{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "511bb266",
   "metadata": {},
   "source": [
    "# Solutions Approchée et Exacte d'un problème de Riemann pour le système de Saint-Venant"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62aeb649",
   "metadata": {},
   "source": [
    "On étudie le système de Saint-Venant (« eaux peu profondes ») 1D :\n",
    "\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\partial_t h + \\partial_x (hv) = 0,\\\\\n",
    "\\partial_t (hv) + \\partial_x \\left(hv^2+\\dfrac{g}{2}h^2\\right) = 0,\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "avec une donnée initiale de Riemann (deux états constants séparés par un saut en $x=0$). Ce notebook calcule **et compare** deux façons d'obtenir $(h,v)(x,t)$ :\n",
    "\n",
    "- la **solution exacte**, construite analytiquement (choc et/ou détente selon les données) ;\n",
    "- la **solution approchée**, obtenue par un schéma de volumes finis (trois flux numériques au choix).\n",
    "\n",
    "## Comment l'utiliser\n",
    "\n",
    "Charger toutes les fonctions (exécuter tout le notebook une première fois), puis :\n",
    "\n",
    "- pour la **solution exacte seule** sur un cas : `affichage_sol_exacte(\"rupture de barrage\")`, ou `affichage_onde(...)` pour le diagramme $(x,t)$ en couleur ;\n",
    "- pour **comparer exacte et approchée** sur un cas et un schéma donnés : `etudier_cas(\"rupture de barrage\", scheme=\"HLL\", quoi=\"comparaison\")` (`quoi` peut aussi valoir `\"exact\"` ou `\"approx\"` seuls) ;\n",
    "- pour **plusieurs cas et/ou plusieurs schémas** d'un coup : `etudier_plusieurs(keys=[...], schemes=[...])` ;\n",
    "- en **interactif**, la dernière cellule (`explorateur_interactif()`) donne des menus déroulants (cas test, schéma, ce qui est affiché) + un curseur en temps.\n",
    "\n",
    "## Structure\n",
    "\n",
    "1. **Cas tests** — un dictionnaire unique, réutilisé partout.\n",
    "2. **Solution exacte** — construite onde par onde (pas de gros bloc de cas séparés).\n",
    "3. **Solution approchée** — un schéma de volumes finis générique, 3 flux numériques au choix.\n",
    "4. **Affichage** — fonctions purement graphiques, découplées du calcul.\n",
    "5. **Orchestration** — choisir un cas, un schéma, un instant (ou plusieurs), et tout afficher.\n",
    "6. **Exploration interactive** — widgets, si disponibles.\n",
    "\n",
    "**Astuce numérique transversale** : dans tout le notebook, une fonction qui *calcule* ne fait jamais d'affichage, et une fonction qui *affiche* ne fait jamais de calcul physique. Ça permet de relancer un affichage (par exemple changer d'échelle ou de variable tracée) sans refaire tourner le schéma numérique, et de réutiliser le même calcul pour plusieurs types de graphiques.\n",
    "\n",
    "## Pour adapter ce notebook à un autre système physique\n",
    "\n",
    "**Attention avant de commencer : ce notebook est écrit pour un système 2×2 dont les DEUX familles d'ondes sont vraiment non linéaires** (chacune est soit un choc soit une détente, jamais autre chose) — c'est le cas de Saint-Venant, mais **pas** de tous les systèmes hyperboliques :\n",
    "\n",
    "- un système à **3 équations** (Euler compressible, Ripa, ...) a généralement 3 familles d'ondes, souvent 2 vraiment non linéaires (choc/détente) encadrant une **discontinuité de contact** au milieu (ex. : $\\lambda_2=v$ pour Euler, entropie discontinue mais pression et vitesse continues) ;\n",
    "- un système de **relaxation** (voir par exemple le notebook `svRelax_exacte_approx.ipynb`) peut avoir **toutes** ses familles linéairement dégénérées : plus aucun choc ni détente au sens habituel, seulement des discontinuités de contact, et la recherche de l'état intermédiaire devient un système **linéaire** (pas de `brentq` nécessaire).\n",
    "\n",
    "Si votre système a une structure différente de \"2 familles, toutes choc-ou-détente\", **la correspondance ci-dessous ne s'applique pas telle quelle** au bloc *Solution exacte* — voir la note en fin de tableau.\n",
    "\n",
    "\n",
    "| Vous voulez changer... | Regardez dans... | Ce qui NE change PAS |\n",
    "|---|---|---|\n",
    "| Les équations elles-mêmes (flux, valeurs propres) | Bloc **Solution exacte** (`onde_1`, `onde_2`, `bornes_onde`...) et bloc **Solution approchée** (`Q`, `valeurs_propres`, les trois `flux_...`) | La structure des fonctions (une par famille d'onde ; un flux numérique par schéma) reste la même **si votre système a aussi 2 familles vraiment non linéaires** — sinon voir la note ci-dessous |\n",
