslAc>rmgqlvPxq#*x6itu34k<4S
z*uQ%I3oI%DMdxa9=%c+R-%S+(NdQ-9ZLlLQo!dad;P2&c#Fn{M53C((TGL!phjr&N
zy)EB4V{KgUgF>c3NMN^oE>DLZ%$7-M;Kb^FuZml#!Ei)oR^Q6~U=@k#^uEOrcfy5#
zaS=T5^UUf2)1$}b?1%dh*M{jF1sop?A1|rA0AvP4=Hz>sX$NLbk(<xz#vgijiSvN+
zR4Vk0FM?nrbm=n9MIG0)`dng+5U4xP3QbZ2K&c_`5;+a2c7efVgQW~Ry_|Nk(Q3C^
z2ch$KSW}Ai{qh`u$}H~9yCCe`e4RzB3|AezT5Flu`RxSG)y2*mdF?Bs$`h&(<=DMi
zp+B3&&D;UMKbi~Lp6fT7TrT<g{_3g^n#QrxVG-(ky+pUcstofzPGXR(QSDPn*E+I;
zlNV`!m9R_x+v493e~1FEC8+2OD;CXl<|aHCOu4qZOUFhU2JS!!hJa0UbTr7#A;DP)
z%3}RvyI~_&8T9w!5FBC?hvC`(8A`aL8*nIS8d9lI<kw7W(zWhaO%}0U_{Z~5<n%zy
zxy5eFZRlrk1MuVN(A74`q@j9)@VWJRmIn0Rx`pZ}z_wOt9httBJ>Rb0#{Y-aKCvx^
z>r(C+kwDoiqS1&^#9TCKDfQTaw$f~{u-*+zKid#H7`s$kjj4J^F_rJD3UO**{D}1N
z<BuoMJIpK|Ko5%yHnC&W+y4-x=M@m3F@L2*_oVd()hf|ClYH49sSQU8Gl!zat%Qmh
zz!uT?dTg`r)|O>b<$>O5TKp#aFh{1ak8zwNFZFX^zqGHL>DAOW$M4I5r)?w5KZj|2
zK?O`InO{sun+ReuLkkK+7?9io)lT^FZWXDgO=ZwJtPgaw{`wem{e;lqD$Xv|sfq06
zTZ{Ic<^uLxUD^A)m}mc+$(+ZqcRKgyHkD|lPpdBiK=dlSScc9CY$QB$sPHh|qT_)8
z6CF=xNhw{VM8Qb^?J#MBy!I2-NQip?&k2-4G{5ldKqOF7&o(?>d7;M6p$MDVd4<PV
zu(UvqNTqQmWsIQedFpE~ESXlFmJ7k-f&2(P1Xd5IK!~Y8*F%4SGfmTw>^Xsp-#k%_
zoR`DV4Um{@gXC}P)aTqgMID*xH-ylL6PXrZ>mX<>Vn#IEW$F;FLfh*l$l$>EFUrd6
zHclyos)Vmex7f~=FrKHU<3NSfX@+iOemSC`Ysd=soVy|DAiO6Er^9*%WZ!>haU`h0
zICcn0E69g+Lrer5{03%bwZY599NpLbz-1#XL=;xs{DlOv53moRJS;jrLdOi2|L}pG
z;p4QqPyZ_X<XH;NU*fFUAdbk8YeDQia-&%KA)!q}!HHMXT6%Pj#VQSc`|^_RyyQeW
zV0Q}2YFVGPm`DV7zS$cs&C~)X=$Ge(#?4<32`M6ZsS8OvJSB|Q*S5%Mq3Aj6RNVkX
zbVf*yB`9gz-iu64<H5-EsH8-exP!pwabH{)tmXA84IYv(8`)2edZmg(BFM7rlt$#N
zZPI%4Kq_4{a(XaILLhmef$;>5_ZP=hwH|uby@3!40o#+Gy8cRmE$aMOKym}Fih_1&
z3p7P|V$hQU^pr+cgC8EJN~&R@9<GmEu*S~9^GE5RyqM_PN1{=mMmmJA=6BLsy|mEM
z(UJz(Eb-q!W7fpi$CP3xPQSu`MskbrU%<+3GV7p<?m{(o695`Qp<`<sDy@h8RK43e
zZ4FukOgzw*oH}W{pQ;-NA807JhoKJPS*7r1!@I*`e#;f9FcZ@PB*&1~J|j4pYYjM4
zW+vIz6M0%=pW)2mSc0Sn$suMcYa$!8GFvaWAvg_5b(UWGLXpO81*lXuYHXl-HEPoK
zzoSLAEU_3EofpdYZis!)!jWn6*b}-nv6ab9MBWb=hJ&HCxA+_FD--exZr;13vbM0W
z4}M{7JND4p6=CGDu&tM<q)rO0^!OhCF=YprR83?tzhGd3Q&Goz1nWZfEEk2iTP~aZ
zp5;}z3IdIkW=#{9D;6LzE)qlSsdK$w(k~}1YkBlt!Bg7ihftT_L8KcIwm4Csn|Y^7
z^t2)rFcvl0=%NXo7Z<E<&>P@|93Z59>IETZd<T(bgxD7Ou!ZM8ki@AirIzUQdupx8
zB}M{woOZZdNW^iDg0QpCrkK#xUPiVAdqfH!-}S0Tg(KHRqwi!9F^r>$*3<o=dQ5?`
zPcwqpd*wQzeRxVn^;|G%25QEsALW~z))oi2DJu5b<Hj93dPE>$gyYhcVcO00{!=W?
z`SH#YU)<i2^*f*p{JIGPiNvW<E8v?URgi_E!^DfjEAvcEny^6qF|y}V#AR4`+U4+?
z(msTZ75z9&>*zqR^k}&tpdqM04CQb4W=VHR4_iFJ`o#6;xUaaP+j5ex4$k^1N8D}7
z{IkV?Qf{%${Jpe{&(-+Iqd4BMmT+%_8iyMB*xu99yUp>dFzw~rPB1_-kf;(BH2{f;
z?HaJbW2YPbE2b73(R)U3_O1luPFU-4DVuR>i)pTW4^nb&g&IMfRib;1%|$s`MA{1g
zD=|8iEq6@hr}-xcZci}C`k>;SAfMMxdhd=0#r85-WZ^g!fzh7$m*jQ)nm63s=b3sZ
zAYrrh>(3#p{jJHakq|;a`2I(7NXXuB{gtM%a+Eb5BNQ*|j@@U~*fP&mr`gm%t3?Q7
zBmS}2x5YPi=F5q6f0(?95Qeh#<uZu*upB|haDDHddOfe0)AkNYDnuSF-UHq%B&CNy
zx7+enw+va;sJwz+f6NBF`I839N;8ZEk9^}4?0xEDBpwk_b;81DVwJA&B##i@^;&+d
zGMw$Wq=%q`*Ji}liQHNQ`Z}#g(_WNNS^M#W_#d4xl52Bqg@a#3Wh@wx0|)M?rmHXN
zA_0_RJF?F52SXH+8$kbL3iTtwVUl>)NuzewV}#BYesE|m(LkY#Ln}>UnJ&q2&&2Z`
zk;ApNWJY8fCe<6v(xp~X_`F91Owvf=cwEfejdeOP?gswEB`&BlrMkn*ZCzc2nrO0u
zQp_^XfrEx`$9PiDZfo6<!be!1VNAGmN)#s#lDoWd>JgX^tgqUA$cEst{*^}GgH8Yk
zAwZ#CgBAcc@<m6sp;&*bPRJO*W!*n~kC*<4<Y>(rxo)3CTA9vaTcgU{gl*3t>hu5s
zxSqBlNUC8_D%B3g)!1*4zU4*aYjI4*H>M0NeO_u9nBnLH_}Y+<2|H<-3+E#EN-Wi1
z9}{%000YMF26BQofuorGGIM|GCxyTh!{6cub8i=ze^Z`f!JyZBFJ%D@6%gwGo6ry>
z|3%U6TJyspoak7-sM8=BBZrt@VWu`YzlK~FLQy9Ze{1}n3`xX!Mfy;T;($y*K^_Sa
zQflF*Fy!42c`&|4%p^pJ)|d^(*F%A_FGnHL1Y&}*j&Lv0_(D8{F)e8u>51X{Oq<bh
z`%0pE&Cbr=Nfar8#UGIZZ*)SK<)L+DYY5#e=3Sq+|GuNDa)T>-C99CZDbXG#q|#Ki
zplbk9Ld3Hd=|Du>>WnLn?u6ckD6G<;`-DVCsaRrsP+?;Gm;eMhkb*;w3dqzFSNwf1
zact%PbdmbbuK~>DqN~4DL-b6Gx1{s1@53!Ay|@f0>1z;zUvye=Ko0cbh(((UNQNYH
zIuXVP^lc`V+0QPg+gPR<Wawrhm2n>ke-D6_86#lWQK=3%#+MENKmspo$ZO*BGlnS)
zAm;D*d2uMT9Q%>V0t6K2`zu|1WmY;>>6h~aU7~hcZ>1;^=x=K<=0kUZObf)Yndvm_
zb(NOhM)eBtKBR*Hf&_G6E!<MUjiz7B46$moh(doQ*OSI`nE7US9SeHe^Om`T*a!vf
z0G{4j<RMvH`zxEG&KJN*+M98QD5iD{n|Kb|B+K1ijL0L#N5z%$4V7(HLaSQIBGe+O
z=NarS?$U(M+V$(N)mWJ?pXSdbs<=XvjA*osk-vF;u=oJJJe#w!H>8!F`WN;)emibt
zPJN)l6$;dasQp}2nVFdt+!SlL7HT(P6-Sm9qU1p<BesRKf;-<bWqb>;G?axu@^(<l
zwzdcnhWHVUAueMm^2WZyfiK9w8L1G?)R9svip53aJ5?~fyb7mOl0+^t$9;RyB9^sZ
zMgG=<*lmJTtF&VY%3DiR^tF2a5}%-Np6+5hUd+eOnt_g2@BKf1TW~1;0djR{z5&fU
zQP5<X`?9RerCVHZIQV;edoSlW^DI6lUift9iHoIZLiTQ&Tv@ymvLm<zw^nQXF0Sa8
zp(aPA10sr4?!22_Klf1z$ua>pQKfjGzmL|YM)l|##Oh4qAgk|yYawtcAaPbg_V=Q<
zEw(BriWn8@olxyW0!QEjvNNwnx<&BJ;_%FX4Uk-UJRK<8_r3ekCER9cd5JLppSQ1h
zpr@yI(%SzqKN{5o{=oJ$RgOn9=BnzpS`)I3nFg_w=>t%(U1-9^R2MqtgN1jju=bm9
z<7f17nA7RvZsR}c-*&d!q$3G2w-=+cxIlO%AUeR_pz;@-mAhul1$w)(a&tW(i~$-O
zK5+ukA84!KDMrWKD2Squ{msIrIG==-0gYIa$@d$XHl0oDiaMQEy1>nGKQ<dze_`uO
z_I~&BgG7Q2u`oV^(j_z|75d07iZVk20)bsirg@w>G5)i=!VBdb<s!+#)~kXDeo+xc
zt|}jLD}E3S(8JrgpFX35cXIl;ILn{XgxJ2*vJGQI29O2iH&XE``><(bYT%Yc=Kj_%
zUv`ms$nTaJj>diWmB2)BK*^0-2?4;@A@Joqiw*-<r^wbvWI|Ym3duo<D_|CJ6P_np
zATCo>H!d0Ck3zsbk1i}j&HK*dCqkB*M#*xwVeimZVR4|E;Qm1}Br9Nhl3=hWLJ=_U
zcS%$h0HMYSa!Z>^y7N<Rl7$0_wzl4*29@YTYRws~BgD~&06D1a(KaJTIZ@c8IZgql
z@%FKh1-gGBDN%Ny%M%~}K>x(^U;Gnhhxf74B(}Q8)=7ny)4LMY8$KP?&|%(SwiN_E
zh3tZbyUm;?+G%<_Q2#4Si_mt`N#;Rej1TuGOC+w%e52hFI#`k^*S|xppVw|g;D?s$
zYj;<G=Z|?r>#TCnmaNYtIAJc&Y`w~+IPm^=P`Y<;+2#}OPkAFldk=HD^$|Xw*l1J3
z8eUT?s8#P(8tCiGRw=qBtl$u-?Z<mV7e>hKU2vszgFD|1fp)VIpPe-iUgNgRk0UUe
z`~lu|S|O~`tO>H*frR7D8$l8fNl}QdHjA9LT35Ms?>^>e;4);I&o)7a3LPym3nD$A
z3D@v&Q#dX5hbF~_KOg*ss{)o+kr+V;qqk8#K~$PYATE+a7BQqe+TYkRP3UeHeD@d#
zy1!zO^&{UO22c8*6IXZWG55Ea_1P4~jtHT*#3V2fjK&<t0LUk-1XbNr(hoo7Iw7!<
zmTquS*32^_6PAtE5ovz9)AK7SO3dVP_CAcU*Vrd}S3I#O5t(xZA3OT)-2STW01@Xs
z!C7UmUmGvY^V8n*+y!m`BZp+GHBCDzhcVl_Xa@Zli&9Z1Jg&IVV`{Sd43Q?ffVlxm
zHC#ui_q69;bDS3ZF97GKa8=xoiM8>Gmn9{BWsBiu1(qLP0`2KwAGVyv4vl_d(@OHA
zH93;~*8!!&#awRVl~PQ%x=Z5Uf5SOL<i`SygLlsMM9O@;51rnboYS&3=l=^G+s3#F
zt*xywsBVPyf$9UR0-hEMCmJinpbSf1%*#rvpg8{c8_FMA<C)wuvAb|ASn1&VxH~o=
zM;9Q4R0m)?d6Tqcr1hPN^SG-4d?w-pG`<0zyrZWly~<(QT0Hb~sWxN<I4LSin>j9>
zF!L!_CcTiZUV%Xc!TI?`{7=r^Z8npqS8p4c)!_JMF0kNKnl~JrtndvJ3rv0V{md~f
z7M}o1KvocXTo2sOjKzbNmKNLk{mB-#HG#<w9YbqLvApD2vPw&L>a;FK<zJ`WzIt-D
zQ+Xy8pc|exl+KHthc=v_KTQ2lRz!6mlTI~Wa(>&G%E75|OF@n7v_MtNPbl>G4<W4)
zN65U$aS3X~Fhm@QNixB-5UP9j_Z<=Stq-Nr9TY+uP@lMWT#2ePJ`nxcTmU=}=4$lZ
z`LZ^VDZ5#jdoQW0LuR%>*LY_p&Md)%j=ZHGE$hIwoc-nk;cU9s?RRiQGYZ`_RTqvt
z>hlaa%1M!XYX^Kb<HEY12OLO{P?q$Shy7Q|#02~NBRZ2gMEjx@!|tws(O}4XpmDks
zE9y0j^+4A-qR}QmUV#(eA0-`GLerL)mYjY?%FRFc6TZR}$X(eKVN3aZAmnEvSP!iG
z`i4vK8O=IWubd@u?}My;lkNBEZ!ybfOKbt10A#@t?NaucPIt{&jl7;e&24%tb({5*
zfr5Wk0&g#fgPpAhWDdC<mfiSw`Q)Y~i<84I<IDOsaa(tAR-H}3ud0_p3<weNqN(Ys
zzYmN-=Bh|#IY<luLud!km_Y*v^Z>KG3i*O^P17gY3T|u)=+L{KO1y9msZ9_eL7w>^
zC<y{TRf>8POUgGdT1;`E5D~LP&-Zm~&R-X!^(MMqA~-f{97}Wu3!M||&r#KQ>Jy12
z!I${@O=Np<XGw`J5j{*KFQRYuma@cUc92l(irpmNo({~%IH%fv<j)NyuzmGh53T*u
zB5kHf{T+v7JRwNO_tn6WFI&?T^TCKsG1EntOKe9+V*Pgv*pOyN(V`K6H)Wv!CWcc2
z|BtNqfTyzm|Hrk5QpqSOB?*ZJ5h8o<l`>i~LRp#7LM4<L;@GpOWUnF=Ss}NCO2;X(
z({aq-^Wv`i^Zoxn504&w+&ag(uJ`qRzh2Mvx<ES?Vu_4|Cg<5t9*?qmA+l`O@sYTr
ztY549TjK3Y@*5`MM4-rU-c$@sI6P`~PVh2idt8XX6@>YGHMqLteZx(>jZXr3%bqEl
zP>OBt$)najNi$=IBO4k4(4O5AvzM<zr({$8>l2cOdZKImDuHbxfg5rfjD7n2s_Iww
zkK(WDmB*|M--GilG_EF0SJ1dNHY3sn^$!Yt6c-~GO{uwwF+5DvUbrj|rFGa~-^FQ;
z)kMTzK%Rmjk4^zRM+TAP#81Zh1{_wfjC93!zbwU|-8rx=!EK3<Q`D7>O=58-jQvx)
z?B`O3MV)Oo3VFtGzQhm~(Cn&&)wYU6ws^=^b$CJLjsUk4wcC7O`TRW=Z$$?JV~)`l
zCu5ikRyBgxeF~rUn>D4Y#&S(XixC4@Pt=;V;?l1v`PhdIA7ir93Bm_YN6P?qB(Fw*
z42I!jtj-6=>yzIovPI>;Bf762PIs}307-Id0vD1~A$0-h!iKkl6Yigq!5jgU?&dA4
zMkjnIGOpS3(LOSKy7;A0sS?9fJ{39B`=0rn(<s@?Pj<Qf`YT8=*axr{Q6(T9XNgJs
zD2+nOQ7chfY4+lGc;acLr@E;#W3y>%jr%XR3Dq+_h_AKHRqaB)<k6%+%g;3uqrfU1
zMVtg8dLM?7hsfiH$nX(Vd>JX!fsY=jpt2j|IMa{B3r3j<M)e0%Wi(S;q@j~S(mX0S
zi%3MQOjC=rq;OJERx=eT)D<sN3e42e57=Q8sIB7-4mCYww#4q2{|83qWq?jW2XSPC
zuJU?xG%j|ZK09oVfNg--;?Zg_z&MXDyR!O+l0~}2;Y<e(1^{kycG$ZyhKjyWeiHCi
zcU_L9Ta%Fdy6uP`N7gc7S)J?8o?8o3!Q{`J#>pIknu+_NsVBgg5D2Y+fpOku#bf#C
z16cgYGQ8PCui@dxNnG(xKlZToy7kI5ukuE5HOqou*iP#ej}E&u<(4SbX7)t?<w!-g
z(xQV#8q!X6v@N;&!ge;bL}2@`DJHYy&p-2}$y`6rZ2l_K;j~yxl<Bnk^RHr~t`dNy
zk#GRU9H$`m^)5T=M?bYWHtpTJ-AiM6gNd^aE|@L(K;|)j{1x1n*11tdL|oqnehd}B
zh6+-XfQL}mx?W3Sn;jJ(`N&-^?-9Amf*A|sMu#v*`GcB}pd0VXo`ac*vLx`!<;e<5
zdgl|!%&l+|6E=S+!nS_L40bs;!#ae4qbs3z%gu?oBCWNz026EwgY~p2f#D&Tu%{h1
zkFKh7-cS05d&=O-IK*|OZFL~v2vqM735{rJskd~i-m4yKpu77|k)_2;hvtf5s##IU
zHHU6E5*kfT1TNQhA*O4ga}G?7ABd0LCwz7vsga1`6=G#R+oqI&j3ekNz%(8_47A^W
z8B!<!G68J@%mQkk1u&u;9pCJD!kZ{$Y6d<w!dj3uIoIw}v`n_^8D@YI@v?(gAZ|vF
ziqjMuCk!g6&|Xtp+}c5eCF-PKwwu#$k1pC_X*uk$E5OTlB{Rh3fsf<64zV(yYpu`+
zGCu8hMZM|il_GDRme>min%MpPCF`8T$dQ6CGtW9>dK8Yn>+f0Ldj2VpZ$%Swff(&#
z)*piJ+b1HdCvx?9=kuQT;DKM6_5R}id4?&MOSNNVc1pFWEmjcyH5@h+FOa&Rw+66w
z0i7JDI9%axiq{2?F?q<|)NZ@&2Q&o5G@*n9XNeA+D57DqFse06uKdNxGhVtdJP6{a
zsI}`Nstk-LjI~RAvj$KBuwFSWNIG>_6oF-|)l1Sh9cS>X<RbHy-Av%eY3WkaQ|Pz~
zR9~;0QWR)JT@gX&G&AlA5Ny|vzYM*Y#Uce=BN1ATBSQDX5$9giI&;HJ=j0;?htGXZ
za&J(6ozn7SABs%!S|1tqar=(OOdV5HQO!BHyjnb;fBwAZ&-bg?lJY=IB08yLAw}^5
zZ}t@tfLUN#&~X9SlT15T4C1xJW^5J#31~`jz5ymF;BhiKUyuE2A=Zk>4Mrv)VpqET
zL-%fdqT=REg*Hogy*e0D92{_up$f__<*q{R6Eh$z%+TFuk)GM^0&Oy~FAZLc4O?XK
zk*)leuW>07X+3+Zs7~Dkd1DWgXWYce*EouQTDj&mQe-7|P%0|S#VLQpLL2Sah{97L
z>?57%xk)iGvhv2Xm?yu)yHj*cw`(Xu{}P(op3;-fkUD*ICojB&qX2#1T{w&_3d{S!
zSiy-}*qu<Y2fDkqOe6?c-_<i33dNW^G}HuKN=#N;NCFRV6046HlM<#pEP9C2$fY)O
zg|Ex@ogUqVm;#6rgjJ!Pe_q1e$c$xGk^)NH-GL;nVse{?8y!D6BIl>_yO?%f&G++s
zI&kBRGc5b~7G{e{3mz2;glH)YSK%L9`Y_1}=PM5rd}-wl{O>gj6#(WC>WTA*41+Oy
zehZl2qAatialMCIgK7ZHP`p^&ujDTdL7|OPxUXw8^X~|%X+5ScZtzGW)hhq)-K+s@
zJP=RS0QaTM1DPT+a)sDtypeo_3J8ZWSgWOz_78uUKM)R8pD){eu~lsz`i}nK)SC_0
z(II$1yb3RAJbZ?~ql9W;ff#$YnJsWG#bO=vZydocwSvQT@xrid73jt$QKS2~ni`&g
z>VhC0JQpD>E9oS(T-QuVjWy$2Fw<hbxNc~B5%ot2$~By?L!sX7H<JF=fZ3ZMs}PrU
ztH8=X$H3z<S@NA(IO2DSfa}+iSHTQ^Hyyt`F&HS6Q3=44NbvH=)A@8KpI@?7l!0v}
z=**)sy@y(<nKE5*2#NFC7u%k!rgg!+xT~+^7b%BlBtB8$d0I?-#;u}SS^_ElRYa@3
z&9f8e90;Nh&vF;ti=aPRfGfqe!I3zK45JQSW)5GqLnrhmqUQZ}nwgiTiyv#%Fs;2(
z#=lk}KrCLPzs}3FJ`_e+{&w`}U>Pjt@e~2l-5Fgk(>_7J>OBn2Lk}^N=hGlM1hs?G
z))p=}cqK_Sz@UK(fbX^IDk5+JpaY1L2CUAGj7wnOi--}itqgyL^HE~kwQmmD?UhjW
z(SOOjB4D;cc&X3ptf=zYl!6_>V=wx8evLb+?+tld7}E-z%)*e6YWvGeMw~iz3N5Zs
z)tmeGQSqfrxHfxewIeiH=1}A}8ASxl0n<kdF6D@HKrkh^Q;_hZT0%twM4JOB6DVGZ
zrirTxA0AO>;wejG<{?iaSWidC5WljIgI5S10BO)@oFVvxkP;>hhKJ@q9;;mDV>5f<
zm3G<#DF!%)0!tFqu42~l$z{MeL*9N1xTui4Xsy8+g7Xy?+Ew%|S06X*jf>$SqW-3h
zS*m1Lw4v<-rML*2in|O!q4b6|_Rq@UU|!q_#_*x#Po=gL3T=p4zHQB#T#uNz@|h4J
zge~)vAqy*fZyX@5m0W@*Oe`jQeOz)o1Zmv7$k{4%q#kP6oGdhx*JcgxG-PC|$r4qZ
z*eDttxUch`ottRrF@NRMHZCU<`+=G4i^T>#3E>Me7Kr{94cQJ<ih=zDx6X?ZWfm7z
zp#OqNY-U{bMJ;YoLi%(y-PoYf_E4mRh_|tPDTiX>COkkWp>TQUTgVR5?L^)5&7n{=
z86`l?=>v3hgk$jR{+i|KRAJ{U!#{tHFf21^2RR4pO$9M!1PCyo2Go)MRZ{g#aa198
z28asp(mavs)Zp`SAasl(A7?zl)?9eEruWi4F>UYIwG0G^$?J`S15)_#@zxIYO64}%
zPEag_lJD)?J679GnT8>_ajn@jNQ{t5v2h1|i-t-keK{5<5_vJK0FEJq1L$}`=LKxr
zoHs@#nTT`@2v~nUr-RC9<k(D0n$~S6<ZHbsa4Ro)jc*fJ*)pONrKu$lVN|Q@QYdyj
zGNH{fZV24#pvV0W8;<R^9HD`@1(1rK2!A3uQ`L<xPg`U*`hq;3b7nYhKLhnM)=GI*
z;gog})-OVohb$mFQr!m()bzt>;4Zrw1lhxBTVs6Z@2KN1=Lq3%gO*|9!c0pE{&CPz
z!AI%To(WN$Ycq8u8Sgv|#rAk$U9YiKR`qstnV=T&j_6g0*kiT;hm}W5=T9Gi@C|kB
z+w)@qI;PuMG7n++7j>!YIrb&aXx<RM#}`?&mR0#6UzV|OPmJ6ylg-%mx=0jdH(WTR
z#M&J3ctTPP(2LSYeblbL>KeUNNYMw&vZZUx?%s@dUEg1k!apOj#yEGQeb{6aoDXn|
zlm|(6f~rHkXV+5}0IY@)9A)MORiY6Xmei~r9vX7^Fuxe9ip=Z{yRXhn9-JE}pQDFw
zWBxV{a?hzBskn{!YC_9kF3ac*S~hh?zgI5n2A`>SEvS8kOC<{ZjV)K7&lq7ZA`Hra
z1$8}J@W#ZuVrqQti=1zu2f?-(ACFJS=o!XL5BEVM`GNKeIip9-eC39)cevC-_JD02
zEqvf(H<+!7S-!gwSkingX=bo9-}?h4D5_agXO3g;3x`^9BBUvZOHhj$12sjbCKEfC
zex){ZTtiQ(cEieLIHR$lU=zgb*qw-8fT2BGc;s9vk|w@s&@x#fQ6yoQzz8wL1(eES
zzAQ1?2w4{b5gvmx*!5bB*PXmXnHBiBA4m!SZj7DcG;{dV33$F(P`50Y<EksJiCuu2
z3En#b2<}R^_Wgymi1(=O9rZZ`NibHjqh2+_E%9w&x&G>R8KBF0WZP+%PekEET4d6W
z;%HIQL3sA3xG};QT`mHy{q$lHgykY$Wvq2?nRD@b>B<f3D?ba!1p7h~4xP3<l4@Ws
zmyT)`*1VC6+6;0Qu<wfboro8B2|H%++ixC&bhEi}D$i)1a|Snla4HE56ft}byAA0q
zB$9CKW3UD;1BTz6l%lUHhaweN2r{-|R>5%s83h3kq8jjQI<Ct1scF-KX%Xf++KiTV
zjdiYrVOHm0--PPfN2Wn*4Y@Y+$|%&wmVGbLZiZqXz3WI(%2|X1fWC@gc$j=U4A2A!
zbG-7RMgszjsFeW-{E`GDUS0U1^#R0fZpZHLO!f#lG+al1ZngLN)Z>3TJCUhDzTWm?
zno@KqtB1^{{pz&a#vy&qJKw$HN$~<!Q~X@ltsV-+WE*7qAVWbW{`6fnx4D_41iJ{%
z{MmgouMJ2x-!KuW+}KB^P|zy_T*7h1st8&KM-|pCF?uT|W;;Y<x~mGS&LS{aHeJvC
ziEFX~V|ue(yZs<K@J1_KE{yF2M2GMe^zQ!WVVZ%$3nQoTJ&a34uZqg6#PM30NKOYo
z?6Y_uwB@xuKK(OHbS2U8Aof76;)h*^y9qV~(?c&d%JQ|Q4_t*(7v~u`Jl``9%Wm?}
zW0E7`et`SO9U?l3lE@1pO)jHQf#R8gNJ(2D0>0vg0976BRWh0FO7-b~tu>P;7U(D_
z2obaj#U(Z${Ibb2C>jWwu~Yo54-j)`@Nov2Dc3F|LO6(Ukn-|N{TtyX=b!bj;^g2u
zxxVuB^+<$NSzI^N@q(Qlt_plWqRKsb^g2Q^+N`Ub#C&>&EzY1ZE2s;TQ$(aM@${o6
zL9d6c2rFm?v^TdlGlL)a3?cQy&K)74J)NDfU*I3&hr^X<<#8$s`k!W)cr{0bnJRTM
z+aN=KhN(Y`I%enrCITE+bh8AHab@vzBgEn>s8J~6khPs$%tn>gA=uIoP03fY(^Sl~
zQAb2!`_V2|fe8Pc*6SQT{LZ!;AgQf67u#~#=-rA^Z!tdzdr(6}rPx<P;iQOE48kAf
z-64z$XF+X^776p(&oLJFU+uCv0)0+l^syL?bLY<8G#>@j6^KZLcSb`o8a2P7AZEiE
z!%t2Z1>BacUu!nOrfu;;Y@OluTORtnBqAX&`AThwE5Mx;6E-v!!r1+Zyl6tp0sC_b
zh4wtOXK_$(4~c17j{11&rvwrquwTiXLY)Q07^r+=fr5xYeT>0R3GNHRLkxMwDVESV
z7$u2j3$ad=f*t+e=F{5)Ib&PDyhU<B@95LeRBuFi0j|VG6rCio#%;pma75j+IAX4f
ztHcrc!e%=kRE?4lP=fykNlnbPhvUJdU0r;C>z5Zo_wt}r427vR<>>lfCA)Yvb2w4t
zVZUF5XHn`I3q)8|zXXy#c`{jt7XYZLe+tyMlw(cKYnLy@v)_KCSoV)G>r4BMg<g8q
zhM~bh``7P)fGVn^AZc)xT-0}LGD+8SE$EUbH079ViE<DzBdfsgrik8#RvQ}=wkMQ>
z;Z&xZXSS?_MhC|}i0U5`U<a_nuB$}k5uuVssf&u*r2`+op%t?ixOYj%+=9L!D&-7H
z&+#aIUX1T5&?O~^D&2+<#Xc1=0SYK+k&wa{c6Q0s!9*2>VAF^y7vmMezI%XUVCV;_
zaW_IDz!cUAmJ_qG4s0p;&?u7-d8iI=4ul`z7BLLMQV5!tr_Y~P#JqD#I~yqX5i3)j
z;#ZVD>m`K<Z7YkF2jSc(!svzYu~wfa17gFHM!pFuN-s6JH=}|;vJ?FAA)!Gvy{xgT
za_=9{;lT?d*Z{AMM}D%@Lt;nERdspc+F&5MIKmEeMR1W*AwsP+<YNvGfeoA96Xqad
zSaU?(BVNtJ`x>?tpspI}G~S(CXB0LjG&xmr(J4%c(|P^<`y@4PZe9c<8-2$u8I`W8
zA-5;}6Vfw3N0rzT`ayJdzJEMKj2y8*T@n(N?DDyfFLZB}aezUv(#k@+2$mfp<>CB+
zk}FIi-$q?sSy$If;?SRo2}2lR{RP?_o)MfP*cxX_m38J&5)gh&;J;?u+%-m}`%iX(
zMtc|!Hk0U>hx@0{t4ioSyb_6Gsw|&};cl6ql5gg+PJLd@s@*73tAg<)fMpCHgYBtY
zQ*a<uYEjuz)4mT`dw4tmuCWEw&OiNk0{rqXiPA(ZcmIWhC_AYA$zLs+1X+^bNrPhx
zng;&Tw2MRl+JZmA-fq8b(B4<lH_tCYCx#~sVh6{)+;k0Dsq9~|{Gc7EIE-WZ;>7`B
z`z0l8Vibo$2p@=27R}q!M@eU#a6KHWl}*#P*W;uBpMy(;an)c<Vap*pqIE&OcQm*+
zLxl*f@%km7ke>j2jv&TG1^sE~ZgQQ+Qe5<J!omsmGj}vkE1&l*;FPrxw!lDLc`bWi
zk(_*eHv}{UN?3PJtX1RmlnWi~mw^0<4HTr`xRxB_jnG_hg1!*JgoTAU`mgQ3PsWo3
zT=Y}9H)*`%N7*sK_E-m6+jQrJ93r>`ry1J56DB5CdyDi}$z?;|+B=GRY9x>aZ%rt*
z9)8t9r9FHEAU{EXPM^GLfF^{H26UHt%(%DyP}|;)uG@vyWEX|@7#sNx4G)u??O6kC
z<~c@Nd|y>wYm+W;(kiLN5r_|s^2c=G@m^_9@aA{`B<U^-tuq-wQs?0#c!q(05<}qB
zxR+HPaBbJdb0-#44H(!ppvkeY!{+RPEtkJVz}CR|;980mfg?iqM-K+B9K&A$R<yj^
z#25E|JXSJ$tx4wqd+3uaedjK-Uo-LJ$2TcEX|aFwl(gX8P||Om4->=Aj=?L)#dtWB
zgZq3c-wygTB3ujoJg$el#15(aoJU{niHM~q2FUktHC?)18qRhgF2LrDwU%AOxrcU!
zAc{*WrDHsBngO&y5eZF(>w!YJIYeXXt~ekn1%MVHB!Lv&^B<h0F8$T}NjiazmohqH
z^uz$$BDgjnY7GI&?><9(Tk+|@x`y{3gw_{j<%Fh|e{V5sP`(Y<4y?)0En$-f^a@eY
z(9`V<e(biWNaF^?K$xnQDREUWIvQ=H%jOzH<^uM5nC!8OyYT4VlS^zqtt>OT+X??X
zBy{iFq&~``eK}ku;{bFp1y`q!;Nu>Z@i|{r!?3>M-T6cO-;`s^GeP;RQ^qJ)46XNr
zXajx9=>x83_Ks=#WO*Q*qtt^6kQS9NkPUpPy7i0gS)!_gqGor<+Y)ZFvH&)_g03M|
zvgjK1;IGjB)2m|1`22FCiaQ6kOeYlF#dgprIejnjn7~cnbn7Vaw*GRQqbCn)252ro
z8aLJ+Mt$RZ24+5ZUvLHHEFgwLA)nc{;8fDQ5#gnA^$AE@l$&^FFMch0JydMETff%(
zcZUVaUev#6=Tj~wF;q;rmxAjg77uV`B+thU6!8Y%UTM=naU@iVq((;<^y1K)e=S@I
zNDaU~iXlL%LYMVRF*IQ(!iB4QpYeY5FUqxIUHW7jn~qAcLU^(##D2~Wy3fLWcL~zF
z(WTsu9$*V4kWR^3`9==04Jcz!oF(hrA)P~omc8k!S8yv-cK#btT!iLlS+Q+6WI$0)
ztFmGa##TotNaRcS$mu*9JvA>*-Mnko&#=BW<x=iR6!XwBpjpF0#NQ<f^y>?dOCF&@
zOlKMxICSSvBK3{SA+SwBs&so39lAqsh<K1UtVBN7Cte8G0mj1Aiu$ceCRVHgqZ|A;
z1jk!z2&|z&U*W*L|IV`DRUq8WLW<V#hRl7cnrB_Invjq2xBi&G05$c43`|yE(KH1p
zfCUf4gAl%#Yhr!nOSExB(Swrn@_FdJq>(FpMy?7I4<PiuxzPR_f&Mcx_P!1@wl;(*
zN&3-nk)0I}?_ddxwDP^vALEa=ccCIcpdNN8balh5wZ~H}BOxffD8P8<a`!R$Sgn#3
z%v;l1j<EQf6tu_;W^jK|l^3i$AOPI|n0mSH;G8KiO$*XhfMw1@mkpU2W4>Jehe<b4
zp-HP%4X_$^S-UI!Os1z!9WE7|Fp}1Z<utN9vBz0kcO7GuMOxR_4jUF=sj4>XM+Mq%
zb9o>m2Tv2m_W{VprfXWKoJv9iGlHd5br!NE@txlbRbs|M4{K7^xVG^kP1SW3G)(;8
ze&nXT*}85eZATJ=J&4FdC+me$C)8wLAlncxh3N!mYI9S2nEk67j^SW$yty(dIJ7)V
z!;Noe^Yq?GPe^^4A6T+3QN9datM);x7m8>Tl~cZ$*<U{J;WJp@c4><5`%X1m{$vT;
zaa9=;=3hePToBqCNQ@+gVz)xHB~TlA2*#uilNt+)y|BaK+4El;Y7a56RsL(YM$_8h
zy}aJd?0@4D7cDpLEbq;dHq!xt)z#SVEUc57g94h15%>w}Pjq^pj%jZ9VVyPK;mS-t
z2wTmltEkQeB<z<-D8I|!%BFZwf)48oofiQ*1R}!h(;nsbH&_1Db~!krvKmAy@MUzM
zQ2#gcaIL=1;WznUORIB?-{2Z4ndd<c)5yKSpu|(E?7@#<$nx9KH|{3DU`5zGW^>lJ
z>nD<&Oe~ISZ2t;lZ)@bX00pD(5DSM_hX!pZ`Dicg{X0R!v|n$9sr+{>i!uF`^Z*_L
zdtqva6bKx91t1`ZOX|pny69QKEfuzqd<(^5G=^U4uet#<V94!~T82BQKry3QCfHPU
z`*D?G2A<AiTh@W1_L4N&D@A65b7@EeV_qp`BJSZ$8u8$@!M@>egc?ov9!rd)`;n9u
zt2xIP-0)=lC}di_yx>$+Y<Ary&3=m{ir9J`Q`5#@GZ1J3B{2Sp8F7zz=LA-W@Vzj$
zU|&1fsy+VA>hmwRZ0}|&6EkCk{|a=HMOou^bWomXq|##Jx|n^>l;nl{d_JKtfHBu2
zPt9`a6snlB+v%~;dJ6THC(nzsGa%<?oP7<xGrSjN%#r9(HR3bLvpZiNb)$0Av5e_`
zdhkC2u_HK=+H>yDaR&25T`L;V)7#VsSI6q*c+AoD&;(~#*GF<$oy+OKH{5vGZE1K4
z_!)SjzS%;2>&3-*#vTS)l)UgL(@Gz-LMlyYb$Qk>stLt?_;Q(uteCDF73OlYbWK)r
zI~-c5zHF_PC^xfgR;{Nb<=$^-aM0GntgvH?JCwGTQC9{lO$22Eyb`_!W(|~lu;gA+
zbrpvxi)B9pGvhV5>|PisvzuNa1xo}dBz_9>-U>9OR|6*=YV@H`g_Sz7E6vK%>mDT`
zo|a6)fJzwUvbXn+{=>CgaLSnSBodgN`~KiZ*1IscEXs@Z7%3}+<Pgw$&$(Z~)b~~i
z<Y&AYR&4VUcP_arq(3`tJ*tHn#ygW5B;rh@^{&NxXwBZ!bHXW{(x`edGM2<-B=byw
zX}{d)zDxASIFyXd6e+?c9Pa89;-A%fbblR7=r-%8E-w{uZbMj7_k=u^7+f~Is_24Y
z*qGCkwC|}ycG~{*{ecIky2mjRVBIoEL4kL-bFP<3k<uI$(`y}{o}Dokzm&RE+3jPp
zbmKUcnU(wB{DK=JyI@)_h=o|AYK~85z*aoCt=+r*pWr$z`Mqm`U9Kn5S4m-c8nH_)
z=?|VuzaNT@fS){0ldwqd!7;8PLo3pvKMFJAC+XLQ*O&j$*Cw}jcHiV86!QgX7q$=;
z-03aV+s<9Qoq2mAU!M6|d+voS|NK&gOVj+xGCQyBJLcG$MjD7ZHJV2n<&=Dp@U1he
zjXccTKQn)Hc*VrYl0iqZZBJuo7Accy{x3@>$%17En{Qko1tZ$}M*xDbbLc_;J5C#U
zyO%_OF0e4|p*gR=JtHi;^)rIr$0<ub175+A3PJ!wM^<UQZ&Ln4;}S3Y#Tww<@-Nkp
zCL8ep7HFstK$8T9D@=ubc;rVa3GMxxT@S{Nm-i^*m_il;7NB$j2F~J#pfta&kO=$-
z_5ARjG5J3|E%CbCgfINow#xH|r14L2m_Q<ddLh5FYH?yXF%z9ogrfY1#@YAG7KwGb
zuE^C@#9P1<fgO=@6_SzgG05z}+7%jWX#5#yPTa<dQ=Hr?#OuRoZF2<g@(OZIyi2L+
zD$vWD&@rM0gxwjX^|Dny9FZES1kaV<nKI6X>^Y3P!9E1i1xmo9Mt^`z;&q3wDY;2+
zv|ESGG+Dy=9i)gmQUEi<$qwn0(R=?;5!n?1@bMp=M)wkx0)hhz1tp`)4vl?(mKV5`
zk!On^f0=WwW~y#TDB4ogR%rJKgi#?8Uk()wINHTy7*KrT#KafCc9b4@d3gx07WMm+
zhre+5UBwsgJc={y%&6_qT;Wv3x-ZI-ZFk<{d;RnQp03e|MQrv))!8K|Lt*DecLM#3
zddp<bo&U|5k#-eXe7&6=P<LYa;IM|ti%?19Yr=ic^S<?HxCw<3yzvNu^$ftNhFAm!