    "| Les cas tests (nouvelles données initiales) | Le dictionnaire `IC`, tout en haut | Rien d'autre : toutes les fonctions lisent `IC` dynamiquement |\n",
    "| L'apparence des graphiques | Bloc **Affichage** (`plot_exact`, `plot_approx`, `plot_comparaison`, `plot_multi_instants`) | Le calcul (`calculer`, `sol_exacte_riemann`) n'a pas besoin d'être touché, quel que soit le nombre de familles d'ondes |\n",
    "| L'enchaînement (quels cas/schémas passer, quand recalculer) | Bloc **Orchestration** (`etudier_cas`, `etudier_plusieurs`, `explorateur_interactif`) | Ni le calcul, ni l'affichage : ces fonctions ne font qu'appeler les deux précédentes dans le bon ordre |\n",
    "\n",
    "**Note — si votre système a 3 familles (ou plus), ou des discontinuités de contact :**\n",
    "- Le principe **une fonction par famille d'onde** reste une bonne façon d'organiser le code, mais il vous faut alors une fonction par famille (`onde_1`, `onde_2`, `onde_3`...), et pour une famille linéairement dégénérée, la fonction correspondante n'a **qu'un seul cas** à coder (pas de `if choc / else détente`) : la traversée d'une discontinuité de contact est régie par la conservation de ses invariants de Riemann, obtenus en intégrant le champ propre associé — voir par exemple `etat_intermediaire_relax` dans `svRelax_exacte_approx.ipynb`, qui résout un système **linéaire** en $(1/h_*, 1/h_\\heartsuit, u_m, \\pi_m)$ plutôt qu'un `brentq`.\n",
    "- La convention des bornes triées (voir plus loin) reste valable et se généralise directement : chaque onde, choc/détente/contact, a une (chocs, contacts) ou deux (détentes) vitesses, et `sol_exacte_riemann` doit alors comparer $\\xi$ à *toutes* les familles dans l'ordre, pas seulement à deux.\n",
    "- Le bloc **Solution approchée** (schémas de volumes finis) se généralise sans difficulté particulière : `Q`, `valeurs_propres` et les trois flux numériques n'ont besoin que du nombre de variables conservatives et des formules physiques — ils ne \"savent\" pas combien de familles d'ondes existent.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb8ef5e0",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9e29f1a",
   "metadata": {},
   "source": [
    "`scipy.optimize.brentq` est utilisé plus loin pour la recherche de $h_*$ (voir la remarque numérique dans la section *Solution exacte*) : contrairement à `fsolve` (Newton), `brentq` demande un intervalle où la fonction change de signe, mais **garantit** la convergence dans cet intervalle — pas de risque de diverger ou de trouver une racine physiquement absurde (par exemple $h_*<0$) à cause d'un mauvais point de départ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "46a096b3",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2026-07-11T15:25:34.244498Z"
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   "source": [
    "import numpy as np\n",
    "from numpy.linalg import norm\n",
    "from scipy.optimize import brentq # ou fsolve\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = (12, 4.5)\n",
    "plt.rcParams.update({'font.size': 13})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50a6c5d7",
   "metadata": {},
   "source": [
    "## Cas tests\n",
    "\n",
    "Dictionnaire : `'nom' : (h_L, v_L, h_R, v_R, t_final)`.\n",
    "\n",
    "Les noms des cas (`'1-choc 2-choc'`, `'1-choc 2-détente'`, ...) indiquent la nature attendue de chaque onde, au sens du système classique : la 1-famille (celle qui part vers la gauche) et la 2-famille (celle qui part vers la droite) sont chacune *soit* un choc *soit* une détente, jamais autre chose — ces quatre combinaisons couvrent donc tous les cas possibles pour deux états $h_L,h_R>0$. Le cinquième cas, `'rupture de barrage'`, est un cas particulier physique classique ($v_L=v_R=0$, grand écart de hauteur) plutôt qu'une combinaison choc/détente nommée pour elle-même.\n",
    "\n",
    "**Astuce info** : `KEYS = list(IC.keys())` fige l'ordre des cas une bonne fois pour toutes. C'est ce qui permet d'écrire `for key in KEYS:` partout dans le notebook sans réinterroger le dictionnaire, et de garder le même ordre d'un affichage à l'autre."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "aa7259e6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-11T15:25:34.247689Z",
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     "shell.execute_reply": "2026-07-11T15:25:34.253705Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cas tests disponibles : ['1-choc 2-choc', '1-choc 2-detente', '1-detente 2-choc', '1-detente 2-detente', 'rupture de barrage']\n"
     ]
    }
   ],
   "source": [
    "g = 9.81  # gravite\n",
    "\n",
    "IC = {\n",
    "    '1-choc 2-choc':        (1, 1,  1, -1, 2),\n",
    "    '1-choc 2-detente':     (1, 1,  2, 1,  2),\n",
    "    '1-detente 2-choc':     (2, 1,  1, 1,  2),\n",
    "    '1-detente 2-detente':  (1, -1, 1, 1,  2),\n",
    "    'rupture de barrage':   (2, 0,  0.5, 0, 1.5),\n",
    "}\n",
    "KEYS = list(IC.keys())\n",
    "print(\"Cas tests disponibles :\", KEYS)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5341454",
   "metadata": {},
   "source": [
    "## Solution exacte\n",
    "\n",
    "**Principe physique.** Le problème de Riemann se résout en cherchant un unique état intermédiaire constant $(h_*,v_*)$, atteint depuis l'état gauche par une **1-onde** et depuis l'état droit par une **2-onde**. Chaque famille d'onde est *soit* un choc *soit* une détente et le sens de comparaison ($h_*\\lessgtr h_K$) suffit à le déterminer : $h_*\\le h_K$ signale une détente (loi de puissance/vitesse continue), $h_*>h_K$ un choc (relation de Rankine-Hugoniot).\n",
    "\n",
    "On écrit donc **une fonction par famille d'onde**, chacune choisissant choc ou détente en interne :\n",
    "\n",
    "- `onde_1(h_star, h_L, v_L)` / `onde_2(h_star, h_R, v_R)` : la vitesse $v$ obtenue en traversant la famille correspondante, en fonction de $h_*$.\n",
    "- `etat_intermediaire(...)` : trouve $h_*$ comme le zéro de `onde_1(h,...) - onde_2(h,...)`, c'est-à-dire l'endroit où les deux vitesses calculées de chaque côté coïncident.\n",
    "- `bornes_onde(...)` : une fois $h_*$ connu, donne soit la vitesse du choc, soit les deux bornes (**toujours triées**, `xi_min < xi_max`) de l'éventail de détente.\n",
    "- `h_v_dans_detente(...)` : la valeur de $(h,v)$ *à l'intérieur* d'un éventail de détente.\n",
    "- `_famille1_h_v(...)` / `_famille2_h_v(...)` : assemblent, pour chaque famille, les valeurs $(h,v)$ sur toute la zone qu'elle couvre (état constant + éventail éventuel), **vectorisées** sur tout le tableau `xi` d'un coup.\n",
    "- `sol_exacte_riemann(...)` : combine les deux familles en un seul `np.where` final.\n",
    "\n",
    "**Astuce numérique — entièrement vectorisé, sans boucle Python.** Toute la fonction `sol_exacte_riemann` (et ses fonctions auxiliaires) manipule `xi = xx/t` comme un tableau numpy, avec des `np.where` imbriqués — jamais de `for i, x in enumerate(xx):`. Le principe : `_famille1_h_v` calcule, sur **tout** le tableau `xi` en une fois, les valeurs $(h,v)$ qui *seraient* correctes si l'on était dans la zone couverte par la famille 1 (état $L$ ou éventail), ainsi qu'un masque booléen `est_famille1` disant *où* cette zone se trouve réellement ; `_famille2_h_v` fait de même pour la famille 2, sur la zone **complémentaire** (état $*$, éventail 2, état $R$) — comme les deux zones ne se chevauchent jamais, un unique `np.where(est_famille1, h1, h2)` final suffit à assembler le résultat. Ce style vectorisé est aussi environ 10× plus rapide qu'une boucle Python équivalente sur un maillage de quelques milliers de points.\n",
    "\n",
    "**Astuce numérique — pourquoi `brentq` et pas `fsolve`.** La fonction dont on cherche le zéro, $F(h)=\\text{onde}_1(h)-\\text{onde}_2(h)$, est monotone mais change de pente selon qu'on est côté choc (racine carrée) ou détente (autre racine carrée, mais via un invariant différent), et l'échelle de $h_*$ dépend fortement des données ($h_L,h_R$ très différents, cas presque secs...). Une méthode de Newton (`fsolve`) part d'un point de départ unique et peut diverger ou converger vers une valeur physiquement absurde (par exemple $h_*<0$) sans le signaler. `brentq` demande un intervalle où $F$ change de signe et **garantit** la racine dedans ; le petit bloc\n",
    "\n",
    "```python\n",
    "lo, hi = 1e-12, max(h_L, h_R)\n",
    "while F(lo)*F(hi) >= 0:\n",
    "    hi *= 2.0\n",
    "```\n",
    "\n",
    "élargit automatiquement l'intervalle jusqu'à trouver ce changement de signe, avant d'appeler `brentq` — donc robuste sur toute la gamme de cas tests sans avoir à ajuster un point de départ au cas par cas.\n",
    "\n",