zH~8ZJP({Smf)0SVTAZJ}#TFd3N*cHR=Ra3?RPd$#|Ke)Ab`Wp=KR<@QS2W%tUg_^r
zU--*pBv8B69C*;^Ar@Xpj?g;P@wYKpSiZ+NvCJeLlxi{Y?f?F6H%4L!KRm}#E;2Ap
znfUwvpEqy~!pgrD^k~s<jHV1&Y_lcT-v3?2NKV>J1T^ec3<Dvi`d@Cy!mnSVh!0Ys
z80hqWKTbuXpNYox5mnqHf!SdUx6=rI9FQ;b;hmsIfaI_7`HP;774^kKV_kdyE*LtH
zZf5t*kM24oQ($RZvc^cf{HO3#?xT6LUJn+#Zs&+$$^R}6+IIirIydHcb@0Oh#>_^t
z_+iF_f^VF?r>VOyYW=y2UwY+;9|cc@s7)=tFf0y$C1`?(o4jzJFa5LtVTW`92-DDm
zFGjVXY=+buSxqSOk<>spseRIjp9N<&mL1@5Nj+35K*sQeS{d;(pxPH)^EbN$f=XP>
z#bU;^`B`WXDqywa&y<T3@g){THL%dar?}Rq;^J^5!<W9tZB(}|P<Oy_5O@ygj05)<
zXaF!wlA%Fno8CquZhWyUL)Q-x3TCyTS^SHeNf*#=$1{2na_${cUiXH}=VSN4nF%Q)
z6n)jI7zBZl4(7q)T#j<JtRr16JzqL6l?&fF{O7@_c5pouN$1+;Ty%mT*JKjiEHM)W
zfEhj+cz-1t=_NEUH{JsZCL$k+pb(5$X9jwKHsRWa%yE|^(e_JhyuCTR=f+8+6sh^G
z#D6cF>feXXktLOre2HOrx(J#RLINbV{a^PKp@--ycCm-J(K2c!ej7TpCo}h!nkv&^
zwVJQwm>XFI7=nX3+#|xA@Sk^RrziX0&x^SaJ#)YF32z97Yt#Ybbxf2JSEj*f1~vf{
zBWCQ;i4<+I*T+>~NENFqpP{EG0v`Tkt(@VzfSVak<f1H&A43`pfN|Ubx)Z@`hF2<M
zUOh33z;kw@eUj=u?}DGkcIr9NW;m0>p_4jeDI^1I8{+*kTHm%A5M}$YWdnKi!fahn
ztzpASXJhK9>pfH|L1v8;f3yIoTA*jh`32K4bo)dreT~CM0_@dg@U6sjiAjq0oCWw`
z<Zb|<EuZ2zuOsv~&}`E3e)*EM6^+>Od!cMPjcX5jM?}5@E&unTxn>dxrlx-rzCg#H
zU;|wUt#ZuRFU|g_eAr9*S#V?#0{5aW0i4l5ByT{nOqy`iesz47;wd?=U;P8XI8X!7
zX7~$U7dNTAXG3ZWO}hGJlL!2pcvgVq5uN2i)%Jdmw=C^wcJYFEOyN-EEof<Jp7;sq
z$7ZG=W`f=gUyvUFWPh2N<r-9T6PY+cHM>pz+e$e$5xb1V=_Aodz#vqPFor|TIXP53
zeBuK%!7#{g58)V~?Xr?r<YB5n^GGNf9bezXARpMLU#a^L#4<qm@wEULYE&g$M-Zq$
zv4|LhokQ<(+~bS*0Ga+R@V+oVK%$|4!-j(qS82xt>x>wQg~}pDaYh>ifgb88;0H+Y
zfqRpI<8xT(Fm)O>Hki|~JIptBM@r_~o48H;l{Wv={LgKl&na!se{u!psI{q;lKNU^
z>U4!eTrXrWia#@tW~!3^wB)SqPmgkrM~<G`mh-4^n;(_X)Q@0awRBtl^pSUz*lBT8
z^+$MzM_rS!jsLs*f7!8%xXT{U4#Goz4ngmTEhn<w5zkZ|d<EY{^lOS$cjss%>lhSs
zs17!8NWLz|lxbpaDZZH2cFftK-dHF(a2*8+lWO?buX!{^GVvqbQb?ybw^g%kMz48Z
z)xX7vo1CuWC7IDHD?v=~vlOxpfd-Xhc)UnAc?KR9&IhMoWy$E2VQg7)36c1MO>>FT
zy}#Lf6<3KwsghM{Epixc4jnI<ya)RT7MP6;O){}s9nMXtrLd&2n80qXTN!Wlu|h=$
zDK6?QbVNoG64~+m!QQhNdxTO2_4g;6O|DW)9|LR^QV(p7OXI99o!>LDG47%sAT;>M
zC){my<{}&#@chEqe)E{cm&)=XWZvQ+4mT%^fw&Ujd`XQtr^|;tTUYESHB!4{75|>R
z6@E8yB)V<@zKAKQglrU=CR7-}fq+iqc5{;Fn?;{Nfzmm67JAHq3DCC)!vX$g_sgBU
z>-Pp;M9F}1Kr|MAT?Hsz46j5>0f9QUbpAT`?6FK_93U496drtI(Nlpn=Rj*?6oJ_{
zVGyqTV%}@;37i@#{JguAlR_S8axvmC!p6|9LNllA{+n*G{L9=ftdH(xT;y{2OmP*}
zTY#ct_|Z`5{Z&8T-{m92QDa!!sQBTZ9cS-8#_K%gr;kdBHx{T|Krb&ROI)M!^(ohK
zu(OY3t-jkr+p~s7ySV(?w$1Z8NfPEX-JyIX+VrSIq5pu!`qUn>XPQILfpw^XhHCyR
zR6Ysfyw6`+bwkT%44)Rnqs@_<=0;EX{r6--<K;bnWLR^R{57Z^PAyYs+yl082SQEq
z-Mr~$=73c}hd2HbGyibD7+$!zu&vP1N3VSE0k0GMl`z=iP5|P>yW-D4p@QLes+qKs
zu>q~&XJ8J|?SaLADWr~DU}I~GG^L$e){W)rcnfUjqT*#CGveUupFJMHj$CNG2Zz%z
z&K~dub`q+y%kT}P7~<|^v}FvI>GV+Yw4%ReP?J7h3ukLYEchISW^b6ii9D_Q_`bOj
z5P-bVU$FGJmwtNre(;J}WKiojSIl>$7}U%c*~g9Qv7Vy)Co9pt0an2171Og`C&GO+
zQqNt?Q==$RW>PG0_J2WYV@Irq6YjW|K@+98-Z$2tZB5I=Ps^h=^dEcrvqOn=Nt9i{
zGw)*5g@Ksk)NUuS+<;~EyR2PRD9>y>TN~2?2cJ`BOw6eHSMAa$vV~*VMiI0HX)IAe
z|EZ(ty;))e1ElKrBY<T5N=I(uu)5fHF}!K#gif~q)YT^qin$wVXK3#lU961%mgrB}
zX#vUw!mVa=7^eX4jy@8493ZxrMc3iX_~A75K_`|A0iii$rx2#N?*Osa!KOMeg`}Ih
z=O~rWL~*ONyb#{LN1CXf0~DYGu+b0nPm%~&rtH=tgmwWn1z1~v;!qN~4-dzX7)8z)
zvGkk+CywTc2pE8i5T++09}c)KqHoC%knG0MgIXc_gdX{6Ew14fwqS%_g!qJFBnuo8
z*wBcyB{RM-o9Cy(#`>?y&(GVc(BP_1K+M7`A$3?jqE8^b*;C87$yq110b2f??@9Ja
zyW!}Q?k!4N!abp<RmFLyd7v6TsIjFt#k_xrHK@{{&cvs8m0(bB0Xh#IU(<rH7-I*r
zR~yq^3LWDTgTt4Dt9oz98bIa1(4_?FJ{5%;l6m&?buXXjkXH}w;kts0>8&89#0`@N
z7B!)Jw&ILOlp!29CziJqG~Y<6{BlA}vfo0FRVMrxWq7J6vvGY<ezu1l|3Xv(?kzST
zbe42awQ5`3fV+F;rH%Xd4JBMuq~C&!6I?wI)v*6i1cc+0DQw$;y>4Lq`KwEv$`+#v
zw<|`TTlk5s`r9Pjs(N!tt>Vd3C2N8S+{=}Y2LYIe|Bd{s^SI?Gmw<-DwH*RA5+mgF
z^9|}gGYM1-zs0n-^Gh(m1@}mGW32?_ZHCL&N$ZrIeDX1=#M}tG6j7c^O3uj(PnYb=
z@^>k?6AGATF<}VbCrUH_R3Z-L@nillBF+bvt?W#M6V~(^xtbuFOeAQ}63VFSX(N{T
zV?~hob{P;S3&byADO8D+7%KCAovxJot6rXyrRb;YX{GDgENwWj4n1w*w12g6sRBCs
z>`iwXP^v+`08Aelr}T!_E2a~uTt-Sdp;^2EltbSSYkzuhvQS;hKgqk)l)xq%DIkjT
ze3pNF1&0)JwGl^B$U739#JN!P;WZp%<nZuU1O2NxxPO};X{qvi*a61!+6THOheI}|
z4wUimS<iKtLPa0%7ds3W0dNOa9<`S9qZ<Cpxk{`)VWXM%Ol?_H_nf7B{@2!3H?P|s
zwCZr2%gUZkpsb9cCQy9ET;RdPS%GZ{N)nux_&5A@z?_XHjlO##;*HRk2u7WwV=*mu
z<3+v&x){-~#6*VB)GD#5hHVUfC>}iPzdJUcJptSR`T)lSc~<x8yZ^Pi1v_X@lwr76
zp`!4_7ZQHTliIC?PdQ)4qlA+hSOmmRmoae)D*>J052qrn*Y~xEd;cokpf^K%<sx(f
zx}E=f$lIhRYfs3}7IX3K3%jeXk@jE>mpj%IeK;zwvGxP&PTkuezZtIl_-0Ft4<XbH
z=qk)<oJJK=$KPjQvIvy_5{OztavU@(v9@0npM>l8vZ957Zk5;w;F_c!$Lz<0hP|Sg
zq(fjNkOaX%iAjBDA^Y(2>s^{I*ZvCwXz~i~fRF?E2}cJ`2h5g$X!PH41R%K)B}C_S
ze+W*Cmm9Q|eb0cceEP^Ux+=*$P2C(9w^1|Wa<V127;NNtBY>6!J&~I$45{R)7Yu8D
zVLjn`Y4I#qZ)sW>d5WFPRwwof9l&TpuZjqkjjR93$iWj28xEuxufskf0+AA$Vr3Y6
z)QK2a4p9o!u0a0zd0^*nG|KphsABe9V$wnsH^_UuuhBb<%09)e0(&KTFR*I154f$D
zH=%ywu+A-F6FvmTDW-|TZHd^9;bQ*&Z?>Qb4ycE)&Z1>hYcZZYxoA@JD!=4^5EDk=
ze8;hSN3P=c&nJ3(Gd701wOY44Lr!v5utE8@zRVw13`DsD|25J#GrOEk{LXACxt#gl
zF5m4@+w>8*_#sn-i~o*R@!&w&&qC?!RNp85EX;kROM1MT^|7!x5jfCD%MIzo=Fh{N
zEkd^A`Nje;YocI=o9#42L6|{nP^d}26{RWEpb%?SLZ9^SP;cC(GFB}5Mzf3*tm2ag
zTAaJ`w#m+BrJAfP%0k=#QQLw=yE6PYc5Ss3AdbnmIAC!@Ajl#H$w5daNafm(ybAT|
z!QtUvOhQ`mGhy9%;VVR~wFs%@mHHmC!G*_TbZNK|A)yy?X7=i<G?q*0yO|mrk4$IM
zO2=>9JP$Ycx#sf1LQvOBKqsS=LumF(JQzeL>jj;NJYU%J0Ke1OT*((D1<7slO#16G
z4z(gWkuv@TGSYuj29tHzE8|Q#>Yf8{7{y$cuZ`YwhY159pg5rY1;$xEZC?RGLLW3a
zR!0np!tqFqN_vCC0<{m&hA(ZIhD3V|p$fFThAr-;rdeWGGboDbUXBXrMNaABug1Bv
znDamcsE&*@ai3|kkK<v;c#iyas2JEYWuHmtwP`#PhuA68=jN+8^?q&g6ad0uFRC~S
zC-ju#hw12W;zQCzpaP@9oNlUZ_2Z3fMXT_pM6*m#)zFX-dO`0a8LkHVqS{2)e;j38
zxAJI4Mu*Ku7B{ci0kdUvs>*bEF&kml!79&tmMp(|B9=c)#rV}+hXsi!zoY8~0>s=-
z;R!=yP-vXDKQJS$(KNUe#{lag$aElv3(BARc}z-*Vo@B$npIt%Mh$k~o=yQ*`%QEk
z9jb9c6w+?yO$-$Wj#qgAAqKXb5r8p~{eo2$YfA~M{PI*kqUGqPDrd9bpC%`=z1O3`
z1h`3DaDVG@@#~g0%C%DH2a#yCAc#iG4vVFmDO851NGqL}q%>P1Vtah(2}H5fGpQ}t
zt)if2dxdQ9xjAY%!S$mrDe*t&Wj{4G7VPpH=<3`YcAY$>1RNDG#N}3gd3niu`V?__
zpFDX>ee|bdu3$vHEVU+s{V@`M;YcF_U|3e9SP}D$!5rcXBzGqC`+V39RB7g6V@%ri
z(6%F@Wu^C23rV!tfO!SFJ8Z!ynea<}QK><cE}bEtpt6K|sxBIIOq%Tlu2V&t`?c53
z5~>rMwj0)=0Uw!QUv#*2jn7W$F#%ajPWA@D=RS%siG~K#R`%az2`c;O_{VSpVRl-U
z&=x%x)wBS&bWRUP$IWPgF*XFYSR>b-;D4^d$GVWFg9*|gxiL5Si}iq;QtkZk{G1>$
zffKW#5#?8LY~yM?mY7M#j#d@F>lt2*mql@ivz(sD>#TcD*iL(Cwoy(3H~GHtn$1UF
zDtm?A)HR+n<n2FfnX&jNczAKKA)HX+VkA7Sq8zZav=f$3%DBD!)2J%V=lRW+|0L)k
z%4BM)$kt`O{z53m^l&-lr*q{2(QK~{=V*;oeua4;GX9RQz*!8J#NV|NvtYXz9O2a6
z->_wZ1g|p+I3l9JUr760I-ygZrS|j|50}Y8E`TpQ@WRECl9GKHmr)I4F?o)?-K)Ag
zxH}vu0}dNZnalDj!?3b3u_#?k{_<=pC7=|nQk)=ON8aa9aTy@VeaUL(`HE4B#lIs#
z<2wmQ1*8PFZM`p^%0Afta)XW+ft}$|a<jiE#Acs6Bk>~ftc68Qo(C^dM<VJ>+<td2
ztm-&<7Hhi_o^V^J)Zw`@&F*Y~BtCph2)Tn>hbO1{GqY_D>Iy01L*XbTX3Y|2xtW9l
zo{wh|1T<hRAQA!0yl8vOsA}BjI@iZ_Z`0e#0pVB?rZjdAt-AX@-gGC?sFX$U*98y%
zP3OI}VnNwl>o`2&4nhQ7F?)+l7~*<1-?^n8JA_Ga*s<`K8lMr_Kz^^woo{Z08;9P9
zpE*sM1pfET7SxD@An0}oGWc+GqR0l7JBD7`VF)8Vpr{3k=7%9nh2d)4wh!3)k9Y@1
z0`G>rhM(M4?GmQ40-YoDYc<3oNqToxVRj}1-mq`f=|Y(>7CWWt^uqVnk5<giw+B4=
zxG@I>M%8}(bR-nx(}dew8yq!%2yfG3oC3_$cz6Tff;PZ8iEavjAIehPKx~~vGzK9$
zrk6s$k(_pBi-@%i40<mS?SWIwb)uj7ii-=(h1j@l4yx*fsS%rZ;nxXB*I?K{Vl^?a
z>L5mudTs}ifq^<8GJrU{#cHwN#*QK;RsmKAMvWjUvRPCvo=l1>U}K!efe@qNceqlY
zhtH4G2}NL|en#GJnkUc)obs7D`|D&dGz6L`L^oMxS{o*ML6$oi7sG~M8b4#~^AoJJ
z;7a*NfLu-4@5yl*uTiJc>9=KWIxbW;UVpSF9PIS@Lu-hX5FAvWg!HzHFgAuxOGc^@
z3M$C@(Mm(M=FcjVHWtfy4!=Q9>aWzP$BA8A@Vmi?2rms0%SPFMX8>}ZJ*M1YD$le`
zugqsQu9}F<E;9{SSL8pCrBDNz5ilNTm{39C+S^(FbSOk+FQ^usLS$G$M*T45?IDSf
zx1SS(BxT?%_9?=Xgy#v0U>twY`a_uo)cw@v3(gJA!ssNh$KR~!{nE9}I?oHSb*B#i
zk48d!1!QqZ3_F`y22u&P5{P+uC-%_!5@P|2kjWSOQcSbQ6Lwr(S;W%Mng3@mzA>_U
z!PrxuiRbn-FJ7Jq=#{uS73y;ZbKp5MlnnSY6Ar6yCi32hInMXc68>jQ@`3bH8ilE~
zVr|1!tOX1V@#o8!+0E+>+!h8HOdm$DtZa)AL@Pw#8fN6>nSagP+GiaGgy;y-vARm|
zEZqyH9gtLX{l}=5wFQhK(wm?kaSYpM{;nl{t*Cy3?$3JX`=>Ew1^|So6wZI7l_7WX
z{hfxOj2vZdo$@8t;al#=ov7WzxTfI>S|;p4*E$EGQmw#XnNh*{F+t<ppO-~#=%w`D
zP77!W0|h+8JC6x@j;}Q&N%`_RO~>$`MeiozK@o<){6*FB2RyhKKt3bYR&LlK@wwJ2
z*ZrfAI&LHi#prkJ>sAstuP8gekkzZZrm_hx4?<J7gkXbdAR8u21k9d4bcPVJ;8vqA
zhF^CSDCGy1-b8`^8M2@^rdd@36~jJ-k^@Ig!5!X_bF%90LrqyrGgh|?)rY?&Cf<5_
z+7vg!5LvT*7F#>zdk9pY^nQHAsfS(I;~^hP<Mz>?9fygHxFl`K%zc^{)X&&c&|@#^
z-MX*8C@X7tz=sDKk2TgVo^P;b$Vvi4PVw1Wdk6W|hJDkPLN^v1pydxjHMv6oqZpb>
zMXK3QM{UhqtZ%CXoP=x^3=bL-!HrF4_h0oUEajL~<@iax<y(wI`P@XdTf{X;T-6B`
zJuyfG^$SlnCV3#?0*va%vY@_mH(()vD+Trq1Px`~i{>NdGl7dB>OrqQJRztEu^WLp
z9cm}ih#DyXMQNJurs>*B-Y~nML718?vrUBp%_u7OKdBaJL8=vc>Z*f71!GZ%4ZvPv
z{_+Ark@YgMU!M`Py4BuaFiM`mZi6_|SHTD}d8RZ4b*pW*;WmCCkf@(eyST98l!r_U
zo^raE2X`~wArf6c>*^rL>uYb2RCW1GT{-{k&wdN-M$$s24!RY$edT;)^iCFcdtA~I
zV!m=?JA*t1Ngkj^RosGK>E&u1vMoCqn^otmmFs}<3Shg>A1dS|U*~Wv*kAXRZ&p5R
zOz+DMh##rb2u7hbLbZ$Vl;@$|7>Lkgn7`dD=}3qK{9{C-9(Wa8BRo(u<@3~en+HsM
z{TNZW1@-ifb1g!JI$q$Pl4mOYHXMDvhuD-5uZ^3MZCd(V8410Xo1M4{pq~OCpy&xg
z1qzydqz6eesO!*wC^DoMpGrGf-ezr*{;(TbTMEg$!QsO&wR4EIR?B<ztIv~EnBf(~
zV)`7f6nF7gT0IWOD!o@eKRfKn(Ne0|7*ASDPBN<@CJ0BWX=S#ZcmoSC>OZ3ET}UTr
zH@W)T3+xd;-0A#Kag7lBjoa8QvJ0Ff=rD$cveaw6v7Tqfp$oC~yU$1FHRvmf;k2%D
zf#JLzXPD`0HY8G0r(LdeSse^w@xWu`o&O-zuqT8itQ?mIt@f9%Uzef;FUo=hj(#3t
z_tw!tt=>5AqgnHTLgSevYBZ_2(V)D8yLdVLs|tSXlV@ypsf$jU$@ZGqcPdE}^djDG
zMIj8}P#>eH>|PRoq{$$f{Qhjg$K?-Mo?hCWqWqVfAgw2ywTHK?LtBiYj&I#wVxY14
zotoY=KQzwz&Ls{0Y*%)x?UIy|QiOb-i%}YXg1XEaFf`S4c-K36yxkcaJ&r3p1z9KZ
zfE_nLxq$0|Z9?(geVY@%=J>Gc<n0m01D^vyJ%TvELck*fD;5s$=!ZJz3|hU*)%fOf
z$YU92O>8GsnInlqYRk4@ODC=BL-I{pK98|sqq@MWV1*#L2{4vmKVB*NbD~NEN_}x2
z%g0tFU|{DFm+F!%6VCT7UB)1+7k%uH>7FB8OExet6wvySu1Ki3(S4Y-qnfqZ+A&Uz
zIQdGm{dToA!coxXz|^-+14SdQ;Zb3zn%DwFcleyW-uemS&@P6IVGlyi3o--8l|H_r
zySA@Kna|AF_%jd;AOj_;<_NdkEv~mIJ=PH~a4|Xd=Gy&?O^1EiKE1!um|&mqOs6-j
z^+FPttg^4JT5wdIH!J^L&0V}|>S`RgukbvQi*)V05SWMjcBt(R7=?X)@$z^tgmi9Y
z`=f?mTvG`93E~YU6_9F|=q7e;l8<%Bm$&Di9~kP($`;?B*5r6|YDXI7_%RjBR0Uiv
zfDa;-7(&MXl|nfO!*fbeKc^8yDJb{C##1as+%Zwi#XMf~D$9d=f=p{Y_gghT>W*%}
zTmibtc-jlG9u$YRyX3AOGg19`P^OKV-~8^xf2(J~mwlL>0XrOal)_+0vqlBM+C(^J
zUgwZciZWL({ORvy1=j76J|@qhdjM-rpX>&7pZ*#|>ey#d&Y;D^042a0;p<)o>CB=1
zXWb0#h@!Ny-;@#0`wL(YF@7bq2bE`aqJPrNp*2!H>&8jU!H!(5%C)-PqvMoDTl>xZ
zOMS)qtV5LV8WVUWqVTf@(Dt0!iiw#vV}VH}e3N}uADo$=7iED<a=6EM`cl7=j@R7m
z@Y38v5ohfQ-kpe3jqU4nrjF0txWy-CbshR};)utFbZuFdir8JtUA*`(wzT)w<vzqO
zJZ7CT17N$q6L2Na5cKiT;NWra{MD?83QZzABIfYh4w|D@{5_A#1JKl==f#?`d8Wkm
zH2r!q(hcI30|qc#?$ftW7G5V4GrrrG#=YVSA#hm8tJx&<qWJV&5zMF$l)z(-SA0+4
zPCyZBmmf`PL1fW>8|Pw^?pc{)2DIRwlBE4dRGvKEOAJ$Ft?v3X;cQ5mI0U4}9#Q*f
z+hHKadH^zstw-=caHt_Ak&mozZ<eknI;1WiaQ9@MR#M;^;c63T;W4<hN@!v_BH>kE
zvc&#tC{a2+Q|ER-mgW-B{B@hM+eG=2zXF$A91BO8but1YPD>v(Q&&uTe(l?8<zFKD
zwU=yco`#wkAapGP)hnJ=_2ub0n2G4XzNB;>+XQL+<HwHy$t8S}O6(u3g+bn(L4Sh-
z4eUM1Yl>Io`lIY%!{nKn`8f-gv6mZ``hVpH;cd7%bCfls$wZ;lG+&sVKcbFEIU{mI
z3=BrTH}5_XUiJKvX?MCqJ!RZvlTwCfl8ReU%`){CtU*XjE7~(1w8C6mc*(p&yfFVP
zVqG{wFO{T5$p7F!^%8FIyL=N$u-;wv>dqJy4ju2Z6k<^!gap9YiQ%_iv-R7(i~nc=
z*x;#vmU%ct-ofCQ#a;44vnE}se0NE`gQZHff^7Sye(JTU`|**NJPj?kYp<~F+VDaN
zp^>5nN{gY3#JHUO8A>=(5efwn8VWen!W7Q^2HLyL^lJr+8rx_Z;^%PZfYGYb+^(xO
zs<7#{2pQGFOpH5C@}8I9B-US=VL<p~PlTI?433XKNQi``=j{V6^jzn@04T{e-d&4A
z1WK3}Pl>rk;~Gc=&EkK$@x@cQX6>kyQP0$vgLS6aL+)Cc|4re#RkheTe#G1u<55NL
zIi}IHS}S*N;eK+;@G;UFNzze`3W)Rn>7KUDoZ|U<^V^}fZ-@Y-uS}H*Kn$KkzJkKQ
zA*2JR5>ZHAN0lMOM&|aa<7yDxE`0L(*sJtc`{dQrn%CCFt!AQIRJ!wjM#gy5rH1)W
zxGMe)j*@v_G4EW#@zaDWM7DNfnbmbOp;Y#unnz*fO5fA7&3<*T>T9;-0y2P3o?o_2
z#nGC}gf9$(hfuqXHY;+#P*-u_-o8y+$4908`J%F;>p)beSXCehUsgTCI;CV3Rns#e
zCR@2?;g%n*A9hlKVF1?I9b`GG6ChEvpGE!yst;g8EDd1kk>y;#Xq1SECO45cIQIaA
zqaZO<-OIQJpzJtYlkn1xW}3~eMN(AB#WNkHa{l^EMza2Ah}vgJi(}Q@!#W;Pm@l0C
zOgrDXtIgtVbnG%b+Z1_7gmBcN$lw2-Uz`JoOL<Qa5OTEJ>dtM$A83v#+hx(u0i<^9
zNf-1L<A8NoDc@D1>~enO)D$A9u)D%oJ~+_B^kes5Wfs4}f=jA3W$n?sK}IZ!<5|N`
zRA~8Ov!S%C3$r@p#HqvId+Pn;qmQ2@0?k?ST7JmkumJZ1+_ff}IB=gPs(nVE*Pd;L
zsWYIY2|E$`Z;ZXq+&sS(*$C3;9bwkM*4XzudT0-0F^+@7PttWF&Y#-3v4E3|G$D$v
z+1_B5JAIv=v$lb$Q;x#w#lf^W-EK#T9ca3;o}2uNt&^Nih&kM!n`mu?nF#eBR)OGt
ziSP?x6kr3eKnURrtV0M{XZ|2%KBIpW2aM=atP~Vb=%<N7zH94*d(6Iuwv~lMYD`H{
zF)C~v@;#uof*xZ^5#SB>WO<$0B8%-4eHiUW=pnxK#o`4(-Fa%6yCBF0-TK*Q|KyIF
z)O)55JXflvx*r3j89v4|FI%5u^<^k4tGMWXN?EzN5q%FSsRZpCDlptSw3iRJwg^Qu
zte7(9B8#AvLc_Bof=1bC-T)D$X#o!9N32rb4MHCZjfWI;V$Xg?8@jIYM1lBV5l!HK
z1SIaj9f$An<t}-8pfEs%=Jw-2&-qdAri+w)WEkd#)ulojW}(EcipG{zM@EeV*LY<^
zL*U?qwX9NY9G+PsrVVRTq{s87rX+27iq-S`MqFB6Khk6@V6I{igRhm<C^11HB28z<
zq;{UR>Fi8nGHLT2xva3C<3{hTovLR_6S_Ar^(0t*^avZ{YHIuWoir8O`VYJqrTWP;
zp6}kw<R-qM7d~=}kBopTRO#4j7UsJH9EBXD&^T}(nIaVp0^Uvpp3<e)Uk1p<^I3p4
zG?dNM=@wEa=pF(v7Z>l9t*=j|9gD6<8ICllqtzDL-<oX^C9Gwvp4wux#mKSiY&$0}
z=9yqnJ;CPuaC!>w3G9MD!5xT{)7BFS<UKQeA}GmJlV=hX9_#T+mGAatJFY9}M^l?q
z;&Rxd@G~#FxTsS0*gPC2Z9m3!Vp&e2x(3iw^N*Hs^J0sqN`tzq=X+5mHI|K<96JuE
zLZrFuPH3td5_Ph#mQL9iGwu5`M()PW#fK}+;TGpM9@)r4R{E_gQ~WbNuL<UF^%UF@
zREbSS01M2RXLakN-_W$R2x0mp_!mSFW`CR434D5H%cpgDdVJ4ZOBg0R)3?T&8@VDb
z!Em#ntgW5OS5UPe&B7dCrt8GAbqZwY%p^OWVkQG{3Ic+OhwhZdglBHSlp}99xk!}F
zdbKCO=U1mOugrOHpzX13ts4>&hxPTe^PEu!y1BPZ8^!pIk3wMcy}EcgkIc8CXFA*T
z-dC)6`vKZf;5c~T2m=0B;&v|oD?w=#$Z7%lX4@YBI4~i4BLy=L5aRz33Vb4S5epBK
zQl}yH0&kD~kq{UX07Ql@>Sq53+BK5`LrYqOnr)7tRs`xr6gaO1?>;ul`>aI!2Ad}Z
z$)3;U6SaKip|OU+45d0;wj+oz#hkE<=c2;px0#3xr#-t=+~td>)cO)aG)U&!x-FeW
zLm-aJFSb$*J@%DY323Q(h>pD^WC1a<V#SJ^ulA7~n@jYEk6})ozgEI9Tix@?;=v+|
zh@z1ZSi=;i5CblvaQ*)hRIV0!yqBW5Q7NHnD(*7nA?rVg>nqG`8z5%!0pPR(G-y;i
zP*kQB)#A}`;c#?lkU}E#C5CKG@29c-<NsHkh4AUp%nX-Y+Sb?w_Y63z$?u6l;d2<A
zQvHAxEG!ri<T?{dP08t>hi880mzzA~oo}q}REXh+P4TiGaugLX3X$F0`nPHubzDk>
zX|0LXYcWkQ#0Z45wuA^uVXLA}H)Xu^py8}QTuKy|g;m5$^&yKWZ~y9k^--q&fi~`J
zG;tr-%VdLB2lj(}B!Ut_C8+9_QDS!LRIfF8py7IgTwkJ6U$$Vqa&QjQML6hzjRMWU
z8a?q&gl+x9lsgc1;0w6iKspg90|^hn=zprI0%wnbzx;Qw3NQeC;TU}&j6)AQEYMiv
z?d6Zt1t*H*M0u^X)ag})Vxc62&<n%_;HX7$Egsgqn0<9wbqOoqwAUAd89~<C=CbjG
zDS<4Hof}W^kbgLKI|(#Bd}sKfv9UuQ?5*&-VJ<C?#58Jb5xqalc7*2e*CAC*#8gi;
zwFTiN<D>^=y8oj&E!nydBekB2S{b)i#M~HF>D}eR;TN<~ev$z%s6uqQyz&5xileYb
z>O#U9Qi}){6ld7J6lE5zm4$p{7>H10c4JNKlG(%qc&fwZcR(+QccLl;h11Ehjfkp-
zq_J0Ou2*WPYW6T`a4xHP6&w{*Di~nk&Tg-6L#TDNasCrLyCMcpgV`m}Vnc74HP9Zr
zS3d|ua)X3-PyGh{SF8+vmyl&R9n}{vW)P{?7ho?m&PYlcf*>Z#AK(}KvivMJiG78T
zjn(x<e=>YQ-&Z8Rsi+K4_mQKjg<r7)LuUf?9W2IE`2phDB*KD#lGtTV%|pBc#+>-2
zjIp(3lw6{(eK6k_eaW>(X)$U9N8sFupVTLw=l_QJVq{PtJiQfuA4@Qcij&13^(5$G
zG$@YCo7J=G)X&C%Uk)1^b^Y{V%kQl0V!p~YD&`P~MA0)1%8Zk)M1PX2h07h<Ft021
zRE{_g>p2fc%)kY67r5$UBo6UkYDGUZBBC2yPR2d#dGOck^6w^#4F>XEpv>6zK+eO$
z{T0Xw$XNDW$5-hO!g-Ig0FM5%5N$<eX8@uAmJ<&zu_!z2#DvloTDF|8>24W-r1=_A
zo&wZ{(hbHpG;c6g?XzDF1vlVEgwQOibZ{+!x}z{hkIO=ToHp#FwOi5p5$2_TOL3)d
zbzQ~ii=}{aGWX=5O4z~upS6T!%X=s#185V0C)3dp##4ka|N5Z||5d>HnVn2OVv{ZX
zt`x6t5jxspT58BEUSg1GzxmAoC)@W~UP<3uS&&IV8_aj6C_8OxE>-360{VaF?6cMI
z<f7puCTZgL!$5#=$E@m8`2Dkd5f|ub*BV-Y@Q5xuRA{4F_oH8%r4=u?d%jcJUIz~y
z9Uf{7??odDA1tQGKP@Y>3#q)tW+KeaKm;&a=i&!!8AHFNhy~$)G`QyhTuvf)lSp6R
z;(Mmp4rk78Q)u0>Iifm54<~p?BUQJ=ePS)}x(XszuEg%}2iX7w;C8%%TmZ#@QJ&6j
zqyiD-!KvkIl}&5M_C{u@e8H8+H?bXt{o~~QUc!1Ix{bi6hal{8yQ6mXSlU_=%UYhX
zdsp5yNf+P7$$_b0UhAN>YH@3s@QyBwlk7=5IbT$D6m~ayU8ocQ`A>pFb5%q@&`UUJ
z0BQe_#IRy^2DiPS1HX|}#}Sr4X15PU67c|*ZI=0L`!BQ{zV06R>Dyt<r}V0yky(Ar
zF|Ax?A%drOTs>K5%$(=n8oHvCupu-M3$Vospcf*E0j`ISAvguf$>`Trz4n1uL81{t
z2{M@+fK*`?A+Co?BM?2Gy~C*nN{{{+l7|-@I3RIpxde5H9R`>Vln#sGD_=6Gute4A
z;E*wPR&sldRRs!SCEbIuOK%f=Gl^uAab$AYDlXlB3lD**946D2Y(zJSYJvy`Kp+}M
za;R}TCc6z|n|Q5{v%=EfFx&JC+*1%8qTmcTD9*H9`bG};*CdO~w&!<_1b>mz$BEYP
z^<(cS5!BZ5<DaPW89LcWc@$+?y8^LGr`isW$W90aG&+f0&77pqFev*Wu;gy`!F9{P
z>H(t%*$c57W_MTOK*Ms6P%um%3zdU^*#~%*xe<SomCM?C3R(wZGFP@)Ig!T!vV)kN
zf~AEg4`^`bbjH^cz?F|lZCUpeVe{x4ze3ELXYtuq#qI86w?*oX7$gg8F^C17GBEz$
z-lX{*`e`lj4isAW@R8M9U}8EBDabBO{Sl!EuoXSKp;^!AxL0-PnhzkJn4;C~NE(ge
z?#XU_WMIpsDlX91dv*v4K6<16rEQ(>e6S{q)w;RJ!s<E7Zt5+twQ{`J(t(Up>)g{(
z+;~OrRp|?pffr^2K|VC%vPZa0pLKhy=~Aw~B_&~@hEj=BHhSm!zn8BkBB}7;V=9u`
zf36!U3vnDJ9=Xxk)n)#}9%IN6UJkV-v?L315`3qDxgK&1FtuoT=ns>ZT+VaCUT+me
zcqQiMBvl)~Tz<n`hMkH~bPcDgK(z&673pul**m9o+j7oqA;iz<0FE8=!EOTiH{fav
z6Y=$GReQh?{0cGv-!pI4kA}Zfj9IV;RELd4rF3wz>79|IJ~$aKfgqFW`5~9`9N`o_
z?R_1HDpvFY^%s^Dy2k6ul?x$b)>$-Xv;@$cBPaH`Qs#n*j*zrgoqftbV34pQO~(r=
zAmlRzAsO~iI3I!11_5%aKt2dG&rp_%_9G41Y|{g#gCK%0?U|Fo9mHV_B^GufLP7!Z
z4jIx!Nndj9V9>`z8C%gogrML3_`?aUJI1h%-jG93Az{U1V7QE>L8O}yQ<=S}#XX}#
ztifZg`>s`AlGxFiBvDljk_j@jF=8^s3I5+2&1!XVZ=zsbAEA|d%|>~g#1*9bY!S}p
zc!)z-)>{CfK97;g+vpg|N03HuwlR){j-t8jqr^moWEs?E&K^;E10^;@ZG_fpYbDjb
zt4%%+I1!4Vu(1~-zfvaIoCWw#y-TbLI(^`c4o1#EO@pwR@e?if7#@%69i=t^t9Ij<
zn|h<*Qwk|-CO&9o`?EP879^)PPbI95lfNq6m%VB59g<VP622r{0E9;;r$g=5-|^2>
zwuSmerwT&@(037&x-N@;`@YnAwbD|!fbE%M;Cnl;MUIQ{)nYCOu00{>*j~G0)itoA
z=xbS|fN;}^7JK2K#L14Z72G?lFX&eACm;`Fp8E8RmgoF%(|v8xlp^n+1`^%Nz|$Bd
z_Xt^Gwp6Sr_$TQzT_QBZ@}u_{0!v4NX==-tg9U>3N8XYhj%cR^ijSOYIC{qgatz>s
z`v2fC9?l2h2ErH{tKDx=NZzHPqO0NX1_=(wA9_4uayjhgSunc8BUsi5jrd}~Y*xK5
z8XF8dc16Y=##tgLNq%qe114QaPs5KSc%HJfc#Bh1iG=75;LU(Wpl`J2K=`y*IR`2u
z$YiAq@km(Gf8-6WBaZ+kIs;4t0;5b@E1Nc-%|KqT0HFoJ7KqZ|VvUOYlQ)=ujmHW;
zXEZ-wxa*6u1Ve9TOwuo3O8g?|+8TBH_aa9M3mAnJ5MR1$+m;|-6%;iSfI^hTd0q6l
zsNmy~l$d+Rgbo}rgpS4!w%?H}5X7@8_v{4mB}t;J2q4{!+QhNe2db2%3lsGIAA4^e
zjrH2Tjcd|CDZ40@DHWL-M1v?Ik&=*E8Op2-$=rlW#tcb_P==exJT`0*6%uzDD@nRD
zk2g2o<D$Kv=llNoTkH3(^{(~q^;ve$v%}~9e6H)f&ht2r<2VTz1W?<JvM*3cyCzT%
z988!Zp}%sh9`#B72SLrA=0hhHp0oKaL`=rOv&<fAZO0hYV^7QFF~o0<pa#k`zz~es
z!RPX9Q<rZ=au3R8JBzbNYxk7JixgPS5z?ogo(UhM5e2^<{FvXFSI@5_6ANe1Ldg!$
z4#;#ch#YdYxj`gH3ke}>zkxa59xR+Wo0$!h-yQeuZ4~7WBy>Pb*j5u1F{q8FK`@bt
zPE4Te^jee&QWJN;M#8#*6>ZCJXV0%UUZeCUv!F0&nf;bh@BhBW%NYBkk0Z!|3WByP
zK2Nw7`Xb0ny!YO^0h|mk`m*$Ub$Ie&hWE3lyhN0PL}vv&MgXA&Z@}Mt^cSiHJZCJm
zS;XeYr~76ueFAF?#5mF01;`3vT*cNW^g1xy%EirY*B{auk;2w`O60G2TOe$Vsl!wL
zD*Wj5Dq#p-d~X3m@UMnnO>op-wJ}@iFIHxo9ejTFl&d`7M+nUUV9)19{ALqdptxn6
zC2X3nY;A3`DwC3;hwv%FuUmdx+HYcVD&^+p?gFI`C87X;cTq7K5taAllbGTOKey)l
zit1(_$ZSAoMil~lv0xvhe>i_2jp-n-%gE?_aQCI6y?1rP9APALQ{d>4uxEDc7qXQU
z)!SyLI6u9qIn>*AvOKmh=-@@M$YVajSHZaOQUv)FPA^#K$W`{cg}g}+?UIE>7qD^3
zsITBaVJ(T2qO1n9@JJe3chDr`z~-p)yD@m;s%c(zr*Zc&Suew?nn%6I;xB?tf#62C
zO9ynqzaGCRW~sS*fRG7cHiS0O0idR6lf!)RCH2ZB<&zuM_@5SB{Y_z=<)xH!NvS56
zsZ@{YDVQ&k$MzDCLlf7}51(rFdCx|JX?gr{!Q(gai&C&L17#+bAU5Ub`VUdT1;fdV
zLQvM%+?TUw^`nARPw`U?6PKlZk}QbB5BS)ZPrOy36Bul+JXMkHfbJ!ohANbJMBqIE
z1d{47$R?KUa43V90-Az`$xZ*-@8zGEMZ?+MnV{N1ka=2A@J4loQ1$)XW^{R>UPdHC
zieHBXQm{khs8rQ~B(L|TJ4sZKnt4PS74U(uu<ShI8-CgO58}o2H5NtK3mV(Z+-AT&
z(GystaQ;cdb8Lr}w4v8`dwIf$(=#>*mbhWYSldw-16YZt8gpJzt@=x#8h9Fz!-_IB
zu~F4sQ_z0xjJ%+Mw#eds6K?6~X5?Z<MymC=%UkX;;QePx<X%fj0WSi!Jr$Kqr-_M;
zN%zbt_=@7#hSCTk%EENm*AI53f+A)_n)@gez-?_jnGm2`4h{+Z8DUI^DPKH%t19c)
z7bKcJ+V5mfm@l3u$^|<APPa(41e)StC<i;5)+_`1VigxRH&{00*2;M-A#V3q&wFxz
z*q!)u)$R0oo=-w~R`?cc18~sUULU_ul-1|eSExaNf=8vL=x^;z_FcTYI*BYN2zkeF
zvmHuXM@BFPb-k%nlxlBxt!*C4S7c2P{qL>c$W(1&`A~JIC)jmJ4B@V5>yK$_f8}R?