    "**Astuce info — convention des bornes triées.** Dans `bornes_onde`, la détente de la famille 2 (à droite) a ses bornes triées `(xi_min, xi_max)` bien que l'état $*$ soit *physiquement* à gauche de l'état $R$ dans l'éventail : c'est une convention délibérée (toujours `xi_min < xi_max`, quelle que soit la famille) qui simplifie `sol_exacte_riemann` — sans elle, il faudrait un test supplémentaire pour savoir dans quel ordre comparer les bornes selon la famille, ce qui est une source d'erreur facile (une borne inversée déplace silencieusement la zone de détente sans faire planter le code).\n",
    "\n",
    "**Cas particuliers : formation de vide.** Si l'écart de vitesse $v_R-v_L$ est trop grand (deux détentes qui s'écartent plus vite que l'eau ne peut les alimenter), aucun état intermédiaire positif n'existe : `etat_intermediaire` renvoie alors `(0.0, 0.0)` comme signal, et `_sol_exacte_avec_vide` prend le relais pour placer une zone sèche ($h=0$) entre les deux détentes."
   ]
  },
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   "source": [
    "def onde_1(h_star, h_L, v_L):\n",
    "    \"\"\"v obtenu en traversant la 1-famille depuis (h_L,v_L) jusqu'a h_star.\"\"\"\n",
    "    if h_star <= h_L:   # detente : invariant de Riemann v+2*sqrt(g h) conserve\n",
    "        return v_L - 2*np.sqrt(g)*(np.sqrt(h_star) - np.sqrt(h_L))\n",
    "    else:               # choc : relation de Rankine-Hugoniot\n",
    "        return v_L - (h_star - h_L)*np.sqrt(g/2*(h_star+h_L)/(h_star*h_L))\n",
    "\n",
    "\n",
    "def onde_2(h_star, h_R, v_R):\n",
    "    \"\"\"v obtenu en traversant la 2-famille depuis (h_R,v_R) jusqu'a h_star.\"\"\"\n",
    "    if h_star <= h_R:\n",
    "        return v_R + 2*np.sqrt(g)*(np.sqrt(h_star) - np.sqrt(h_R))\n",
    "    else:\n",
    "        return v_R + (h_star - h_R)*np.sqrt(g/2*(h_star+h_R)/(h_star*h_R))\n",
    "\n",
    "\n",
    "def etat_intermediaire(h_L, v_L, h_R, v_R):\n",
    "    \"\"\"Etat constant (h_*, v_*) entre les deux familles d'ondes.\"\"\"\n",
    "    if not (h_L > 0 and h_R > 0 and (v_R - v_L) < 2*np.sqrt(g)*(np.sqrt(h_L)+np.sqrt(h_R))):\n",
    "        return 0.0, 0.0  # formation de vide, cf. sol_exacte_riemann plus bas\n",
    "\n",
    "    F = lambda h: onde_1(h, h_L, v_L) - onde_2(h, h_R, v_R)\n",
    "    lo, hi = 1e-12, max(h_L, h_R)\n",
    "    while F(lo)*F(hi) >= 0:\n",
    "        hi *= 2.0\n",
    "    h_s = brentq(F, lo, hi, xtol=1e-14, rtol=1e-14)\n",
    "    v_s = onde_1(h_s, h_L, v_L)\n",
    "    return h_s, v_s\n",
    "\n",
    "\n",
    "def bornes_onde(h_K, v_K, h_star, famille):\n",
    "    \"\"\"famille='1' (onde de gauche) ou '2' (onde de droite).\n",
    "    Renvoie ('choc', (sigma,)) ou ('detente', (xi_min, xi_max)) --\n",
    "    les bornes de detente sont TOUJOURS triees (xi_min < xi_max),\n",
    "    quelle que soit la famille : c'est la convention a respecter pour\n",
    "    que sol_exacte_riemann n'ait pas besoin de cas particulier.\"\"\"\n",
    "    if famille == '1':\n",
    "        if h_star > h_K:\n",
    "            sigma = v_K - h_star*np.sqrt(g/2*(h_K+h_star)/(h_K*h_star))\n",
    "            return 'choc', (sigma,)\n",
    "        else:\n",
    "            lam_K = v_K - np.sqrt(g*h_K)\n",
    "            v_star = onde_1(h_star, h_K, v_K)\n",
    "            lam_star = v_star - np.sqrt(g*h_star)\n",
    "            return 'detente', (lam_K, lam_star)\n",
    "    else:\n",
    "        if h_star > h_K:\n",
    "            sigma = v_K + h_star*np.sqrt(g/2*(h_K+h_star)/(h_K*h_star))\n",
    "            return 'choc', (sigma,)\n",
    "        else:\n",
    "            v_star = onde_2(h_star, h_K, v_K)\n",
    "            lam_star = v_star + np.sqrt(g*h_star)\n",
    "            lam_K = v_K + np.sqrt(g*h_K)\n",
    "            return 'detente', (lam_star, lam_K)\n",
    "\n",
    "\n",
    "def h_v_dans_detente(xi, h_K, v_K, famille):\n",
    "    \"\"\"Valeur (h,v) A L'INTERIEUR de l'eventail de detente, au point\n",
    "    auto-similaire xi=x/t. xi peut etre un tableau (calcul vectorise).\"\"\"\n",
    "    if famille == '1':\n",
    "        v = (v_K + 2*np.sqrt(g*h_K) + 2*xi) / 3\n",
    "    else:\n",
    "        v = (v_K - 2*np.sqrt(g*h_K) + 2*xi) / 3\n",
    "    h = (v - xi)**2 / g\n",
    "    return h, v\n",
    "\n",
    "\n",
    "def _sol_exacte_avec_vide(xi, h_L, v_L, h_R, v_R):\n",
    "    \"\"\"Cas particuliers ou un vide apparait (h_L=0, h_R=0, ou vide\n",
    "    intermediaire) : etat_intermediaire renvoie (0,0) dans ce cas.\n",
    "    xi est un tableau ; version entierement vectorisee (np.where).\"\"\"\n",
    "    if h_L == 0 and h_R == 0:\n",
    "        return np.zeros_like(xi), np.zeros_like(xi)\n",
    "\n",
    "    if h_L == 0:\n",
    "        lam2_s = v_R - 2*np.sqrt(g*h_R)\n",
    "        lam2_R = v_R + np.sqrt(g*h_R)\n",
    "        h_det, v_det = h_v_dans_detente(xi, h_R, v_R, '2')\n",
    "        hh = np.where(xi <= lam2_s, 0.0, np.where(xi < lam2_R, h_det, h_R))\n",
    "        vv = np.where(xi <= lam2_s, 0.0, np.where(xi < lam2_R, v_det, v_R))\n",
    "        return hh, vv\n",
    "\n",
    "    if h_R == 0:\n",
    "        lam1_L = v_L - np.sqrt(g*h_L)\n",
    "        lam1_s = v_L + 2*np.sqrt(g*h_L)\n",
    "        h_det, v_det = h_v_dans_detente(xi, h_L, v_L, '1')\n",
    "        hh = np.where(xi <= lam1_L, h_L, np.where(xi < lam1_s, h_det, 0.0))\n",
    "        vv = np.where(xi <= lam1_L, v_L, np.where(xi < lam1_s, v_det, 0.0))\n",
    "        return hh, vv\n",
    "\n",
    "    # h_L>0, h_R>0 mais vide au milieu (doubles detentes qui divergent)\n",
    "    lam1_L = v_L - np.sqrt(g*h_L); lam1_s = v_L + 2*np.sqrt(g*h_L)\n",
    "    lam2_s = v_R - 2*np.sqrt(g*h_R); lam2_R = v_R + np.sqrt(g*h_R)\n",
    "    h_det1, v_det1 = h_v_dans_detente(xi, h_L, v_L, '1')\n",
    "    h_det2, v_det2 = h_v_dans_detente(xi, h_R, v_R, '2')\n",
    "    hh = np.where(xi <= lam1_L, h_L,\n",
    "         np.where(xi < lam1_s, h_det1,\n",
    "         np.where(xi < lam2_s, 0.0,\n",
    "         np.where(xi < lam2_R, h_det2, h_R))))\n",
    "    vv = np.where(xi <= lam1_L, v_L,\n",
    "         np.where(xi < lam1_s, v_det1,\n",
    "         np.where(xi < lam2_s, 0.0,\n",
    "         np.where(xi < lam2_R, v_det2, v_R))))\n",
    "    return hh, vv\n",
    "\n",
    "\n",
    "def _famille1_h_v(xi, h_L, v_L, kind1, sp1):\n",
    "    \"\"\"Renvoie (h1, v1, est_famille1) : les valeurs (h,v) sur la zone\n",
    "    couverte par la 1-famille (etat L, et eventail 1 le cas echeant),\n",
    "    et un masque booleen indiquant OU cette zone s'applique. Vectorise :\n",
    "    xi est un tableau.\"\"\"\n",
    "    if kind1 == 'choc':\n",
    "        sigma1 = sp1[0]\n",
    "        h1 = np.full_like(xi, h_L)\n",
    "        v1 = np.full_like(xi, v_L)\n",
    "        est_famille1 = xi <= sigma1\n",
    "    else:\n",
    "        xi_min, xi_max = sp1\n",
    "        h_det1, v_det1 = h_v_dans_detente(xi, h_L, v_L, '1')\n",
    "        h1 = np.where(xi <= xi_min, h_L, h_det1)\n",
    "        v1 = np.where(xi <= xi_min, v_L, v_det1)\n",
    "        est_famille1 = xi < xi_max\n",
    "    return h1, v1, est_famille1\n",
    "\n",
    "\n",
    "def _famille2_h_v(xi, h_R, v_R, h_s, v_s, kind2, sp2):\n",
    "    \"\"\"Renvoie (h2, v2) : les valeurs (h,v) sur la zone couverte par la\n",
    "    2-famille (etat *, eventail 2 le cas echeant, et etat R) -- cette\n",
    "    zone est le COMPLEMENTAIRE de celle de _famille1_h_v, donc aucun\n",
    "    masque separe n'est necessaire ici. Vectorise : xi est un tableau.\"\"\"\n",
    "    if kind2 == 'choc':\n",
    "        sigma2 = sp2[0]\n",
    "        h2 = np.where(xi >= sigma2, h_R, h_s)\n",
    "        v2 = np.where(xi >= sigma2, v_R, v_s)\n",
    "    else:\n",
    "        xi_min2, xi_max2 = sp2\n",
    "        h_det2, v_det2 = h_v_dans_detente(xi, h_R, v_R, '2')\n",
    "        h2 = np.where(xi >= xi_max2, h_R, np.where(xi > xi_min2, h_det2, h_s))\n",
    "        v2 = np.where(xi >= xi_max2, v_R, np.where(xi > xi_min2, v_det2, v_s))\n",
    "    return h2, v2\n",
    "\n",
    "\n",
    "def sol_exacte_riemann(xx, t, h_L, v_L, h_R, v_R):\n",
    "    \"\"\"Solution exacte auto-similaire (h,v)(x,t) du probleme de Riemann.\n",
    "    Renvoie (hh, vv, h_s, v_s) -- meme signature que le notebook original.\n",
    "    Entierement vectorisee (np.where), sans boucle Python ni continue.\"\"\"\n",
    "    xx = np.asarray(xx, dtype=float)\n",
    "    h_s, v_s = etat_intermediaire(h_L, v_L, h_R, v_R)\n",
    "\n",
    "    if t <= 0:\n",
    "        # Toute la suite de la fonction raisonne en variable auto-similaire\n",
    "        # xi = x/t (bornes des ondes, position des chocs/detentes...).\n",
    "        # A t=0, xi est une division par zero : on court-circuite donc ce\n",
    "        # cas a part, en renvoyant directement la donnee initiale (h_L,v_L\n",
    "        # pour x<0, h_R,v_R pour x>0). On calcule quand meme (h_s,v_s), car\n",
    "        # cet etat ne depend pas de t -- utile pour afficher des t=0 vers\n",
    "        # quel etat intermediaire la solution va evoluer -- et pour garder\n",
    "        # la meme signature de sortie (hh, vv, h_s, v_s) dans tous les cas.\n",
    "        hh = np.where(xx < 0, h_L, h_R)\n",