zIy5HOdL6M%Gwzr=Hxmnu-c_pWBx9ry0|+j#!lpfH8$=W2lml!fGf#pI5)p6<0<XiT
zT!6ipMSf~U{3Mu*XbA$OM)|pVnYXutQrK_28=&9Li$o{yNc3j+KU8*kwcWZ#0)qpo
zp)$VzP?lbLC?phL*e@0G;fr|m@mE<Q99so+cSW*dwL!sw6#-=QG|Q<GBq(p?U#=LB
zi`#aT?RMxo3=rOp2#Z(1QT579jg^fFPuQP<5qPINQdbFMRX{(I%8`7#e+%IG_bQ;l
z6eoI_nR%PI^e$LE6ffzZ`7DFefBnXf`9WNXrSIaG>=w)wVM*4w?W~~oW9Kb1@GPb7
z_byJk6dmZO7H4^}It%(1KyL`=)~eT&tHL;Z+I~zIEJb2~o)nXHY;f=Cl=#h`DX(AF
z>SMY1obA`IKKD$8(_g6=qd9SgBauwMUt*i4#0+E%NyYo%#|lM=$ogVqugg;uh9VN|
zrMdGoGwSp2Zb<ZgLE{hn8MELDR!Ncl6WvzSX5UsSIG)_R_rTqBzjhZr^WZOq^eiZr
z=s0cxULp2E_lk_zeWu=6s8t-;OhyC5&F&*}B408{P(roYN`wA;)(b%U<KkJkK(9l`
z(p-5!1BN=B_kOB5hm)>ZEK7EO_HP}^xn5Xv;2@l%9~okxz}}&tV~d|>LUZIh`50AJ
z^I8-rU@pYeOEi9rx*D_K<CV*w#g<!cS81nYPyS4b%>)91n-AE*WioLmd&whDXRG@@
z?lNWDk01HBV_u5+wE5BNyLrk!fndVX*X`Ie%5{4!-2OMH1RdJ~56#p3;;CFoM!%0H
z1&t@9sD|ut49d?J`b9v+0Kh+6a;5b(m*E4!52d+rIx1j|s7&pi1odR^u=_J_gR}*9
z3~hPwWSJWK$&b$mY<7M=s=fI7A-&=|T(R<FY?`6<u>uWUn>K3vY=iBN_uAdA3D-HC
z%@1|uCP?3UisW=TcSDU*2Vow^pYr$Ck>C`p_Xs}xD7G5|j5P3sVrW$VHJW^<5-*|f
z2eTdINJ73v>)c#oLeb@M%(KFKa(*Hb?Mfd$(1SK4Da4osAF&MO7?I%ps@x|pTY(<-
zdAQ^2mmfR8VtcBp%<rQHXWqwX{*SBgB@A6(%tip;@K3;4w3Z&PGeoBwK9>@zfEKC{
zJx+>&9{{ZLb9~XqF{)E^mm&^AaMCVI=SDv(q<w=PhcQ_{_A=}IZnRhRV7*LCnnl>&
z{Guh0){gmx+jryp_(q26TSn;a(is*Hx=)Nu`Wbq)I^*<`Lu$M;(!Jw+Ld*gQo}VLl
z@kS1<LpQ#K|J&#86$b6FxgdCT^2NKBeR*Luzb4xi8Ly-*6PS)(FS_>kGKEhqr#;1l
z<g><;ihHIGW{F20E2Y*XR$UCaBI_guRrl+fbY;ccoCQJx8-(f~Y$H=<P+AfXS-&N+
zPSd6DT;4rWw3rGVqu2g84)_g2SU_>dp>{;dZ09;MbSu_tnw~=qNN~e{0*gbA?}U0x
zJa!6Sp<mbNi2}nRhqEVN^*7&V`Beia9y^9kwc4(MzHdcQ{P|25jKcEhy`Jqg3jY`|
z++bTXYc%mPT5i=TIOJ$4wEa`yg3$qog?_ZHz|_IQ*E4%|VY2qy89b&r0~FM7SOPHQ
zuBd#n{9ZQ~Jd|W0L_nHO-Xb;=zNu|pf6}5g|NORvhw_O}1)gVbD4fFQJEQ&7<_e5^
zR%z@*r76I43v3Py%HSO1Yk3K+>83&fxOPB}GCN@W#dg---49<6KB2-D_7OBlxLR$|
zTKQ7<2wL)GK&nm~YySJb79LXb+#110wqI`u^!tVxi_wFC;p@QfKfWyxUl4{Ti104}
zL*P|N`LFKnmt~r+YrmEN%@<@<ihDL-Hb;v@=r{Y1R?dHbZ#at9f5coJWJed$ixA``
zcWu@EhYRpe%vbsMm$O%A!5s<2B~$}I9iR|kf`$o|>si!SkPbl7w0c>IrdV#jEqK*1
z{IAY>iu&}8>3l$a+9HH$4KL|0zR@e-9LFKQ8rd^&9*u1ngo%4*zxDTisfTO+{n$4q
z=ln;$9*=}mQ)jX<dPny1)%s$-v-o{Qh+zVwwPS2@9)p*R3PaI!cI|_W;C*UWF8GoJ
z?ESAf4?Gk|NI|1Kr}dXV_*a9t@N2|BKRr&_#d4)GVHw&xIl;$rmTw<A&+UYomh=>`
z2cSVj+5r<-2!_a*$@h~}o<9pQK8<iGXF-m=-?qT9|KYO#=(v{?o0Mz3EkdEHwmKZ3
zFoTqMb}e2kE)ayjUeHeI@cLo3nw5DT<LOPgI!SnO3U>keMjiy7r%@4PUSM|(TsB?#
zU-#_uXW6X|>4B&mopb2aOAG^rbDRt!D(}ax3mL@!jn4~!6c{3aq7Gji$fyEv8SRH>
z0xS;x)02gh%KSguhX3W%s|wl(rfO9k{I}1(<fYqlA^Crn!M~raZ}I<T>Vm(~A2auP
z|MR{0>wQb{7cbNd!1E7GZvl3E4Ve=CAAiO9Cgkq<T|tER3cH2>>@c_$1rV#4u?-=E
z$PR*)09gKyJ89t~_6#wgZ2`-I3KIuCz)>@`f0qyW!`A?ETVoqEtD=&G{`-TIt+aCX
z?t+#7r^n4@uY9v5H)5~D{~KEk%N48zT$r1O3+l;;>dn_31N&f0a|3&S?1pQ8tCXAd
zyK}p=!xy0`Hw8c$A|kv+TzKu^h&?#26I+}CE=$qaPc+xiD{3)8D0mLk>&kx`cGvoe
z=OIG`XEc%xTsRsbs>dKb5PoJ~Tkmp^Hp06cG4*dfkvx;F2wgD1ZreOaYlzhuNURt3
zjLZBbB+m4F)_dui#eF<=@C-1>MWo}ux=2f|U09FB<jJ8_473<{1!~ag8Qd+be_1~q
zD3yW?2m5;#i6E|dW;#e)^a~hU;3_cd?L>^Dz@~+I6<FSEI}x&be%(cAuD}}s?F?d1
zfZAjAvUw}{{$&fpRj3EH0pmJENCjCL;6FrO<c;`>^q=WqeYVl}u3sar?&yh34{ZT!
zf7V$5A8tIK?a3;Bh$jJ36Xg=jERl8MQu#mwh=Do<7eu0eqa{ejP830hi9#7v^~|H{
zo4v}Ab>Ocd;Ub$k^>jx6uLfZfG!Z9~HI)B@KVjkK-G=@1d1T&XND0xXpp?dSUa~!#
zeL_9~F&qIKonv&6F8+mvI}cW9vc|7AC6||3B1C2h?N3GQ4CDN4kBUe3$0sfWYR1$g
z(*0fCsDufz8G}pFIKl<%29(Y4P(|YV<}N3gyW2rz#l$E;hNL$_)Hryn+LbCX|Gfk9
zZjpOD6gCK0orzHLkR`70^~#J*MbiWp?NE9WsycYf-QC^()4iy)G1L}UV1>uElupdn
zBs5kAY-FTRA0XraD8Qu8z69;p@TG>6%-kTB*%{)Pxd}iB2NN#v0rhu?FG1@Q5eCF|
zbd-oC%IvHH>~Y|gw?vx$YmZ-`VVT{~yRi^P*3i{-rMcgZN1~`QBc?EpDia#}j0C_A
z$bQbn0q6jhipiK{EkmKs%FG$?29^%EAhgFpjV28bA{@@Sv*5dRA^5g6zpVM=_)yJp
zK7lq-a(nAUP~0>JkbLA_C^VZUd*n$4b*SjT6VAmO{|#f;c-`}7Z_Sh-s_+zHX2PpL
zMFey#(MyW`7Rni37-_FwHWhE;-e%S!=vUU<1D!c0U1R39G9CN^IO$+Q7GbZ0+?+TD
zEO_obAmsTKzU@(=kIy{=M2GRBCjKFBzL(tDI<fL()Ny#aq3KfEF7t6OGIhi+1h0Il
zYcQ+FPD`i#cOd+_;0OX=3%@{Tb5E{n6;fv4;-K`4O%*|<v1r62HT1OeT7bdC;UcjZ
zPD>ItU+=N{%7>?b{X^_od}b|-2nY$d;QQ@RuUL5J9e)hLBH1jMG9XgT&Np)v1z!q&
zRI2+;9pK<VQvQu%<iG#d1}<YF4qF=m3u4Iuc*VAbo%z0K!wFZA8Az;X_V7x2yiGB=
z0#3)Eun`v9ci>S>7c>v-?n;1G3}_t#I!5BcPZZWT(cyAX);{yhUF<eRD59D)_7NFi
zWVJIg^yuK#RyTppjONGzJ_61mbwT?L%~0Ew6br7T`ec2L{~R0R&&i?Tyt|;qHlU1G
z$jiXpzq*q=SbVMMD9BSUMWZ82#Qgqia-$gDa1@$;ABcGIBhhR%v9n{t*@?-85Yd9@
z@PO}x{Y=+{KANWxRuCCZdpnMCfQff!Z>vl|$P2@j?8>G%fWcx<K<Iq+AZC63=cr=L
zCr6O;4cx%&a8#fZux=QObP-~^qOh;iG!=mk6nAhChytSBb5gW)YE+MbW(6USpkd9p
zDtxnJV7z9cU@j!1_jbApAS~W_K|jx@k|QU#zc|x>J$x|9f^2&76M$FDW<#(=`X6hF
z6GnPpwGbxV@y+CvDKdaQYWCpTv&(?$g#Ud<@zMG+kXOE5Z!4<r?yq@pYzru59Y#;y
zfMoT3EMIKBD-1g)YbW7K3R*r+4SY>EhEWk?8u<vSjX>IKkSNKHyN4gHclY%q>#aIG
zWE`dN#7fkS<kC}jtiZa17==tP7F><okJMg(?C@3>&cB)$l7g*^G@fH`J#EB#j9H-@
z=_Dvl2beTIPCnKb8zOBcG+k#qO@zdOVA{5Zm{*^E&fx#M=uX#c#Q0t#!5s*TRB+^B
z%!8bjfY@tU^Vd;e6~TNRry?#U&&u+}&ojV>mfpJM?k$`2I_Y~nWAG3EJn`{u#1GDm
z+mJ;9909>dafp`NTY@|m9c*opb46q3tRmIl9H1$E(3$?DaME4I^T)g|)Kd#g3dN2;
zzRSkd2XpZKaxJ!bJ@iKbGc;-j>=Hot0woLy3qVf<J92zmOVaP-1fC|Qdg$-rdiAw-
zH0IZ?2feGnJKCQYC9U#bsnO+KDBtveduNRU+7jW{To-X{3oL(dgzk%ezh;&5M&y!a
z>a)cNN)qE2n1TcB6{iDWKJ-?DVT7_|p{+oW(mezs99M(%)DOxa299B5rifa`T_1!j
zD3x#%TgoI<C(rWV4mDcK$Bq`){F|l>6ieu7jl&U6i>MHwM1`3KFPv{U{4zC)g}_nt
z-lx!kC0!~GnKe$w(_gmE$hwWuTNJ~imopB%-+MiB_0glxwl(jkIk_05+tb;`Ce3=B
znnvzOJPH=vahK`lgSsWli+PgXf3{^#jN8ujekfJWV!@)Tt(=_xT`@9JcMom3Td=Ci
zh^+&s7>;^Or1TjaEW+Yx-Z&5F7iJh4%Fzuo&g(trVr9;~l7l&gpRF<G``1f!9mz4q
z;Rii0m&k(JSm;-`v&y?oblLCqsN^pn=@9Gi+82$#8;|o{mtuKPd~yksEORNyq2T#6
zxeBgj^&C|z#m}-TlNn_)uSLIbxJ9|&#zR})h3-Q4Fguw{rF9!WfYf8Q_wms~5Sbv>
zfY0wobxMI==<q=XrJNYzGl(8Gf(>3bsG1Fynq6DzQl=;CwzFbqBGYSL8|3}qjcL4z
zz=jnxD;D2ZtR1&*&i>Q8RNkeK6Pj(bKDM*M6%E1TOMkywYO`wn-xCx2AWQ?6D2ra^
zcGl(6?WG=mz+;<zVo{+1`+{qy@KC30nfS4ts(*D1XiI&Uh7k1Y*EnYL62lV<D$sYp
zcA`9BZsSSO6Yfl$aFUFgcV+bG%<gBoE=ZyX*C|n5YFnqcm>3!L+WIL+V;dhPkDvye
zVbsi6H*Xj{Wr+Fb2O*F|E=H^<JU!Dj-=n=wcQ=$*W|Erk@+BjVsKKf_vt&%u#5h<e
zq0krUuHl9yx3)-c;@H$>>Bffz4VK-T&^p1-mWhR(1MOnybA36CL-5B0?@gf*i&k0X
z7o)!Hc1$^&jp%++-_#TN9rR<M&5{Vy)RQZ7g=c{aS^|jgaLYrY<?-I^PKmzQ;tZ;r
z$!`O;&)`8pY@K}|BwHy<OtG?cJMt-Tj1cPq&ykBt)79)7q9Z9oVgkO9wZk=yN|mSL
z6*Gvoo%TBNbZD%B3u>h%)>y4&M*b}G7_93|6zCV7oXp&KbU1lWC5HyADR9I5IL}&r
z<->FT^i`<E$VBEWS1HhM4Ce>638zfYB|W_=B)y;>V-?`NqFI6ilem3JaJB0077rV%
z@78$r2y~p~O3?3Jd+{*0jr8wkUGzXX0b3933ofz5dW+^Ey;m14yzOD60$~cMnzM~c
z_=jLLL~0KYCZcHVH~KeEhaf!03ve^|VpQ7MOl|Wg*30)%G(WK4z`PW_qFY7_tXNhh
z^J0zz%2y<P*g%&jM@8F;U9MwldwhEzCZp3ng<$IW)Dx3)6oHHeOWis=43sF@mIu(m
z+RlnL3wm5w+Ng1GaM*n1w=rV+Nr%7{;T}dpD}3dRGVTalZKut4NhPGGgjiqIt}HRk
zuv+_|x)V9^?w?^_it5ZC)^|hK&opjz!HV(&oo3gHO5@BcXV(H&ooJt&l0i%L%Y{7>
zOL9v&6LuD1ILpq+=V-)n`0=5^1lW2ztIcDaETqSdQv{6;WN^IPf$hzgpZWZ5EMIFe
za92ry6jPA7K!@pkT*(X;^`y`NQw<0K@5(Evc;MI5UxGWS@5W(=4!-#pJDXMqCnqvS
z&b}bcF9NNZ+)<-OZ&0I<z<;?^geHX39o^=$NA)(Mq(l?6+&HeM0A&{T2o6Cc;e+(z
z_uhl|6Mh*=riC|}WNknCXR*Wv#7TSXTzY%fw&FFwrGbbthQjp;%-{x32FnjUFZ^C4
zq+lXdS67eu3}T_A`k~tR*GNEwquw_s)}g4iu`9x|6EOi9&w}UvYKAF&U^C!2CSD9=
zmR6Im&UEN6D;odR8^4j%z)J}8dtcKqJQQUcmKQO*kd-alz31+kOJJeFT%jpSuSu1`
zrLA`pXc^Woz9P8?{T3!_#6@IySVP`*sQ{&6Aj^C(&h!DO0#IL54x<6ByGZoF=dE{d
zF+W2*^f`M5K}|vxup2IP=P0A$Y6xS<Oq%cAE;q)poqKTl6vvugOen$#8{!hAoER_a
zh-t-QTa?NjppQgJipcZ%b7ZcvP?&PA!lrJTn5Y5ja^R20>OY2y`IUcb?ALE&NmM`T
zmI?qHX}<@XcJni(&cY3oINqb9qurv51p2{`&Q$|Y+iiSjc2cnd+S7nBVP;^XcjrM(
z7ZO|0LS3aXIskFbu*B6H<fPASeKN5p^jfqzg-mO%;`I<$P*mUOu-A<mIeQP<%b-)j
zAAFN?V#+42*y4U6lhdV3Nr#F=;w$@j`<~&Mp*BD|fYK1DKI#LX!9Qz2c9p!#gy{!i
z!)?;B7#ij^ndepi99zulIp&uTp1HN;$qXuT42jT)cM=(Q@nUI2lF1kd^!l4<v7z<^
z<Dp5{tJq_b1BXtIuIj5aOjKkd0X@bGlX7-X;&`8ijRqUMG^S*+FU-wsq2d50wl6w2
zCkyc(jSH*-q_HRorDBX;z60~)UQ+U*m=@S=ER?uBc3B!h7^njpk@K&(CEuG)eCjj!
zp>PXsRMW1kJul~4a1jq4fatv$ZPbtmwqOSlu^U?d0A3w03WO<t#?hMBjMzJC$`*MH
zWF;nZKQ<<=$|8L+)Hyf$P_qknQmz&wjYsH@P;1*anilm9Aq0^Hk=~;ZOVB3SVJ=Zr
zPfqYC?>wL23!is*C)cVO&UY!$Gj(tnYNT%RTPWvg$RP`$IOl_YuWmtpK1SKRz_h%Q
z0I6gdl$l&r&ighZmpyQV-Bv|#hWK)v@S3>G9e7#VmZj5dNMmW|?E9D*^P;x(;(V>p
zkc=v))Ayn-dQ?~I9jBZ)Kd+f`l`$y?{bg#{V57hGJaa)b^Q{|3*{fn>V~L~7t;2F-
zE1!y8Si!siuSZL2cX$`u+%zI40sh&4CYG+Ps^5B-Hx-5(TB#NzR$>vaV2A@#2Z_pR
z*jVG0oO_1XGci`(IT+pWVy-#|+#wI329Pv3jPQ%VH2do~;Pp25SxeSmNz)gza(cRO
zq|^R0#~0YoU{@j|ME(OPkoX<}Y#}7T>FH9NSHSS%!$unYcbHvdx<cu>lXFdT;`n3r
z<n;|xFk+T}3gR$^MYlBa%*18o{&>p#2)_St3P*4ki%=0xLBa^aAd$88cwl}OS+KLZ
z2Z<Z*r`hajKH*pifGmiu1%NX$PY3o_B)v>ehdYe|r}K}Yy*{tvv?}$4>2O&Zjl|<=
z@+;D%kXx1J21NpdBx7f1YOeX_hN_)fGUptcoTmaltT316wo(ZPmykF$_4U!1Q&6eA
zJ9kRTJY2yWI360xnC=1735&I&Hr{FLzf^5`n>FreAh`O&)W)<l=fq0mtDsnvwNq1E
zUu}mM-}cy=oRG=Kqq`%f#J|sD@+>nN^MO}$Q=m~V7v$bZ6yY~AG2Qa%Q|-2)OGOli
z;}FAwxYpEk-&Pw<@|2409DXmrVnAaa<`YB=<gW-blfqS2Il2vdH_wjm0&+%<D}WGy
z*k|c2VE=X-#{?}}og5Nj5)01jvuB`}C$j`#FZAua2#1<Pbp#}!Fo;a9Qa2v3%&i;#
z35(f<)5sGM5kZ=c{)z}lgyI8o83A~DWH&7Hw&pX0d2mC+8g#?lW!fom?l>rNccK<}
zaYjwAm_TJ%4CriLD$0=>0riTA;pd9T<r|Pi0mMTS4c`n|BY<+^lZO9_SO&Dh(wyFK
z+Q`Cc9m*NnA#uJQ?7`=(<2yt`&s1|&snpJ3Cg;=)$WUOu_5XOc9{2^yVzAK3Y(bR8
zfN>7_4yq@MME%D0z+nI$|JMso*5B0~TNt$Ho|Ii1kh+6XHK8#-*(J)vLnAyEAhq-%
zd{%g<1dB?*Dnn`_u;$z@%IXMeWK9>!K&FFZyr}=k4DXt*dNrAd>a%usC;EB`h2MMO
zIy>30k@pKe5AjAGBi=}aX^!b}!zCSL*EVHcgxlz07=Iw$CQndLvrNPi7@kcR2EgZJ
zO%{Tt<t~%q{MQoN{08JEsQ%Fw!YZil{Gev2tN6z4_v4V5Zgz<UwHybY2gVg=r|sRd
zr`BXM-z4Z1V4XTWK;%cN^v4AjH9N`jFdF8^k0dd5-9SvsLlyJ_mZxAtB7roV%375=
zV!KFZL+D<G0F_MbkL8DjyJy6lTPg>jBfvLLc!n(E)479b9TTN0Tkc|s6rQDsD6y}a
z{ip84D`cZOb6)=g1DT_r!g=YK;647>Yhvs2+VnhQ;4(<~D5IgCrv+zVCN}4Qhm`gk
znpRv@dPkiGjWbEkk0TOG0EaCERA6UZ;Sn~TXI>NlH*mvO$+S2|MTnY;>j98VP_S9s
z*>#YKsr@x59di4H*Rooka7zv?D=Z|>OESu%wxgnOD-6WRDgj%P?7Rk*IJMdo*ewwA
z19-#(y+O`{%%|LV;Qc}FajP?;HoDMp3;^K8mLW7ac#zD*vuvfts%%44+)BpZSxa67
za)XF~wZ>E%wCnDhpV6ye6UR}d_o}f58Kb$;CEAZHb)gxw4x4LWP)HdJFET_($6F_>
zA8&n1$M;nni^d1V#P&X#R~dycwc3|_&$xR~23CXbqNKR0s*{QuyQY#~6gxSbhF92y
zJ=xK#`>ATv#7R1EW}MC7>1VKD0fgn|<=MTJ#i5MDaC|6sCaqx@#C>8LH)~ec=06}F
zhz|=Qv8AAR*dQWm-;*FULykS2_dwy$lcyK8<aUoZu~$A;7h2wFcKu89=nU`N{*MnN
z?>15+3WK^SrZwlDH61Z@x4v@D#^M8Q1cs`+TaG2FJLir+o!*bsrTMi|*(mTD)Co|v
zf5~`ZhJ;EcmO9Fxsr~zIYS^aWo4GsQbPa(~kBfwmtj}q-^S8~vdL?&F_lPU0KpHHY
z;yd}Gj%{i3Ik$bS`R?ptabOEvS8VO<tXO!LvLs#uc^%qJVmUx`SM}Y+PR~yAtr<jN
zfddR#9+C%45I-Wp)gZ~8H!>VCJ%f`t_i9qkfl3@(wYqX|kvlt+f=(|rbkcY^WwT@W
zwrNyia&Zqm-r2c{&w0FK6M+Z|g{$*)@$WHoOaKRgCIf>_TZ7e^rIMdTbhy<oibus%
zMT>%k8W>j5Q8)J9L!+vCz(O(#HWy^$?b(1tge#!TWr!K=2fuQ;u3Xd%B`k8DoO>~n
zP*3U-X6XPE21T)8WX09y*J0KScWQoC+Z6BmV_-bokc$hnbTPH5030=vzF0>C{mjBW
zf`0pe_aLz@agJO0XA}CK6+999mWvUYL?-wE7o7#0`rk9X<9gaU>Ohruv6!0E+V!!%
z>vRzajo9u5Hlkq$CK2NZTyRCk3yg7Cg_U^H;$K$4Nd`|hbEH+0RbKwwQrAu==K1q%
zgzbTtxt63K=;d)06!*jIpv6eTkmoZ2lF9_Z3KljtllX&0vn=RQ-G&&uBri{jXb_Fx
zd*z|O04sF7ITV68ND*U6%evf{>vo&urB1OWOK)e4(U?71JI(s$SrxG%^RZEBqmE6V
zGGM!~ITWN=@V*trBI*y)CkldsP#O|%f(<LYYHJXmdvs<>uW0Ksf!|4_EVxiIdMF9<
z+&Y|1dF!!g(BA#~@%cI{?e|3&9(7FC_^>Dk3qkZ2wolID(g#)+NCKFQ3=F;^DB+cm
z=&zMuW>s2P`l;i>9$QqGg5siH-&foST;7?u{4~z=cd3+~auh$1h#`T70}QZ}bya`O
zy^+>UK7+$=(nNU^yb3`(hG|H9Us=wF@xo>~$))kYSqod!ZMC|G=#E1#o8??+TY?(Z
z47U+=@G|dfK7;IUcXKT#$Ab9aDLI$!HPdlvaqc+c-*I~_k1O822eqq|9KCF^sO;Iu
z_uLSU4fbR3uta5vTn<D(kFGM|IL3<?S4S5bp?pxLJ9`JP#~8A8QWAdYPlTxyu_cGj
z=!;sV_3?bpi$k58sf}de3`UVc%++{B`(>wXUaIpw1VM{L#>iN5%Odbm0kAl>dlzl%
zr1V)?Jrs}HP<^frg@D^fBeqUiQyKcF%=18F_C-G_PyDF;4;O$+1FctgN}S?l`lzX=
zr)PhSQ)<HpW!Nh34vn~^*>^vqw{Ss6I#tAP3(&W_@-8$6)m*~yqA3R9LVS+Q4v`He
z_MP_K#=`P0f8x?yQJbtEmSX%le<(NR1J7jf;NxM##h$;rFw3^D<=6*HAQAlnSHq;K
zBirBNyJ>m0-wLf8{ZI6D?D6atFbzFuplgbzP0!uvH>N1r?HH{%dgbD-KuJp(g;ORm
zLc^hSVb4bgw-VJmIXxk>z`xv{4Y?z$%lw8X(>1mgW)6&mD-&R)9?pR<^0+KLUH7%S
zB1CKZ2M%+jATqIF5`u-(mS6q1?k&;vJ#axreTu>n>|KL1MYNXPQL3$K8rv#6okLS-
z7-Bis9J*BGVKvER5yhWj;99IQ?%rPU4rPk71ynZ%Pclo-EzLmU#PBR@%RIYL<wF!s
zjaKslhxHbmCik~6U%wjAf#R&J-D}f@yZ~Vx#%1b2W{eU2z`p1J+i$`qe>cei>Ov>^
zj7%)8fT>@nX3?K8k}+E-HrDE2+q(2_-==$I+*LJQ4$A}D#u%tzZn7PmykW#PMd{&h
z%hAE_=aP3>nt`49xE{bLobf(BAKPc~*GIG<0g%9S7Nd8O{VB=2B)64vXX`bKZ6@BK
zVtNXrMJV#|NpUXCqWe&?*c7?FYRb^(@Rms&8><LOu}QuR={DdgbiNUekQZZEj+C5B
zavDlD2~`xiJqk0WYHfgLf|Xj91ScNQm~A{J%Op4jQfWC;U7)%n<zl(!A=7>ydsZFL
z?y)V8)*ppffwX4<oGxHs$i`v*xQv>8;n<QG6e1d0)|OsXC827N9punR8$tQV@SO24
z=ceUXb=u=r`qD!4V%pC=ORi{d%2MRu1de8N$~Mx9()I0B%HSWI_2(tl&hEQMFNlTx
zV6wG7K7K0Z^n6FK0KRl=>r7O*uEDY(zfM>`Mo-R#zQ3BalakR%)fH-oHh3*FSQo~b
z_i!72)=y}FqCQ5v6VjuE``p@j$#&9tvr<_36}HdrnsW5iRAHP^dV+S#Pju4F<d0iD
zbTRU%%eb4n9e@}Rcn&f|$7aODCXwIdxZ$%K#JdM$(%)+xZ*<@ctgu^tld@ij2ga+!
zaTBmm4twha3IJUpyIDL5hw|u`nFn$1c&Mg3iD3n%k`kp7`bzWA`39f0@kgS**n;sL
z38kLt%U@lo@6NV4KA9fAKgq(<%Ojc0n$Q(OvEg{OJNM!U-ju5+Oe0Bp1+Yl38u+9y
z>L<B4CRDbfZXAB){%SH|${wTMoBwQbBbM0^YO@3GVazI^1A_<JwCvEegBC2Cq7GoZ
zEE-5Q>l}!x1JGKW+7%$@P!j_k#t);2s+tbH{1@0lss~4igS;0W4W8EBsl?j=5YOG6
z6>WY}ikI8bl10gR^R;wjPvw?7&NhQf7;6VF6&au#vDRlEAm2xFqo_?+2KP_M>zP)z
zEyAefZb#jjHfu?F*vdpn*?}?&KD6DPHF(eXL>;KSARh;oK)F}y8IZ818U+%PTHyE0
z_tEl$*GiMH;mZLOd1cg{l5eterGmYvO_E)%!fRY+{3}eFCvlHt{sotRQ!jUZYL?+d
zhLNl@&|b_wzC1ONqh%%wHN_iKb)FBSTfh<9&Wf8wPI|edEioqp+!>Pe!+H$ly4&cG
z;Z6{8KwN&Po=hfB*LQz`t_(%zEPuC7G8_~R@bXFUh(z<ic~V<yQTVSBY!F<!6wFNt
z#PLo#Hj&3Hy<GO@*>hqRn6JhCeKT#l(-Q{KAML<s59}(v_PMzS&G9$0pGF>k>^gRh
zVQXJ;dt`TsU0uI}sLWijS#@9`*(GnzrQkuz7XoRCV!of`@@VSLuv$2VP7Hi%G=8lt
zR{*^yUK6;jz#S1cF>qqNtSm}t?!cTrXIO3Fxq@PW@)6!j?6+=c6)68S65&8k&(Y*P
z(mGV{B)#{n9kipn%YYk$07N>c+t%nC7+9Q{Ojk3Me3s)gNOkj))u1+0-IY2sp4tkc
zfda@L-7iD{n17(WMERaART$><Oba~-_bqqpRCO|9AEA1{tzk1l2?+=U2MW?gB6Im{
z-H3`{fmOkRFAlzg)WF9#2HBGg?GpL@7Nb#smIgstXEujMaO`5Tc2m?Arh$`=^4Z@3
z^Gq&YxNt>ws{2IYj*Q=bk(G7)u}zN^?gPDb;E~@3#?RYC8XwTYrubuSjMfdI#9fw7
zC*}8RcNwa`g?!w~+vVT<GfkHhR|?iwkb`2beXdR0whGL%A@<_pMy0T|Bctj8@c=jh
z2iL|~P<yhcx&>64_Py!gS>v~2-NNqh0uXA{OF)f@*#ua|ePdRE4B+7SKQWyt^?n{{
zrfD0nb*+2-Ckra!A;2Sg+aT3P9#a(7$EkJyT@v#VChMsmz~H3YFh%~@7R;CeD-g9G
z8r2}00EM?@FhI^YyB0M8R~6>AVXNcagNO;r&-$=IG}WSyAGv<ITXV&i_h;HB>@Zss
z?-g$s(^>FpVMI0mIc2JrBG6B1u;e;+e&;&9z(HT-rfcwlTz>A=*Z#$=n|aUj_nYtl
z&<IcxFis7{5O|<qQq$=gQq|wyg2w_BL*{p0^d_A>$r{_Zs$^XT7lN)s^hzb%ON$@`
z`7u=B(;<5VRn-q9Z<XILqNYyS1;9$!V5aul(dn>deRTJ9zYEBd0fyiyfa=qzOeZgP
zytU8M7rPRgzOqAb<wnH<vzwg4ebUk&)ePHW?WvU>Wt?dycEB+3lE*8&7)K~v5o$zB
z2$BKRC@^b;5)NVSIRIL_JDc%qyTJPIzP5?!z-Xh1U>w6}dXN*9GTHb;F2KV0Bai)3
z%(6ccpg}B>0CnPVLGf+yDc^R_2DB`{egA$~o{ZW;1%a(j#z3X^bk)?<%ww$mp(pRs
zz1OSx+c%qr!9Lx$e}Kh!o*ki&Pi$F3OR|VZvkC1y7$>*db|A8#&4X%8*G!1A6GtmL
zWyq1+>5PHP`tq5G#;6l<AwdA<j|dB@8X6mc6^}eZpgRBxgw{KejH1j3#nimv=?xz&
zA>d;utAI<Q8;h0=w4H=Olr8Ejose^Vw_wz}b0{ca(u-fr^#x{HXogW9L|AH+wcAY=
z5p6awYOH0nmJuu9f&hn4)O0+<<C%!;{%W#j@*3UZWpGm|H@*rQAH+M*_yFE(HRoeT
zgAq;Z$0uSf+kc~PWvLeqkA^Q9XB`2NqIALqX(`ZKGV+V;e{Z=%lfEi5u1gKNh6<Ro
zUwu{MTz~FaWbXbDPe8YA)B#3NOh==?e8%a<>KZ-0Hj?aD+n2Pe!q7l~JyTR#Tgoz=
zV_Un&*hXv#Y(g^Y<-iD;ea2w4a16JfPb~i3z<Xf0^El_13WXS&W)~tkP8KXR0H>Yy
zu&i&t#2L^cw5egne(`e<8^9wVu79Gg-`gcv7eLO0GJK*BiUs0SD=a{h`Kxi!9b{#H
zT&n6EzF*jbhyb-wuyP{89}^>=_ssnyF&P6e)lkMs{fGdBPeSRvB>MXfJ4#w!sicK!
zsB+>s-=FrA<6?4#%f+q4q&1MlaQfx?!0wIE@Y2)M@x$@_Q8_^&cxJ7S&qIn9ExHEd
z#7HrTRmkHxen?7A8nnB)c|=G`wCt75jWVb?-^Pg54TQzn%7*hVF>$?TzJ6%=cL<-+
zYMHZXefjk%vn3uoPoo-K8eRhAjjcfgueC+JiLRtjD*b&ea!>*Qj*oxhsOkfU2Yc(*
z;ctfmd92Kw1y>hl^8NA+QG>6wkuYiYA}T?L2_#^|{iq<BI1iR5dM+MH<~m{#HfOV2
z6u_m-zBU2uYhOA(E83)@D6^gRY_Pll=o2$yF@Pm!*=JzRPEMMW_u9!4xOA}5a-ew|
zEo1CqSzGT9SF@>+OH$7RuRg8rBs@B_0x(enR7LWz-krl^8YbWr@J%#!(d{ZZ^`lhI
z<#VM@%6m#&F?x(59M4Lo0l=V7jRPC)gTM-tB9^XSzm%JcDisUa->L{gdz?K1KfQ-2
z$D4b8_3eqRA@q*wPQti8637jKPxI?*PQgczz5qn*mRUA92jt6;CrStO0K8*tZ;;xw
ztKDUncAR^#kYQWa85j_NzUUKC7rbh`7l_xZ)nev&2R}Cw7@39nI%#|*s-tDo$gxq~
z1_H|L3|C-shSeXmK(uIEGM$!?;RwAf(l~VCaroe{!^uO4eJJBU<ZEoRc#>UK7Kj5#
z?=o~0HZ|f=0+^DFsE(F5#wp=$;5LCj=sj$-&D;H8xwl-?heH$L;v6ik`8hBfmpm?l
zd8n(G0p1`)RFv@#)pb>fumGT0*;J3+$e3$o8lSyn)YOxh!Nwh%;);h`WWaMkj|s*~
z@p01qR1SXjDloZ$CNuh9u@x#|YAYbY_!%D!mulwHvdPxIe!$X%sD{L}R&o>7fDNuG
zS<Hh-jyOZm#6y01V#W6io)Z?S7(~!#z1Vchg{D}fF633x>aWqLlFE}jj``*QnWdUq
zE8X<u=qL;kE*<w#qWY1Q;*i5-!}77`l8xxaUaNYOrJWSbL7%ffUjod@dv^qp0Ay~G
zS6S1iXd{JUB9%!v^0lrL?jedUWG%1{Kn9KrfR3{PP6!eQ{1i%3iHDSbz<%1EET1;u
zHz0D{HsS_BADUJxD;42R5c1FrRWtl?oZjkfZS3ykl;~_*OdE$YIgZ_LUT9{G?5?7j
z@}8LMJ`UR=&D$ExB#edy<g)i_x-f!{%k*`}MGv$omzN0KOQF(0kE=lA%zydu=;M#I
zDCucwM0=|nDdy3g*rcs%t~6d&TAGe(;R@`lI&xIjh%+IZCDQ;fVkq~vXIXnj!&7`}
zFjas@;i!O+4Hv+7I4oS7t6q=`U*U1vRSjLOMfFA|9Q>r$*wS(sQJYjYfNRllfan`)
z(w0wZ1AI??u7D;Fm}(re9Np%;#aWQJV+rRmw>oF$p3EBE)ZX3>IdE1^Bhz#t=X@qe
z>y4pDUCa7QJ4DsZ?39Ytr*Sl{aE@6i&~45pim)R^$B}ICDKmE@sEv-BggyLN7SpD%
zR{W;i+~der8wbP>If_MGM-V_;8fZP*{1j&kIBnp_MjnL2{2S4_if~+ps&Z%Ko%f4(
zZbi}!N8W`chBb}*Ub~8X=+2(*JAL}}#CUVrlpa1<8;!Z3QBoXF2q}yLg3D<m4{vKp
ztI3(pF0%lfn#48)R0*eDTI+TV%E0!6yc8sojbh-JfJa~B3?4v{gy}^&$>*v9>{1*;
z6bB#(6(Fyop*}p0;=Z}v1uArymx8&3^A&n*)MVIW`xVubLv!<kRZ}2Tz=SyxOD%I8
zUw{;4Y+};UsHKZ{2QfH#0#tXSj>tc8gU@6Z)->$2-wQ6)DSt)z1wx;h&?#wtDP$#U
z-2Eozjj8R8!4LKca5jW*2T}zyIBq@5Sti8c$CaS`X>(Lk8;7#;nhY!fnONWEp2lAW
zF51EeI}2KE^K$P6HA;i_g>n{to3nK8Wk8$YDTA&gClPNlnU6<RcS<lqEGNt*Qm+1z
zhp~TVQ4veMgi}Wi0OLcyaYD3Vz#^np=(>S#gpmgvRVv%XDar|DUVApY{`D)xre*<6
zF(QlSina889Hod_l%O<_U!h;l9@LlnsV$OZqBtEo;|`%Kdk8dxHm|;oxWXKzeO(oR
zO`EcvumZ`<yx5V>{-r|AFyJ$~fuq~oo133`H_37Q!l5Yk0hT{{Y#y{s3YFG$&GP*D
zBV(FD<sp;zG7>60u)OU&ht`81x!-7Jgibu2_cda9h-JTdX^5&G`6JGE!1*Jf=1R2W
z<%$;Cuqt^M7q6gg5R5C<7_I&kdSL(e^jLQpJFALKUt#js_{+;hyT;pTX2ECaM%XQ2
zno)FIamx<Avd6`~|9~K5-`~}dPlM<N91|iILd#fqp_O;mjdWy3Ql?>A+vC)fgabE+
z=8bk6A|OK(Y@GRYBp@%>278R_zHaQ082go@o2{|R(D>U<sWUfk4ta6rj8&Ke^_&m;
zr+Kw0MxPV3dRc?i-uI2ci&0g0f^w)o<Iv8??2+2=AoZ8u+01Mnq0fOL3ePa^>?0@E
z`LzexuP_gSR9B%%(W-yC2b<L;d=V!tzZlE<DpoAy{U<ky`>8i}6^pZn0Q%l|q*1|}
zCJ+jWLT=H#UfsX#3-tF%Vt0)&-o(Gckqvqr5N+^wKysOo30k=q)Vm$Pta8hx>Fsu@
z+%w4z;n>ZRQ4Q2fR9cygtWraM&NTqOonq^j{-E@E(2N5|iuD3t8Kjx0{&<Z3Nxj4f
z-;C{+yP2A$D!gork@pV}{inKA>px1$p|-pvb-lqL1EM0N$B0+vSHwl{BF&QJ{qywO
zuEt5XvRLtaR}(a4DG*qVPll`*!4fPyz-jn{?ubxB3H8+u7f-N@F!GMHnCvD^ch+s+
zfsva{%I-gDd0OfKkpMHHThb$I)2cBlKM|vnv#sA`KPCVKAb41bhRn)`(H+U*AEmx*
zQdGPqy;qXQZG)-1(g=24?f#W*PS%t|@V4{?xlK)v8#^6L=hU=z&Xu5KlvE$$Sd`ZA
z2LG4Tsge`ifk$4ctusRZAD!Dqg@wuP5o1rJ0l`uFHq!bwd$o5BwbBiPW{h0#s3hh(
zW#Ux&`2g&ZY+Y&gTc0GON&?l|n$ndygud@C=_~ntsR$B2jBa*h-LoNJe_+_#lT65C
zhmWr-&{N_FkvSI-qOh7NcmHM6%-XIYh)zDe&v|QwTj}!*>Ti`$MVy``7SA&XE#R(d
zAK7<+JFxc_Z<Jy6UN36=nm;%ON+37>I9UIp!FLU9+AC@=dk^wH6je;<xqhQ-FzCxr
zx))$Ffsli5xwh-*$yW|}{O-FjMNdp|l#KfPa=1u0LR%+xYp{}ePFl7LInTa~8<b7T
z3&a)QxYei-8Mt>vqoi`<fSJvUi&O_?l~u_~E10hXtD9)=oQa5~2VMCz@c?yIO_|dJ
zuYmph0s=YHrF|*Cfs^)JqPc0zZ*11xdeqCoBKg}8eb~eKw4iv69pz*0C@pWaA5||}
zytxX6H77UsUD)GT!%Un1b~1p%INnHgq)Km^hwcTnzXgI~?zKGokG$CvQa;Z`yYF^T
zLFYu@MpovL6SSnv#zi4Co0zn&0e~qSAJPN!eDisj|3Jzf-=xkLayC9x)~zV^yJ5#O
z#29?6k=8y&i;$)CsLG7EFu8|Q=__B~8W*adr)Q33R<v;K@jS*eIp*I(Tl2ZPpYQ7+
zo<;@3kf)G(b%btb<?GPe<yofPTz6SICU7Fp^y2x?CX<gh@X%<%<z+QH+CHWD{5d{4
z_PQ*Y`{V4_@au8Xf8H7XRTr{7bn73U1OBDU{x4mM<Si;M|4ClSx0)Ya`%hzs`~Xq#
zX#ew_@te_n`@^)tzp@2bJO6A#@~z=F;-u>`^fCB^cwoSq6GH^CsJK`E^8?~*X8*>6
z8-rxxG(edD`c)o^w%qgMjq*U#16Y8B6CD{o4!?nifBJr_R(Wi}Z}aS&J5I3DKb8LZ
z@HcP%+=bI~Sa>TzBgiQ3|9tqm^WTv>uy8Z~a}WId@il?#Oa8R<|G#`h@;!6^{2zR-
z|NP4Tqc8LS{nGzm_sajpkM~xT@0FX}g|nRLKxnN|l%T0VM4%XFdwrN2{w28PG!o#e
zN^@^QmT(=MNMQG1HshSd#q_kKuk<4wbm~_)lE5Kl5Z@<RcV=`Pa513~3ml;i-r7)R
zU{>v|!;Xx~wfqx7HOc69%nDmZPPm+ybT1V*mew(Pe0J@G3l~@mQ_`JoU(TZRauwx*
z=nqH!l7+*%nEdB4>L40h=X3Vcv@`9zM8*159u^MOfKX<=1M6xOFi8;o4C*hQNyeb-
z@>fp{BC1;6(u2ai5l;?W1_1z26D}M;JcDu7wLP!opl>DD95jxvvz?wAwV2`gd9#8F
zjAi_#@NDG3*yi_yF^>xc8)6hLBvDM{!wz=BAO-~KFYvX5n>DKS7tkRh!NDwu0KRxO
zKE5#kTDZko0idD?#{wp(Tg7{wz(fT33D=Z#*uV+4KHY4MZLsMkOo7N_n4oQbrqjM4
zd~_Ysf14S2a8jvqhlhn6$h6tihQb|rEfpigffra_1{JQNAEBy;F#;pO3Io}OcU?xq
z6hG>MOhTeDVt(0eaXH+*U3;kl7?qCu8pLH;TV$jUgC{rV(t&Ic7ZZxsmkSOvd8UN|
z`$9iF*Y6yY(eHAKlP3^oXiK?nUi2JyPm5y!?}1@GazF4))X>Dh6lKd>KTTvFLum<3
z3;+?h!*EK?Xd9h}&o!VfG(P~h0GJ7IV;*8t!EIv>D!Nf{69!V}`8vO~H&KM^=mo80
z4coUFSu0f!JH|Rxd$>=deTFUwC=!6pJs6=@PA>0|&Vq}G`W(Z$hWJD`;*4_*O3RDO
z(G?~3)byb)6of|rPr}>#(8LmejHnCoO@!J_rQyPd0fATg;KDDMK?1XKw3)2F+ijZu
zhYPUZ2aP4pLZd1MuNV5@(L5lP0+0l-<+4-u5yTjpZ$Xm*)ery?nF0mIT8|h@JR2He
z@Jq%8oi;LF0v6uia_z;Jnu*fza2VCEhL}P)$?U=TXFAB(mW%Hh<?#XVPJPs91xW5T
z+WHL*4T){51Y+y(sv3$E7F=aQaffc#iM6Yy5(+v&xRUx2KAAslCmBVkYMy05mwcaB
zcu(6KU^e@(D`+bg3SOWxOK?pY_oh8E0;+j<m{+HH6EHFWPhZeOMH2-O{`oIM!2+RW
z#l`T5_`tCl68ku5p{3<$AI<d#K@kBESoQ?0<0H`hps@wt7y8#-QO6&n)uAio4$mln
zifGfFk>DcOdW;w7#RITuXyyb3IuNxK@PTLkLdgLUyo3aWPT+2|zd-zh9&Y%OOTeVB
zljydF2)r67Q7%t2_F~f@sTj7+GK+RdZj^=PGP<R3p4=J9_{Q=6*3XDBx*N5{o`=Pg
zy=sQ)HN^>5R<7F+-MuNk*QB&Y64N{}%n<t!9S0DVP+A=pi;&;5;T(-icN=*QU&>gI
z{v7>Q&H@mL%mj*B;wb>K%+z<ZNWiYQEtEH<gaXt>M*yS%Bh$p<-J!C;bYbF$SD#r{
zR^u}F09N<{kj6R!p_K?Zi9zCq6*--&>MDHZvtL#bL}waMI2Mi9=nl9wSZ557v7}i4
zcmMzukOQF$*cH3@(nd=%(fgw^9kzzER)8@F^s0WOQ)M3|8t7$e6O%Zqr569hh~bQ0
z7Y9>pqWZMgbe9(j#H(-&XF_T%B^fbQ+xH9@IT3vWi-gD-RtWg@=)kquzD~%N-e5zP
zfRxMKW-1^t03ImB)2|K5kG%>!4>shp&mU!;09=6lkF(CX2<jLpUAC`<oP>tJ-o3?Y
zxI6BZO-BM;b0Bt~B{G33;<+Qk1+)>!AaO}>5sx|u{_z)3;_Z1IGZ^b70}I4`v6Xx1
z?D9wH()b^9685HRa<+*{v8ScELG;{$rTw}iv$SSxbQH|#aG7+|JD{Nx?L@U1z5+Z1
z^fs%cMc)rNgyZ{QD|Q5s^XYf@3jlM)GsQF&LpP`i&`z!?d_yyctwZ<fb&Cp{uXW*P
z+dP~*!&uBf4Dy5bO~wBR$I3ik6LS`a+N`<brif~|A{UQMRJ(Sybap1@20HAECKhBU
z<$HV6+ggi$m#gz9oy0Rdy7^oNwO-9oPJ3zR=6i{3lg2`vdLOnzHw7$?!9URpa09*C
zIQ3-nC7AO#9Dc-SaLnPNSVzK~KnG7P*l66$6B}rsELuJW*>}a$AMnV`xEpWWYBcDM
zxx)wpI5%ygZvGgevrVWg#Twx`VXQ-Z-4m^?V7Q>ogT8XCSxhkR!HLUYMeuV6(hT<6
zv&eKk@O2a22VH%)qjg+yPFL2AgR&JZ&>1=QnhDN4B^dea{NaUjIzOy&kVGbUCld9k
zokK2+ckPVjfWA27l#E=uMZF?$EP@w<3pyW`@4({lZRptme!^v&7saBL?N~gxDSq*!
zf>P5aBn4>G=?TL8@N$sM;N_}vE%cq=UGNlY(1iLAu@_bdAN>k2(EiF*hDVSkI``KA
zkFXH`P>gxu+<hD^r}w1WjI0A5#lmECn|Ni!c&F;MIB^%UmgWvBY&^&&a4|hUIL$(c
zjxcu1%{}KfQ>dSw=p94tio~sh6c)!I-kVT|bHI}KHPy(A@<K$`m%CSgYwRr`Dj9pz
z%I8%x(lW&!fE6Tu>FWc}LO{+4Y3@Vsq(I=n1H$$KGg6=NsAeD4BcNb2)(e~zG5HOp
z??gfGg*|P}gKD~sWC|f(d9W5*oG@`CwAr=;a<anjD-RE!5l3X<#>6(z1pNILc>eTk
z;w(TL8qP7uRT`F+C8$k9WCuiXmMIz9@r7H-k6C94!YtFndCn4CFxp|n>%OSGjETf~
zTEiFgMaITw*mVW*#PLee$nVh<qa1~9;KVP^gQfSXC#e%qPQ_q)8d?~rov@P2LH(GO
zdq^VufCfZyTG|zj#j=f3Xq(DC)zSsvty>=wT4Kx)TZ5fa`l-fzLSl%n&jX4M@&*Lx
z!mmkGT7&YLc%u(3a0JAT+I=H$nqImWBq}5tXk-BHC1z`W3IswHcd_EFsWH}_7~yA|
zx9Y%0ak;!!#R|)Zv7XWpNmv_+cnJ}jAmPA(&VfE>Du3@lyt@RKMUCRpPUJj>p<WhI
zTR<<-JK^x2O}5>g-{v~d6;2Pv@>jKLo=9&LUwq*A_VjEN@21X-#R`W;j0ymtCWKJ%
z;bu*4ZnXE!d`=nfraFl3i+YE?U9LKCP1ms}*#kq9Q>>jlS0G-RO+>NnBtqLUeHp0I
z&|6T6$683g!^yTl^u|nW%_vZk*aCDZ#uh6Ju!D5T5L1%fKX;@oY0VAhof<6Fo?gvf
z#lyn`4c=Lde~4oo2wvvWo#SyJH1IILte)U#I`yqWk+_LWuqTv#!<?st?0Vi<-A}T4
zwrj%0<EVqbh~mVQC-h*z%snq=1anX4-2H6>@icM?JIcARWf~J^Q6%O03wZ=y3)xe9
z_hz=PsZ@5+eckeHY!bIi7mAJgz<<0+YQW)MsRRn{pXaIFj*bfsSg`PVeCY(&WEco4
zX_bQR)XA7w^uxyJMtYuJrtQM58F7&LA(%^Zo8W7v_D?I|a1-F9;Pc{Q8!cAK@wd3|
zYKV*kqD2SNOmcF9XAD$%NnS@JuPtZ3j$^ZMU5!l*XfMRFW!Cn=@!3Y&Yj^mabGSFq
zoIKFTr(6o^f+P~`5_}GPB?h=?c!N^`NrR!F;w%*a&;!Nr*p|DxCF4QD7{&|_3&=LR
zac@6g=|=K*ZAbe9NH#7cZ#+j`GF+s&J&eehb#89UHU5w;ZtDPJ4t_w74t1T`Uh7+Y
zM75srP&N8{dq~Pgy1{q-3gaEk45UrK6Jf9mbs|Y%kR3D+1p7II_TC{7tn~Bs9cthF
z@eK}5@~kP?#^Al|?>ay0O_dYqwr4}5FT)_V=J605I^^@3OPpl#+6F~TNM};gFmymN
zwgxPGa+yo?kM`)1xj4`X&Zt^ANpSfC$hL_J)QKJ9^Asc6E17ra>Lq0>74xsZIH;!w
zznx}J?nZBa4Dp#Q)H1p(p+6-n*R>SPyB@#ck(yO5*m5wHTfe?oSN2HSP)th??1F6i
zPSN6n-@3gxQ#;CKDx)XDf!I0m^u5AP-^e73^?8kZ)npvFn~XC@bYD*Bh{y7g(IWSP
z$LzPS{a8BL=x~ubK>z4+aNEAli`1d&u3I-^c6z2|=)6t?{btT1>SStz^&)=fR<rTF
zhGkBxTybMLHPA-PNxxw-VA!lvQKrvRLZh46!X15|54LoVbFfv#z~!{5hiILZo`7PQ
zvTSt1jo}beZ&YZQ;p<su7gd93={f#&F+`QXeIWcMX7wPm0B)@bc0W#cFV)M)NqF+@
zRC*4#uAdV9H$oiJ`iYI-C%UR8wPhDmI)+?nakLKo-d~}<BPIM5(7HFJ%VXN0p<Z>1
z+tkoNx&!!^BV(afn`urUr+)BHGqVkDd^ol{PrGctc3D(q*K-5v0{h1|HyojjK`2}z
z{e8a&fAG`j6U<|O18ei#9arpr5%m$Mso-|x8afRs>{-3+EC?_dY=9lWb-z?N6wI!P
z&7YboPNf{hR8n-siK_=#B+ZM`-Sg2b(bFzQ68G-iyTu#f+>~r|S@BV@;cDgQf(><p
zPYs8)0~_XyV{I2ECt3Vzhh*<LVkH@xjgBqp0+S?XQLw&XgXM1WjAR-83m}t2YkW~&
zvki;7N+LU!GqJ5E%mLWRgWCgx58FIFyUsB2TJ*0#9AAY@&~R90Sk3S~<Z2%}Hh<Md
zPfGN7rHekA9ANu^!w#5w*J<!SzYRjQq?a#bG=akgT=Yyh{6JgM>aHVK2%3y#j^$()
zOk(FV^)2u0Y=7qCfnbbCT(+vJTEP_yi*R9^KZOUibUR|)_F~)sR|<V<8nTYbn0jtq
zL2;8U(Z}1HR#Z!<PR&OZcmdiKoW_6pz2JQ?*)I14EyG48!gr+lJ5)*N&5=%t(QAB)
zwrSbu;~3d7fSbfF`#A}Uj|K0Xs2wsq^25-Q1;q{~z;5q-M+<m|Mp485qwR*}F|7T;
z+JUYkzpxM!1#%Wi;ZR1>Lj?V|VCx1AE*p)W<#{xG2m*;-_XBg~-)p4Y=m!rwe9skc
zV1HQMa(+2)8s8T{sHkO#dj!%=To~fqQ6ONB^+JUE<>lU`eIU4rss&wK4~w`tz2e3b
zXeGQT8S5+&=~9xRITSpQNi$KLzv0z($IP8jDHL3$GQ66lVKrdOQfn8rIDw)j&F$5d
zRFt)(wQp=>;$>mYjk9a_okL1Br%M76C&olaqgXh!tPl0l`;$xGqu5w<Wa)2E+YE=$
zz?*8(*VC(S@17XKq9H2g-@o6E7MLFhY<$UCaQ$yI%wQJ-&w5=!zV%XKLl34&{|-q9
zvUBWE52!f79h?ET0Nar3V_~c9a=k}&g6E!n_P3%q+Zc;cb<v>Ac$P-h?Q@Nt4!KST
zUkQtaOgKPE*i_mpf8C|vI9j^7142}8q<$bCWbjcsS_*@NSoEL(;*^-2DmA>0tYYdj
z%43)UkSrF2K-?6He6PN-G%}{Zm&fxtstM4fMpkHBl#HeqB!0Fob+!%8w5LvL^r~4)
zMoGPf;HHT}T`*XZqc7GmXOo<JrLFL$n720Mg=H#e^fM34?r@Jk0zYt=x;ejt@M(0W
zq9fCDFEn<bbzzI+M-}cW##yB;Zk%Rx13Lnn9K1!K97NxTLu5JIdVe3Azp7!^?!k1q
z_G<BnU-s~_2xV^sKtA{(yvBhCNyf;v3)|PW?9s|Icu>tr0hJ3pC3om=i9YHM9@bnx
zvVC1rCFdP7P8NC{B5VYHfg=2(GuZ3oSwddP)ek@keRr_4ph+xw=v1H&a0e%Nlku0h
zF?yI<sa7fmDr=XW(XJ@du!knxKm<uOpq|l8pVfH~ZJ+c+u$UWy@@bo18M0V_d{f4}
zeX3SPd^FC<u|<Q8e&g!NrYwKY`?;vt$umfK6RKw;OE@XPpTy=O91>6%LNv#?%;%(%
z!Km5s_&~PWw1?<M(`n3}Kpsh$ZDhC^$UEKb!8<UxEIY4zZXO@8E5l>cQ;5p3{Efyh
zEK4{oI;$VLi&aJxLRiN=Lyw(FUh@g-Ntk8IQx=v2czmR3hS?J@&O97ylxMw`HZ%(V
ztXX#<;`&7_cfi_5hJrvs)(r?$x%oNx2GDZAZU7Mh99Re~@z9B09ClK!>0JIkV$TtE
zrrsKea7b<I_&$R5KKn{AY6s~tNM@ONdCnaUhvj^6Xn}K#1!%=&4+9XRUt8}kB`oHQ
z(h22edv79dk977Sk}vSc5}D1yl*>o=f(<k>CN(Q80+R<e{9+Nb7bBzL4^2Ue+&fWi
zG<^-)D<Vc6qPIw%OY>gUsIZE*VLE-l#e<vB2(3GmWvFRGS2SWu`wj?ec7X|i^54~;
zFAn0yJkj?@SK_e6ZNi_+#-Y__-mpiRXQUk{?a11c=}37|)qyeC9RFy<_6lxw8Ok9&
zwU*q<Pd%52B^$5^RPjGIZf;b#sB<A%E49$~rbyDX*J$Zvfxp0;i5G4X#bd)Ef)<S4
z*RAcP&b#*K<>fV93=x#Ko42y<uj$FNWpAI@&KKAmyz@-S%@zJvpPxJJr1hivZ3Ju<
zFt)hHxQFgcwVFtL)L?mWex&s$gwR->=Vhre?XcQFy{WwI)K!d}H<tBtFLoZtd9qS&
zI0x35FEy*`6?RnC$j&g{CrHzm9`^AoUA$Ql_BcRVNaBVU)z-xwc>dhuElxZ*7m-Pm
zunw;v*;J62FLF$kp*gjd)kmc(<&(icUfGoYUq<jgg4(1=Bt1)1Lr9!sD#&0REA!>?
zem=y2V_WK5#zN20u^a$Kw4H~$o$z4!Bu7Uh4ij>&LgV<mIzoA~rj)=Mu3KFYodzcq
z-w^2BEFjRk`0!E|B)5RVp(}&`IcWXpsD-Uwx_9*OG)ivhv{P?VbPg@qOB?#W3bOB%
z#67bv`cG1tDz85L^#<fkxs$6=5g^ot{eI2QejeWGdR0Q&{NJiT;|NnmANWZED+FYC
z1Q_g<rX>u@R-WiztByBhX&imhAn;%fYyEwEH^Ma{D6nQY2dv<@^%12ZC|k&17-JX|
z0{+WskDKazDk>_77f*F5EP9(y46+`65)Hr*#VI}nU=|#XyE>x~=1xoKig1K&5u%u2
zkX#NTD~e@g(P+-1RzSUs@VMa~6#sa;7~^S-kuQsvxRn^TZTdKM@NY}ZEI%CB7*p%P
z{sy^9dCyZ|=@@!CcC%4Nt$}-a$)gk-pod_Ghm-@5Cgy(4d3LDr(L}%`q`sCU(QEG>
z`xV-tSg3Y^^cp}gb}~Mr=7=N4DMBiY(r>nGM)e1JEcC<QyN<koHQ#(D>~~ZZZ8h=B
zVcCL12Ur3!lnTdvW=ln~HfhAQ!g~#Tb|l<L6kx`s`IZ00p@qi0E7hFLM86dvU)MZj
zPtoeIl<+Hm*?JPm0X8tc!bu9b0wC0$rNM`=#=)+@DeoIEC=zwBy&JadAf;|tp~)`(
zZLekq6}2Yu^nf>}mC&`2fb8=?1o3GA+5sDdxt@mldacwoc<A7~-@v_8bes%U#S-;8
zQkSc`<uA~X5#~iiMU&YXrp<Wy@Ko8bqC(E<fS+5^+`)!hx*d-q6IQ%0Epvbnf%TJB
zlA*C}n-M@dFcG%X<<IARQdN+|EP|oWu*$;&wzXcoTH)&m`Ze3U`uqD=Lc9Ut__q~@
zQoe6hkKEU9Ex8`tUMw>(lJRF?n6cufJco^j(tBgy@4q;TDJs`LTmR^?%xgyA*(-D+
z+7xl`_fTEm!_DWr^;Z|M9eoMXmi)=pP(+2fui9MdH)}cR9H_Rq%|Pa^0zc+jtOp%+
zvIeOtj8cHeI+Y-sfaD%4v_km%5aLr<hGw$Hr#8!@H9Dn@I5YMf6`j!aJ7$g41C<b}
zztPEan^S+XFZBp90gV$N4rmkr9)Z+8So^=odJk|c|Nd`WQ`4qpcbTC=l7!?ctL!~0
z30Y+mQmKrqVM}JRXJ$k+D5D4=ArZ+AWsm>stncr4JkRrYT({%C@1*NG&-3&7yx*_)
zYasIm=O@%zO9cwM9=eu&m^%Esfi8~~K8(PTDAoFgg_`NcfdxP$hgliF3r)SLG1ZDm
zzW3m3bur#_@xE~7+jjNvjzng4tM!1{j^Hr9jwYnXXkO_P+rcySb3QgM4)k&YgNBGH
zFcD5X1!v_VKj-11Sn?`kR}k3G#g+GzZeP9sOE7al>l>}1_=)K34X?kL^In~416ISy
zCk`S4XR~#qMw{yPss|mH^1fCXpKSk=VV@DPKjO5xfZSz}Q-+)$xoE5rA_=H5z*T7v
z#vEv#uthQM29^X8KM1+E<!`J@MZtw6l_@3#XS(@I2X^Y$mm7-|6ezaN^$S_MXkY_C
z#@;{e#8C>c1&L@h@;5S{0;2Ze8|njF60-_IW$xspm0Y_M7i-Jy5@9F$+F<)<^{p4t
z^8joI@s9?Z4_?5Zscl&(Wb&B+sT$r;C30O$883qq@~D+OBI~QiJ`zO$L<@QP{ekY$
zA2xyoncH5!W-X5%zq+)vv;qMCXPvQ1b0MK<Nr=P!tj{tt@JE1;0I6{)F7j2qIQ@z=
z2B!szxoCQb%@@eW@y`R?!l!_}3P21XS&~0XY@&-dB}wy;(((<q{Z@Pzdh->mEU%qR
z;((b9amWAWWFFZ$;##&ek1{H6ypn&bS)RUjtGPm5h5O{qKd0gQ&*%-98CMgqC#G6h
z>X<HMSw8w;K_tZKXhsMoT*?(jcK548!M#a~gf{M3r@?c}%a<Qe_suMNgRBZb0&DQe
zUsI<m+(MzXu#-Nn!2|%9cLV|g@a*7eQ)(8=z~@Ya=dQ>oC)#Z0;T~`UH~Gbj?BT2}
zaPou2?MB}iaqi}C{r&54&GD=t`KD1mUk7^-;sS}JA?<z`t7`Ln{<*v(GXpgewv>1Z
zMRAjVfRU6BOcilQ8IOo(@<rC?3Ejm5T!5Mo0Lpm}kEo-@KUo=gE-I8A*GVRVMhXTy
zZa|2i&xW`SK>@BW(|Ev8a?gE#Ao~ldILzXhOHW3Y_$YEn#W#YdnrA}4RY9h0Sue9y
zrD|8K)?YLeL*%eBmY+*Uj~yeI8vnRYGv-N7S^|QAW2nax*}HHkmx}!{UI$?ku0IUI
zGa1D3ad44=0UgTxkrP+TeS?9ckmYYG;_bl$*y=G40HGG&MHC(;FRE4Oibi?youyRB
z1}mm{Ws`4%6~`NT-tp0B#hj^n)7EOv{=FgBJTL_+eGkkT1}>n-_9D*adbd4zUgo9Z
z%2QDLI-H7XwT6v1Xi=IUc<JqeC5=?}Sf1t$oeeCo2%aji-Rg4C+O8hP4}3eoadpoP
z;m9sR!Jx)GZus#SoFZ|PiTE?ycvyVMKMt~Hzsvu4@9-ZjM`L;UkSPWRhS~eXXvz4)
z@hTIXP~5@lLy`byP_oD*AUwt9NF#Ty!YQsO)rPQBoFR%?gj*bOOykzCUn_VI!6N?u
zxp;*u<5+dH`N_@R-zOHMColoMKh8%QKZDn=&K<ZyRRMN9I!@)}*TQ*;Vy6hVT)^eV
zy^0Nq{_t~_n&}scQ076C5MH3zpo{Z(jW!0?C<bue;shrEW7OzR7Opw6@9^N<89W8M
z2I$$}A})|{Jn>ro(+&$37=&tF5(->s&_3TY<or<X5xK50BW#D?G6NSnaf1iZcPccK
zX@e8731I+$X(@gS2FhaV$Okom9AcRE06w1EUCY>D<prQ!(EIXa+?eZ8Mt5^HB-+4~
z4toR$_83s%#PvRTYw6w7OBA^}O1Bcz9FD=9FuvL?+-BESm)(|N=Cq&v*wtHLZo*8@
zVe0+FEMYm{IhJo;!{M`Z!)NI`2f;ta^N+b$V=*o&D=8kuP2|~Y$1&#FU%9lFtbq}q
z!PNC6x-=Wu)c<1L+Poe<5_2=1mvz=tZ)nu^kW~3%6&zCZyMa<$qMKPgA<8q4odG5w
zP>N!t35emfuR7#w===Z0`)wp^09rg(WauFaNF1V#SS1e!x_tNhR!Z{*YovpxR+k24
zI~vfY;WQ^aJYf2(vE6%lC^a6wH@>*t2(lReLZ|c)<p_%MZ<VWym8B;rUjDEQ657At
zDLkjiN?S?QpUsN`Rqn)W$5#d}AJ{>`5L$u8g##fUIqVx&OzaHPwF%1^ESnjgs{SZ`
zffKIZR$+nl3vOA(>k8SyWx!D#Ir=iUa;2_TV)x4Ffb$3G$*w~P9(@a-g<ZzWADI)P
zn{YbeL@7Ifn_5pH-htb#pOkA^i+p`q0Ll*Rq@uFvqUa1`sD~#CNA8j*Y^6}ZVoGdm
zcvi#g=Czb2EBG{Ft|`YG+Upedyb4HChu>baujZn8LSIc}L&-NkSbQJ;{de&6zM1{j
zz`(_<+}sNgqO>05<Q0>tYR~Vm)i*UodbgenkBA@>`3AbM#=$airm#M!*AN}x2O%cN
z<*`Pef|WE6{5B2<TO}@Oe*R4~;~1b7Q*e0VJ%S5@N`w7@pVGXxU^SUPtPAsd>Gq!{
zed`XYT>Bp`K$dClVX=n9Td&I#S@Q?lJ0h-CHY!wF8R0ftd|}B5i*FAX`8ti1g1?U<
zHb_F}_{NVG#E8!l?~pP{k7vSdl6lJp-hqp-_4?NwY**-3%-EQ4u6oS1;4N!Wl;$6?
zqR6J>LL1*DO0U&1gN+HVci|1XB74ljQ1;|JcP{JB$gpwjPZy=Ivgb`X>HexzOj@!M
zCz7!ci}lyN?4(5W0G9?jN+hSmN;D5Ax7DI3!$xr8iGr~FmVBk>=5cKqt_gJ8(;X#Q
z!NF5ypoEBP$ELRoN%qRGyIpuSs^3=R(FxvRzKHsZ5Ki`@zv*h5M}S?_#XT6$V^k9w
z$fQr-s~GN7kaP|x6BW*~SEw;zj*7`JDoYKes|5-lTNbnI1P(`kz@QA97+MO@Er5M>
zRbW7=z5X!$VdtiEUx4SJ$i7wn>fATdb{=;Orcvst?B-zzP`RNCIRSU@xnsu7eRf5L
ztk=74pEe@V)yhwC;}FK-f=Z{`K9ZVS^SZ)9dXLZQG1~Tf@4ic01zE88hhM-C5JNwJ
zaIjE+-FpC9b@*-Z`CFL~d-v0a4>=RpGZgh`<&$mS5tA}^X}rsfQl?KzqL<J0a>s7{
zbS<ZS1cNZxE#P=2vahB<iQaxDH8h^c=%itkQUm&^-&bo<;4s^I?!fg#{w_PYiTg99
z4Ug0~<MuLr)*5hxIVv1#(IhqO-2DwM4-cPm?h<^`R5N0IVCUz`gd|Ob?cHK4`q}cb
z1nGL=_xsdkV9d~DwZ5R^{nUC2f9B)U{n~=zDi!N>J}-F5z&sr#1Ey>k{Q+)6H;1+q
zEle>NG8-E&<1dNs_Vo008l#%uGCfK)e-jV)fMXP+Bf5z{S7WJ3x`NC=bO^?Vo!z}q
z5tLF}k1~;=dU%J}twjE;aMi&_$p3`zBedGJ*SlJmZ7kD1Mk$(@llC8HyMRU+H4rv)
z?BvGYr;9zscc<4VNT~r>z@riBkM<F*pE?t{Rq5o6PK?3caUYG5mA^-LA7h|S+I8}$
z+0;Wj?6%L>n2%V@8yc2A9q|(W(n--zBYgp6xUH=Fnm~ZE7|F_%(Pdp=_$UBm?9`a9
z8y|!PExIp*xZ9)vtC#tmW4bQO0n8(P9f|=a8uw4$ElB$;C(U6Qn@Wm5;cHYasiG=f
zo@<BBi|AmuJ|^1H``jrW@orP4QSM@6XHP`<xph&#UCKCJ$Vcu~TWNMDKRkukvGW98
z9TN)<3PKZqtLk;=6e?qpNXq8j)=f{goRE5WDeZ2zy`>{XuvbAdPEmLZgJQvF>!JqI
zz|bPUKBxBuw1sO*=cdVg{(?SLp8DFF*QD7CEY72(m5Q~vw8^p9Uwd+K8KN$nr#~!J
zo_Bl_Irc!cDJOX5n#Fb|9?RgF7UUxxN_-*bD;*HV_rZ*wiB)8GS|)<?!0d4-JE(J+
zFH|Xq6M{420Qnp2IxduThC|1gV^^$;wh+_g9?TkV*h<tVN$b4O;)y|hb1FXLO;J*L
z{Xm~vWX5(7UEH$$*KFFZ+uhS+89Qe#TD$NaJK#DMhXdxBtv9R9z?!Lo-ln>rwf3i#
zlE<T5x#MRtTl;8&%5eNzs8!8I-h^+-yDDD#QB<Kq8wvn%BS+6O%$A1!Fua`HXGVAN
zU9DQb^@Ci3_o%bfd?RXZh=J@2Qbib=Z>5kpV)vPs@uw&8Z=qFx;<BUYb&*{!#a+a|
zmN}%-(8S~-xBqW@X7UY?l)!&ML&;@_vLEs&Gx-Qb59@3`c`a6|be`Oz+Aju!n_Qm2
zN&qD`%BTokFoAF|+-V&AUUxFYlJj-Ft;F<E>DV)+iD5}D=vo`~xkRU6n$zWdv7lov
z&P9q14evDNw{2~^{_kTaDzJ|Z_ODD$iH-zy+Dd>?0&D?`4!<7YU_{aP+B+a6o(TzN
zn`^IJskT&sX(UD@yrIWQ4Cjv`ZO7i68tr)KGxV-#p66g7Mz}FKmJ*q{>}e(W`H3M9
z6JE8Tm1pz``^2c^0gJ!<3vMo}ebX=(&&n$=FTV@C7y6yyIdpD9vhDCE!PMyFlgAnP
zv8U>A>oGhffI)~jK$B+VC-snc`^jc;o6aa}cMXUch-=1qN#xPp2}uki@i^***(Kd7
zs5O5yWV3zaI-NfAh+LkAt4Ja+ep#57w{Je}_Zb_ddE`?A49wYx;uM4s+kJ{6AxX)Y
zbh<@_$SUP&V-wblPI_E(ruh-Y#K>$%RGVz&r5K*L)PlY&kHOr|F$>KV!A|)VPZVl0
z@s;LAR%$j%9#i2(vw&QlqRK=27G9Rp4%I&n;N)Z;RPL=}NtP!);Z2fvnipm#|JBEL
z!ctGfDn8GYYw(x!zb$y3tZ5o{>Z3J_*2mM-^QZea)YNXcg52{jk`s&qm&JGMgimoR
znEZs#BY^^`@<MnI+Iiaquc-0jazRYC!R!gUVif4{?Ydc3`vwH$qEFTB7gUH!0b&dI
zcL{|Z&;j&Sb3j~SUb&sDA>u;YWqv)c<bIz1UB4#`0?515!C$YVgjW~dQ7~2CuysRV
zx4qs#Ny}jL2VQiV1cEhllVL3r$*M>TYbz8<>Z}m0Ar_RNZka#8*@K=G=nj6kWViqg
zj^M!M&J^LqV@<l};3S4B9KalL(t@=3x4C*lD@)|q6XQG(xb&g|PE_ESB>>L<RDUd#
zUI=$VbHHXRHp{-jr1#20C5_;cJi~09V;Lk4dRv9H&y7VYQWrN03&>__nif`TA5j$*
zR%oLWSVi6w^AW^`N$TU=Q?&{_@p>?LZ78&9$<jlrTFK>~I|>R5tCG&;wwLv<Q`d{t
zCy)rjg$|djcpXX$lup>_Ax4bZM}ES;g^64m>3Q-uk3#K+Nds7?@(1381OPXsm{Fk)
zj&f&$P^*Wt5wk{+JO~;4y_2Oz$5mass%V0$*3;W5)P=5w!sxNQ{C(uyvN)sPHQHdJ
z_Zi(Y^k?CL<7(oV4%6+yC6sMB7R;6L8SbF4;SdMq3}f~EI(4CJEX#IMY8-(2VMQOy
zi9pcEz%ahE#$l(*M=bNL5F{+XEdVwaN^$-1dr}%zgS;%8f^u8!pXpRYSb5gAUxgcI
zO3RSyS(~QJyF=Y^;qI96fZPYhl6k%de3cRY1balEg_d~j6B+Pc#^M0hu>0QIWNz+|
zV@%$Td77p%cJekPc~x^@>rvrThDN6)boW>WgijU7s1;wlbZN-26Qr5JFDz0$)gC*=
zwG^a#(qB@fqOQ#k?7#@3xC!XSUv|~i@i=4WD4xwqbt;OAid{R+Y>o^)3*{Bk`61)8
z!isHWR6lfFw1_Hn`uNnQBn~BC6Dzaw;@y6m*muj5n|C?~tUFJ*^rB%vh_m_QME;l;
zXZz(I8P1`#0vzzH&YDeU_xgPsZGo;S-7{Es)2fEn<Z$}8kGfv(pL0wu2Iw~xANxwJ
zK5}HcN20Rq?)5z5z0op^hDO|JI1BN~aTjrgtv|PCxp48tiE|g#?)-AOU%Vx`WeDgV
zfQ%#Ofxi%W&}c+jTC^a@!V5hBK4#9gCpQwryBv^v>GH57ckmcBcXxH2frD%hsyhWw
zZfl=V`$_Qp&{iRdUL#$*gaKLU`3h@Z6ofgC%`URO|8w;i_F&+jz;Sh4hELDr^J{VQ
znpS(J1io6dI`N~U7qJGO5r&nP+wVV_jZND3&##kKlDYBXf)^?`OOd)T6P@%^ZzlQk
zPTD9aoo{aExfF(;0S-TaAWRla3F`$Yxj%2zu>1_{__4pUJq9`W47?TQTbBloonX@s
z>q;yz^3vrlCGnpB$(CGjz3@F*^HkwFl8Z}d(L+n>LQ9rfrGCfKQXB8^_3L$PG<Wn^
zi9ZirOl{aYc{e3$8);B-V&2AEDzD|<*Y;QEURtuoriM9V^-3>A2)0zOdE7UzXjzU@
ztiu+rUj3!wZlx)dl^jeopgL4p37;u#DtH{&Yf!;bt!8+ZGHN2psylB;v7Y_0Y)Ud{
zu@Wa>GfXJZrB*%vU~!>#x1ApUd{f^xro7M_frt2MU>Zhnp>;D=BWzrj25ZacqgF*6
z+RDuY4sx~IKkKP2wmRBVSbV!rQ7|KM?q-8sNKKN6t;VVh3kARxcJPSrVU~ISS{ahP
zoWHuwkqvs{Lic}XVtHV%!hp;VNQ<j&;g{R!XO2vva9(#QLy#`hfnPC!D*<o-0%NG(
z2l$#kD=r3q{75M3*OGy2O-ddaQi;mZ1`S<8smR#45<M@Z8Mkqx=FvZ8h0qu7;SFvy
zySVJVMkfGK_b7pL<d}0kbY%5jJo_@g9Ra{bEdgQiI=8uLu1vd2i?wUmzT-W1m3!{e
zFGihh!6{du+r;e!$P6d|UG1j$Mz?gsr>41?itD)tl+JwP?H1Duo_cnvh2=xs$Hg=2
z-l5L`aE1p`c7MiC?haD3X0i)cb8)NnL5CAnkq}Da?C<-XvZ$ZM!nE0JGVZdO)A*iO
z%9b}3>&}uH=mp~cx~!KvnvRA<wbCC_NwH-SP+QL!yf)Dby5(1xeBpcuC5(13!Yik?
zh&_*MgOCEUev@h#fLjz#m|C>eZTEW<6BATYZpr@&l3R~^7QqtJiXPk%KZQ6~Pan;^
zX%W?RhmDSr{Iara%qpcJ>wcO6gIc19Sn!uHQbpz>pS+s%qJr57uj^fZvFuOVwx0l<
z5TqdNbTPK52!Jt-x~==RNLTBXv4vMNPVfS?@2l9{p~SaZhKolsovb2cPl(+rtYFc(
z+&ERFXg1#a#xJYG8>w^Ruu>rWM+i~=mJI;lQR~I+mw)r4XfX1p3QB>6)hA8<%O``c
z!$DHDPK*A%w2^|Cc9;F^(GTN~2B!Tt*fF_<+Ij5YP>MdVw^M#rAxXMpS4d>Cfflf6
zppM{&qkGx9!9R>IdLI{;lE>!Fn*(fE6}LQ0F9MJap2wuK#}>nyCODyEZxG8=CR>In
zde|kG&kTlkoks0C`~Vm7uZwENbL!>?t-5va9GvIb&>YsEp!<C!M%Xc>FnkJ^Gg!P*
z$tYP;-CwaI+AA)jC1+uUyn((7cLu$yn9}^Lhnqk;Ib7(2MQG-)?~{_Ws&UV9asRN%
zP~Yn-Q}x`au2)AHt0-Jyq1?`VhGU8-{V=eRcK;=Jh)-^*6!#f}$kr`hT7%1ink&V2
zUlJLd67N{0Yxm`B9wrf@1o!*D=Ph-zC8AHGoY6UCO=9p!J*FCaOra|%>()$My7j2c
zmmrT3May%*5OwMrJ$nMeo^_68D9?M0{YtvD&sD`LvxEGh%R@;fIPCJXPQXj(zg6q>
z1j9>7QZHJ<e$wwF!jC{Dl6(csYmk?3T&(I4cWr*A*JcN+;?J)*T}Oi>j>H}_JPJ_p
zvck*2q|eev<xF$|!csxvL*QhtV;N#+RCfkC+93?3@kd$7szLY^{v3WqhKagmEN02b
z735b@925wiBI)tS?BN~=xSMM2arGIxe5|P*)m?uciC9Y~hjWyUzkeQ(%R{r1=j^`t
z#tRoN_<9R-&rIwS@Nss&1=Q=xnvFVj$SxrqEHZkZ8wTwcwthqTs4Rj|H=yOM1hep9
zdk=4?%HY`P??O~!-?Kbo^TS53?dasztqZlI-}<9!?j}PZDO3>uQ$+SdqEc#$(^$c+
z|B#qNKZ9aXw?x)^xs;jYJV%bNs&as+D5`YYi)eQJ-Z%)PwJ2}@Xzr57EtlnmDVmoC
z^V%cK+8T1L53_YCo%Tm#8<HO%q-ZkpSsOGqPcg=)vMgVV-<N<{8K%0{4|#$M#k*8H
zHN9KvX8-!6e_#+g+;no=`n40<Y{iNRf_ohJ({)q6d;1^BbBSfpVG3(8WGofZT^n$s
zw~Fiir}2#K%2qUMbiQg_OiH82QIf#Fg`hUrN^Gs{ku6voS@<nrw57PiH2gERbc{>~
ztP=nM-kPkgu8#d&NG3Tc#oZYd(h1tIb`7dcVx>~Z5!7&FR<9MlcXBUC_Mj5CP4Czo
znb{U>ek+Y3RFPxY>yb-J&~|#Gf{Ezuk2z!FxOBSjygAQ4b((Fv-iG;4;qrs8vSyc4
ze21zQqj)}WU5m3lSJr(8T{Jp35<~Bi-G{S(8KWKRnXvS^lQE}guM~6CsfTNUp>KCU
z#VxC8GTnI<g}Ez|=IIARUOaZwiy3)bv~Jq=mC#Xi{6D^|$@rOMeSXq5>W^4qYl@)~
z^_S50jy&2@AB`<{8o0R6p`KwPYi#F?clnAi15j5%-Nh^;Po`qVjj5-_V^F{w5jGk9
zJk{f&INq;S`dBuaYmCkOjZLb8vvqF!g%3U<_nb?Ou{^}uuSVpO!)y9&0;UA|ZS3sr
z8~zlHZ>3igRl$L3E8!srNBVcblh)pN$z#MNGYuf!M2yK7;v|4DOH=jxyS6LX7-#E3
zp+1=^ySy1zSg6m9#mR&BXUcgykE%5M6qLQUF<dK#Tnt`~<9n}gyC@xF?uBNcG!_N(
zA$E_wRS$0DS>oriFX+&gt%L>xrRTW=2k3pmy(9iZBwp|h)H+CGCJuunLTVGfZNsJ4
zU&dT{C)3Dd{r$H#3zc=tgvxQHudxe~i+?;*38py_`!zNO<8NA^VmOCm^<ZH|slJK6
z&oKM#8rk50M2R&0)*{7Mg^G1Ow}KLNLE4fK3qpS|DruVRbQNQQB*CHsrhhy%cn5fs
zR=Go`v~Qfek>gtNdXX;6>~^2KbVb;8`lE`9Vxcv81}7d4W>Y$B<96{wkh7u%`;PCE
zFDGW564F}7%dL4|xh&pTODKn!j{_Ze+&<!fFFpx7dL@smD+)j0r$Xpp;9cTA*|!0a
z@&s804;8j=bRekuaw3>&g_K3R!?q=RVpkR_liSR2b%p6$$aZ>a6^2U=XO%qiOkzhf
zFy11~2;I~nb@;yemfU!@RYrE=SnJmZx-GgYbAd?+RTw1EUE;<uw`aoyX7=D9Ebmf2
z6X<(=hY9!h3-b)5i#)n+l#2E9AslAZ=-@inIB=F1H-~QG8?#OHNNPOIpz`eeyPW5%
zs5tu#Qd>$DVwx7+m>pal9UTKCpSW2^R0>zP>Ah$t8SQn=x2~McX?G4z;5k@*{7vGu
zIhXL!X)odDKjsY&EBWu=4K@?@W9^Vb;PTv%`(}uW%~-WxbbA}NCM;;e1O;_*==**?