    "        vv = np.where(xx < 0, v_L, v_R)\n",
    "        return hh, vv, h_s, v_s\n",
    "\n",
    "    if h_s == 0.0:\n",
    "        hh, vv = _sol_exacte_avec_vide(xx/t, h_L, v_L, h_R, v_R)\n",
    "        return hh, vv, h_s, v_s\n",
    "\n",
    "    kind1, sp1 = bornes_onde(h_L, v_L, h_s, '1')\n",
    "    kind2, sp2 = bornes_onde(h_R, v_R, h_s, '2')\n",
    "    xi = xx / t\n",
    "\n",
    "    # \"famille 1\" couvre l'etat L et (le cas echeant) l'eventail 1 ;\n",
    "    # \"famille 2\" couvre l'etat R, (le cas echeant) l'eventail 2, et\n",
    "    # l'etat * entre les deux -- les deux couvertures sont complementaires\n",
    "    # par construction (aucun chevauchement), donc un unique np.where\n",
    "    # entre les deux suffit pour assembler le resultat final.\n",
    "    h1, v1, est_famille1 = _famille1_h_v(xi, h_L, v_L, kind1, sp1)\n",
    "    h2, v2 = _famille2_h_v(xi, h_R, v_R, h_s, v_s, kind2, sp2)\n",
    "\n",
    "    hh = np.where(est_famille1, h1, h2)\n",
    "    vv = np.where(est_famille1, v1, v2)\n",
    "\n",
    "    return hh, vv, h_s, v_s"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b7015ac",
   "metadata": {},
   "source": [
    "### Verification rapide (residus de Rankine-Hugoniot)\n",
    "\n",
    "Avant de faire confiance a `sol_exacte_riemann`, on verifie que chaque\n",
    "famille identifiee comme un CHOC satisfait exactement les relations de\n",
    "Rankine-Hugoniot (residu attendu : precision machine)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "65af2191",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-11T15:25:34.284406Z",
     "iopub.status.busy": "2026-07-11T15:25:34.283675Z",
     "iopub.status.idle": "2026-07-11T15:25:34.290676Z",
     "shell.execute_reply": "2026-07-11T15:25:34.289769Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1-choc 2-choc         : h*=1.3418  |  residu choc 1 = 4.44e-16  |  residu choc 2 = 2.22e-15\n",
      "1-choc 2-detente      : h*=1.4538  |  residu choc 1 = 2.66e-15\n",
      "1-detente 2-choc      : h*=1.4538  |  residu choc 2 = 3.64e-14\n",
      "1-detente 2-detente   : h*=0.7062\n",
      "rupture de barrage    : h*=1.1035  |  residu choc 2 = 1.78e-15\n"
     ]
    }
   ],
   "source": [
    "def residu_RH(h_g, v_g, h_d, v_d, sigma):\n",
    "    \"\"\"Residu des relations de Rankine-Hugoniot pour un choc de\n",
    "    vitesse sigma entre l'etat gauche (h_g,v_g) et l'etat droit (h_d,v_d).\"\"\"\n",
    "    r1 = sigma*(h_g - h_d) - (h_g*v_g - h_d*v_d)\n",
    "    r2 = sigma*(h_g*v_g - h_d*v_d) - (h_g*v_g**2 + g*h_g**2/2 - (h_d*v_d**2 + g*h_d**2/2))\n",
    "    return max(abs(r1), abs(r2))\n",
    "\n",
    "for key in KEYS:\n",
    "    h_L, v_L, h_R, v_R, t_final = IC[key]\n",
    "    h_s, v_s = etat_intermediaire(h_L, v_L, h_R, v_R)\n",
    "    kind1, sp1 = bornes_onde(h_L, v_L, h_s, '1')\n",
    "    kind2, sp2 = bornes_onde(h_R, v_R, h_s, '2')\n",
    "    msg = f\"{key:22s}: h*={h_s:.4f}\"\n",
    "    if kind1 == 'choc':\n",
    "        msg += f\"  |  residu choc 1 = {residu_RH(h_L,v_L,h_s,v_s,sp1[0]):.2e}\"\n",
    "    if kind2 == 'choc':\n",
    "        msg += f\"  |  residu choc 2 = {residu_RH(h_s,v_s,h_R,v_R,sp2[0]):.2e}\"\n",
    "    print(msg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f15052e3",
   "metadata": {},
   "source": [
    "### Affichage : caractéristiques (x,t) et profil à un instant\n",
    "\n",
    "Deux façons de visualiser la même solution exacte :\n",
    "\n",
    "- `affichage_onde(key)` : un diagramme **spatio-temporel** $(x,t)$ en couleur (`contourf`), qui montre d'un coup d'œil toute l'évolution — on voit directement la forme des ondes (droite pour un choc, éventail pour une détente) et leur vitesse (la pente des zones colorées).\n",
    "- `affichage_sol_exacte(key, t)` : le profil $(h,v)$ à un **instant figé** (par défaut $t_{final}/2$), c'est ce qu'on regarde classiquement à un instant donné.\n",
    "\n",
    "**Astuce numérique — pourquoi `tt = np.arange(1e-3, t_final, dt)` et pas `np.arange(0, ...)`.** On a vu dans la fonction précédente que `sol_exacte_riemann` traite $t=0$ à part (division par zéro évitée dans le calcul de $\\xi=x/t$). En balayant `tt` à partir de `1e-3` plutôt que `0`, on reste toujours dans le cas général de la fonction et on évite d'appeler inutilement la branche particulière $t\\le 0$ des centaines de fois dans la boucle — un choix purement pratique, sans incidence sur le résultat visuel (`1e-3` est indiscernable de `0` à l'échelle du graphique).\n",