zcsyXx4JaQ&SpdU2habDkG&Fm)(<sNz#x)<!j#ZM&JD{ZM?Qa(q`RmEt&F7aCivvU4
z!>;c&I)1{Bhim`;oS?*rRFU9UfLwJSS;e~^tNZ(2unwi1e3Eq$V`A`Cw_x*2&j|C+
zjovt|eH$}9qOK#xv6ag+d;TR;KKriq(G-RHBfpp+>!OV2jV7PY8Fp^W%)a%AS+RY@
z1v^a+mBj9Q8FGeQTMb3YVFycdvYRJnd(!$Yv@Q1_W3ZDnK+bn$5twi+)uuTZJSCo_
zMH&c5ps!V@H)m9Qa!oWU0Z~=(j=-D|uh7~noC+s$3nzZq1rfw5*l(!*EX6odz^7Bf
zPD9BfBqgtNjF4f@_V_#?h+{zdfye-wG8U+;tfa*ej4`z511VX5^~!Yd8}77B>Vd6j
z0V0jkiX?8?_IS63#WVMZZhNnjRIXT~nZL*zpE`rXb*69G>S#`3{0=*W;b2>P2c!sr
zWSDn@n{;ojd*1g`AyX6MDqZ4h)RMd&t3NanP?LG<_ZjIeqU|*5WNE4hea=qR)`!zG
zcT4;Rnb!xgJ#m^Zo`}zA7I4VnX-KQLX`4vMwm1}}Dm`myie7yCl~~!6zNLe~Q*M7$
zs}7lnb39;>7MFf#?g^?-%$dP^&)w|n+n>{7b_byIHIc`hlY*3G`)80gneH=q!ZVPr
za%*En9EhFpk;S1@RzK=`l+gAAXW~<f!@6vY?N*o)`TaGZ_B4v&CzACee;TBH$euYx
z!k?lhWs1pJReVOr-y{SCrOE>7<&&lMU4!vY<E=zXk;e1?^{MZvhSY#AgJxuZUWaJ|
z_}Uoi0Zk%a^IoI<LATyJOTFl?qA-gmiXA_}TI9IzA88GKT@Z(2fx}7eIL4xI5Nd8_
zcs7a~%D$v*SN>^1=CWc#<b9B3m^X==Q=H?{U+dZ4gSJ++7;aj`Sk2PX&xnI)|DB~i
zoG4Fweos(X!LrVx;MJHbE`-xJQr&f&cwzMe`~1S2yhEO-_#PUv^zS)+JpS|06&=st
zky~JiFO>@=0tN~$u#AzYccVM6I-=UW&G}NMcA;Tsdr=O?SZFp{)g>3s*ezyn%DY-`
zC7#$h#vR|7S=gI?>=*<vBY&niUwXW{qi?cz+)~5wc-C84X=&}+902xMtpMyH6GDX9
zuQRq^5<@V~-H8`Gl>p`aqiSFef`=2%4G>nau@Q1f++~cC>vYxW4zoXqx^6AL+qjn;
z$?p`_I7rM-v9sffqZuY#{D2-{<IvnAv%wE_7=Riy__G<Nxq2=#AD8Zuw`~-NI%zla
zrZ>oLYf&bpSjQ-RHiu24P|g2(t1F-XEV82XWhjbkV9pp~ld$+3S-N{%;5%E^-Jmm-
z_=2;PN=of#;*7g;*T+U^XwW@Ed~&|$#J+&Nbv8lSJO*JSieJgUcobe=if|S6c7-W6
zcnXBKKalPyvFPaNQI#O=N62;u`-?{1Z7Y3V;(F?i8weLIb(K@i@xS^rOr1B|Zb7Jf
z5r;FvyfK%BliA;V;X$6)hF)&teJkV-Zh4Qwe=MsXI<$N^qj3DsRU%XeLwUF0h2?AL
zOR+Wb2d<4hbJ&S9sja6iXTn8kvg{f!<<S8~OLlcPDy6jn1siJO0%lGbKQX9)VC&r3
ztyGJK3N?&eUK|-AO8J;ig7W+z^ShnI9`uMRZR>qs?c=dgz}?4FM8u#<#d0HMi-nSI
zw#y-6GY>g!-^H(G63ASn!W;s3?45zLjAjfbi6Yeo1z)u$O~#$2z>u4;GeYT$aTNB8
z_(r`CQ(S#<wi|e61u95qpXdusZKK`2MWrHu|Ao@Qd#;K(S^1Iwh7j_hQ~z=~QK7;{
z6XdjSCp^H!3E!M5nAp<NqOzXlNQ~hJD~E><-}HV<h@+W8*DuPL<iSp<CUic~tzvqW
zzo-8?VLcZYXNDlJa|etKgex{RcteGq+M=<c*-$f1j#*0lz{FVRv$;R*XG=u^a$%--
zKtS!y2Y=QS-P5~cRA^X^P{b2*3GPr@_8eU-dH8LDpm;MI%&1lC_S`#}^YzI$1?Sf+
zAVtXs-U$Q+h*>~wO(s-+sfK&#81u4t1_U@O1)5GOJWr!dx2puAt+h|)!;J(9_k-$5
z6XoOV3Yw-A$e>Y~z}S(7J8d}FTrVOb0(p{nxhIU+brzC&1}^071Rv}lln7BafOn!P
zQRPJ%ork17Iw_L>L*plp<N9QHN)K|s_76*a;RseMK@-Q3KsaV5@&oqOH#B@C;6Vyu
zBiL1R_@`sS<&(y^L#D(N9twUhB<-#(ZCX5`P%OF0-c;1(tIT63chf~8Xg;_7yQSKR
z=px7MVGolMDiQGjx))6BV$TdVANzRjnAGaeL~C-0XkvyO_rQY(4=fp`etT+Yo?(qq
za=p^T;81w7@XYeHvww2lUzO>1BShJt!V}X1eGwt{2WY}D$+MBFr}=meH>dVQQjzO7
z&{e+uVHmsa`Ze$~^YJ$<K%YD9F-g2dH(#ny2OSfCpyMUlo<GYlQ3Rxn>t4y|lG8MS
zK+}?&MY@^k{skbuVtrtg4zb>^uWc2nq_IPdhbuM<tR8ItEfX|l_Sl!7L)q2P^GrYm
z%a}`3I|Gi=(@_I9!h$GH0LM9?9RsY07i5y>4y1)-ZC<~&y+Q6{$P|`2j^P@M0{BQR
z&DORx4NSV1eDq!EbQwGpJY|MyK|7PBjvzC$K<?>8n=%87j));=sg~j()($Lj{O*oo
zfE)x#AYa(L>__zuGp<OmaZGdHfdc~XLpTUv7SukX<1!mmsa9KuVHa|E9qy6(c>WUV
z94;%)JC@!B3gP<O-(M+NlgLCE2CPKEc=TU5R27)m9cZM60j6Vq8tUJ7{3}S(je~?>
z1Oo)jd9YCfqr^o5u_04XS%EvA^&`2BX?)wq2miwb;7z^r#YZ5hP4`w{_|zu}mGCLh
z<o6K)zW}}cXgRo%y!U+)tH$?StpU~rF}r-l6%x`f6o;Hcb$-Z1jg`jLzj5ihx6pAq
z_SHDBZriB(#Xo$Cvhm<YFp~kvfH`WZ8Ar1Fx$EN!;^<hzV&mhT<Xl^*jP{U%Zf(Hz
zOkUEt5sS%K#4v6Ks8eQnX$yCE@|!Z3G#_KEP3dmzFVPYm2XU96g&`W7N0UhYf#&A6
zd~d_w)92IU!qU>sc)G^^fTYO&V0zI5yjKvKIV0;Qrx}#yJzB#GFW01Ki2B*C%C63<
z5kun(7uM0TOT%5=Li3t#NQn42IUm*&PHQPME#>wP$ei9kkD!xew-waQ)FA&jtvH|g
zJC<C!hnpQG(}bUR7&=Y8IxRh4s}uYlkTvROO2D6D@P4so+_({I1LkxdV?%B`l;+VJ
z;BF8|XOBRg4PCmL`5Gl3;o&$g@5=<JGfgres5YBd{yBhNaB>O-ttL&9{#3!}b;YlZ
z1?xb+wcU#Hl(B?cVTe3DhjUY~+n)P1p5q<#AGa~QFkLm(>E&=-)fT{vN;`b&_ccwo
zfS)$NS0RBp=uixyfAJ&+g_sWs?d4tQge)hdFtRPOd3dxjq`CxSg|q~>><(K~0|B*)
zgTcvq^M;_sc#|i+nZ2_Yd1;%i#8JwJDa7y?IJM}@XN5gD`2@@=LeufyL^8}cMI}qF
zQt<wh<piFAY~6jp)0G*NKY8q+#Mh)oxvYd_w|!v=<N*G<@sy1nrE%~AF+A8mPo?M5
z`q@@O<X4j}k*HRnny6UAC;*pKl<IXp@fOvJW~TpUX<KRSs>h*(fQ2v&PQjawA|;Rf
z<MjTcJ%g{Ur~J-8iB{)}Rp+H@PXJG#>mVBevJzC2_%DK+ZvqeR#UTz<mD>AKrISX0
z823(0UqHYhkS)Y*r#+{u5#R~n0KkXsg>YPttmgs~gl^Nz-YZYVl==hoOSQp0f)VTz
zhFcke@)<dt+pUJ}>5A%czJ^}<EmrkP5pWQgI3PRsQ$?+ug^LMFK}lBA&w_$rhhn0Q
z69HIq+eQok+^2tR$1@hH0DSG}-n88jtOnfLKZ2(YdmpZ@i}Y|j%$>G&Ki#IMZ_U%S
zHI))DG=eF>zRFYO)EYMvHPgRg$fi2pM1E5S!aR;@oGnia3vUq%muZVhMqBw-5Jr_`
zzNjeF1t>`x`fQN^$^fvK>gf*|9Yaubp)7l9H{&ji)*jhnxRl_~5EaPT)dfA&VJJPG
zb$(#b1^J2ivkqHg>;=;T47X67X6I{gr%i$6`~<$!P%uI34qdf$)xC@p={zwR=XU%t
zPH5N-1D;l=FBx)qT1uZ{n3a~IYr5a7R5axCaXTbrs{^e7SI$_&)7AAY^Q+Z`_DYyl
z>-hMQI$*j&dp)(lSLQo>O6muGeK_26Wngk;MP}pxm~LqyjNGLh+ctufB)O}|fAD@=
zWI`!j;{M~)R~7d@6#qEn{S~Yw;2XFkbH{k1)(l^xdg+>=FO<(Vm%F;KALmOp8;0u@
z=G2A#ppIVjgv@jjidHIh?@D)9ba`iX2AoK$7Mv=p@Cja@>V`xL)W?0OCsfUw$Q3L+
zaHH9@G8I|*4eJUYA<|1Y`~9af=XwoC3dvt#b?HL(5cl!lnYDL7eS$LLJ0w6t*(V#X
z|LDdfHL4;4{rc?8(vnwBt_#N|)j(u?(GY_Mh!C-DJ!OSBtO{;27`Q_OILPqh)w!Vk
zO?*scLEu(iTO2!#r)JzVnMOD8BEM^*n3~ZcHS@)C$r0k@oqWeJzZ&46o2^^MWU0|U
zUG4_(#fjb+*1j-aSiv<my<`N2OJ@Yw62;^&mKQlc{TK?U0FHvKPk4WW4NEwWO!%xG
zwHaSrz83Dy8x0;k;!sNuC^5h)Gb}PFsN`^xG`&712?RARvL1EuNic7a;i-HSHPtj(
zp+Tql;3sy|Y~5f*k_Am1H^T>9LwEuqi3nmfw6MUTKX-QzoO@*}@g40Pf&{Tt(PFjJ
z6c~z6RfGHa%L&iL8mc4yB$Jjg*V0g8&qgQ4s;E_8xl`KzO9!qRs!1awBP@91<5u80
zfAI$koVp_Tg2314wkYAqdgE^HIz~HNTe;MhgY;=FLo7MX;ffy7AMTjt)g&#QJMa>$
zd(8E7GrE{!^|&9v-Nslm?&gs#KfgY6@n)}z7)JWRzhpZnohCS=5QdGD?)K%+(xt$v
zfU_o%^b6n5L(_6$+0d2aVeq>B=KL9ppqxpQ&xQNhn5gJIP=+!6YAVa<&IF?gBr@z*
zVD4jlP?o1yr`5RvDJ+PC9^Py;ei<RL=5|C&>nwFomDj2E<fU4g5DPF~F~3##>!kXF
zQo$EmD@5YTJ!WKisoXkXQ$`|4WnzA+))(u3=(K4u|IRw@)VFMGsRlZfXjH%3-4IWZ
zoN#q<mvn<w6P<DD5#&1i{R?;7N2<}HLI(rDMt?X^@CPPX+DZa;eW5cm-1Rz5yESgc
zZwi9a_u5zI;I6egaZ;=_(q40P(9evjsO!<shlYLTI*MiMVRG4w+Um#ljy02uWc_Si
zR3X5(z#u_a`yE-=;Y)j0-`PK#zHa!aUB33M0rb``tJBU=W!)l#Y*jOTJ(cRFKt~_6
zk8q^|Lq=XC@<QKTfBCV6X1VE+jW4V%$^L`C-kG+LZ$6aXxN@u#ab)KZW=o|m5?Q(j
z<W~3;FzaUiVZbQ{9`L!d$Xd_K{R2`cXeJSB%4ktN;UvJpAgF0N%AT+`7d3R_avU`+
z`!~#gjC*krOMP!t0JbOYshgV~*}8?iSw`7H^Rc2x<oDT|iXKx&RR&wkV#qQ>E)Fcr
zvH>STa`S}=8>&*{3Ui|x>hg3u`ZB@l9C4{Pm+ow1))NM)bXGoH`!yn=>eLt+$ISPk
z1;pxeJFcv#NRUPPOhc!LB?J=HmoI(3%|p(Pyo-H(@`t?s2nKAkPJNLv@L|Xqfth_v
zOEGNeUNUe1SVz_<+0unGDbAyy!~FGJig{n;8PGbWum@vR!JdD#yeZ!K7^pSqRJ%lD
zK3G7rV-aFpASek@H9V>wa_-I6<!(aZeey|Dva&~0)FT}Mz&uE>fLrs?#7}KIAw?`M
ze(T6Y*~q>1Z_cqaj!8oGjnOj3c)a(AqWpcg3j`%JFlZDjl1eN$e13Miu7!0?Mi@LA
zaHJ3v<;vW{-JPGl+KEP$=sd$*az?CU9gc)>H-ZpCEoNx)4Lq!~Qfcz0VYyTZ8Lyjp
zgZ!!XGEm}dFiivrRpmGs7*H$2$qc3e{}|&$e2TGmCY$^$AsvVFGCm{95v)DDoF>ky
za%)C=WVUMZ7*;F{@1y#5zKEho6)-kDE!a{N&nG}D41viNv)huvQ;D|QIu=L13|=-<
z<Nujz9}P&BFh9X#g`0oqceJ8@z8{JKm-m*zQ-O)-%!tPgs!9SYxOtq_RoU<jxW@1=
zo^<!(qAs^)6f3kWG;!-!p*z1<_n0g$KSA5{rKZIR_BoO+KJ?*TK4Kg|gs>C6w~ft6
zi1ed2njrBr;Jga4M3>P>MBh_FT*`xgBgpX}WP}=fBkPk0WDh9^RZuM1aC~ZI(B&B#
zBX(sG-neRoPi{TlemM2}7AGnPm9;{$qb@SqPtkle*R6VIjMbv}nt=#8@?dGe0idTH
zI%*`zT0zQlVLVG&idtOD?J+w$8x`h*Z18t5Fp7$&SGv&fNC&P0NGGGCR0CNh60<>3
zB4EImID-+PHarn%$;h*YnS4B3*Y`~7_l6Bqrv{m2HBO0cKmOuU44KX3*+nCwlR%U}
zuVJTVwyuYNd0P*ir8?LLaYuebbV0aBpn{3feu{CQ`yprr|0c&1DoXH*{~Kp*KwZN`
zeg%;dh}$@A^xik|F!Y7BB8N>d<l@DPxBv7gfQ>=0_(7TydYrhO0qj^Ln_@=;K?DLG
zy%su$ldWe!cm3-xy%k6ufGLph{(3}Naj|KYb>9cq=1~utUSy@T+AF;hyHwOdK63_Q
zj<zKON4i25Fhz+#2wZbLv49i%FU|4M@4)|uLJu-v5dVdd43j*uV_!GMs6@&tdNNnZ
z^abCUP6SV)y+4{m$p}_ztc6#yhsQ3eIRg-qTNeUp#K*wZz6~<^Etr8+!y;kiAVU-s
zweX{{3^7Y$MpHL$Xk_$V<o3v>S65#&=o}22d+g1t+uh)6#i6*Teatm;{1mB)zXOLe
z2zPhgr5hAvHXL!YYpHPd7k&#gjvy05h=w;6U3zQt@-r+ZAf<qP9Ft9jST1xzNeY*L
z_xn^j$6)qNBU)|0%lFkwW+ZpAVumna@dL>sICp&q_kHA{5lC5c8FpM|@75hNk~*Aj
zvh>QA8p_KIm%Wbf;DZ1IEztfU+`=ACToeGw$#qw`*>DH|StfiiFwur1I^tPxuXExa
zty<Jzx}9m=-qr>u;U95Fah&7UKsIor+DwD~wHfup&p5#c;G`v@G){M80~IK=81Vyx
z6_h_2^G04FFp(dHE68KgwwLJ#>C|~#ux&ui_Q8ViN$W_3&&?E16^(F)GxB@^l8man
z_tYaFm6LgoGf&T;p<o>{oG()U@J5OB4qiu8zo>>G*v%+OT5}fwCMd#CY7uJ~Vtl9>
zVYb|RMbdrMY9QQxai#hUP2M79=4h<b@71dKB3ymw7(lZOKh0Pf-_U|OAM`+Ic2SI{
zZ`{|A4@waexT*1a;=2cCf9Ay3CccL0c25y@*%b=^ApsUO=q6x1`9U>BGqPFeY&{If
ztcy%XY=jL}nYL~8pz-Y-gD1U)OMl?t&W>xs0;`zD<F6d_@CG*tC<f?BSOe%=4n&F6
zIW!-U7d@;!dHR+cjvwgBa0lvZtiESmu3V1riHxo?VA`P$F(9R;_+!k?=+7)uwP`O0
z1UtE}RhIZ&$os5n1QSFEaaK;-?!JdB4&hWr52c~E*8H_7ge?A+aoszN{^Kuf1{}=(
zO&k*#N#@RJ1-~1t!JuoMDS`f|aWGn`zuN2|5mJv$nvejkUyEOtvH6evv*-Zii`+#Z
z0<L+;1l|6;Y&BaQUOqRC+8xjsLtqTu4|2K;_i8*)+ZM?GamroVX<uY@1RNi?LlKcA
zdE|+i=B=9Zkg5VVzzYzIPENt5W87ZY0pRO1;=|Z0Zw}|a^N!aIWp;R635S57aqtaB
z9k5vw>=n;k3))?#Kk4e>fF!CF6E-1+gx?;*{JTz0ZE$Y#yvnEvNtr`};+rD^8gln%
zb#SW9K{gNjPaRJ=(w!<Q-x;o<H7JqWdXwW_+9k#)ZlbF`S1yU~22cs%913duY;Kl1
zaUv>k6DJ~K)H5>W3WdW)xjZZI%ot{;Y`I&z68*s<{N8i>mroT*9xqIb@t+5w>NpH)
zc|r~wX=}#SfSMABH;+$vBU|Djk0t`pV7tB@D-HMnt}N<KvCwpLPpx#O`nMn7(~>o`
zbqf2IF;*Lw0ZALobFoIYh0vri#S3vF!RGX#CE^E6J!uOYey5@%msch2{h63?Y`5U4
z#f!lMHffKbsCbRR3$i|=Kjin{)aTm&<$d%VgQ4b%$QV`d6wW;~()$nQ3C8VkE)Kco
z_}9Q)V=NvGQ+%TzRzjOrO5f(Zn>wTJOpF=;B^yaiK5>JWTPzU^*mYw7f>Hv0fxvJ6
zvw6Gh%p(yq+lxhpc@-5jFgQS7V93oRG0JFT7WZ|~>XikB%@`(m4+cXHhr;#78@=jn
zKzSRKAITPChzEiu4sHNdmfLw$t9A)%zdz0p_E*XLFqtkOs8X<jfpS?PI{99KVo2B)
zuEN2hou|5P+i{(JxKUh7TC`DDT?qDP-=^o??^Ss+`nVm`Aa_4yV2GDK882d%TLJRC
z<>scY_nAQqM#DMWwpFs#6FYp~X1zS?{8Q;oA&#%Lj=@jMh6fuLc2NpXPT!~IPQkoF
zu!NgW(^=CpJGg`za@TS4>k+9CkFN_10&@2s&-IY09lp*A4L=H8y;t)Dw7D-?Nr%$y
zXxqmDSIOzUh%Q+1_&P|CX(xGfzY*Gh#N^;!A2uvA5U!@uo;mgDdWyGbW{73mwK8=2
zR-S5QGkRm8nKSKKgKDq7xl8NPKbh{QvCp^sx%l&FZJdA45u35`meK<wvz7MUJp+R#
zv-2MDFKU<R=H-0<DC(Zx_U-ajT4#-^5`3VLWwX|=<r79p-qRrJN_)<1Bf9gFwV%!%
z_y)%~BC>*zTZNn7`)nd!A6YUy55iVS?QF|Ja|M0lrh{voLMLLM$zC2=8H{b}Gi46d
zoF-L*fHd;8Wn_F%(8#OZ=6TwT!SBZEe(o1O;@aMA(_FGPi2ONJ6Xum&1kIn!;Mc>v
z&kqjGtj4$ZtjruHAeT7^pCH%8nkrSiYr*CJrbS@L3*vJ~JEwS9_IS^ByAh5Ozm{iv
zGTR1<zh{js6?NtdPuT3U*zVl=)t8^_)-zL3HMrG)5H3$Pak9Ic9WDLIAGGo7qW1mn
zq-9kSoz*uQwvYW?{-W%&9`}A6Q^7dxk-vhOKTU&<&4J6b>PB2Tvfef9bd^2kq9)Jd
z$?Q39TB(nI3k}5&E$?~oPAq;^+HWr9%xIZZg&Cb`W-D-85RS7llv8xu+)DjMW>QRZ
zE46i;T4hQh=(X~kNST@U2CX*QHaKm5p`tN<<-R0U*v4U#+5273oO(~RO`h;Cq%8$1
zl{S2>N!hGiMdfJh1x$gVMs<lBdUR^NkYJUvN5~4!Ql6~}-4_-tv-eNRjCjVfxyKLY
z{@J5MF&br94EpnevRJ7!xkYCz)SQvN`0(<|tcP09JIfNvArtLI)d{BB8vzn_Z7VT@
zHUfd7E$z=QH_jI;8U<UWc<@3a+;wT!mfMJ1t#%Jw5$WJCJgjm5jyYow82FL1%e;fb
zc3&cB^O%44R2AILm@1m(3UCi--0&AEm?I@z55Hs6?83M!uygGYo7OL3>q|YS){dFP
z?I}80LF;jF-$#bnQjb=PiGp_)!5NO;5NOq!JK8j^p5PqT(oAr7cCK>d0*4}NtIwX}
zk#pmrY**X8r;dCsT-@fsM(+D@Vy0l`Xc5V;sxRgucX~!^xliOWx3WY)?aJawtAIBz
z0ZP)&0Bh<>=B?Y(t=rruGWycR^M^$HY|cddwT)vM4px1G)-5t`#S9dpdEbgn&kRbR
zwLv$D<J$6S*PUFK9xmPB!@IXbmw}O7L^G*W#BRra`k}sg`8WE&5CN)%PJKC4A=vPo
zBKcFRlVxoFbhQBoL#DE#*S3FcUg&k!YPBN={Aq>^9=S5;<#yXi7nJe7BU9^|&A^$^
z_X|?3AjMlq(S8wLYYs{j>J7`fJzh1Y#_OY9du9uE`ghOF)+v1L>lGP|Cv92Xo)MPY
zYK_xWwXP-WM%mPw@j4o>tUoVC7FQW&hu?YeQW%UrJTmzuQlTpq3q2G#1f_bh$!;66
z3sn%EhLL1tkEJG*NEvqmC_Z|7TId8OaN=)T4+NP*tYLxGj`F*MRH0B)qk%3pl<m<J
z`}pja?myF!Ba8F09L;wCR-n_w3-C|IE8QZ)?MRORo#GH;Xy7ZCt;bup%sX3PtW|2+
zFEf9@zp4e3P{=BB+t*Qjwk=jkT8f-&sGEqaScsg<f`BSqnS98|-zysyE`i>{c`c{<
zT-&M#r@12Qdq;9B?{tp6g~JuxVppjDF@LBdn|tUj*<d{a88x5=s7rBkF!O-7!HQ@6
zaCfl7i(6HTC;rNnp;%^!UypgQANM%q2{0bUM7pRhZ)R~BH3^1i^4!7K8wW#$)BgVC
zF2%LzSr0UwN-Br08l11w;AsXtn6Lq3d!`6@#gm0?^M-#l{F)1f&$eB?kAoOO0^l?#
zafNm%`0C-I^NF)yg5@LR;cX`$;E3i8MHPh?5Fi+fOmV3wdOiL-7QKb9D!#2uFfRbh
zZf16tFxX{;F^m{B!S^6q4?X51u?=p!#|63YHR&Liv;>}#2GJ;0z57!HCi|kH&+1~2
z&WQu$v-JaxuLc~IHU}BqLCMfQ0^c)V9594|C~RfQz2-yyG*+Ka>PtXb5=bag0d@aV
zJjR~EajzV&FW<M-@2|3xgfE%R_yp)7&{ARA3npP;5OP<DATK;v^#eD-O}b8&$5-F<
z4N1Bq><_*Zw#=whAR9#m1iZfE4(R`0hG*-|^1y5R@EbNOdn!|#d!Dm(D&k6@g~;+8
z$JA3fSv$UkhAnj;%n&h^#&=elHy}&cZ`>TP;rj1D;@#j&#vnn_Hyhe#{F=VW5<&If
z^Io`%|A4iSj}W{C&28hNX;&dJpxee}NA-j1AAfGV8P{*}l6STO_p9)!#9VliC*`{M
zp##N_;5$g`xIdr+08sR5x~}`&>WZKXCB*oH5F7CT?EmQVNK@@Dal7zUb?Vm7oBr$G
z;p&{#UPIDdTbsd2uz4HX<7`&FBR)j98sn186!m*veP+Y8;sksY=1^F5+@>HvS&5q}
zThtv23DOs;VM_b&H}c)ssfd{cT(2Tz6Rs<4WFwx&vk}K4C5+_z>VFsYmn}}V$uC)I
zh$x2TK0Xv8dWeC6vh|<30s;#!M|Cn?(Ma956U6Nxz7`B;FPT*3Y$!d6AEXsHyO(%;
za0zN1VvlnBGT`kJUjb#)MM;%B?YN75-~Y{Ah=2J1`Qq4ob$-*oJMjO0m!bJPx%~Ib
z|F7?p!JL0N&j0?Q|MPpmgZ2OW#_`_&&o3|1-%a!1NBF<K_w7CYzw7z`_xAoCH@Nx#
z@7J8-|E{us*ZF_HSDm`4A+t6>jc{>8&KoANaNRHK1_yTyjE*4Ugg3o<CHBPuS*%Uy
zC@|?eSI|Mco^=kSlx#q2i`@s`0WM<Y<2wk-c%c!S50cpn<hTL@rn8_J;f19P=ONup
zmtNbOx4QTk+}s+PckOF57+U8qbN#Pze<-bTUqOM1vx%|suS0OK#f$v`V3@g>Ck2hb
z>z9Qlzsf+Mt3I#OSHbO52N3&M@i*`>Y;6=40U<!N4w%Ya7IQVcl~x|y>0W&HD!$_|
zrv<Wy83X;cjq~tJ!!U5GQdZEL?lIRRT%dV^dVonJ<vtmP{HZPHPZ24IPy=)Bo%GnS
z5ts>h>;HqFsD!6!F>Qc_Wk|MTe2q8v<e5R+B13YK;qAsj-=2xc!O>$=YhX9UxFwPH
zoOs>SQ+?BgMsTgN(|cih3Zj*MGvpU1@_RLP@Oc{sl+C1Lvh8(lD-HK|T;tBTt1oB(
zA>i8owNlxd+rAYg*kA^!pNC{m+k7;9js#ajA{nv3vJuV%a0Z)S6;52osrw2Hb5N);
z^h6-+D~p2K?G7qfOspUM!yTy153EGx=>0qRpkc0uC&C6fhW|dm*FhmFrJ5cwjs)FI
zB@VehN`cAW_Y2802>0@#2zCSmneBK;P-MyJ_zc5rQTqK0+JT8R)VTP_9Qbn;6enWh
z$g~Bo44O{}rN_H})+xLX?|Pi7`9%1fIn8lgTA*c(gRoXb03z4`2vV3g^Vy%bJ%|-a
zmG|IQhX>{#1o<l&ifz}jfjjP}{2PM|TftM)JE@zggTsx+3_h}|*Ssujh{R&_{*VA-
zqzJ_zU?*%H2p1si@!{PAV+}s&$ZtS<gR_lRbDXhMZCv0-Y=QGz>qdiEmJ7_J|KS3h
z;S0FEp_sOC2PSW!Dv7ixvy*5!Cp&J`xKMdjU}!&GVGnPtzqaT2j<G(BEC`<(I440w
zh3|TYJI7p=!j#INse$unv7imverD1O)7-8LTi1p(zd&g2-?UxAb2UEM8G2PbqW@St
zuMsAXP7^PNfGgGIq+uSC%r>m%ITGEzN1*B9VcO{XYKIz;pPOSVfU67~pM??`W9xVm
zGY)C?$US|>V(I~!A~^FP7qA!11m?eB1_<~KDt~~8@FVrQ65sTNje}!)5xK_@vf^OE
zcW`k^lG_HSC&R%lDl8<`>XxeY%ajhTtcxwEHVbZqmb=z6+r0snOsFvCzp;FhLC3ex
z8&vu=z|Xy@0vc%)-orGFFk%5Toi&lw8oWPTSvBj2;}P5n+|e^9>+LxM-2S8!`MS<h
zxxdrFokEp_>EyRRR|kBJ>4<xd9A9`EV#J6f1YwjI2<H7DYS7oUhMtx~rs~P52LQ={
z!X}5^yHzDDhg~p!eV8|oW(7FMt}`lp1EBh0K#noaQ*^}05k|3Eq1gEeZU#}RiLKVP
z+b8c6%u396Q3$|9bdDkO9^x%<c|haBci2SX3Uz$ZpqRs`<gW?CE$FNR?_&6aX)s6(
zz~YCT1q1%OKp*1@#N$s&TVCRX*9;l=U~qJ8r=NAv)mmySh0%3EFM?#QR}K23#=rwg
zOy5)Eul4l~SQHo}e>WBkC*CGFe=x<x4vKY(rvZBYc}^aCbFs4(UIAV*KDDWiQn6y*
zg2O*%=DmRYg?O3J(FtIv4kMv^1ar4B?ie9jmWaOHZGQ^>12^R#9Yw$)=B9*|VqP8>
zvHt8g69+>H8Os!l6<8HM4VDr9Rl<rwAz@1eOf0R>hL;?HZ80vyUk5U3K*!kc3F#Sj
zX60mVvDtX~s$+zF6f+P24!rLpA|p$`?1N)7-6m8ku*tvjX9Nl;Ku^|$NOp$j#ktMI
zvlKiyn&qTxmgh|cq#39dCK+&=#ae~fduW}aR~u+DUKq!Nl=m-g8}llH8g7=NqQL|}
z5myC&R1OEHfl_$MbWJd{FKEMX7R*XaJc!yA=7N=iJGYrmrNcxL4i6ovq6li=eJ_SC
zWKQ%yQ4?;!<0dOa8hp#ltw1;@H2gpl3HsLvruUe>8Xp6F<O)cV@Oi=Fa4hXV5gs&0
zRl~0%-xpB}Rqc8liEwnNH7EW%NXP4(6|#*2W@&5C0fAhILs0D|^~y1Yxo_X(r0&KW
zoRfQAiLQW{^TJUJD-qQrY$gCz&vPqrZ;^_Z^=a4*W)vZwGkVU`Avhb*#WxF^v*Rue
zf$M7ek9e+nQ32<ZdFd<#($t%#rr_UeNHR7Uez$&u29J0rz?$Gf2m|4V`+lTb%iv}N
zD?VMS!H@#`f>dk-t#;pAnN~o%__q<&{+PcmT&5LM>blfK8gbuOoE*P)+yy}oL*Av8
z#R-`H2`yuH!^j#T^tgcfXX@>rT@c?*jI7Z-D0vKjCL9r~{EnYYXJBwsU;#%07X#EI
zyX)uxa24^lLxkq2@RZTiq>EylM;NGKybTj+mvNFz{7ca5Zf3d=!+r?J;iI^^)VOLs
zrVX!!Gn}=?cGyJVZj7lmCgeD9sh~dXe-pl_Fdpi;@!)(m{}wzq@dbg2kn!RNwc`qA
ztEf>zH&X}A^`ST+l&UZX27L_I2dB_KEN*GO(dS1}2+UV>4z7OZSS5xy$h!%^?7^Zy
zfFrHyo_7YoYV=M^2t21oSq-;pECvh*dE$phM^y*3n&$USUi1|lSe^S$OQf|TR2Dc8
z0MUQa?Tkij&De2fUfBFIEfe2Okn<h364ggG;lM5xn=ig~8Qv_&KbDnL#E`=)AlrlK
zRzSn+MQx>kSy=?kus;Apw$$W-V1AmE${+b%_n>8=S~<PG!&U-|07qNftMFDM4w}r?
zx^;evM<0rW){^2UEbrjp#7>Ky1dj%mI5c~>FMe-cg}?u8|Irh`JE}F9#l!w&mBZ6*
zp-aLwdHYiD+O^--<|LLF<d>gxbxYwjnGbm%UB>}yG*WonUAvBa37hW~zU!5)ukWF4
zc(JC)z^Fdr&r*hZoI_XPHd9Qmx;#Z-*K^STEwE!aB5DRU|B&pJ^iT{K30TZZxs;zO
zI#EEoj~ZyVx{gl6SEeIWP2MFvIQOvbvCyHx1qZhyL`hoA<6Zgro%lIiPV^zz=<pN~
zJECiux(;(-;sM$el|hsn#t*eFibmazv6hI&o^yr6*Hh7!6ZRFjXy*-BaBx#`g69g-
zQk1HE`yZ_reJ&=1lg?xH>p3I%jp);{UtnM&U8-={ySP^%p%aeo7n_Wko()cymUr}=
z)G+PRugaJ1EWW6rTPRRsFAp~~cuRhJE`q~B8szPm)10PMF?wM;Dg&c|e+A!OJ9Fg4
z3u;G)oa))$<&~k%gHfvecjO~3LRSk8<ovmWjN#W?k4|3s=6wK!N_?7#i%5lfGch~;
z`1<!--}||Ea|XLC?K<yVdQ{#hlfWw1?ouk>6us_OS?c9jw<qLx4hbVtkf&q$I-AJ;
z86?;9=EdJk<iBE~Cvz6{9`;F$|0*6P-j2!8&8&^7GYZqwaXC+Jige6?$Oe<OnBh3M
z+o2xE70BnjY{0T~tx~AY?@h1R_Xjy6AbO%=bNqvP>=dG;ti=0xU;fX<;SHQhd^#3;
z$Y+mAK(*!3`&dsxhq>r)`<!mEcfLR;Tj{p34h<ba?h+r*@}WFb%EhOhm|gTn`88iT
z{nllg+VOM?c9Jv8GL)&FA8#zdP{u}PC2q)Hd<RN$`Ny|q_gh%aEw9|(^%2u1)V-J|
zg8l#~LAsQckCl)1y~nHp{P}Gq48nZmj=VIeY-GJY-m;uym|Z7vH&5U8d`d>-PvQL%
z-f%h0uaRJ-K}Z?Od9`l7fD5DLG0Hlvw;g7ZV^Fh#=Y25sd1@8u_yliD#Kqdy!{E{k
zw((a{enDJ~?g!@*wnFS1P=kf4IG=cLJfw^2<zb3|o6Ur48J@<eUVWzeY9b`wFneQX
zF%p$}pO2?E{$`mj>&{s+)*$Uz-a!sF)nGb8ITo&5d*U~T%sdsJjFDHxTt{_fwfO0d
zvzMh}>*VDSX2l&Gw5QJFFuQc_rf*|gl@8A)PuEN@jq%*XML@V&v0Z&~u31Dw?L__J
zDy8EoE(&H2_rE8=l{sHX^8TC9dWY8zujd-)8V|}jPmH_a!RncSZnt)^+hc!3g>$9Y
zX{X2GJBSB?VkY2}G2tWaAGtqqthF}c(BM5kNXejdnv`><=!c~mH9_l-{0C=e(gPd?
z9phvjozg5(ByW3qE;f@1lVOzSC|0}{es9LE{I3&wbxxiAEBiERkT)O(5&ns#1xp46
z8Rg_v5G1fcpqr?D)0t|@G-z4S@%kjcS)}8e1Cn(94c{d1tFC8z7c5K`5z9Qdb6ee9
zulF1)y2dl9|8Bd2g7f|fx0FjTT0A>{jc>~@{99iqFi75N?mTiNyk|l-Tr1C{cKQAh
zKFZWt>qS@7_vi1Qc0Njcmh+EzVc|B}`-ZyQXO*2p#tTL89ii8!xakd8;rNYC1+N_}
z12<Nge!%1dZtuTxeU`TZeq)D#<FAav{CrDD&+5u7-jCzVLhZ$IzSa8}ui*ledrWTx
zhY4Qg@4kMGGd{DMQr$mj6hWwOV8cXMzTLn$>3H1FwPvnZ(^psr-*-qwD&fQ4_%8WW
zXe;!!0i5qPzuQbt-`%+w>&8;R9~9e_J6yilT^sok7Lc<?rNmODj=aqY(dsDv5Ho!A
z?h!rVy7)tr7p2*!$(&8X=QQGSfX%%uCftAFf_(u&1(2CwfrF$7@CLK61KZZ+>8ln8
zYv?e8%Z)#Qjx>M62c@sBlCYcry5o3K3BEv}p>I0fVs5j$MI85_KmO9Q&bg7ZtARv#
zl|(eM0XvlW=r+|zNJ2M@zlZG;jps)fHgG$u;2sED*a2d@+bDn}74|{9It7LJfMdH^
z-vuv<8W#^1JbTAORT^JK-aqY+o$i*uf5pIJ?B^uIt_cO%!TQ3VearWALbXg>&x##<
zTeX$@e%{2<AMTa2({G6$`rtbklOycqW7h+IUd2tdiB{#!pIrb?3<OxBuI(%(jC1}G
z8U8=!-aM@5{Qv(AgCQeAg%lxCT4^C=DQjs$wl=cFC@D*tQnn~5OC{MF85yCb5G92+
z6*Y|^iK0ajQlZjzZqNG6=XcKe{jTd==bS&znd^OZeXq|~z2EQG>-Bsr_xt^Ef52gH
z{*6ezx>)!9*CeySd3~#+Hs+krk5n;cfpt>S1SuEKp#@TQPQNV1!-h2t>??##grieA
zq~tOa(GXP{Wf+E-bO*GkX>6vB!w5;xFy3Fv-j?eNGgL}Ees(#K_5PtiR(eLQQ{Q7R
zZQs6mebwZ1a+pUt2Xdx~Nn@q=xKEampSKr9zFW~aRpw#!RW0Sr4695z4xx*o-;_-A
zH9>OA<fTk*?KAaA(j|_t=INK4v}~1T%}~B{3&w5lEF^Vu=3E$v=0h!)1qK-iTq=rR
zG^}Uxdx%$S6UHk&z$Eza=s05SQ!^Din&yOSGM$b{!=trQ!{>fWV{KhSzVT><BWsw!
z#D!C$!n%XuOM)Ejk-_2=Dl@F+cVd{*j&-5N;5OUBP>mt!v#)c*53K%E#bVo@W-oO|
zN52Y-)?c3vU9EJvB5mA%9^R^!vnod)S2d{0X5}T7#!a8?Sh=J`{@nzF(59`AE~nI<
z+!`!@TI*o-TXFZUs|nc&${|j`sVMv|MUrOy5}+#<6i+7csf&(0!bY`l`-W2oKpR$R
zs_aWHB)Ra#>9M))^w=~O*gkbyfZUt;X10|T<SwNSRhz*q_A?Xy(Af=OT8%4mDr&X9
zJf-Iv24zpIW4=dhA1Bj66N9$KKMia`Wu%DF{}QWEJssP^)aR#<RG*)!`fiZtY@4rJ
zW3)X_=`Yk@$TC~&)Kc3@yQ;S9$)yEWS#nz^1Rbn7+&fb~(!RH<|2AjBZjn<?WO9ty
z9>)nJ%X0`x^rW+URYTuL{x$K}`&Xj-np)<){Accsu%e=(V-sC5q3G+o_k&dJ-9*3C
zIn)Y^#(QuP@UAEP-j0#9vO=&{Q5Eo$?N4dbL1B1-&qu0Ay7*?4A_)eaV3TI$f}RC3
z2mSIay5D7*LeVhx`j->`e(L1XZUHS(FEiVM8V#qYUaAio@pg%nr=jNC0lPfKEn&h(
zh$@*gT&rzxU8Q#H`m;T5e=+kYuv12c#Pz}}5QXpwQx6SOOXwH?4tg)OoZj8Ltq3Wc
z^b^<kUR9*eg@St}B?@A&cjoz#K42}5dET;m3U%%S3!WaoAKa(J>i7&7rH2Q51Puxr
zq@?uS?vs0AVwHb>U5tWqeUMgaY3g4N6-fp|vYs~%->R?Rm!d9H`3}fos8ey~hDqNI
zPqyD}z8oD*Rd{LdmlZQwu9gm(;iG$cb=Q_U-P74JlO5K#nMU};+Xj{E0|XN7+_GG2
zt1K=prgf}NQg>{ye_J&!Qe#lz8kNDvPxmvwwAhRdVc(Pnw@GD*WsKoAm&=@0O+~dq
z+EJ`^_fEAp3bx@CpW6tJlbAm{T}y_ALdD+#w@%Q?Jh^z6qKHmIx0*OtOwl@6zNhOM
zA7t7Lg~hY`v&s)#vFP{VA2-A}7)7ih;YX%EZ?YI%nYyh9Fnzsaw?BUl!KGW$I926)
zgj&v^f{)|&I;2(5&Skl#ocu8<Ms?5(3GIP~F1|mxp4oC{z`%lCiKQNrYaIq<=9bhZ
z_tY+_txncb?ps%weVIo%>$$t!*7SgTxtV9)ZTofoqc;K5Bdu>6dGxJLN_Hu*Ei|Rt
zK=I~kX{{DmFZ1}WsfX6+4kfmYm+VY8^T>@~_&CH}-toMO#>)4c`7bp_UM~`MT`rnZ
zHFocrftg)FO{&g2YsI5&MOw<r*R?K{?OgR})c4u37U#MrsTU|HOZzi=n&v9c^Gl8B
zcp+lWjXzv%8<%vLxL%j)wePP<KVdaW`9ch0KAxDB;2hBs-q0+c;Jk)oim!QsGxIuf
z2fEo7u8VD2rTL?6;cB^F9DAqY*$B6hG?nYO?)Be1k9h*z;FW{-L`VPWEb0(K6@To-
z^oO|#&UD}ezvl@*aeOdACpFKPE2AYDr4-q+EfpCICo}%;Tzm~So^s0w3sX7%B4MJn
z%gPfy3%8%InL>?Cg@HKLLVaSzl6Tv_2N*ofPJX|@V2ETx<5okzU5(pp;ljd3ND-8=
zg1GwT%w&b+?L*!^H@OucBDv)x{Q6)dx5)RVf;+L!Hu{fUmU~Q-_h9!DuVNf-CUe|B
z!0$9b&3#tAjvTOiwH&mJ+rFg)hlx2p?;8B8>xoBF5z)~PT+jF(%n#5VDt+w|vM`dW
z|42n6gRYR|dAqbIA#mxHn?GxQl{WP#SY$G|fahS6`7B@!HJS3ZpoM{2S_SuA<+n{a
zyVbtcYy73MfQT0J<lh;l;vFST#a+MIe0PH(I8adUNbB@SL)+8tQOPPf_B)~s|GXX0
zxI(AWwBV(62-ts^dX8u5XHUl*&j1EpPwG_qe;PT^u=%q`ea~W#p37<_b;Sv{_|FMH
z_ldggT=U`bq)!jl2SgsFiy&4Uo4dbpYSOla+e^~*T^2t5xFdY=u5p7+kLgre$W&%5
zNNG4!|0vGi+xBI3Xbif!RU0?<5xTQW77;8S!#ZjU<7yO@OeS!orE=pd+;ZI#)vOD4
zwj>L0bkur42Bg6QF*PX5cQ$@H`=LX@-(+p9p{XTHTj3zgo}|<Db1exjT&XE%g`X&6
zMR>YN+|%sGUlx0pfZchbP}IgRS3Htc`SvDZJgEGkXy7|*E*{Y|P0Yq+*LSe>Dct19
z?9t7oen0I<p4N;nEGdQVs`Y7Y<Mmr@2I<X%%4eV1dd$qPK_f3#&YkC;L#N<y)ph9G
z*acQratEkHln3b-Zl`1gx<s0c+*IsV=E-%}WqTx>#%dcu1u74Pp#U~f>Sq3Ar<-^P
z6izmLx=t<GxZ<tEB{vC|D_oMiN8OTBrC<3XDMLF?bpsZRk%n0LfE1_;PKl02jfbzs
z{YmEZXrOAs;it`;5jmWev**ouIVd16=dw*<sKHY&qcDS~2xj}G9W{8mVUokbuOkLE
z2LawQ&%<K|lucM+K^XfSuuDea``gA-kFMDinle*K)<(QcrtTW32j^wq!_JN|Nu!AF
zv-_+AudGR;3g-yZ?=d!`&vsaryYhE=VIv+}h>0B({gtOvZZ=1Ut(Fs`H-NRU!@Q^g
z!GhOzm{@+6I+%vH8}%*KY15Z?gJ5Sr+&r1RR;+4Tu9om~2uL(3LDcJfB9{47d}!wC
zpaP`=oI6HIv6||N-WNt@<0<hbWM(MU563igO$HvE>*iE^pj_W=@eoV3Kh-v!pFYw~
zS2NM5V~@?51+^tVR1K-T>+4Y$nPGj{QQK8ds+U8?q3CEysa{NEh*F@cq5eM7Vez6y
zxR_9Oe|oEdZJ|fkEtDJBU{T^YF}G~j34?pS2KNYZ(b12(RiEB@AZM+1y!q*ME0}o@
zz_*x~-F&NZ!3I-HOxeWbCY{KNkbGvA)@n<7uGczOkbP#p<>2teXU|llZa<n|MR}P2
z=yI|tRgOm1uvf-L5f+;tP53qp)_?#-3&8AE;0M`=$LlK<WFkLWQuH!+eQuiP0jf_B
zMP{vl7S7p34tJp6Fn=UcKBr=f{2ZA|Hf61wF5465WR22zd;-GvpS!hW{$Pqh17U#o
z;nSzGS9jdq-i6NX-!BbO!7PddxHlee(ADIhLu9X8CSSjhZq`h)q^oMIEoJHt4Y@p}
zTc@NzI;KWRuHS=6=D=CJfVP?=r+b|kS)vy3_++};M6K)XYvVYNYL7~!hZktar8Moa
zF?0$jJ6w}=N#Wt$;SL^p8Pc9IpI5hjQs_q#p?2w)w*2I^#n+ZHVe}K2Ap1Hc>hDia
zPOfQeiGNNL$Maj!cc@4f9?MMzeyiBE^ifEaxG|;%_q>cSq@JZI7ji|}@6)NBy4bZc
ztH9EO2lOKoLJyr8U;E1b3e_hkjdpW7Ajil7M|H$x^Ca`~<x#3tOT1G%mMmn|Mc$*!
zpyrhe%#(bQH6odzqMe|ol@Oj7uQtyr6n@qo9fLJ)np(C~%VM5?Y;MJp-rbdwj6_{z
zlJ71-naP$DR3x*=g3iT!l9^YYKH%YIf~Iocb$Biv6XBljq^la-6DYgUr{p~{0?v0g
z39~05yGl?<0+j(o{}vr>Q^HDJ_Bx_*XXKicYnQxp50dq6i8c#UM#$)mv9e+(E8M79
zQ%82Eb3!jc<0(3jQ&HJz3C<pV2b0W{um9O_`<9;dm8X1|nXrr(3a0bAYsaaoUnj^u
zszesU&b$(_ZOTMXiN80JAPGq{UPM==M?_}$VFHE(OHOj0&8HhXuzD3zaUdE1JGZFc
z<+gsQ8N0Vk-cfrf0uE{X9VqdQA_TPDg&J|?kE&V{BS_AyU}^t+(0CP!LH>Z-4pqhJ
zol)}~``jQBYp*}*wzmJs6D6KoB?gWr3u$ch`&2)4{*7H64`EaT-^OPl(zJiOl`3Qy
zol1-gE3Ywi2z;9zXuI7u3x5u(jG{xw)I%2|i%INT$7i9!A)?imrt-xvxlN#)SvdB^
zXxB5ZO6x|_sIYe<d#~rM;?RjV&`j|LBqL-cV*KdHk@Fje*`<01R^><FAi(Ug#y`{j
zs=uG~{rhWg3r&@<1=#$bjOxSF%klu)xNFz0`SwQU7=%YKKZ$23i3$5WLJ%m;-)zSW
zC_8U}fF!}05MP}Xl)Y9dpuVIeUTM_VPRY*$MBs=>Si+~4;~Bg(?y7~Al~@d76af>N
zJJgEvF8Of-8)gl=d=9k354RSX#zC+HLWv76Hb{JV7yQA|sB<|wtkZdwzRZ6D?lUh(
zmaH7LBZ+mq@*AoQk1DcJfxbFkUx!thSDwP_!!lI#Xa+{{^0*K^K|FbMo2h!KrTHrq
z-M_3tjw;4E(KhBN9H86f-3apa8D|=kSj<E(hk|J`>$xU48ha}03XGxR4e_bOQA$dx
z?%k71iyK$Oy-D8Ca<An>V|Wk0p_${h?hZC>zV0TGrYZK~Hnyw?xiod$`g^K}_A+_R
z`v?KQcKAcx2nQ>Rkpq^i932}x4{AjY>0P{)O2Im}X!=t7RRN(j%d#(<Na`n*(vo5v
z4@4{Y45%_tHM|Z0;=ze#2aS?&Ta@PF(_(Fi+2_SY^A`T{dUmXdUY1%&jPcHP+uxo|
z`U#=`=DZ{@iNL_0AW$c^iq+v_ECkg~{MW}$y4ET=o-LyeIi&C=yql4Ct5_TX1EKz<
z@8h-FBmhBxv9zA~5bxHyIR;PK)=H03_-l9mM91_GZBVDH2(B2agh(|}fE-vYghjM>
zFtt>}{O)nzT_U+ja-tZLYx?}AM@h;qNr_84Zp&tL*9vgixN%;4tHainNlkmam_KBh
zsY02&r{cpquRhIm7}eew8XD@WtNW$KSl+MqzUd=(!=nfTEwVC6{b<YNeg|iP^n0{^
zd166A6be=%4Yz*z^fw~f-g7EW`L=86%QayqPAos#vCvK8$)wm&L8YXGT#C&sUU_Y~
zT29!0PE-~Qnvqx2$biojX;_+<6mPQ?9$wzazOJAB(RTbLY+{<wP6Bqm*`m@gA#ToT
zy-VL;)p{R<=Rxq~`fbEKv``1r_#AF7Anib&xJ>X`cXrMnuE&@Cs|Bze-1=58^*&b=
z%B+sa*QI-mIW;nAte3;Z;jgNDx?CArxSb@6<$$ch@r?D_glf<zq74f-LUa8rWNzoT
zcoi(x56jISOKXxFnYdc6e(QEy<6FLa8aoOnndilvd%WIlkafX@9fk@TP7_qyCzi<e
zy;r4|4b)3()Mb~>V-PkaBGMS=aSXI=sux=Xq!0Hl++G<F&d}B6j&D5ZBBvir``IdV
zns2TCQol{<P-AdY^(})7i?D)^j;8;LjxOV0?yRp63*{+!>2iXnQ?Up4{!p<?cfgM}
zHAdDGLU%^otrGbTX-3l0{?u$Id;F#6nmTAu=<fVM=Xm@OWv-iHXSmE?4D`mQ-g-WK
zPj$3`m3Fwz&I404E*&yaa?_pE5M8^k(RUkk0#^`*h!pTS<{$hV>j6jNzsh9wD43X0
z)11B0)THpWt<lSxuN99by*8#T%{7z>m^h{z7XT!-V8gc6{&gM^wRczht=&$mKXyrU
zbdIh;-A<ct$5X5C=e9KXo%=Pi@s7Spsimo<O#4KoJq44@zdgR?Y`wW}F^(<U`)8zD
zKe^%ipxfDJ+-G*NZ@wj)av>Meqkcf2-j4s2jHoT?cXr_%)+`MUD!)h1wP|9w8LQX?
zgVed%N<Flq^C{gKG4_~fE)y@;T5a9ER(pJH$A@4u`{3orHm#5$>HK=P<bh65O;UX`
zxD;qk(d@-H2Cd$6IOf!1d<erWY?UubPwe)ty&+SkR_Er!*v#^}nQbN&3l6M)xJ#Y;
zA+E`4%X6DEvR7{__*1&u%N9rVQyJb*^Nnj#jcXfYTAHic9u+p92`~!NyAzNaTXP^*
zBTz4?W%;P%v*L{R-*Oq7sv#P%r0lj+qAAeJ9_asRLX<~GZNn$`sz9rt)!!!rUB%V9
z8~T+td{W)wW~iC3{QWBpzln+c*||ShY<^*uF5t`L(q{e9=kzoE05+zko%_ke<jYh4
z{k0XbCITNxZy8bRo~|_;^s;ogOr^hH_38P&`~^_v*EqGL)^E*W0piru1by7Z|Mc&F
zpLz|ClOFir|6UCgzxm()KK&R_Z}LC>bKh_3q4eMXBBwrxH2m*x4lEeKRr>F5`c(&Y
zet~~~dE1=jA>;o0t4c|u0ayOV@BV-Fw#P<VblWAS@4!Cz`7g=vLuWHK<H-%r4woCw
z!^QI_4=pNiK#%IA{^n19+c=C>xQ5mBaOZ|j#V62=u_lU!lw;6fR{HI$L$PjW$7#$@
z%3NMJ;Lj_YoVV#r-sFh<%2=uqiX&c0G1QiX;d8&&>Ki>zxI199i5IIKGJ9EBQQYnP
zyV{QSW>nC|Q@v~pWivIibhOt0ZLS}*5A6z&QncNu_tFlAeof`m{5rv|Sc+Agy2RFB
zkwFfwmecH4en;ghzrlje-1xsf?x-Af=rA)b#A$`d+v$<5PlFdg<I&B^^`jp*dt$S*
zXi%rnVELadnXzHiGsNuR>9ql>GL;^I4Z|*Jgy&bC%&#Idam{$q9IzqH)FZR^AJI93
zW;X&4idqv*85Hk?(7n;oZhv<lxJLO^h)N~~9gDvn>IC9sei>5Md|1n``WsJ*J<aKT
zS`jv{`UqQg5_`Q*i=DJYmh0LXDU^4t8G<N;M5E!Ckl1G1TSBHH_I`phG$5TaEwcw2
zC=ZEMai0{tj+FgcmvX!NNT0EG<;j`v3?oNs9I6NAW++l(`B9%$bu7TjjXbVrL^XC!
zGf9uS6yHJWyf;be01)thSN1L+JUY`X=`xp@Jt1754U-Ts(2U70{f%|LkofRrv(8m7
zyEni0uA89Za`ciT*%TSCMh%W0;C75>?4S*CAFeQmPiea7^23XJ$&M%1fqsKMUg)aR
z;Ix{(6v$BgjE*L-<^8NL8VFvrzK9Y#OZ6-#T?WfCyo~sN?b~>&iwX(8q9yIW|BS1N
zeeIo^ufN9I209nJE#1Ub@01;7Fi9rr=WBk2`mwI{>bGRCYyxZHflcoCwfrzt*y=ZX
zGI|$o&p#}MCT_K_lBDF9n<y)8$Eargl3Hs2FhD*FxWM${A^{pm8MjJ+-Q`wxU6-4`
z`u<^s)tm3LI}RDC^kDQ6I1I6vm$#*l;vZHV_Q)I)d77Y*(zo{N@+XrJ0#H#jc7m}`
zx%8K4jc7^5lIk~GmMfHaJD0RS6yw(ztM{b60d5JLy&@!aWTK(I{yq9Amfsq}HUI_k
zlQAZn6X9U-aR~_rK%?SUHHN0%0f|~+#-?ZVWc4&-S>!qX`6P3$U!{M!IDc!~J5i@S
zHhY#{dAin;?r;qm%wgYZIr=w4*HRBJ3M6g!DH?*l5JTLo88Aia;{SVW=62hn+{A(n
z59`$2l#a<x9`+LrFw!$Gqtri@{7f|+9{pbPOqCV|EK8Jw;A9SzcvN-@N8oxiK1_Z6
z6*Ey`uuF9aa_+Ql);38n|Ja$yyM~xH7i<_)npe^o>4gfDaZ!##$z9Kb*lyqtf-&Q7
zY*UF>GgvcYOfd}_u_HQ~|5ZYQilKLo0jUmyCt($m_y`Ujg=HBIAaIWL*Sr&L4y=}g
zU_oTT!Bu;<YjmmYr6<P@-tLc85A7Y7i28x6jih2{*-j4mIEjuG8w)$vbdGGiG_di>
z><gpx#yk;a@xZ8!_366~*1Zu>f^wXm5iO-oIoD5OH`|>em3LXi)O6MB2nWRm#oCg)
zv+le)k)d5HY@k?dm-B40$>H#APku$2oAK<KjKC(?9M*9UH55fVejn&Yh)BFDQ+h;g
z<h)=<NzZszr^0`8A99jjh51qJ8Ti72@(0~#Fr8-0OnG!zx0NTxT0i$2nnn;G@FPU`
z8=sCwpE^du2;V3_&b{^-q@(C~J^Vvl;?0|51Jq&3gFmX$ZUH&c@vppg;>-*WkR0F^
z9@G1)wnV!dw0-9ybCoF3fGj}GXp+P-al!*Ga4Te!Gd%*IB+@t%>6cjfu9l;o0&C{6
z&TDE28vEV5JPp8(zky&x>@5ZYSd;$u-+y0j0(d!$!BTdUm>$D7=Eom)=AWNh)zA!!
z1doekPK;^>WYBQ^kQ@K`-IH+!B^e)fDv98P-L4?M;nMNiq{i)NEA0^QA|rWatgb+B
zR8OVPI{Ra1rm;It7>Lu3E>}Ci9+}|z+j@A-ADh%u$x<e_M`_9~RmV(Ou<|tRezU%9
zyzV?4>Ui^X*?zs)Gyn+7R}1TN?wHM?r7WFe+tE<yYjM6945t!bEqB1sWK#&Kf>pX@
zjIhL8IAGYYO7rOH=YL{Zz!&Gla(!WHdGW_~=MSIm^Zko|wo$CBUHP_{=_5xr+RPgx
zEjj$Cf8hJ%X)O8)5_?(Gc?0i;)1{msdpX6N%KDjJ1Fneuau%Ae##<hhH5F6p=rP~>
zI@~H=XCxl0D;z*Es3N2Tf^7Fj#Ldy>g=io?gN0X_sP+Ir%Jt(_YW4f`$HWtrerZXh
zwUVyF;M^Wh-c8~@wST!}Ji|)Jn*WGS(tKj-w8~&uAayFKfS&*i1fI;`UuU~9S5kRc
z2q#4|i9N`JjuxK|DM|qV*+{FuX^u!O;<rBTAje8b9E$v0Q8LQPYMrIsqhA7NUqHSh
z08*m$w7&i#T2EmbKR42g#sa`~(y-9ZFG=@Gbe5@9obDy2bp?<lHg)fbsnIUQDDqO-
ztVA0-KPd;bfv+YPd_#rxFuWcM^q3EQf9Q^Y6<K<Dws>l+9HLsqgYpJnsdU=@I{S{V
z_5u^_^jVVhDM@f9s)dV%a=_H1<od;rwCD^{)>ZHZ+6(HgxG#NZZfq}KGIVU@$trW1
z7@a%mEe(i}iky0pt&gj%|MtDDeX&kY&I@plKrT`7P?$SzJXDlg5-}dgD>$2AmOcF3
z$-q^`y1j$hi#3~+2cJagz;^~}=F5+fHrReH!(EW79E7=J#1ViqSRo^jy=x-^XM60e
z^^4l*HpH*GMXkT7rT*x{;_4;oyZ+P*#AbKCh7H+#jPx<7AeN$DaaPzsWmWm0>1g&^
znX)t|U4aFbAFPhqnY97rymJ&yGGCtwa-HM;TEUw$NV#2!cZ+_=wQZ(t|3km_wXbcV
z*e0qnnBJdhZd|TFrO-`Vs27+=IPdIRo$$D7YxvKH%Dw^C>$McC<OB>4SboB>I6>`$
zzi!XMU6|}vvGr(+t!#PSas`JdPZ&@QiRA2faw+SM@Z=OyXf+w$1uLn%T|-BmxC+X|
zoq1HXm2QXL9i`Fz3L*1|n)I)#E!-wLI%&%})4lJ^)vp(+5sB8V0GWZ>G*hcR$%p8E
z<@Sl>LiM^~Rg)K1DaUlE=LFbi%!+a@)-+$7qVH(g-f~##=1TL--Y$FQq0h2fYJW%y
z)C`lSx;-g<wXjn(=B^@Ooir?Cry+&jgU*d+Hk0Ra@Kk}!NG1sK)E-)&7`q191ZD>(
zt~A}<W;=&ldj995S2RddTqi0ny>7}$@2>x3(e0J4Wr(b=bM4jU;<@TV%{DrCnd>aD
z@V_Q~oUPZZt^vZB>buBZL%zR;)3B<xTSyDI3M)cxIeVU0@loJjEWAYN2F&^<Ddwfw
zL7hrj|DlQ?m=_8*oL?o||DeTL$GQ{tUup(l-!SX^0Nxx<hwnig-|1F+G-@MlxW7r+
zKeg9Y@;99+)ZgX5JT6KI=1xcXqp^={?GeavR`;snYCQeLYIF3wZH37?!FPT05T<#j
zN=dlM=!p9EAD)=C+UPDN1uV@as;{q4ywWdYfAs%a#&&i0U)SKoxb~l(m3-WRKCUt?
zPUS>^0NwfYP_R?ZKG^<ham2fcZ`pj>oESM5Ja63_`x~(XuRmXWImFPUV|CoiS1rw$
zH-;MDX}X0XuB8SZeZ`MlKN7y%EQ2)73gwt%b4`?0k?tXhm6hq0p34H(?yrqcuX20#
zxhOlGLkG)3`PlsX$#<^xhMpZhS{JktY~nBHDo=&I{6xl(KK5^Bd{OS0DxRG@xd(C&
znzm>g*?f7WWAxXqfHef(FPnmT*VUs>D>C|`U5@sGBEZdXz$>MtZPh}phlMTyB^xEk
zmeu>1WP{`p20HA7T_9TtLqQ2H!ZsNW_Dj50PD~uNNK?+HTB}1$dgHxIDHb|47h*mj
zwMUaph%w0xZbX!Y$-Ca0x_axLp6Ik+X~%e3Q;)b08lBLv{mv3dGoAK5`KMP6JFtgg
znZRue0V9<M0dFS^4hvt62}q^f;OvVVPmwS?b#5lfnf}$?(tD?t`b;p|@^0Edt@YaL
zjrP~AI`#H)Wb2AS_6vi0$N5-j%B@A&mP`Hi|3=vs`FVuDiHz>V=C)cNEcp7SX#%e<
zoVeAv*&P+BaA+f+ilHKqcocDz0u`f-O5@c;X$lf0fFqjBerXb)6Xzs9PyVW%ti#nz
z<Qkc4yfX%pdNS#aeqOkak$SM1eo&7rR{|&@E4Yu6UAf7&BW3$eetkDl#YUIr^KsL3
z?&INbDL2D2lNYyZ1Ia3<aP;y*#wGPs%XxB>6;sa>0x{1Z8Hvgr)Dew2y$i)c!gl`*
zhxow5(b0H$Wx}H0Tp2oX!@~N6H1;1rIqcqeit-cGO!&Z^-+0Q&e2rj#_q6KJLi)7T
z*w--uN`{j=Fv|KJ0+FI#n5w=8%cj`iFeJs41B~u$uD_@je=uz|O;+NJ`N-%AEXSvY
z+8=Q5$^4?|LGY`kZp0ttGY<`h(2!;QwWSKGN?qlPiaX+W?Yp~6dQV4kzr<?a0R!uX
zjf-^AGdfe)@h!P&<oB&QMgus=Yu?TpE_J=gEatoMCc`s&x+dNe-JIh7w!eC6WM@Mo
zRDKUjY5--s#s>~KRn=D)jHUslW#DJxp7$_Q&c&jUu+&%m?R3<5>oUJc;pz7NeY9cn
z$8{#gJL4{!L+w!<5H*QKxEEG@XaJ>!Lg<|LJ49)Rh)_)4P|JyB!7m_`jDK})aFy>(
z|Bh&bpF#`a{7Z6j6$by=LwY&Po{4R!W&7T>4_ap1jrlQbo@V}h<vh<(phrB@#fPPo
z90&V$&+M%vN`ak7-VQYNkJVPlJJs|6#i>wfZld;sXzy&7SLB7@UPk5A^dzGFhUNvY
zNyFHXNE3oi+^gyHjFfBBT%x>aRagit3LGb03U^YLSeejDCm+%W#UP@JV_Ej?^|GQ+
z6_dlHO1|yd(j9freCV5L65QRF<%Pr+)(F9y*s6sSYQChYPvQ1;TDDG;rponOE7g=M
zeZ2z33}r&1jc~pBj}sm8&OcRr@;nB)G?{iE<$d>2rccS*nPZfz?ha5APxu$-%-*$M
zy+fNuw#%3I=sL;ibt4beH#D~{b#nsl+8iVlB0wW_J3DuRk$~<{{*k4+dIBofN#;WN
z*!GZvhR`HxBSJO0H|>X>to!3q;FvX1uAgwLJ~sC^4D{*t2K=Ztc=Hk~Q#BbeRi_;u
zqVr{!kz!YmhJXy9oeBlAkN%58&5`6?{!=N@$Na1^#`={XB|<}XNp0EssG9Gxo(&#@
z<l^Qz!|TIsLQ9dnV3WnD2A5zYRwybyGZt;Be`z;)#uxRp^4X@Hcf38Lx69P&UHAL@
z*UYr+A+rCKH}aL8bSXj$w}YayT?2ZG{^*Zr0nfZ{=(pXnTITL+D=Xhf6}N9mVH-5A
zU%x)ux{QA-h65C#=mz>6iBu7gEd_?A`5;t;)HAeQ2o~~XhbIwkyL^n1M}PvC^bJVO
zVrm|Z1LbX4->_F9+W|tJ{<3=0CP{dChM=g3P`1sETOL9HH&8#ja15BI)$t!){&o$m
z{M96V(;2^%vrSv#r{5z|rJtN<uOL-YTc?}ZBkPBP$8jnag)BgzHWxfRHVx}7OBOtu
z(tFFhaE#T>C_vO?(x|F12~`WIw>uO$-Ewf(y0jG`Qa^N$SBc#?3{}MLeA5nAVc@tX
z%6Z?JGup8V%|FwozS*#>HmR@c=uNkZ#j!_)?4IcF1lU5ch7>?}(%t{+yT5Gh@hzeI
zADlMRyg#OF@<NlwaYjN#Us+!mC{^<Ggh^L~otX7@=g9B6AYX;Lryo-UGtg3X|4Z#-
zm_AcYIm02p=l6Z#*mmy6?_J}jbo&IPgg*xA)M$Kf4gTmRpLHK6P6i#O26-C$;FUh$
zM|cy1(;eEz9qU}|KJKtq5UNgR(7E~FikZ-5D*o8V9o3WS&K{UKD$(*WwaT_BZ4Sm$
z3ud_(DhLeZY5$UE;K<@4w>1e-UHQI;V}~mG`Dq1fHH-@ET^G4t#J$g9L!}~vM7X#k
z!o~k{bzNzQ`(@@{(~*%<x~+2v$zJ>OgiwlJ%L$=Sl+fD-f2yO=F?Syq?EkW@O(~`(
zXKnZ0X3BZi7iat%&m#ZWcD4!9@ZZmQKZvxgF>c(UK>O553alFx89P|hzxuuSunj4u
zvezqEo)j4H!eK|^tqq?hQcKkQuO)XcnL25;Hc@P5rmmIj9Ok?ox>a=Wv^0+S=jx(%
z_^w4Chbpu<L1S`x+G#Vty3yX19^*Ri`)DIS|DoLU$WW#K1|IpADdl@q$N70@)C6DJ
z9kbxZL4Ok^P7hcCFo&T+Zc%mBz>HrCw_AMeC!^Pb+|K-oP#*pG1AqfGi6-+j#orPm
z3_3N{#1DF1gm^6aUM=_6cH3`<gr;x%2oNV!8VSx65S@*})@!(Ky8F*;%{T54?%kwW
z4m-jsffT?O(f$Dxy;Q4|?t(e!)af0Zi_xJn?DMB{%YzXW&c*cec$K1TKtqeg9KCf+
z)X1(Fn{|+9DT9h|w%2$g%|?-3G9T6M`oB=-=~TY^zOSm(v|;WT^pzD(+j8U8t^P^*
z<DOE<J%&(LghZGr^AVuX?425vHY<QUB*hR~5ru)6C(gJMsp2S8x%l!w;ietA^$Ayt
zC_KnSm9_ZA@#Q?k2oBjlY5^Y@nIoT>QiDMaHg`;V>{}V?IPhZtP~C$!f0`+ig8A+i
z>H}k4m6Ceb;ja9!>92R&)_UFc(=!6}2mG9WQSLv7Va5QBjer;r-h7^ESrV_tHRfMP
zT$<8rXV$)QeX@gyv3`8L7ZhVX_S_3ypVK2?`1x~_7uyX+<=MRO(&*C9_7xSwy=%=p
zTr4T-J0_s&%RL2w-1^bQCs;>Fd1Tj%bzCx)u}97P_P$!7W3({nLU8$;t82x)O!&yo
zhs@CEj9zxya7CVje;+b^roY4MnZ9s{N_MZEh6d7|j_BQsF5pVYMgB7@LSsh>BLrTU
zzQ@$m1LzZGI>(@Lmrg1%s>LI17JWD_ZLC2;hDrJYkQ~>N%EU&Is)glXbSL*$K?{o|
z8DM1q01OoYj3Dts@vud|p9BLBAcnDacOTG7Q~$hu8>RM)W$lR`&UCz2x}|68Q9&j+
zr)l;>bO$=cGz)`&j@iHu;B`d-ybIg~U~zeQ`PTev`i^Ce7xQ(DK$@L&gXit8Nh0y^
zMaUmK!D8qy!$CWnfhquCS}Xn!x2Gobp=h+DHX0_n^FL?zXvz;zJN9E<RfBKa1d~Td
zljCDAp1gnmgoS|dj15b|N(s7vn5daKlAhO}Kg=7xfWw9}o0Du6>h8AiPZnMbdSxC&
z7tsmrp~b7CG}1EqOK(Kh!ndX%FG0mH2gM1p-|jO}DBfhwZM|_0u`Zy*0e&YTcVKbx
z6%mrKAAcYd3+R^2O3Aw6l=4>9!tI=QF*MnQ+A)s_(glT2%F0ye5`RquNjd#Er~O@m
zGaQ4E6EX}UL^+F}FwAQgJ1*cE#q+hLHUGT5Vs~J*aD?WX#Q${{<Z}8*3Hs*w7iA6=
z0w$yC;a^4=?V8B}uSp_=V9*E$!_|~DZ3YRY<`?xSN)bkA^Ufh1>6)(OXZ++N>sIi0
zJ3HAy!XB4p>^wF^b`GP!XSsWP7|Hrb6_;Y&DQEM17xV^V14|94cN`Pu@N^&2yzEMV
z;QHp|4^NEA;Sj>SoOCPQ%)uOu$DMdz@M^$t{i%z)_s#uR3lMbu&)9SiQxBKbcFAKJ
zWXi*Ttfw_?|9of#c_J_?`C|h}#9<AG2JL|h)N)rcP3EZ`P~WJ^1g27XT6WluF50DF
z!<R=*uP18a)|0sRc=aZ*G_q!JwuzDB8JZ~LH7lOYw6yEQ0W-C@cajMA61A>8-vlTx
z0A|)w2*A_cOZRlB)|?yDScoM+S1ce%W<u=9mhd4RCbxErDpPB*-IGa3L>{=xuL!Y6
z#NW+!@bd3%DPFlNFE62TS!daP_2Qz)4Mq|9b-5a;K&P^x=fMkNP25(=^`iX5PDcn@
z7=PhB_(pmmmd(k@d7x&kwU`m(^EiRGwKTFcm=)Usa^cC>4&PssM77E}0VU=YID1x#
z%7BQT5(GnzO;dAK#JW*-t!D`vx(1O$@=f&?Do?u<oXaCbTu#%JS?@)Si&t_Q#hXk(
zx7}vy8Ir#tF_hdvP(_Xw6aU+t@`<+t9-Knucc{K>%0L}=wcNcmNp7iqT+a>=0IyU4
zVwrMLuIN<ePsj;y2)nHq@KfoEhu>4mD6Nf$C{75?39nm?t}HrQn?rO=_N>~&2tDFu
z<=uRp!)rvbS9bQV!5o=|m%!a5B)V)r$OoK&*7;^Z(x%N!XmEg-$5=e#NAy{p)ycHd
zZa|Hz(VOwrd8h$ZC^x%iUT9QLNaZ0?hKA$+B_3UFV)ovXZQZ=i`A5vZC?UbPl2I)L
zCjuQtxx}=rG{aa3WRb4Y%M#wi?g!Yh-8SmuO8W;4KOP-To6E%P&ekR^q3SCg7u*Lj
zh(unox;Viw{lGp!w^g~K6ggdqX+cNc(ks5rUj2~?f4JcD{z1Q9skg&F&N5R@e-24R
z!#kGP4uOUC1FWM9yAooXWjbIgj9iPgcyFY9?!j~k0pqNnB=5LGYF+3wZ9r(gVtO$W
zTdsV03Ie`_<^N{^--#=7gQ)omo6=r?-1Fj>o3ue3JkiZTdBzrkSXcbM8=Q-RSWJbU
z_?2G&+lz}WLlp%BXStPq7Vs}jw4xRztuC%(RA{JT`Ui*1-rt9rNUHNa`<9^yU)IWp
zHK-d0k)wP14Y8_&$)?IN5wyIZV>8d+^EVVXSzc-;18^^1oKm|D<OR}656n>R1!TG>
zRw4#Lk_=iW#;Q>H;g$jPC;Q7tlWn`eCxjZ0`2>7qs32kaI4?wPSWg75G77tKz(puS
z_erj&!l4Ic!zNW`WwHCQ>3#>_lCO#r5TBi|N&0a4c3fQCU)D>LyWztHlm35D<dsSX
ztlJeGEi7e`0|}Dn=c1P{L#|Cuck*!c`=*UoZ~F&{iVxH3y3c6cCD`W%`{Q%RP}v$h
z%$uuDBS`Zmtd@&<$96e|SGui8d0FS}jvk+=B)%PUo0a`mx;&WgE~sJ@r=3Evb0lcM
z5Yz+EJxuwu3XNV})PFU4u?A@LhEDCwW12zb(9#c=*Mq2$@#lS-Msr?ypy5y?B0({m
z$bmqyqYzX+9bpW_*gu}b5G(xVHFWgS)plcz{C3PXaesVg+-w3lu~}sPWzFPb(sS0G
znj~20Oj5AwJt!~mBp_a+h^l#GffYjNU|Cavu90CjV4}z(r!ww0X~v}_`PiBtcc1y^
zb8%_AOn!thwZ-w^VYdrZyV^HJ!w&VIH=V)(Uq#RHRhLPMxOeTX^lhJUW(Hp=`o12R
zZ*XPCBPkHfvwevG$L79<$Pmikw{PFh%zsDi!HZmp+=oRx<uDx~I<G902S)zY+e<wv
zpr{2&Dy4`r=Tb%SGvfjM(x!vD(;qTDDVQDHRwP@>wwhR$v^=;Me^vEtF*y*UvKc#O
z?;U?U_kR-8E%4!wP)8bie}6YloJcfvga;7V_+8yzO|+a_%$I=<JGgU2<=OG2A9u(e
zpIMh0d-bZ?jkr-lq@dWpU|Ay38^a6n*^ut9JD<CNZ|UT5Y&2H7aU(lMq#tAi(Wkv3
zLfeRnbLi-F?^z{HpYN2m^(R32o9u0r`W~I^e0$|J8QLk(m)7z}Pj5u3*sF&zrm@!2
z?&@-NnE*F8X%MbmOqrVK%d`6{%(KTKxhI`kJK1k(EstHi_kI1kU0gL#Cy*c7`@;q%
zxAt3H-F9L4-Pg{O%ahb23;sBBbCmRgxNtN4Sd@+l(qHJ$790xh`KiIk{>$LJO1Jp0
zG!XF{Hp?AowXrSCcV7Lvtz)uzu+BE9*O%!_zx**o$I|41Qm3{~$<@x@{vaByQt$Ba
zx^dT7p2YgWqh}j-;mJ)258yB0&U;n2+RN_Hj#JN{ih`T##Dvco9y?t{Ppd3#?|<?v
z3_xoP8m^1&#fSo6!Ik9u&$6=mW?2dO-`Y)j%^C*3IJm%P*=y?;bzFOXP+8#!%Z;<!
zR#mrW9bBuOxW&Ri!-z7=;QA4*y(w>Z${3jGp3Yz!1C*@B*GD72WdN=VF*4m?mNt5v
ziyq5{QK@s$W{H}3yp+qC|7hwck0f99_NzWn_pA5WL!%1%MD`RE7ef>}Pj+{3d(|44
zg*f_y=v0&jLZtgH9a6O`rSZV16W+*768FysPFEhMa3nY7lkAYs$;L;jFFT%!`fySC
z#Qgxh%o3k~xvSu~5Q?DezH1j2vFq#tH4@^tsoPH7O7#&O|ML18{k#W_p%BSkxRXj>
z8lAA>U1Q1row_H_H{X*EFPSh_>X;fD!LD@uJR&o}IkEZI*up#i_^8%Pnm>{0`(;~4
zIUHSR+#Bt>88>bz5#FyHWdNOka3t4I$4^Gd!R3mXa@qq!aZUWc``08%=C4yq<%UUq
z9dt}%=z%@Vbu3%51yZ0tqWPs~<Y&wNq&o24U7xp+D?Ti1YrWpy(%@a26yZ~n?-g!t
zqp^K;d&_l?>vvu>j+O2gcet>)<@16yhd+J0bLZ3K2erop+ZPmgr6gA4&}a+^bd2z3
zXi><L%LTF6yykzF)0O^I`)G7+W@;zKp<w6rTG~@|s%0QCOI=?X58S1<Fh+Bg^b7%k
zh*pn3BQ$f9#UP-2_|F4GZ|LAP^55T4j-8qiJL-QYY8&p9KL20A8v~2~zm&ZF-xByq
zSB(EH7S*|ZQ)&y_#>f2kyMF&9G+U3e9~es3{r4Mxxx1!i*!SqS4b8HSkN=0dZ<mJt
z;&UmO*eOdfpaqz5B#T~>e8J>nW5?{=c-(BdI0=dyGKozgN~g|XFu|MgJdTk3Nc)j_
zZzzCPX~H5<$fDZiq@lcFP6Z;VQ_;W%BMqrC_c^6TwYkNeqBTEsYgvAc$ZyAe*yAQo
z&oP)+rvmFiyjoYgi7kEbmwV;2R0fwtn|*)lcY89XC6qk+GFr~MrwK6|PSMlSsfppQ
zz}d1!2iKgI(|H%2-l*|jCUQO10?ixnjEqCj&e@W^I*dIVn_tcrCNABEjX1hh>13$m
zGrNP=UVL6>{4wHgW&NhGLhE%FOCwFRx|!siAHBOV?Ze&8nsdioJT~`Tv(@&;gH3P#
zk@@uFR+uim^tc&c_Fx?yVL}GR62MO^S;c1=R~Ip70`jOF-0XC`o;=PuZu7QRP`Y<6
zzY6I|eHWQ;mSeB=n~j<bnje}oq5GaTEp%Q<_F5&yEkqm$Ife=-*N`~yQr^*AR4~Gt
zX|DxvKF!nhWCF5%MI(n9|Dtxuw;tzg%yzJzvvWF4>?soq!J0KTcvB76E0jejGE&p?
zg7sAQ6({iS@n@DD%~0z46*4q>ynt4j;NnH~73`315L}Xr3<J3uQbFQjbKhfL%P6l6
zP~*!CJTTL2wDc~O)<Tnr{d05B?{w%1yk8*QSX%Lt@9!hyGY4JX#~q0BFus})d?d0y
zW4kRuIJbwyp!&ieRWkMk@*D&Q55lP$dW7bPdDfhsAi;af^{L$9tt3wVQ|UOzealN+
zh4|9Y>kw|_o{?u4@>4=W_K3ZHegmZ>yf!l-UEBFs2lLQpbwe6!kZ48>jQ=_ten&0$
z!L})(jkj3bk{jJjw@e8W?BH;hnJ<YyXP(n{{QL3a^*XScqJ_pCNulhqe46H#+LCF!
zGoc^C>yPN~MHQR;Huq4jd>7p7hxS=sAJv%!ujjtigR3J>rCW<%RMKF`KL*)j{tBJp
z@)JGt8<tL({w|p=d+C+2SEinN9Od;jp2QcCpKE%kT%VD$&xTUhmM&Oo7t4@KgX@g6
z{GiRUmN&`z%j`ZHv-Oz0e{fM0c@z#5#99&gam&?qzDbdYoOlLWwEw|+IO_J5sik3!
z&!`Sy3MCtd=JC`yUUWWoQW0w}(dGk_GWVY+wXKHl<iV%~bT5Vea^*K^Z!|k40IU_5
z4pv!{#8@CXG~PTcb?-U9t;)8(8%9hS7AUk(FpK<}m~_FdwY{w+ez`Vl9_SeGLlBQ|
zTw`8dkdw;=mA-{*OltSc^N5t%z@T!cJTzzjA|58(!{~gW2KVH78QFU%IT!01=J$~3
z;w_XbHF#v|sJ(@AIB_J+e)Y6rfotPukJ;U0kA(NvEA}(2o`$BY*ImC*eDUcoZ-h4g
z`<Hh)-aXp&Cg71t`+#`BFu%Nez2vBsX-LQuj~Y&yLbtm`-m%hoQhtNLXjjN+ymZtz
z_G|HLdYSPO;m<lZ%!Rgk|7PtNxBOxHhP!rI;y|<UV8=Se5k41xK_5rRb5nR(Qqt?*
ztv%wJyxK77xYSzKC@x&MkVSl`43Bg+N+ZiRcN$YLs>94-ov5Ty9)q$WC4MqV<<NtG
z`Ck-HhK&2Zn_$YX3$z;eMas62G7x*ZyYU4Vo4zXgv<`#<tMUoyxaHc{y2vI5S4Xa~
z@EMsPt42pmBf{kFojZ4^^bb^d#IIZ=k2YqWt@n;?xmZPs>qm*Hxa|A;LqA=Hkb=SD
z%5+BW)CQN81y4Z-QK&&?f|b8HsOWu<t)LqAS+b}92w=86eo?#5S;h8J#8S{cXB4aR
z2F~*U^x81#^Aii>H<YiVKfSth5N(`rr2vlAb&foGY3Y^Ki~_+L7C8aFAh=zfXcNCE
zl=BtZFoZ4Df*|%<%;PW$`2tT6>yzS-+l~2b&-fPgAOhm^KdU@^mS*;F&|PEYN`Iq~
zD2n8I@!6636Pyh5XF+G8L+tDOV1BMbK@h+iGiLYV)p(v+S$Q%lTk?H*QjB3&V+kS(
z-z=^xh)fsRMU7tR)+bF<;Gn6gQpE`f=#W*C<S;>lS|m!oJ=*%A`b0L}ebeVrYPrWh
zrZ6MU1nics-H`Z`XoR5Gyts&So8XK-d~jdi(DvNO?pB5$qVl(T4{(t?cUF;K&^P|;
z8uSrX!WGtgloIU#oH&Q9je7W4ml;Ps8b?{U!5F&pr}=z%04UBsq?I3MaYiRQzvC#T
zU4nnbiUTg02~X}hZG2WI6epy%i!O(}yyDnt1Tgc-B*G2dxL6Jj-I!`v;OVgFTy+oW
z;So(e-jRlZDCzu6l;YghsNqPnWCCF8Uz5z06<MRwl+-p9)33Or1G50A=&kn%7oRG-
z7AB=gW?`XogUYXt*^%Lxo~~{@HOUtCRVds5gz2?FqWCF9YYZo|;)uPnFPj=A#~iPR
zY?Su@%|^YPsT$RmB_JXme^pI2_B;9hLo4UwKi3B=Q6L$^0ufjqgJfdAI=2hkmYin;
z7?m`aX=pYSLvGCXiQzf4^PoHNwTAch8@lHGehcq>?eVGnhR`ds9Et7$uoU3SD0yH{
zE5;>3lagZ4rGvmO&s<yNbV4??dK!uQ%czbSzB9GQYebiG3D*9$_1lnG{O`bf2-Nn9
zA8>udQ8_09?Gm#4cX~#0{eFv{z#;N(DK5>ak>}Gcyi_^74^Wp7saAnzLy}5JFl+8g
zuAaywworyLILk;v^aNPya(!`mqNA_A|2}i*fo`2MqF^Bvg-qV9%ZS*pC*ya+s@{>s
zbH|8<xyz1=mB(b2+ddub^Y=~yPG)~8;v@Kf<MyV}q&o)P*DbPh%9$$?_Utj0_OSCj
zN6fsJwtaGUds4k*!p-_NDiE3p8hkFpl(S+XHLe1E2+h0ad3+yfQrYO17&2UMO3?Mc
zjcp6JcbZ957RGM%b|rgZ>1N%d;05HR#~;xXj?|n{+-;cZT&y}glishh#Jlmg<nZ17
z_Gdiam}rwDG53p~tW}@()LWQ}a6NY1A(4Q~wWnNZ|6t#j$cS|Kmzxxnu<w*e>^et-
zHqW*r(!|CE#2f#_$Lr5WPe64sEbu_<Bfp3duhij!t*pqZU4@Xr?DVGJG!`>f+-TXM
z|2cp3m&(UdW^@0x4Gb`Q0#O26Mq~fi_O_QhWj09-Z1KBEqRFC|VZI)<Va*_=yzq)D
zm$6e$KVExInW=t+NDM9w3(VO&uH*TDO>snW06)B)PCuqTpt@+hG4fXn-12*uTbv3A
zoI#o)AjkyxI=zWh$+@X_bl_d-u-vg2qFlW(B-@88=6RBn)~TOz`}ljSTjKtWr{YgB
zy5`~6TL2=w+u4P=_g1`2HaY%RYWB;bwHG?_nPdSyB4<}tIa&ubP_f{8f4zubRrR;E
zE!4Q1M^DTzqh1KhrSc_wQ^O&c8rMp=lIe@!VW38TB`s8yj+&$LoA*?!XPTah!i}m^
z_>wId{GRKGOP+hE@pvpXgxr<r)2~-}$hf@lZ9#K01N0h3WZmakaA_V#=_r%2qW$;e
zoflGZho+Wv`8H^mgt!Q<3CDL4a+uKwTx(*lZE7hV^5ts0Vs^E&Rhm&}@(LV19t{!C
z*iH}NlDHvt^TouD)<~BZI}K0VIWp%z4K)a%BtR5h{qY|M_&2$am29(W?le1@)9ZQU
zqI1^_mY%&fLE7K8U|*|qx2PYL2|Sa`gP%SNH#>0u2O^O#^5DUy28HzjbH~W357SBK
zd&i`kawR$S#DGkL_W2&hS|yXsh1Rj{t!zL~av^)j%$^S-cw9GG<gG7%Zb1%|*%)d6
z1%+$ce{bD3#dqT=f}_)|1)T-H-rLx1xOt$`6)ydl*$o&zc;l%9RFTxtOf+Dy+WqUV
zwkbx84&|S<U-Dc-MzX66=O;=i4?lZ*H5uwWepig%qPpd4K&HGj)K)kWd#1F*v-o2I
zDeL^zFR~w9dA!Kdox)Ax9K-gQt@6@6ZQCcZt*UX^%YbqJ&?o_HGcdm|Y9on=U@meM
zI#-fH@1pQJ6bqanvL$L=efa}X8)d)EFf4vH-RZ$_<aAfu!vd$3InIgj?lzAuM!v_F
zv6-eW!yA+gG!6}ulO0%PmXv*Fja+8V$`A3b^$7-94Tg3$k&WrU8{WND>E;iWC}wT(
zIqIU72zq>m`p>sKih#1;y&KP4GfJ{$rmX*#{08E@fCf=(cvX6~o_<PcOerq}V%gD6
zF04P)9Ir8<x#nw<VQRTPg*3XqlEX~*#omcwGn49|w#HAdW{n)6zidQptvkMC6_W=J
zzr%7=uxIiKu2;;(2iIR-^8RIh?kb1=NSrlCP1u|M*2JY;O8G?Y#a0{j;hyRFLEr_|
zVTS@*`)K>ve2ICc)b7x;K>D9a=2XipB(>c*QTcfNGTQ*xyiwmPNe;E9OL8GO=}q2f
z_%!1!yXQl;9Z(&~3CQ#BUyv?{iTmGMO$Q~-Jyo0_mS}Zunn8-SpN_Yy?<EY7Bl*d3
zz$sodJ0CtU2#*bu#690Wn+s}7w%by=2&ByC`;!PVVC4bVBB!NG?_-csls7wBcf$A8
zj@sdpv4K?{$Pjq2ndk;%7TW|dxwwD-eooCFN}Vgc68lKC?UR$dUgUJq<?T8vQ*Vj}
zWbOx5+XKB~pUn1eDiR}ocU^3@S?>K1?RrdQ>F03|Z3@@zJ?vMKD03(K%;;whXSVto
z8Ln@u&Lo-{qJ9FcWG<bmn&OL}NUnJC^ime}xe4bWtY6x^JN|xL#1(Q{fo_yIKnN$R
zbty%b>MnV_{yH^87V|PEa>w#$<7fb&3&IJn9UUDX?>%W)SO1r@bPD;tgry7$P*?a`
z@H1*7U;xwmgqgm+*lE!M0hHynwU(XVTm1&Fm&$#J6TI7d%k|B!NO^v5-tD~Ex9z+8
zgx+|*=CyO|i)R18Zu{=P&haqWq{Jf+8uCS}Txnn~CC~!ByQwPb(s2bvxBWKtR!VZp
z8`#s|vFc1sOh)UgUiwu7L<#ziD=`#`2O$EN0}(7WB||V`hmqIUr^~d@k2sRGPIVYF
z&HZ|j+o&mh-aTHWFE1c<{0=!G%hhB^NkWr!*RxTylwA@oD=W&ZQJ(ixz1xNfMgag5
z*%{m!wdz>CUxv(U=7Ax)@O1F?(=>l(fix;c#_D%o9GCL^>a*>yLVq*B3-0W~h?eHI
z&?dOBgAx#<cKZ;BrD-nxKKIb?V{PTlcAgs-+hOH7=DVzB+4a?$_q&e5;!M-RiJJPu
z=QNiq$*2w}ShqE3=k6?ngVj4$FFLpR(Ij)u=^2)_!&Bjct0~9yyAV2xEy%H<zbE*V
zKj|88Y5wPH<PT>70f5xC>%cd}D&pAG_F=-FIN9wwWGyGUoM3@Sb{1L%aD6DB-4QK+
z^|(haxceRgt}|~hx3*3*ZhK<<#<;!QSiS8|ONV;o)5oTz<rX<dvet0csc*xdFS8m#
z5|s9TINw9LvNUD)z>gNKYpS9xnunTwzCIcR?E62i$Bbv}IIH)gsZF{=Po<<!D?daU
zR84tW-}!8dJKB|7uRH~3K)k~H3M+6V2r)JB838BLGtxDFjXF5<{DR>6sEv^z6Lhc4
z(#uR@ryq2*jgpPiOle>xhS-5@@$ZR_c8a@hqu%9&W%fkus$qU5rl!j@mzytpt|Rhv
z@a-A4Um6b197Vz-ic+Ql&Ti39{<~LJyqX7>TiA1u`zT&1`_K-{Z;<`rhq7M-ddn^A
z^J8o2xNkq*{;;QSUDvm~=(qE&lg+jvO81rXMnAJ&X8wLqK^UiaLtf(hm1d6&l)}=u
znQ5!U%}j6(4{^7ZWjY)w25kf<i*t5pxz?V5*Oos-ItG99ZvWkj135-oxNUR7k<R$u
zzc#l%%Rvj0h6Mgcbl)eF#H^9rfe#&<J14h+6)Mw&!Fh0fZPI0b<A(Tgj~p&w$wdK=
z5tG`6q{IJe0ifEKzIZJjCnn!`u_c!iB9=~njr9p+hvx6C;hWSm1C9L#ShU1S&)w1u
z3`7KM-E>oj5pRxckCB$OJrUv<*L`4{^wzv}o3!!_OlptJ^GMR7qNH{E<t8BC+SG3p
zzRT5=i__2C9p!iFM*A;?xf3c)|Mr4S1D^q#b1`SqL(H7a^T5FKq8CU6<^TphVDnPa
z#C4(e@HdIsw$;;m(a)`Ipdy&2U0yQ9{YlHWViy_#zBB*@5G1`lWhzmzchT7U`+po6
zBRx0Sx!cyKKW(ODCCnBaJQR?(^xC1@)lq%4Gfhpt#N2#ty0w3ygGq!;aQ(J5k#lZT
zdDL&b+;RC`(Y)`G^I9Tfn^iYz)ZA){+1i|HaVCr7UE<hY@=N<Oxn+s>ZEiNcxRWA-
zF_&*jO%kODFY4<*oloz3gbgBT5PCE>9>Zm*{c?REMVGd_T|RNhWa5?s%2E4q7fmfi
zb0QMKt}nOeS`KDX<7AXa<?V;A^2p8-=Y&RW1d+A6V)7;6k%7a+Oz{wvrz$0Bb-WGC
zt*qadl2c*aSoC}A_8+?M3H@nV+ti?zj(#1%r8Q1BzNFBk!`#v#0U}a-FfhctMY+EG
zTF1S8tgK2syOn#KGy8DpQtN;6@tTaz3iWW~{G(dxN|7~JGt^IQHO#+LxAJh$MciQb
z%}H85i-tFCIqmHiy}j<2w;)D+evbWhbBD4rb)C;5yEDc1<2&Ml>k*IfY?Cke&a^u?
ze9dc?y1l#3@Q6iI*Vlb@>UOnqM&EN)knVhAb#({wp0~e2R>DWgD*2cUzY@jb!oLD9
zM~lG+dgV^eA7>UGFLkH8Wwk4ISPn@ZDP2bNK}j5(O-sTB>zpukTW#UtqcNL~f#!y0
z7TTM@&`Dks6C|cTnZzVBioV35PVhjT!%W^arET%;n@+4_MjGF}G)*Rz`laoxG0%%v
zqdZ!EVr+!bb>m_W-mO!#j0-xVl&;C5@IQx0S+Q?C$FV}cKOhpRiRX}O&v@kV><VjR
z#s4I_1)QE*)wo{lz4%kD=4J8yb5+@ClgtxKn1(Oduq4J+{Y8F&-&`vz&}M;iUa&M+
z27^ptyZM$RA4#Ag*5N+sE3YESbCs7naQ~)ULGScA)?e&`@663nJ=7h9ck`{%BB@uY
zEBvZFRG-%D-8pgon8&luAANcCrZ8N-Dw(f(yiI9*>E>Iw%u>3aPCWE`vc8Xc7##*h
z5%ZgGnl)NHoA6-+nWLZO8kTw}bXvRd-7ueHd~j2#m-;GiyL${D47x)JM5>G1_H9o#
zy~=56s<feI=m{a84HW)!__7WMY_s*L8fLO28t;1U(~394nBK(O>zb>dUn`s(=X%On
zyLmaq2@?Y%)N|i7rDnOxW04mu(nN`(Drus19!PQb-1xPTALD;dPMsXMVMIg1{O0SO
zAKXdT^V;vN5Zdz>*}dGaekH`-+WO9-MI{}L15FmCur;H%q|4|DcFV{6eC>I-$^*$3
z%0>#tUp5s;X)yg)=$=tE8e_&=ck1^WADgRr@^x2nQcxaA|4Cy3HqK7+XLMkrizb;j
zFO8X-<9L0AaC!Ax;Hi|P?=pyq)cyzgPQ;<zK1*^Mf1UQjzWb7;33aJAo#c9<C**~q
zLKPTIq9pNMCcObqh<p|kP(mTI@Dk9qNXngD^9f-%h1*-0g>~EM*uM0du+~hGHbFV}
zC{6$}W%`GAqTiy5gQ7%%8Xe6@4pE4o{3d?@MGVviw6w^n%E8C3xj-ujm@C{25R8xs
z8L%$i;)~s4!4Tgk#PL|&jtKyi>k<VpT|teUOi2V~g1<;gf93wK75ik->7t7j#U^q@
z(iiSLViBF8Le<ErgUo=nC8mQb^F<65#9+tLD`ML!<&-#w^DnaRVy!7}y>HzL=qfSh
za_NcJ#~`2uhqA9;PbO8iE3u&hh(yTBycjs5`Ex5BfLY?SEX{uSYl2$MNM12ock19e
z)>h8~#qOMiL^Qe2xw!u0O_WWEwdN{=_eO23b<&#S?juN-<?3NBXBC(Co1tjUk%!9P
zx}4Jwmr}EL=J}CXmt$)9N8+V>nx7CJtTh!Q*0{xf7?<xkg7!4PFJG0(g-!ze4QM<6
zi0dLYBy&;4##4#-$A4CN@O`<JG^cKPMbDp4N8g8+<?=4fBGB}LC5MCOhG&Ywh2VOj
zh~nU6zvq%86FUMYg390aR7mfU!Sxb<q7`MNT`Vleb5VH}YiIk(0L2&*WpMnXP(o7>
zw_HeoTJ2sd&hs#}6zv_6iS+*Px3mUB?go*BpW$N$^Gtvqi{A88Y3dRD1G^X>+MOlJ
zm3WB%{qBaD{-OOqBq8@3=?f66@RSDEhan;&n4gLgtGzLnIW`xF7jP3=kws0sB#=6b
zwMd<wiL~qWm%YXFwq&{UW7rc#W+#|Wulc(4*LMK0lEL+5Z$5(n(MEU9k!p9#HOZ(#
zYQW=H^x_vRA1FuIp7D77;uK$<vkTWPN<lY>swXKXm-zc<PEAn06i6b<#om)0ys79_
z8}`jrZ>~BB_Q^$6{Aa+f50jT*?TF1PY@l1Br~z^BLlTAygpD4t>7QRFi)k?cOlmyT
zo<QHU?KIAA@;U~y&*;3<cJSuWWF8c_k0m54imEmx+JK)v+}k@hUN8(C0)R<tzfWj(
zK*=Ljm68l7XYY1Lg}{T3VktK?r8c)x`a;26<rmy6s+uf(8Mt#cg?InFWcYdOB84Uc
z5A@7++%i7Rnnari4TgmL|Msce`iJRv|JXe!v|ed^ZCK}cD^NL6zA|`~spVShaN2FD
zxX+6H4~qG93GbM8TlFx=0%Ym}8sXz}{8ih&w9RW4i(?jD7I-YFxza6MFHt8wQzy4_
zk@}+6r_Z>YoMqw+A}70IcqJ;}70w?mJ{$@(^%tlgwRfjZj(g;BW92nT*`sj7otodY
z?Y4+S6`kD9c-fiwCd-YE+`DASv2VZL-8!$Cr<_R9sn!sh4T;zL?&h!ZMkD{Sb<4N&
zXPt|y-uAY9#o&DSs>mbiK!2RCV{;$QjN-}U0xy}+lU56P+6ozP7}oI!mwO10Y(2>Z
z7p0kOw#nBV1v>xEHhtxSB{_O{Oq@2S2r$q?)J}sUUdn^G*DJ;wN8~eWg$==VX^Vjc
zkF~~I=qaB&*+U$0Z|3RJ5}ca{Ph;9<yDiE)dP2GZ4hRN|oiselA6Oxzs+u<Xn4jUL
z=VJ|_*>K|ElAZr~?$VfmK&uR&Y5C~Cv%Y;xxSDRR94t&Y-4b6Wu9}PuOW(xDkIjV{
z7jC&npMGKOi>rLUgK41>vn>ZxiFo7zmcy42+mK`mtG07h*OpvEx0IN8F?EqQ{hqY{
zYnHU5RZXWQ!1Pd17c7#Sv16VlmItC0ZBF#-AiHub#du2J9I!t^3b9-mCe+<4)Bptk
zI5zscX|0XcQs7<&aaim~hr8DIH3z=@VZ0hPESpoMzZ*8`9coM+HR{tHdK4az%mHQB
z{NHVxutwI@vO@0sooU9)Pi)`pz4P<yZdJXLo|*(af^a~?*7|-~>Ry6+Ryj&&5)mPn
zpCE1V7w2*qG5;nOqG7A)nQ0;r@|(Q|kq~i2fIlTWtUG@(I$D5o4D1``2fGL}0lefG
z6MN0#(Aik4Od94JQ}Z%wZ*`B?q6R(|!T<-S7UBniA5SnyJTKO;8tt)A4i+w5^L2?>
z&|$xObwS(1kN5?ywXzas>{K1}ziYMcqqRry8M}01*aB_<v4J~5j4n!0#@#(E_pD-T
zhx;JQ!9q1pr3UFk#Nfu0oqA0~M_{z!XRGZO_oghFfE7Fl)H3^BV~fA~*?sNAkLPUO
zU6ZPn>7ZqZ&p!zq-Q97iA?c^PZv(y(2K~Z4@JSoz1fZ5<C&G5RGdLlkoomJ`(dI<x
zGn;##p;$M@Ex$UZGQ)=1D@q5-H>nM6l5;y|t&H1Up;X^cR{D?a;bXXL@az%>t=F-z
zo$mtR93CR;8W0^_Z$2%lxPiP&CR}1w**g7}+fNsxCm>@q%K-!CsBmBsWd?5QHE__7
z08^yb4mgtFpIHBK7BKxbD=ss_UhsVFM1_96;%w9j>J?G3kw2}aSH-g<<@<Y8w9n9h
z4`<F#VYaUQWXPq)zAC2H633R5g1G>zkkT|%3n?affnm|1h-5^G&vD~vMLIb1{Fc>}
zZXK|+!aNz}0HcN~_U5v~3(@-{zN7=@!4TXF_asdDb9&(H!tIDG@Ck@L(}BRe{^>QI
zSL;e-EA*gH?cjV5+ixh1kH}v8`StxCqI3}`4>K13+Ap0j#w+pY#7*LH!~wC(ZAbfE
zQ-9#Ulp%rx=i%T)7VS$atPzAkTR%E;1tTv%bo;sa0fk{iNjs%C6TYuFgoKWB3=g?A
zb&k`6iP1@|*B(?iys^j$$oJGe-6sD}yZxeeB}UYgD<+%Y*=9UE$(jVF?dtv8o!bZc
z`py*f8Uyj1bYY|ku182qY$tWcYuk;f#6$21be!AW=>)zPCUf>6GC+7^Y6;f2g{5ZH
z@q|vqV@KGWfTfJ}r}JU+FFsE=P~8Ixa`Pia9J?5trbQRfKqqoi*?rjVekw?QVN!7J
z9@0?umST2Y&pU7gPtCY4d%){)5Z+?jXyb#V|HyK+Z_n%=IOc2Ejm9sRgRa?c&BasG
zZ`_2`#L|+ZM{y)<?k2YzdD0E?)ckMly?Hp*{r5h)OVK2aC{jrxLNbMD&_G1SiVz{Q
zBJ)&|q>>O49u-1Jri@!j%2-K~%(2OAo3@R8?l;fpdw$pX=lrhg{BzEAK0WX2{dhdG
z_kO)!ueI)VuY0W}-p*d!TOPL!%)qy^+EXZNnN%!!PuVSHzih|$hsb8NIlx-La*W|f
z1GkE;Iabp0?)Vy{6^cKc=p-D~nr#*N--h>LK*42k<VtJn#<wg_XK=6yN1Vob=PS?X
z-0^UQP!rgLi(KFGbUW$QhZ~JiC_|-Suk(t0lVC+{KYRZjX`k|~A98I$rqFJu3*0hU
z(45d~k6?d8T%2A70}I5`J?{y`Q9KIeA|hxBH96_v^<O<^Jq*UK?(rfK(OaAWmAdEG
zY<TePONi&AoTz%A=ymWkW^&wT5Al{@EK~RWV~rDz(fP&wA3GF-eM~owQto<Nby@_S
zcs{nSL8MbK>m~B-EFnJ?n@c{%?O2z=dN*K8QPagU+R7peDjRqsM4(MmZBQ8Izf80g
zVzZfz;~)eV%GK0ob5WeqdOLf*!cU>4hq=OmXBEi{RX*5Ux|QT0hJwft`PF3SY-vF8
zcrrzz;;L?|2)p&V%(eU1Frn}bNlb*#P)ycT=bP`q5#KgH9`{KHmVm|%9QWo9+A-%h
z`d?ua=oEOc<QbbEQk3nXbTgyE+7Din9vRo>UFNpf({rlkw-`|BkX&q(t<$Mfmgce_
zE_hIsi&U81{m`jZ&NAjQQuv2iW^M0-isRB3DeEdYDXQ*`u5X8m%Jv@~ztN)weZl|P
z5Km#PR0jY52<UicPC=sa|EvEzTC{9j5L5&r?`EPE5-zl$d?tX}6pc;(9D%*7a|}f4
zy!NeIG4g&LF@^^m*U1N&TP!xtiNofqgPtJFIsZn~+AYu-3jv}k`UoOk^i%A_Fai8A
zxu-VX1cq5*Wk}fYggYw2Kvj)3F7##UKF&My-tRE8-$FY@l)7?8_c|i!<h22w7Nt{&
zF$wpCq8Z%9qn434Z;v+3w_w)GqHTu@KM8~nPLDsdgXD(hX&r7n$Tz^|qBIgMG@xK!
zXBz?}f<SRWhJ@aC2sEA~jvn=13gQSsU{Lwd2VRZWiGUR|<)T#oM_Py$&q!LxaQBpV
zp|54U<CNA_&<gNg)#h2@{_sXeU<PnUEqOqxe-C9n6NW0tJa80YM!g|WK0;0?&d266
zQuZo(6l_N6NkC-XhpnLIj1}S_48p2iZ0vSDlT?odA8U8z$I;k~Hv~A3E0zMu6=EyA
zWMpFghLcMm>z3h=1It+U@A^Qyzfki`xG7Z709P-hi+z6hOrib*Djy8qs(ORGAjogz
zA%HEbUd(QuW(pt_UEJL0<Y2s8aMuPWbdQDyhQ<O33&5Y{B>ry2OFIM}VJ_W5B8Esh
zBh`hh#Dc?FzDT^luJP*=ouYf6V(29j7r0O=sGI8VT)2-T8lM2%Ihbc$Fw8{jZQc;$
zYaIuImO#XSX<%(znc&4?8J3XRKE2QfNd@^Fu7hzpsX8(bb`jmf787ZUZjw-q*GmAd
z!9^OL>U^rK_r^e^n@JJ5cM-75&lY;ezw%_jp^*rs$LfVGcUF*5Bi&Xip$09%`N7Cj
zd<t~F_sCZg;u3%u@LsqBSvtwqyt}$Qy&sL#VF>|{+6j47UYmCiB&(^4zz_&haVI)o
zkw_3vlKB59?hdiJ&dmZVSR#211@1&wWP5vc5t-%u7Zw)g4c!v$)KGUuOk@CI0HtB&
zath{}6Yv_*Jm5950_elUhzq3E?O~oCDjfbZ=Oe?7a?+TfB_L8jy_k{;bd)p=U$GKh
z%Akj-`ip@SfBeb~L|B@0K?M=b_73k@6vkMe7m2{(g1&{P7VaD{o#?Ypy8MoB#4$&{
zi~pGsbLiN(vi%A|%INqf!x@!Rknojb5-E}VL!L{u{!giEmFs%Opp)zyS=1+)<Qtfv
zR0~A9_??m9RLFbroUvveQ$rmH7T#!n+wSm1R9#rUe_{r{0NE>)reUjKd(7*%6X#}i
zU`h%8!XoZO_cx6DTkJ7Nc^`>cv&0BXxJ1a?h|(7)X;WXU6u5;gOxk<Hg(?s$dM0$U
zbdhEvm4wzKx17<KiD9tFMuQ#zOq(5YA<N~R*}%3HNhPBD+&N*ya(|8h`=^^A%ZPXq
zxmT3aL!>6pgQBHpU$3A-5KgJ8%dw_zT?;$xmDe&PtWu`2cd^y+M#04fcM#1vT{BzP
z8{cgoLoRC?vOa$La(g?w^zkNc6pu<%U}7NBR9BqiGh%9OYPz(&RvmmF_5d5SI?szH
zaU4+`1*!(&38LiLyi#I73<pLGzR|gVs!}gir)iaXcG*TWBO@9lAc%b$8~a{t4Ky~_
z^4CCl(bmD)KJ3FNRNV^T`H2&nm9zor9VWie%~f&|hnB?2^kokUEbcMX)zu07NYpBq
zfv8b^y!G}@`X>adcow)|wXpk$<%TZn%k>y#H{t}LIRn8ml$Di*7Y`{t!+2oCF*`y(
zmx|pBXOU7G??41QzJ8G(M!^}5H`XUKG&FqG7nI&CtKYoz^m>C5<gk2bRYoHt9mj~U
z5>TEf<MUdV+OQYVH1v)o^dULK$DZ`TJiz*&EiL6HnWR#c;NUdW*Ziw+Eciwq!%je&
z`~C?(20L1mi|l?hhHB`sokUj_WReN(A(3GW+qVtJVji_>&s*$}sr+=SD3THNkleh#
zl=$E6AkBzMKftTYY<~dD^Id`!7mgNW?gZ+ldDiB2_lAzjW7rjv^2jQNh|Lj6DIZ#d
z58+DSDo{Z~R1gyKZUlRfUVte?1v2JwY46QUTLzv^h?+M~<;V<tT!1i*1i_+y{|2vR
z*h_Oa-#rAbBZ`EHK9LPpXs>Yzj|vVA*MqK+o5c`?T{HcSiK`V?UmJ+v45JGp(Yp{F
zp;5-Y6VHKcNxrbS2oq_mVqHxkSNi0q@BmQ;!T?ZMu!C-dd;mqpU$4Ag6#yHo$-DEq
zlN0(8BE}s>pib<U6cL|qc$h>_b7IzBN(#gT*pF~aZ@Ra5@$3huC(przq|RwmU!>65
za(B%{B9)0&m#GbpqHQp(g6KlB5DbCcgSR?<mXJ`wYN5uu`5{=4#SAUFEgV0q+bX=P
zHVVN4N={<RO?FC?(6XD52cxK<r>8_|`^wNUrS0$Fm=S7?z$T;D2N+7&c4VmFeL2^-
zhNQ1EI0I0~hsHqpM;yR7B7z1e#zp$1<bmi9eG?7Z@4Ps(s3}IbC(Zd?m1vYc)1QGQ
zj2E~okC`f2O$O(+HxQ%OVs`KChRhD>J-ly15{kF3%Fm=$ulv#elsU!%L7<Hbdm6=(
zO*S7_&ul3tfrA7iapSP@Zf2-0io}><P~o3d#lG%|ssOJB?JqGhdTjv6Sfma>nJ*MR
z!M{W)VQdltC=?sZM1*mmzwmOxr6(ioL>B=(Of+&0h6P9DhT{mPicq_5AZ|<HrdnLu
zE}?r9;VV(OXlvbT^{yLD_)y)m8MG|%w!jL&Nei`!y7MnR3`!P#mX;)~5Q%!on1;TH
zXzVBN_GWAXVLo2uK$8mho^jpzNlE-2BF~N!gs{_0vsE<aj457dvCH`zuit(wY>{D%
zdnUd(E666~eI(5<(*n;bu*qc2;ka8b!xRr51b<N|COAwcqsu?`0*Vwmz-pG(MeET+
z$4uh*5V(&^p;QtVK7f!BoBvTP1V$hd##M=skU@CXz0*AeozReWYO1Sk+j|+wm{hYM
zq(n!i<Tm;wBALX+8+f-5Td{65_YcG`WAdG|yq_lI*)Zc|(<=B4cz?I~D-x@8bh<nC
z)B;2x^#*(ccn25;@&$Z`FuPpD;eUegaDhsk3t7=TC<UX7?iJm(r+Y#YhN42?K=Ag^
zd*xh!7GNNJDkQM3Z-8>WsWGq%!xv`<+X0xc^yq&KOIpP7p=)&Y@bY<@QN09AAv6#;
zx%Coe;-|;slL|L7z0gb!=WKuD*71h(aFOMaalwi#G@sVNP!6;mA_B9id~^+gm}SK>
zWc-NM77y;G&;e~A8Pd2@<pD!{FEemxRclV4ANCp!X?j1Tc7&@!$2Qc)E#SpPjV~$)
zplW?pWJMD(ImQRdd!fY>6x!`FYZu4w9C(542B86AOFkD?(l9O;T|-b0LXlR};^FPc
z=r54>K|7x#qsNtLaCo4XL&re6gBFcaP3H^ibAOj$`2+xVtfA87;xSa(AcM9%0^2;-
zmfE>teakiI4TqK^QNzEr)md~Mm0^;JMh;MMfu`c`K2#Sv7}9H3PI7rDtMeZ%K$L1v
zu?YdOIDHjpu4hn%nN)v`XX8HWS@i7oJf>PNfh=F646h&=iV8?&?f4(;uZ>bt%G(aK
zas=sWSQva(^h<@8B*yu)pc>yyy-`EJ>A4Ef5Y8jAh(ybaxw*OU8fEZSI1RY_#(8vt
zV}kI<g}(<4?Jy`0O(rn{1|&UlTgdYgke??QCKyHnpR`+Kyi<}Kl%n||)f?dlh(d9}
z?Xb_M_#(r6g4@5n5snHYS4wUQ3UiWWUFduXwG=Y3ey4e#$pI==s`Y>H(&6hCE#$aE
zQv@js=Mt7DygHV$WcuW{AUl^eJ9s{VdkRmfOZ`Bk+o0D%dk;Kq3_8vo6e<r?B5SLr
z_Rq*wWRX)a%okl%qCBP5He$VXr6FJB<1LUw=*6`$%@Sla<VlOw2vBx{C4<{BJH2Ir
zbs+@kQ%I8{vZu{VpMN$+h|a7eaRHt!gfItij`7=Z8gT(}fXan`N7q-EyXY`Rlq+>#
z6QXdWS<2Uy0UzRZaG~f17eY5cVWb)%X!N|Uy`U%nYlUC#8q0#jgere`9m-wsrU)+>
z=RLC$oecg?!^mD1r~PPT?&}=oZ@sdPixrYe4T166$4nSm%YPZlJsX`r1tQ>wL`Bwr
z-519w*LUeWLXIpf@9B$ZS^Z%a`vbi<agcO}n4TT>O|ve!$62cQ03axdyDq)o&`mzh
z)@;{DM+k-ekE2~k=DCs14HQ*8n_Gl%B=coV9R+E#Y1BRtF6fie9Lisim!7LXR96P=
zEn1nS>3UdbVzCf*;R0qNW<gA2633q&K3KN}TMxhW&Ui=NaK=j?5b&g@rz?a0delo0
z7><|+)aJt|{vBvI+bFi?R#``Qz%s-_;At1Cy1|o@&h=ew>z^R@GO;v7+|}A@*wh!B
zezNHPXvw<-p9r@)>RaEP=*d5NTXCmo&rm9V_uSxirT6czUqoa?4p3llmTs@w&-{=2
z!PxR+@1h@AKvxc~^qes4K*fQDZQ}QKX*?HI@gSPG5&iu}0~BX3?Y4|nNq`Xo9|}(f
zl^<Gvs3gpyXgnjB9{6Gw{j0uyU0=eO_aLUge<XU*qB#w6Z+P3#GvJO45~|+;yfU<3
zu`FG3IjhN$G9}N3R!IwDd(JkmscpnKp>`Cf1L%bx`irioZ<+>Fgt*}3A=^RW4Vy=Z
z%(^4a$fx4P7JDxTp_7Wy++RJRz~u$4t{WS5i=;5g^7r)Ll+~Oe)g4Q3-{~DH=jxpA
zQ?Dcs8n(B6Xo$Nv(xwH%VtBcW0Q0)c7Bv&n)iw(_EO+^!TYXKVp5eEWT{%C$K)nFY
zOfzw2qA@ESIjl9zZ|d@%34lR-vsWG!S-YZCky|sC*t&#-y^SL!p;q`hIQ7)W?dbK_
zJczin3xN)ip(79|;+~y|9f(At*cuSuz}ASga7XBhVlsRITPD<o;&bSR&Y~b_&>1Oo
zBAEi{2}X6H1vruy3;7G88vRYHQJP+|HZcLH?)Spj4LCKZ9--_-V=Fu<qT)m5u`;cH
zy}j{tM)UP%#+}^do$}9?qoA|pK8^9rjlOs4X4bwgoS#>vl;U=~`!}M!b?+_dmAY@i
zh%Rs37GR>#MX(D>N-kUrLZsuWX}Y0ug{dib;VDqU*FHsN96}8_F*yN^DUKj%4JtOh
zpM$@f1sYGGE;k;WcB1@)DAD*(<a&4ef)W8)A)?G?xP-nI?Kl8NcMD=xClZq&cJZ)@
z*aDSC=&z4b6$JZT*c3#{s$_n~8e}pCJ~eMVn?PZEc05M`iOPAzsvyiyVCLjA0ivD~
z$sBb5u(ea_=Puw`zv*uIC!NqS3v%4M-Rr-$JY^gg@0V5fciAoMD*9I6wA9B4kKe^h
z-pGYJcH0zp9U?&N8iI{hwRz!=YMV1jP&MFTz%dXXg=j(^k#R3B?Tj2kU?dIjrbW}j
zwy$9(8YvL)AC)1<6d>vJo9wflsKP-SwsH!RjQmeSQ*@#OC<?;%*`fms0urL%r{mJ%
z3u#3At~bBDt*uY%R{B6M+E~Jm#o4oG50P^MF@|2fNHd}JuCg2dAN!9+I!?~2E#vZQ
zL;~*&{g`FM_t-LM3!kW6_VaGVvlE{=eeKFzz2o+p`y|N!d$<dU{p@&=1Ca@WidYJ^
zB<5gMsyKzn9O7CrO?E!(yTfiComCJ4x7eX@lBfc>`YOGj;%yJ(So{&Aa#2URI2&|f
zY6LJZD0C90jm!HWgN9-~Me-$1y|sq3TmiY**H)6mIB!ro_$k~A(vi%>e#fo{>4i7|
ztV#Zo;Dype0#^Y)>?0wQH@bTxo9l<`>ug!lH*nARDeu?)z{NiNw?!G=-C}-9F>GQ_
zu1NDs9nZR^RUTIrT2~LXa;}T()@gep(>(uRKdI&MsIXLgiA`+h;s%bBu1#?=MYR56
z7JZzRX#hJ8GP6ID#w<2cEy(J8-565~)5cwKFe1#S+3otpllYhzp_pj-8k25>t(&Dt
zpQvbK@;1G2j2dJ$lWNG4xijrl<#ujvD0qP~cgEGByz3lMFe^x}fxu=#nuT^S50E=U
z!WiH7sgc0EkFt5H1-n@1l4>2J1bHrl8ENLr4$4YSE<KDa>SUo|>Qo(Lp4DWIt7#M>
zCf{DuV2iU3)SVSnwKm?}M4%LSM}bwhvi^Rc3Jo2*&?6;K>7V|Y9HAP~Rm(`9RA|s+
zVYgath4Q*{bUH!VZT&5%NCA$8x{qs?7>HE8D1zuum0w)Yo|73{nvj9j`8)=SR;D3#
zB%=Lu!bi`Bg}?9w;K4=>I8})%g@p!TkQwc6{(Z-KIzjJq+{My6`>!?V37#K4qU1D1
zVPp+frH@^hGb`>oFX$s(aTr~}*mU7yFY?qufcL-xcvWfK4ChMWlt$n1!98~4ddihX
z<A*w}JAZffkl};eT2&I7%_tihNKj8KE0k$$q6Sqy>epU39r#Z<Ri36n^l7<$39KCW
zj`Zy3TY@WyvWI=X&|aZhb77e0RUB9Zyy)TMqnjBr$Z_aAMp5tky3ovdj2ufTo|w9;
zFppN<%rBoLUMz@P0%OQC|HI5=h~0MJ1CujJLucX}4PAME=I)#F7;R&Tyz*9VKYEIU
zE@y4LkEt6g|K--Y&g<y7#=1No9gtazqsh0S<6l#GwWMeFKha}*YUXr!^ak~&(jAS$
z2u&?sn>x#TcBo*eGS!7+clX>J_wjEGSw%AW2~HU(DHJ?oC>#h)92(jbVn^t%#zyvZ
zgSAG*a%+*>u2dRp*~257{i=MHMezPpr0gKbE&>9qApO8wI4h>n+pfOpDSOe_6hm*B
z{eZ1QKmYj_&^S*+f(B?UDojr&T$v`v$pls7b53J<9=zTG=703}$D*zmL?xyN=2T=s
zh@;AnzYK8ofKoO21F08c+u8Mb)|@^(oONnauafEQ4}NibIZ=|EVW!69o+i<hu&IqY
z6L@UH#R7t&zv2nWr^@V<8Zk+o<ZE^wA)Qd0Ju#H#1CTWO`y#hZ97MNKD*PUuN)~dR
z`F67k8o#a=MHn-)r0gym@3X?q_ILKWedWjbWG#C;V(1VKaUIFm&W8|)*>f}9VG*0>
z^!0k%r*)s=D)0ULMG<G+{0n*03&dV?Vxd?YE-es5BRiCe)lmqd9vaOkRl@Z&+3<Tj
z3-Zq<2ge|D$jySjb<`q9W#^DE(CP?#(Z~#<6%6oXh2`Z9`Q*RkmJA9-0et}6;nN_Y
ztn7X>;KD{i)1X*HcsTCh#-ZON!nzN$P3>h23ncB4<b}`y0t;Y2Ct0t)>zHUlDB;!y
zfZikdg5QKEMVaS<iePaFxk8+e1>2mczw0R|ExQ#+ka2-a0uZe4)8@aR#84Xb{nSQ9
zZ#6?19_XH($J+d^UyPVq`gOw)dd`rDxNFXEQPp%s0wrnC65tnupOWD=bUUY>r^pNl
z15GfVaEqPGZsv7|g3DVEaFmmH`Gvz(;Qn>*S>QBbskqldfdNI_pZP5}&mB1Uz;A(i
zsvV3+wgHMyQIQ3Vbd2yR_1CvSYX{DLq18Ddkix7xco`HX8_=V``v|oj_wBRa-{m4@
zsj&4vAsvHu)<DE%h<>OJ$~bf^gtNonL4_pr?BXi{y1M%ZEkfs?wZ-<X1b`R4_>#_e
z1<D<>chSuZ;X;i$I3>5f>-~$>R!*`cU)Wm2rdU!CUR`bTgKb2Y3Iu6*zx}eIV<k$^
zSAu1E_|6O!@b41do{87EViruw479_L3#e`Ir1M7)1Mlql>L4ZPbKVB)2X-5f3>AL=
z^cSdB2C>VKA|n}V02>uKRwf3Sz}r{D)7H46B@c9UV}uL_4Fo=)-7g9<VboQa4b6`=
z6;O)@1%`?_7!Uk<76hn<(jFmU_E1-X@M!EuWfTUU8THOc8*L6Bd(dTYPEeG+6;2Zx
zf8=)X_^}DV<UpoDDKRRt+LNM&QWI=Oluu=ADuk<`Dji<?^WO=`?4|D)3hy6gWPt%g
zCJOph{!llI{%DwYH)P%5ez6--flk0mVrE3t4%gGXQ2P*3NBgw}&U;=ydCo{t?W^u5
zYEk%Iwu-Cg1l5(CDmJp>E!=%Z%xRWTgVF&REyp(d^Xw?o002hmt8yh;dbe5+JFFRD
zG!;_YWFAP=bg8#Y)yN9Q%Id!<9_(vf!W_vc&Mf`M<8^aDTBeyk$L>evsYCSiU)xi5
zY41KOaXk4n@7x?|iR5q1sPr{vCA7<bxEidkCo_xDmlbC)gAmVUMvSS#x8XZ!`V|#*
zEh&Z>sV#Q>=w}$Na=gWED#l}F)={`Ra+apThCqQR)o;4Xo*r1zzLhtuB7C{uk%W3n
z@JTv*H*edvO>o_cmxdYrV7IRowxBYSxcrYo0ql$#3(W?riT8EE6<ui9{moeHOH)(S
z#p7?F5h1r_7-m=)6;fU0QyTl7aq>~R(FdL0ua*{_cnuBSkaO-i7{dAYN18sG=KN}F
zYrHIeHs?aa=g)!O(;Y1LPwXnJFKX<^(C0U%nO<u6D++OXC_5bQzf@q^XZo?3ajztI
z_~7|{Hm=bs31M{<R8Z}Us7gSNV-6vfu6R^-S+<r{UNe4m1fQ*)U5bW)K+G8-o?xL(
zt1?rrlvkH!m}gnGJ%x{SpP$Y5D$f0SrMI{D6xxyK<Qx3J`#^kPk{Jo~Ui?{%sd{72
zXM4=)_&PIF0Nu#TYxy?8Uh+J8Vw~A?_BBAD$q2YokUbGtw*soYK71~$iKaZyo(~1)
zlD=gfuO&-={CJ$UWPU7yj32mojtNxq&#gN`PH8Z;XSE$e&x{5uNsuZBW6mH^cL=gh
zSWf6hy~#!xoD7&ND=YhLbTkvfIlQfsxk>%Op`pD|s=uTRp4OEf+(=Gr9!$a2*q_`s
zjJ9~zVw}B{IG-Qy-rY!PNNHiDx7gvMf9`O&BE|^=*W_98G!AX!C_L?^wT+(3-(rC-
z)04Mv+t#Fq-gr;Ic|OB=054hIbrpAyPUM)0m9onD<sXN+<XG^u!#n;#sBM|70YXPs
zUS500y4Pu@s#nm5YtY=m$ZI0puC2uOnA^tJr|pl@jKyAlzKoKUMBJfFMnmy!JUqXo
z#N#zS8J41qbnxQPwS0*v)lF-dbp$p=ZW0m@X|c=0Q&{DH6VtYBuAWbAz=IC2qu_sQ
zCu`dn*Q0HwgG@Hw2vjs&l^(?)DtJnMZx;6u#E$zp{}O{jQBJOvto_YZUbom#5Byw3
z*I9|JIUs6}fl!@%o0+_YddqFB*)+Wc`a2@M1RmPvP`h)XWR&W_MAM*iKL()^pBtIY
zcsZA$EBKo(!>tY22LJ>{y^^U*RHI9e#{Yv3aQZ}!uJ9Dd#MBFEDFz~`n#nIQLkmj|
zlby_rR*5)~!m0w>S1faKa(V%k4|XgT1Zk&~wqYUmpr(LoOqg|_o5=x-ws{TnW-N0_
zNjiF@2}P-H_~hrvFM`z0FZv(%;`9^G<8g<+XmEHKFIU+=0mi<GMb6wO)=4%E!4*!i
zhxfA@k&zIJb;(js)gzWtGG1sJ;kCI)H?<F)S;{&z@(pSqoJlf0Hkg%lpipz(>-c2=
zxwc_Fsc4<7rtfIEhgs%me)!<QgFjBPoA0049H_ME{)xd=kC4p6P^`KK<>6!YZ9l<S
z6khE`sAnU9@?5N3*eSkE!4=`B_y&%re!cSZpVo0Nw0Kv&<C9t5kpB7dx7%Z|M5wz=
z(cb&3we<%YowT$;B&<<x^0oCR^6r9hb<Ld{QZbgx$<_5GB5C16y*SBw`3AXMk{I4Z
zuYA>Xxzgqv5a1vyOXQyF(6+}{B=!cBp}H&)o9ljsDUMRUfk^Y}M)`ZAuJXT{o9of>
zZUU*imV)c2(JI`?XD$bdY+w~U#PlU7hSU*>5Ph`-pLHPm0FrH|B}qH^OKy3*1nVyZ
zYNGpE@`W@jG0vCgg!jUdgnouS=|=){vZM3)$>3}}r;L&r73?Zl-XgQrwNY=g4KtEd
z5}qM<8}syO@4!Iy{Dr;Y+G)BG1?wXZ&%@Y20r%_o@9eaIm49voSH$d9xNDjB==0@q
zWc*-&b1v*FOgY38+>BJTx!yI<Mf6*f$il&fHV_84UKgeE8I3~t)Y$)C)Ea4+=v@D5
z4DqR>WTm#vd6Tc@KLxpx1biijQv~lV=YOm3IR!sa)jf`M*1?$Cgw1n3Il}b^6k^U;
z%W(e+z_f2A%(n90GeZ8<nWzeXx)thVnrDH>R66qWp?`1Yn}e_#92kJwK3RKj-@t&X
zg@wiByD#YaS4Yv}4?Qc!sVyFbEc2VTgZ|x=t|>b9ad=htfKce1cbna}xB2<`*?-+K
z{k8G4C?Kooig(#doI?G51}%1lUw^|;67~&qqv__+=l9#|65XNUmte;KM%$NUI#v|9
z`S<HHoqE&A&`f>-J=+mU5{21wh`tAFVI!3a)ohclt$7xj4)6t6fIoS0MZ!wI;dj2{
zN#g8&{D=wjVJQ2N^EpYXjdF!Gd#)kyLWwuN&&ldQgsXfyeh1bJb%qA%3I2Cb{EiJ1
za_YkmeUidh>+KBEc8^Ty<p~nQ6Bm=U@j!Lbbi1eMgQ$pD6;Or&wCIfMoE7D%kYON_
z<Rn|XsWLj~2GA+E378)^vebq*(D^pqx5PvFZI}1kZt7dA&agf!9*m7~C?*Oz7lwbn
zJdl_H6@7i*_q9|^NY_UiAC1UIU4Kt@6$)oGTKmLeiXI#-jyjHFu*UqO&e69plsI_T
z-Q81Qys_(k(u{R$i8lBKB89&MLO=fuP@0ynX0G)=ddaekqRMZocPx7TmO`9;@*Y<l
zdYt~o{u~Okn0n+Ma_0N%@!?H)7*Ee6p}GK7$zHCe??sa8E$O{8o(jY{!fwYWo^*c@
zeU=F^rxj99=a?c(KEcjC8j44Hh!B+~XbRF#*ukEF4=wBX;wqmT6pc@ftl6NL{hcLG
z4~*_S4_=J$*{ip~-wy6WZTe##ZjoF+2{s$miY33cEQ$MvKN1an<Q$ZPv@EV(uYiBv
z7Nj~ITh;w|CL*fAw!^_y@bdXt&y7Wxq0}r5L2nb+2p~vYZ<1zmLY-$JNnw~G9j6#w
zW20DnE&mmaUPb5M>GJzm*;n^hof`<YY26EcWzqt*N2b><nhZr<y>`u{nLR4t5au8S
zD!u1<ZX;z)X)`(J*P!pYBk%2{v1Xq=b#%ELS5*$Z_cz_%%hPOs@U+-9=6;lumDS8V
zr;TdJf-}O*=gj@yfQ)aY`SqV?f&k`cKf{C-5f@HiYx0tF6M>@L@~FKY)GrO9WR_F)
zrJ{4DG<s$ppW=JmBSziw^uX0EiO*4=k;_#;$nvcR^6Er89Da(tk%&GEyW7J&vi|Mq
z^6-7Jo@%9*hC8KG53;KdnKwF9m7F0Z@4mKg@b}=T>thA$5W!W|%qQXH@C<U_?7x9A
zqM32mzb@}As*9^JU$t!M-Exy_vN4l^S1}Xwm-Y|&!*5kyTep%PUN+itV4rPo)#N2=
zT{R2Ufp6>mz2Pd!4OUIhz>f)qoD$$%BeMDNw7fh|u-7@Mm@|WAMODZE0xCLB9H<Cc
zSer&3^M)dL99V_MTjkLz8;zs-Co>wD-<C-Fo|ibn>f7(kX7<bS#PhST-OUwEuP#X1
zyYX*W=^<h&0>793{`;A4o()Bomz=gFG987g75kLVPMW?$4)t6<t<B-?*ddis5*2=>
zr{|}<+I88OG5Va;Jwuz-T~4xXTu#w9OMm;)=e(O;u8K$fy!c+N>L%O8EpDw8(ey6{
zzehfdi<I0g&y~mO0Bpr;^gdUh=2d6sV_?B)TM>2-)##-+-;YrbIR5S$70!t(7>JWx
zzN6w1KG}`rUDcUunf->dZyaFz&f!txw{>CfS05CHx?s>*XhYx?c^+%=DBQ^#Z(SwB
z;Ji&Km-03L8sx?`A@1|z&rXquAnCdr>StNLlrYD=Pl`Rkk@JKWSx5V>$k168ZbWxE
zJL@^?a%IM0>=0wJcC&FTaXhP8tbD7uO?#H4(<dGrTvHo0{aaGXk!ku9S@G5w>EA!E
zn1`eP^Yv@q|K<BD;^qJIeW9ZQZ2x{;dUstV)4yN;zwF2D0Abbw&!Hd(cbG$5=--D6
z&kPGFx{^dHYP*t+-XAmvnbtLN>SOK{a)E(8vt4$Rjq{MAiww8tL43Ap-gT8-Ss)k?
z9N>ay!%iXYuJX8uC2BW$9`e0kxh4I3->Jb#Pnj6|6MW*^zrOr4TFvBcb+7GSlg){B
zSTbMH4e{~{t2YvYBXsb=$S67k=$*izd?eC{ch{)=Lwl)&3$_X=4c(hZlfxupYMI=W
zuW8N9>qa(=Eu#|eX2VsBn|0{oWeJ5F%E>fjV}2kx4s#2T&xh%VMpcY-yF6>m!_6Wa
zp1{7xcpd;WflY6ihT)hIJmC(|Ph1UF_}V!#_Y_YsIDXYYrK5!OEBK^ghMr+Ygy<tv
zmY$XA(Yn?pTT2=qRd&+^!h4p?U6Ej1M}(EYJ2+T#jAk%YGeYAd`zSc1Arb}%!G!}U
zhgqSxehucL-XQI{s%<yrT-WOF{SyQTu)>vd0q+D2<uL$Y%)OXcPMYW4iY`DQT(Bz6
zBke1<Yic$0Uq_=$7puK_&9)TOeq~JnkY9SxvaV+aaq8n9FkgD)wniWcL`)Rez-PFw
zNTe8xU16avnU+}5J$fGOUok>YA9Rk&&dEuD1Oz|<7tOQ8n%>sX=Y-fmTO>j!S$p8^
z8ZF~J8&;Z$Z^3nxHU*9P<c*5?`4W^OW#{E3+2y64NqUafDC9Q#?M}#~SX)?}MB;E#
zZujf1pEulYTEA?0{2(~t`E!~8J7w28*8}ER($DLog6;GQT-4o1jCp=A9M_ZLXD8Nd
zQeB7S<M-jIhW-gBPtR8noo(B`y;*iIa3X?Ep5Tp@T|ro|MYM3;)%8jRLYG}z@Bh-U
z!Hc5#94s)F4iFB@<ry;l&y&B9aQ$_X<@liu5C%8<=!5=%^uSixC{;vBfLG(57hXR9
zj~3u>gAnG+VNfdYHUf5_)uuy?1s5A6==W}i5#LB4vG2u%y3vh{oQfG*a3T$=Xu@!T
z1G5v(BknluKVb$XD#iogqI<P_;;a=Ls-vGGQugk%)0xD`>YqoS8D_w!3BdAi2<%0I
ztC&xaC-^k)tHlMYx;0i8tDIq2qxWujP`NKV>~nR+<uP+%=INTAqB>9B{S4uwzpS|g
zzz4Dh979vV!lU!(UNF-gVKk00X0~_+E-sC^=_{8l^}IT5GQ17JD<Jte6;tTZ-TFIJ
zftU5_rs!U2X=zPRH=$5NTVT_Gm2Uen>l7r+YJX^<?SF^Ebj%YpF~o<|&}tEbloS;|
zAhpqQ69Hkp;`}JvA|zKuC%s8EZ2&-!jJ?Q5VjEwR;a)aYy61#IaGm>+bKE^~Ew`Q}
zHQ6AzwvyOt3EZalvc}4f8p*BzRM_DVxwQ8w&BPn*gLAh{f+iFb^=bNfPW?ajDL*Rf
zIQK*kmI|Q`o@9X+J$I<J7_vpHw%Yayxd+=K_q^p_dc!Sl`aY{5=hJ}E!a{2Ju(@iI
z{m1!v&*yq%pLu$;T3>`w&kZjz0kbU6q{e$I#njK7k>Ffov-&oIKZMYK(Tgqf+`zX%
zrW-m3(v&a?0=mbE@jk7&S!&(iDLM||Or8%t&t)i7wJOlLFb&0oma;K>BdVH~%wABN
zz|IM;GSk;WFKVNLM4;ExwvS$>re`3!1k0iKxv~GcvZhD`9AiX%pTQGFSQE@#LUGTJ
zg)l->VrxRqdSZ7m#eFdmz#)*>dY?}j<OSp@@1LQ$mmn@2fenEM{Za~y%BA(2A`}_u
zfIQPk-pjdW@46LN9335#>&%~jeO-JI-HYy)KO;CG`qmNX)VyR4IvdBf7wkV$R3$mg
zs>oR#(8o4BC7PF^%-4fddKBBnN|vQmor$;3U`7ZM22z1beea^(PLE<?0Nv43=a=YY
zX-%<_*j#ilwi3oo^kQUgD!@1EX#`1wyL_%)dxnS>2R607uNTKoR!**d*n3J2<uXUz
z3{nzjAW}^P+kxx;eO7%fa3cEZ`+jH>gh5&|V#nQqPyRB4rgWe98;&-ViHPdmi$xHP
zAP4|Cfa~j(%gq*1*8Lbv1l>#m>>7d$Pym5HPLx*ghOsE@tZ&P1u-fN8hN?u=Ex{si
z{8>X)`wWYVAXTWlP3zo~&ant1@2_!;SqngZbyPWj!I&AmyzTZ6V7?IY68oWWxI`=S
z+;?J=qhc8>5n#EBNdim7+Uku4Lhss(maEAKyA|7i?CeRmXL#p%@O;tRYcCa0W1djx
zLQ}|yN6d=!avzyNCwEh6HrxNenBjNF#K!(o>-QC%@P_&qgkp2}7{AyYs>8=C6z9(_
zh9~HSK<o_kza;h#j4R?Z*w>6kOoz8<mRQ2kpiO96ohY^24!MpTM*NU#KZ~-<yXBp7
zk_|3xUP)LOP$_VxtqMixBzGHCRB6zQdiTA%t`OG<<#?(hra(B8p{hyiaCm9tO*@WP
z%)K!?G?b1&MV^OkpUaJ4B>^_i&ZVCm@(tjK07QXpFQBV{!|tH-tfqEiEq3$nB3su6
zIG=<#IRONXJ`?B?#I!_+)F_0e3kVST`VgYSkAj4Q0l}U}n0s38liz|HT@ul+wqn@1
zE})(^ui-5f`mu{<HS_uMyoXnbw9necS~zhYdDnkX$%c+QM)3?tMI<@bIJvu5TAlIy
z3Qh&PwYIi)fIk`%@XGFMcz0U7A!w5KsE&dNP?I-=c(fQ|Z+q+-qB-m*EG7cJh$=J6
zA;;|z$;s7Ll=3H)9S%i#i9`%Gc-(+|@BKae6v7)&4)Az{CBJsi7IaF;sh?}g{%ipa
z1(Jv$CIvQW!q0Ye#M|12iqXeOZ#QTvwi``ER1M~GWP?M|-h2I$0QqfIenr>LFvX;|
zHULXf(UZx=P3xqiYpg6RDkg^_E+2afQV&J%&0O5dux~gu_zVy0`}h{UXaD=Yr+M*L
zW!vsi-@BU1hM#!uCZHHod(4Z>sIh4OrJPjnKHeLGC=t)iKqLa!iRU3L|2)v(F?s{c
zb1V}d1}9EG&#p-W2?Egxs|V#KAWXCoEao*gw6?a&#m{!mEpv!^vKQ`X)2e;8ty|VG
z!=j}+TBo4-b5gysfDdbwmtgfVcE@>T{!o<!%^8SV!)wfKThNqpP-Pm?GYlW$_rZHW
zY6n-h2wgn$OHcAnFwGyY)-uPUAEOC#ReEV(ZL-P%z8JX61|FY2F+4CJJm+11;OrxO
z3WVSLWYn%IpR34ZqAr7_?i8iByNjP++g+pLmf^zlrHlB;DoORj<3Z>}+yGaWoo&K7
zy&)=m3@`iFxsY;uEQpG3)aWvjtRZj(knoX{vvV%^gG1WBRo@95aGKg(^u%g^m}s~P
zpu%_U#_yfCzqZ)vE%IsZ(<AX{sWsl9XVj$Y&|_fYUY?{WxOvs`MY^Ubd<>w_|LBd$
z^Z0OK6?>5F8xWg={PuwtuN(l_uN9~e075(MGmkL6%+nchC!==MwJ3Y%qw{K8)&>k(
z7&v7TFv_u-63y#^$VOsolg@x$UbDA1_HIR2W|wWx=5KvYDWk5haIVOqH~|2AEFw~z
zYd`?#><tG->K=6sQ{~@`cC8ccqVgs1C~y~eXYiB&95`mcLPggWm+`Zi-K=}Dbk~T6
ztjt40a;*K#6V=+23Ziq4q2dO4g6%SS>AN<SUN35mlD-UM4oc6f%K557wDeIF6WBUh
zzCWAwm&kH(uXR+vG4(?mbq~pj?rjIDUXnUuoG%g!5>@4%dy_MO1+imrShF^wzdHDp
zw(Rpyx$xFtj`7yO!~h844s?MT+oBxPrwnpNl>w3gW00;0SJ@5w_!qP)kOsIO+%Y}|
z00H+wXOBLeDkD=VCAeeRg9pF%^(BL5Mi)|;1l$MB2{QwmAEo-S<dI8M9kepYu;4gl
zDf$5Tn`Tl9X;70{2XzKH^FRqi0RJ`2r`g12y&1EjyvxT~Hb-FL@Dxfe(5$07Mc6k6
zm7B@)Bt^CpC^kB=G1~s`g|u2G+T5HQ=;u?TZ=Dz=+5+&|(*uo#IPXflmoi)u&1!hD
zt=mYWfbjIWNuG*ZV_8l2)HtqQQo~dQ#gs%~31Z7#k<d)4KbzI0jZ^3(n?uix)Mynx
zTy#YNjR)k2$xU1-OmQUT9SVWq`oX?od0~`bC<wmP`8xfw_*WP=5K3Ua!gVWw=Fn!D
zSU&u3_t8%OVln(87%<pm+?A=Zu1z+Rni<;g3P>9OG{(fl{2MU6R`=6SdwewhA>1VH
zE&i=VJyX{41!x+;xn|%m9SO$3)?htB5&B#S>p=D0;GoFpO<8Vguztu^K?G91oA8Uj
zC5l_+ABwV5gu2xP$i@4PKmS(jp()J2uSkuB6xZcWq0&IgMd<D)+g{blYV6lRs-wdr
zqfrZtbZYdC@`Jh}5w>dAzjDiEBqHtsgvX->O9FF?CzUOff4iE830XS9Fe3v&Mu};`
zIny|}QyK;kC1>7H_toIh%l&z~8;Au^QC3DqBS91CFz||5`^>5XaYCBgkX320kwSP;
zdr{I}w-rqd;gc6#eoB4c%jUton^qxPcSSY^{vI9$7!UM10rO)zF+m$<AscPE#%Vzv
z)5r;-qz6IBOE^)Kl_k|D!|lSBgRIPs`iWHB^RF6!5NIj~!cv&sLug}fa*JJRgB9R!
zG6?;cO4fQZdhZ~U)pW@{fBjF<I%%qLnT^CB7}eW$99J<AyRZe}3~F+6b)cjEc3Hfm
zs+-u1{dVF}Q}^P|BxD`v>(lD1*p2|XHMa*Nba~_-N=fykcKf|^GjbzMuW2kSm%idN
z=sx8v#N}A*h#>M3@td4vyQ|9gq$O8#4S&~`wpNhgUh5_wn?M^W(U^bcxE5ie>#ec3
z;u}42Hi78+(Q0po-o~)=n}Jn=xd$c!BZ;6^aw{t`ZOGLdu|h)<f)o@k4CPHg$MCa?
zvm<^8!MDKxEJn~1?k(Q)op)zYmwo!1Tzt`aFF@UKjQ>64J$sIjrnUsO&f=kOUa{;k
z&jx5*C8O0~8o&mig{q6UcUE9MHr(Hd0(7&s$vAm{-H5BuhfzY%^I&~NAKe-Ya;y5|
zXJ_21ry6N`g{RVisf_R=(wz?+OXB-og=1oCkI~RWoHEy?CD>OR<JSB{Kd&dgsN%qO
z(#V!{7xRqdRKsC#aPX#y^~q3UG|J7Mwn{0d8}<C0h+})|=qt(w!lHA2swR{QxI0(J
zm<^sEPg30H-vjgp;_LHeO@x9VJiD*CStfYqHRq%mut#a2gG(<Fqs`NYCy0Ew`$+o@
z0^A_$fW<t{yB_yq*U_Un7t|6oKPzlPRt7N?eC@C&;YL!MrlzJQP>0c{?lTjLlwcYF
zUi0(TSB6G5W(T(3C)@(kd2IB&33srqNP?Cp<gJ?ZCT|N`GUp%zZ%-tMib*DJB~e_Q
z)L$>)Ww?wk=0=LqxiwTB21@1M-G6eJde~dcHA{1zF{jw)!?5ogYN2KL-^?yiu)oMe
ziW_yeSgPfiVUq3=vGNmu#>Je<iM3>1t>Qx!3NI4Hsdo=LALuF5sXG`X)E&iEnsi(s
zSO~fa1biS?a#>yjk@1Iq1yBXS4hhU4O5H0jivtopdVwQ^33UlEB^*&=-abA?@Weoj
zM4ll=&c%s7Y1>lb<&iuW)Fgw%7!j-yxm*PWT^w&DCXvx)En~Xj3#5xMS6i4J-~2P`
znw^;$k5wX2J_M3_d>fD`ISbf>+@(;zTHGw`DzW<W`R9L|G;fKkO9D>95xy*rsu(0?
zCTjoAFN7fJcy|DU*rPuuD-=Zs7-`~clI%vI^e^7G*9MsOIaZf#SXe>H#=%<pr$#Hy
zEW!L1P1$|j*EAIr*}6hMyESih?^rrrO`OIc#c^3P_iD%DGBc}`)Y{cOKWn1d^bS$P
zw)^^QL!cC8xgKRGgSA6AGH_>Pddu)Q^wAJyetPiE*!W~&%MZ9dqBudJEkE9~*f7u5
z4Dl*Vx9zCOO*iT$%!?9&3A43TLuzaWWt(s{*d7r_X-Li>FN05Mo|Q~|Ah$6kcw(GR
zV4{V%x{aJcq<wyfC+@!4cZBSE<Ur~~O*!n~=RxNx3RMu1CisfU!R7*&;aKcmV}?&&
za~e{wf1xV{_L2%iK?0HFDl!y}pVe1gZ)|r$gzIPV99@uKh6q7FZr-h#FW>evr{T#|
zP+fOV*{g?a%X*kdB@g>s0t}N{OGK^}mu1vsmdhd*%&W@gDXBbYadpUG!jbee81~&<
zO0%W884lwI=q;F4>?bscpV-bA-Hy`&k1_o86A_+*1zEoI##A~nCY%sPKrN1(H}YrT
zIf%Ha1z9Wvho{MkFuqB7ICO+&A*(5SpDjSe9|xH~Q}o@R?TTj5SGADP%T}d_`Am;=
zu=wohAx{lzcmwM)=7$;SL{(olxdH%f-HM;FG?YRRzDG_jbRmm(=~1!HsmLz+<kNz`
zlz)#I>(@b*ghw!X@?lf1FKnC-MzZ*d{&An$pBl-bSBY(r(QtJ8hEL=}b&;mh)Th+U
z#lv(AhY9mN5Frp0WpD-1U8Q-J^X`I`I;|qh*cnZ3%WvjuK<^5Z2^<Br0pjk$tFP)P
z9+W!Sm@~}*KZmE#of5kW2pt^GA|!i6Kqm@PgS$7Zq*Lj0^Fo_N5r6vov`$l~Zm{mS
z=1|6}g_Mfdtg0AL6;KS3P)E#%&;mJc98Dn3VC6~OoyHfKqTH@EMMsq{eP11(=kjzh
zUhaQ(nWtKMEBu$y`nb>4^a}c1_Nyf$<rjy6T{OR3k9s{YsB3R9JYp>w9;Fw-Y8quK
z&3L-2uad$YQC03qQrL-e(FCe5e)h6>X1u2`yVj0%Z%2}6o8Qeglk0Ac0ae20f^;0d
zH8xB)P$r@eCEnZsj6_Cy9!at9*e-l@8q7+vwpAZRI<-$x8>t(vFOzgHprHx67hn>>
zhOLgE9fT!e?Zya*G~g|h%$HU<Dj1f&KXZC(w^{5raz^Ca>K>^DOlWPqKg^|&67R{!
z3#{W|#Y~zuXp}>slW}(Yx3!(m`eXb8f@P8t#p(Z?)w)_s+eG1}KD<pMd2YQmHhqWQ
zMpL1=7u)IQOna6DU$C@0Gy7;jg$CjP1sn+W2{+3dGIe{b=UEq(wh3{AirYqDAvdl{
zwt!<f&9)F10W{O*yn*jfwYpl7!E0{%vz)P(dLU*Ga7D<eml^^{nX3ZUqF5FC=GGX;
zrj0#?#a358-(_21&aNK+9F4dzj%93ACSKlGbj;nQHAN@gW%|2h`1#&aZc~M#;iryK
zHn+paO37<|f<~0jj07E`RQu11b4|odF`|5Oe|oeS$iM=5rFgW)=?`SefLq;q|M9Oa
z!jpoAo@w@@b)Kp|+2wKXX6dbVUDOh1g&>Zi)XB)A&q!d}o`#{8;0bQ9%WD{(l0<+y
zn+1*$TNKX}sV?Lu-WiV+)3^98Fa}%V?0G&UX;$spurrKh<hbE5I>Ux%xC}Z+_iu|d
zef!N5s#4e?z(pxhH>05Ec@)304r2vU+`4!qr1!hde`&oOK^veRr2$coy3VG?*}otB
zdL?^Yd#XsoJ2US2$~i^79koM~5kmX~t`4dK<s{uSLG#?Sky}no-C?6^F_q+PYpcM1
z%q=5gn5C5CdhzOIOZ7@xCy-doaIupXeb-gr0ERjUWL7N;NKqgrWJ)Pz$7!sRQX?6J
zSJYoqtM+AXXY?n7@%%>vlqVYA`!6$c^wO$RW*`Qk_>U#(+yw1;A&{JM*z;=nY^RFb
zQJRn1RhskucN@JI9^B4q6<YaWg{ZLimyWuTjQ&iZd6+|SSx##5&%$>1ILBIjL7%g?
z%MP+kb1>%q2$kx%6&n($t=<wl2ay8q_>&AiR-Q+6`BaeC02;pILO_9ecyc=n%Q}!I
z$(#ED@dRcB8J2h^H`yc_i@6RhFGCq{yj4yL&OQVM%a<+zN76iOcwvY#G~wQ0m4mFn
z9_(L;WiP2um-|GZoBSa<J2?Olt%43Y{-TA#nZsKGiUjs?Te<!*<~O5VlUdgJLbk&=
zvrrl#HcG0`tavxBE>V6wuUQ9pI$0a6i>!;n;%>+^)~LMvqRD2Sd@P=pfwWV}m;Q@z
z2@onFw8D==8?g{wUHsc%GZckSXInox$#VgGvj@vlxeBOjL6%^atfrdT%+2Ux&)U@F
zYA+{|i06p~9{~d4WcffN!0lBIPg%?Jq(a08feqqp$d-}dj41+--w!l`1LjR`t7V}^
zk<uT812_Xr07>8k1G-|d@h2HNrux33tWJ;2glZ`AmiL$hMIE;f=s`G)oYfcj^k0LM
za%3OS0b-m#-{)#3_b%v*zA#H5b#5rnevDDBF^_M>oT0oA{~N?eFK;YCGKnCn(LN7U
zJoL{Or?)++v8k)AwGkla<|bZ|aPO`$w;%I7aN{C^t#UKOLgfi=pLTs7T5oJfO>68&
zcm)a%<lb;K%OZwhUxkcAcJaQJ0!g;s^MY*ctI4f+P}ncqxVh1psLA7DIsM@~V{}VM
z0Jp7wH&O%C!0UflzH7gIXc<MQo4^^+qj12$UIJ!-7{6ZF;xcc8NH0yd9(B^J-8G)=
zJ6T6o&U=q-ZZ{Q~<PTE>?S)4LB!^rDYxnMbIl2209|$UPudTZ%C|bO-hDs{}BF9z)
z{0C74!nTbz*VB-KMS+P!PxWG<?yk|dDEq_D-~t##>c+Mga)ny2<MyL%k`NhR%l|{A
zeTO0nbRZ;2r@#59{!t6D)vaV>X5u2IE*zyf_Mi?I?4dgdyPON~x4FGy6}8!X7Ys%-
zryt(lynVqA99!n6xkJp}$TYoqZACPLm1OjDLS#WD+N@E6N8LPFk|p-()kA5JYbvw_
zRH>}Le%4A2;b?@_-mJV|bgL9BpEV?ICs%mfkIGX8$L^t5DHl`gqWk$Y^g3}*p9)0R
z?1grThN?oDVbXT`RA>fCkIZ0&cFG!&DYgjMRRCp-dq5R^Nb{gBw3Hb~;L+rW18bGz
z-a$d1DI9c5C>gO#@cX!srvf$ccfx%#M-B!GJ_y5tZ(v?Ip~?he2G_NFLtuiQ-1Dz5
z?OF;FKtrLj6~qBTJtF0U_9H0neFXJD*{cyynNLvQ4r~R{A-EVDG05BoE8U=~IlRMI
z)Z2U(DHMXz2e8@{R1R4cycQvR#4tTRkJLypf8)L3nxLf-7$B%XOg%wSWSob<ZEgLD
zmo0YI2nQZz=jSJb|A#0K02U3pQ+OAQ;L1v~z5yGB*?H+*TfGiA?20_TDNVO(XgM4T
zaVD_ynm>+UiIA_#%DIS_0dkPos)GQ)mWzFgYpJdq8+L_uY6D`1ZYNnh8zSdZ_z12D
zaJTQzA0_xrBF+GlAk1D*5a(DPU@N(Rs0!D@L}1R`L{PzRBpZz8$2bx+lUG}(EF?Do
zr>s(}ZAO1X98SD>w4lELaujeIM7u65TWW(QLc>NKM_b7tL&RywR%28*NL8QfOL%=x
zKh2=6a)8SB6j*bpSMfF`EiG|+LieZ>dlvx;76Nyu<3J4Ij@_K9n|g7YhA5OsbuL>v
zgTm0qtNg*qA*}%`O<aCQxPAej5E=GjLoXD75wM@NTdh>2cqKT4f54SPw~9MKt>IbP
z=Rnhi3ruoApY;H=rCaaY*h^+<d4aPT^i<{IIZ*9_I*ADYZlq3;ctNDq2wn<(4MPW>
zc78)F0+|bVSg_sf5y06rPeWY(M~?uD0kh$P0bCn!4Db1Zkx|}_n8yC_imw0g9O>GR
zyl2nObg&5W_#F7rNEx(Q(QQw-AABUFX`uLQcD}PHPkoco1yN&u%TU4&??q)QqzI>1
zi~8z_$9wKr_XTzbye4)SA<RXJ3(Iy+*qkziOg51o!3M|bASVSTyB`sb3V-ObF;{yv
z(5yCUIfaGR)+um#N8^qAiGKqb0;geOA+l3|jR{YH%g$=GkodzG$mI|lDz#x8NkO=}
z!Yv~}p^G{B{>F^!&d!PWmB(m=AeB96Ju-fso;7;D!GZ!{UeRn92iH=X4qKiZ;UN-{
zg(f0DHR#YiA^<U351Bq96YLVOSUE_(1A*h&BejGl`ad*6;mtqrNtjcTWqLJXmPq~M
zAWCoc#2IAm4k~|!$BQnoVA^qqF@>ST#rn4ftvv{;Y1{oKjfyo|<49veJqf#yJ4}Bs
zJRcIh1aARFq&I`!hPN-cAyDiy`&$U($~+)FyKxb@TO>q~mw|oG$;vX_eh0-~Dd&WL
zaYaL90HC06aFalCc6T(D-N%$>6d5Ng%@Yjl6nZ#3OX9d*G+6cFbzscSr|bjcVLJ!)
zIu568|MIN!mq6pDE!_t1(n9h~|G(9g{zq_(h}P1}>mnhgMyV@QwU4Fzm$&L^Ax(~i
zn$bBeLZJ^0LA$g4WB(N-(mF|Hr6byziJkB2YK$MG@p&=krU?7Rqv&ljRf!nvwEY>B
z)e?_(9ojq)X%C*@irW1oy_37|26rNMBuX>>BS7Vn1#^#WC0ES~Jq9Sr%v5ePFwAIa
zX>pN~xsKc#^a?WE*!zvrZJxXGnv1i~B52D>eOhfbfr4I3N5}dHFny=^#?I`#G}8-_
z2J%sd+{aIyNpiG2PIj~XK5le6sUBW@^3q|5>j#_j!c`Im`fq?e3Fia&kOQR)+deZ_
zf<8)s-1tv$m>^&#&<N6NZldv5QxmKkLMr3k?+-fGpzs&pK?<JGe1mQyGHibFh)Doy
zRQaES;as3c614YX6xZ2v*A}>=f~v6G+!u@qat~M0lgwPHVd-El3}SDN%}q4#pP~a`
zAURhL9puH=XlM|j`@uqd3xFRNze8*(rN{>>fM}M;WMOk|TabAY0vw1ZzFzsBo09KH
zc|aunVOjwgmowbFO+~sIt@bMCA_b^28B2X5x!G~RT&z*WvQ@No{84bZ2?%6JX<!17
z*MqYIk>*V8Lov!;RLBfE*Uzv{D?teJmBT|zLxrkP3Tp()4i|9T+N@?5Fh#&h(KV5=
z1AR{Jf??9}`TrO3X_>(e;1T4%TR!k%7l3Z*bNY3gLYbTGxsBvB7!$~wf2tWp*CgWS
zw)JE|h>tT@>=0$>3Aq*0h@dO*wh)#r>W(IlyeFbm7-mH7z`@NfZLbogz0R!cZWHAR
zCbk(&J5Hc1(q52m#;}>286aI$)%_;*J^+!|sbvd3@yLdieR1)A?>nSTZPjEgy2K5P
z;6N5qR!5-v!XCthne&iYrr(}g5E(g_zXUh;Khjl6{*i;j|69USU()sqTF5ypXjZkN
z497qw2f01uSh0+dx(6zSeZKs7vY6^#40m)b-$06t?wGkuH_!h(h1BxRC&rKv4VCWR
zcP6I1VH+4dXJPRU!sewJ!z>Lp^C0A91zymf`Clce4QGoD>lD7KCup9Iqd70}Y^}3b
z@PVMj+dWaVXiHFP7l-u6gTs!P8;**qL91o;Q*Skse>Tj4nuQ>};ClaKv^R^Gr_sI5
zg?%dEUh%@Ywjpjm0Zs|A{eFU0nU6}E`F+Qc*xIa`smc>Gvw9hNW3(PJvmf<{n2+Du
ziD>_AK|9|!=d`$8|K90VHo*GfuA67A$4l6Dj$zCsO+F_Kvj@G)uSsO3ezYEoqD8~>
z^z3uwgoX<!>ZiL^CXovQy9N$^*=uR)tf_ltH0#$Iu^?s+j<xKomeYSUH3zXoag{b?
zY9hDcIwsi>fQJXrK?qc5Ay5VT209OghH&coA0lf^*%kkHHL9n%VubDXTJ!8E+BOrZ
zvkxx##^KVEAq(#w8z~{A@bune{;MErV`^CQ_s_njS(NDiFS1oZ?zPS6JOaoUvFh|f
z;K15BQL?hNWk|Y=63w{FRaT@s>>%@)-QVB@C|5DgKMfw9XQwpG8!RQZHZ0^sGN*R<
zy(=wQ0)^VZp%sm?o;GS`>`%^W%{kXWAJb^49&;uMtmcNm58s;2!Kx#@2aR<f>w%u-
zBbE*kH`Sf5Npsjy|LXU~NmuZPu|fJppTn6V?)e6jf9!78_jwNgJ>l3nh4094<NLY8
zogk1n*r+OF0d}p|3FT_(g*EjxTAe|{-e-72Ui;_ZI5A>+R%SQ$7mtv)aro5X<iIAB
zyhoez2=`A<*i|+?UW@?T<f$61T_I0vrOO5%|GYDBV*f-0AhG>HRCk_coJaPP<A_5^
zX@motS&u0s`atI}&#v-6khue+-}v_M4u@oqb-qtlZFfH;>4+ve&3T`yO;n(x<4}L3
zM~Zv9_8%`+1%LHJ_eHEEsr%!o$v*RJa|dfwX4FRy9B7-4B~(3P>c)G@GcLZSJ$QNW
zpi%pY8jGHNx;k3>+hiC7qs$6&;NL&Gw_Mc!^Yyv)|LgZPc>evq?`F^{|9)+Jd`0(?
zf4~0kkN<aNNdMgg|J?-t-2|lnZi4>@n}9*yCdW=V70y5Qhk`EpuNMnhth4y<zyG@q
g#J>3d>^@kzeN&&tkNG#F#HUa`enu(%sPWDJ1JbiyB>(^b

literal 0
HcmV?d00001