    "\n",
    "**Ligne de référence `axhline`.** Elle marque l'instant `t_ref` (par défaut $t_{final}/2$) directement sur le diagramme $(x,t)$ : ça relie visuellement les deux graphiques (`affichage_onde` en haut, `affichage_sol_exacte` juste en dessous) — le second est exactement la coupe horizontale du premier à la hauteur de la ligne pointillée.\n",
    "\n",
    "**Pourquoi ces deux fonctions renvoient `(fig, axx)`.** Pratique courant en matplotlib : renvoyer les objets `Figure`/`Axes` permet, si besoin, de continuer à personnaliser le graphique après l'appel (ajouter un titre, changer une échelle, sauvegarder avec `fig.savefig(...)`) sans devoir réécrire toute la fonction d'affichage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "d74974d1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-11T15:25:34.292353Z",
     "iopub.status.busy": "2026-07-11T15:25:34.292207Z",
     "iopub.status.idle": "2026-07-11T15:25:39.206812Z",
     "shell.execute_reply": "2026-07-11T15:25:39.205590Z"
    }
   },
   "outputs": [
    {
     "data": {
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x4gSKiopQr149tG3bFgMHDsTw4cPl7efNmwdXV1fExMTgzJkzeP78OerUqYNu3bohMDBQoS1Q/Ef99u3b8fnnnyMmJkY+yqN79+4aFZHKKyUlBadPn1ZaXnIEkbaXqZdIJNiwYQNef/11fPfdd4iNjcXZs2dRu3ZttGzZEosWLapwbgCoU6cOTp8+jdDQUOzcuRO///47TE1N4eXlhbFjx+Kdd96RnyZY0uLFi+Hr64uvvvoKMTEx+Pvvv1GzZk00adIEM2bMUCiclOb58+cAgIcPH6qcbFxGmyISAHTo0AFXrlxBaGgo9u7diwMHDsDMzAwNGzbE1KlTMWLECK32p86sWbPwyiuvIDQ0FDExMTh79iycnJwwevRofPDBByqvRuju7o7z58/jq6++wi+//IKjR49CEAQ0aNAAo0aNwrRp03SSjYiIiBRJBF38BEdERERERERERFUa50QiIiIiIiIiIqIysYhERERERERERERlYhGJiIiIiIiIiIjKxCISERERERERERGViUUkIiIiIiIiIiIqE4tIRERERERERERUJhaRiIiIiIiIiIioTCwiERERERERERFRmVhEIiIiIiIiIiKiMrGIREREREREREREZWIRiYiIiIiIiIiIysQiEhERERERERERlYlFJCIiIiIiIiIiKhOLSEREREREREREVCYWkYiIiIiIiIiIqEwsIhERERERERERUZlYRCIiIiIiIiIiojKxiERERERERERERGViEYmIiIiIiIiIiMrEIhIREREREREREZWJRSQiIiIiIiIiIioTi0hERERERERERFQmFpGIiIiIiIiIiKhMLCIREREREREREVGZWEQiIiIiIiIiIqIysYhERERERERERERlYhGJiIiIiIiIiIjKxCISERERERERERGViUUkIiIiIiIiIiIqE4tIRERERERERERUJhaRiIiIiIiIiIioTCwiERERERERERFRmVhEIiIiIiIiIiKiMrGIREREREREREREZWIRiYiIiIiIiIiIysQiEql09+5dSCQStG/fXuwo5XLz5k189dVXGDNmDLy8vGBiYgKJRILff/9dp49j7MdJFX0cu6+++gpvvvkmPD09UbNmTZibm6NevXoYNGiQVvsVBAE9e/aERCKBRCLB33//rZP8x44dk++ztJuHh4fK7e/cuYMpU6agcePGkEqlsLa2RvPmzTF//nw8evRI4+dXmqryWqus9yYRUWXiZ1v56Kp/oIt9ViRLQUEBQkND0aZNG1hbW6NWrVoYOHAgjh8/Xup2mZmZWLFiBdq1awd7e3vY2NigSZMmGDNmDK5du6bQtqJ9FUNW0fePNseR9I+fh1WfmdgByDCdO3cOANCxY0eRk5TPt99+i6+++krvj2Psx0kVfRy7kJAQpKamonXr1vD09ISlpSXu3r2Lffv2Yd++fZg7dy6++OKLMvezZs0aHD9+HBKJBIIg6Cx/vXr1MH78eLXrDxw4gEePHsHX11dpXUxMDPr164cXL17Aw8MDgwYNQm5uLk6fPo0vvvgCW7duxYkTJ9CkSROtMr2sqrzWKuu9SURUmfjZVj666h/oYp/l3a6goAADBw7EoUOH5MWjp0+f4sCBAzhw4AA2bdqEMWPGKG138+ZN9OvXDw8ePED9+vXh5+cHExMT3L17F9u2bUP//v3RokULefuK9FUMXUXeP9oeR9I/fh5WAwKRCgsWLBAACOvXrxc7SrmsX79eeO+994Tt27cLt2/fFnr16iUAEPbu3avTxzH246SKPo7d8ePHhRcvXqhcbmNjIwAQYmJiSt3H3bt3BRsbG+G1114TXF1dBQDClStX9J4/LS1NsLa2FgAIUVFRSutbtWolABDef/99obCwUL48MzNT6N+/vwBAeOONN8r12CVVlddaZb03iYgqEz/bykcX/QNd7bO824WEhAgAhHbt2gnPnj2TL//zzz8FMzMzwdLSUoiPj1fYJi0tTXBxcREACJ988olQUFCgsD4xMVG4f/++xs+5rL6KoSvv+0fXx5F0g5+HVR+LSKRS3759BQDCxYsXxY6iE/r68Kpqx0kVfX/wT5o0SQAgLFu2TG2boqIioW/fvoKtra1w//79UotIL6to/vXr1wsAhMaNGwtFRUUK6548eSIAEExNTYXs7GylbU+ePCkAEFxcXMr12CVV1dcaOxZEVBXxs63iNOkfVNY+1W1XUFAgODk5CQCEv/76S2m7KVOmCACE+fPnKyyfN2+eAECYMmWK9k9ChdL6KsZI0/ePro8j6Qc/D6sezolEKp0/fx5WVlZo3rw5fvjhB3Tv3h0ODg6oU6cOhg8fjvj4eLEjGgQep4ozNzcHAEilUrVtvv/+exw5cgQrV65Eo0aNKisaACA8PBwAMH78eEgkEoV1FhYWAKC0/GVOTk4VzsHXGhFVVT/99BMkEgkGDhyotk1kZCQkEgk6deqk9nTmqqw6HiNN+geVtU9128XExODJkydwc3NDly5dlLYbNWoUAGD37t3yZbm5udi4cSMA4IMPPtAqhzql9VVKio+Px7vvvouWLVvCxsYGtra26NGjh1HOVaOP41hSdXzPEWmKRSRScvfuXaSmpsLT0xODBg3C7NmzUaNGDfj7+6OoqAg7d+7E0KFDUVRUJHZUUfE4VdzFixexfft2mJiY4LXXXlPZJj4+Hu+//z66du2KGTNmVGq+O3fu4OTJk5BIJCrnIbCzs4OPjw8KCgqwdOlShX/rFy9e4OOPPwYATJo0qUI5+FojoqqsTZs2AKDyYglA8UUV3n33XQDAF198UWbhviqqbsdIk/5BZe2ztO0uXLgAAGoveiFbfvv2bWRkZAAonuPw+fPnaNq0Kdzd3REVFYUFCxZg6tSpWLFiBS5duqTV8yqrryKze/dutGjRAqGhoZBIJBgwYAC8vb1x8uRJvP766/j++++1elyx6fo4vqy6veeItCLmMCgyTBEREQIAAYAwZMgQITU1Vb7u0aNHQq1atQQAwu3btyv0OLKhjdrcevXqVaHH0uUwyso6TupU1vHT5bFbu3atMH78eOGtt94SunbtKkgkEsHCwkL47rvv1G7Tv39/wcLCQrh69ap8WWWdzvbRRx8JAIS+ffuqbXPt2jWhUaNGAgDBw8NDeOONN4RBgwYJTk5OQs2aNYVPP/1U68d9mRivNWN8fRGRccrPzxekUqkAQEhPT1daHx4errP55Yz1s60yj5Eq+j5u5ekf6Guf2mwnO51qzpw5avdnb2+v0GdZt26dAEDo37+/MHLkSJXHburUqUrz+6ijSV/l+PHjglQqFWrWrCns27dPYd3Ro0cFMzMzwd7eXsjIyNDoMfVNk/ePro/jy8R6z1Xm30eVhX29qodXZyMlsbGxAIC2bdti27ZtsLS0lK+rU6cO2rdvj0OHDuHRo0do3LgxAOC9997Dd999h/T0dI0r8f3794ebm5tW2by8vLRqr0/lOU4vmzBhAiZMmFCuK2kY4/GLiorC9u3b5fdtbGywevVqTJgwQWX78PBwHDhwAEuWLKn0K2sIgoAtW7YAACZOnKi2XfPmzfHXX39h5MiROHHiBO7evStf16dPH3To0KHCWcr7Wvvggw/w3//+V37fyckJvXv3xqpVq9CwYcNSH9MYX19EZJzMzMzg5eWFS5cu4erVqwqnBWVnZ+Ojjz6ChYWFwudZefodgPF+tpXnGKlS3n6Hvo+btv0Dfe5Tm+1ko4tsbGzU7s/W1hbp6enyts+ePQMAHD58GIWFhVi4cCEmT54MOzs77N+/H7NmzcK6detQt25dLFu2rNSsmvRV8vLyMGHCBOTl5eHw4cPo3r27wnpfX18MHToUO3bswKlTp+Dn51fqYxoKXR5HVcr7nqtI3wsw3s8oqmbErmKR4ZFN4Pvrr7+qXP/KK68IAIS4uDj5sn79+gldunSprIha00cFvDzHSRAE4fTp08LOnTsFQRCE8ePHC0ePHhXS09OFlStXCvn5+TrLpyv6OHaZmZnChQsXhAkTJggAhNdee03IyspSaJOUlCTUqFFDaNGihZCbm6uwrjJGIh05ckQAINjb2ytlK+no0aOCo6Oj4OnpKfz+++/Cs2fPhIcPHwpbt24V6tWrJ5iYmAgbN27U6rFfVt7X2muvvSa0a9dO+Ouvv4STJ08Kq1evFqRSqdC7d+8K5dEl/jpFRIIgCGPHjhUACBs2bFBYvmLFCgGAMG/ePIXl1bHfoe0xkjGmfocm/YPK2qcm2wUGBgoAhI8++kjtfho0aCAA/17Z7ZNPPpGPIJk+fbpS+507dwoABBsbmzJHBmnSVwkLCxMACG+++aba/bz33nsCAOHnn39W22bGjBmCp6enVrc+ffqUml8dTd4/ujyO6pTnPWcMfS9BMLx/TzIuLCKRkpo1awpWVlZCTk6O0rq8vDzBwsJCsLe3V7j6Q7169YTJkydXZkyt6OPDqzzHSRCKLzc6adIk4fXXXxf8/PyEefPmCd7e3sKaNWsMrjMnCJV3dbalS5cqLB88eLBgYmKi8nK6lVFEknUcSntdP3v2THB0dBSsra2Fe/fuKa0/efKkIJFIBAcHB4VT0LRV3tdaw4YNhf/85z8KyyZOnCiYmJiovJqcGNixICJBEIT//e9/SqcFPXr0SLCzsxNq1aql9BlaHfsd2h4jGWPrd8io6x+IsU91282dO7fM09kcHBwU+iyrV6+WFz/UXXFVdsW3I0eOlJpLk77KwIEDNT4t6sCBA2r3ExAQoPVpVq6urqXmV0eT948uj6M65XnPGUPfSxAM79+TjAtPZyMFsgl8O3furPLKFVeuXEFeXh66dOkiHz7+5MkTPHz4EK1bt9bqsT799FPcuHFDq228vLz0cgUGbZXnOMk0aNAAYWFhiIiIwKhRo3D79m3ExMSgfv36WmUw5uNX0vjx47Fx40bs3r0bS5YskS/fs2cPbGxsEBwcrLTNw4cPARQP3baxsZEPz9eVzMxM/PrrrwBQ6n737duHZ8+eoU+fPiqHHvv4+MDNzQ337t3D2bNn4e/vr3WW8r7WUlNTkZiYiObNmyu0r1OnDkxMTGBqalrq41aV1xcRGQfZJLZXr16VL1uyZAkyMjKwevVq1KhRQ768vP0OwLg/27Q5RiXpot8hxnFT1z+oiPLuU912rq6uAKD2CqmZmZlIS0tTaFuyv+Dh4aFyO3d3d/nrXB1N+yoXL14EAIwZM6bM737Za0yVXbt2lbptZdPVcSyNtu+5iva9gMp7rxnavycZFxaRSIFs7hV1V5k4f/48AMDb21u+7PLlywBK/+JR5cCBA4iKitJqm169ehlER648x0nm4cOHWLJkCZKTk9GnTx+0adMGr7/+OqZMmYL//Oc/Gn3BAMZ9/EqqXbs2ACAlJUVp3YsXL0p9jrJ/h/LMKVWaiIgIvHjxAs2aNYOPj4/adrJOo7qOe8l1snP3tVXe15rsqiQvnyd//Phx9O/fX365YnWqyuuLiIzDK6+8AuDfKyHduHEDGzZsQLNmzTBt2jSFtuXtdwDG/dmmzTEqSRf9DjGOW2n9g8rep7rt2rVrB+Df7+KXyb7DPTw8YGdnp7ANADx9+lS+vKSnT58CKJ5PSR1N+yopKSkwNzeXz51UVejqOJZG2/dcRftegHF/RlH1YSJ2ADIs586dA6C6+KFuvawzp+0vgseOHYNQfEqlxrdjx46V41npXnmOk8z9+/fh7++PPXv2oGHDhnj99ddx9OhRPHnyRKtLtBvz8Svp6NGjAIAmTZooLC/tech+zbty5QoEQcDSpUt1mmnTpk0ASv9lDyj+dRco/vcuKChQWp+amir/NUnbSRJlyvtak70vmzZtioKCAiQmJmLu3LnIyMjAt99+W+bjVpXXFxEZh7p166JOnTpITk5Gamoq3nvvPRQUFOB///uf0h9e5e13AMb92abNMSpJF/0OMY6buv6BGPtUt52Pjw9q1aqFe/fu4cyZM0rbySboHjJkiHyZs7MzOnbsCAA4cuSI0jZ37tzB/fv3Aaj/AQnQvK/i4OCA/Px83Lp1q9R2xkZXx7E02r7nKtr3Aoz7M4qqDxaRSIGmf7CWrP5fuXIFDRo0gKOjo/4D6tnSpUshkUjKHNlSnuMk07lzZ7z55psKy+zs7LBw4UKNfqEwVMHBwfDy8lI6/ez48ePYtm0b8vLylLbZu3cvPvzwQwBAYGBgpeQsy927d3H8+HGYmJhg3Lhxpbbt378/rKyscP/+fcyfPx/5+fnydenp6Zg0aRKys7PRpEkTpau06fu1JuvIeHp6wtzcHM7Ozti6dSt2794NZ2fnUh+TiEgMsqLQmjVr8Pvvv6N3794YPHiwUrvq2O+Q0fQYlWSo/Y6K9A903eco73ZmZmaYN28eAGD69Ol4/vy5fF1kZCQ2bNgAqVSK2bNnK2y3cOFCAMDixYsVTpVKS0vD1KlTUVhYiCFDhqi9mpe2fRUAmDp1Kp48eaK0/t69e9iwYUOp+zBU5TmO+nzPse9F1Yb20yhRVVazZk3BwsJCyMvLU1qXn58vWFpaClZWVkJBQYF8eYcOHYT+/ftXZswynTt3TujcubP8ZmdnJwAQPD095cuGDBmitN2iRYsEAIKfn1+p+y/PcTIW5T1248ePFwAI48ePV1j+ww8/CAAER0dHwc/PTxg9erQwYMAAoXHjxvKJ+kqbkFKV0ibWLm9+mcWLFwsAhFdffVWjLBs3bhRMTEwEAIKzs7MQEBAgvPbaa0KtWrUEAIKdnZ3KycH1/Vrr2LGj0LFjR+Hs2bPCX3/9JYSGhgomJibC6NGjNXpe+lLRfx8iqrpkkxSbmpoKJiYmwvnz51W2q479DhlNj5ExqEj/QNd9jopkycvLE/z8/AQAgpOTk/Dmm28Kffv2FUxMTASJRCKEh4er3G727NkCAMHS0lLo3bu38Prrrwu1a9cWAAheXl7Co0eP1B47bfoqDx48EJydneVXKuvTp4/w1ltvCX379hWaNWsmABACAgLK3I8+VaRvoO1x1Od7zlD7XpWNfb2qj0Ukkrtz544AQPD29la5/uLFiwIAoXPnzvJlhYWFgrW1tfDee+9VVkyNHD16tFxXGBg0aJAAQNi2bZvafZfnOBmT8h47dR26u3fvCh999JHQs2dPoWHDhoJUKhWsrKyExo0bC2PHjhWio6O1zlhaEam8+QVBEIqKigR3d/cyXwMvO3PmjPD2228LjRo1EiwsLARLS0uhWbNmwowZM1RetU0Q9Ptak70vg4KCFJaPHj1asLa2Fl68eKHxc9O1ivz7EFHVFh4eLv8cmDBhgso21bHfUZImx8hYVKR/oOs+R0X7Knl5ecJnn30mtGzZUrC0tBRq1Kgh9O/fX4iKiip1u+3btws9e/YU7O3tBalUKjRv3lxYtGiRkJaWpnab8vRVUlJShPfee09o3ry5YGlpKVhaWgrOzs5C9+7dhSVLlgjXr1/XaD/6UtG+gTbHUV/vOUPue1U29vWqPokgCAKIyumff/6Bp6cnNm/ejLFjx4odp0IKCgrg6OiIpk2bIjY2VumqakS6ou/Xmux9+cMPPyjMlbB3714MHjwYe/fuxaBBg3T6mERElYH9DiIqL32+59j3ouqEV2ejCpGd+5ucnKx0qUgvLy+lqxMYsjNnziAjIwP//e9/2ZEjvdL3a032vmzbtq3C8r59+8LS0hL79+9nR4aIjBL7HURUXvp8z7HvRdUJi0hUIVeuXAEALFiwQGndDz/8YFSdOR8fH3BgHlUGfb/Wrly5AnNzc7Ro0UJhubW1NXr37o39+/fr7bGJiPSJ/Q4iKi99vufY96LqhKezERERERERERFRmUzEDkBERERERERERIaPRSQiIiIiIiIiIioTi0hERERERERERFQmTqytQ0VFRUhKSoKdnR2vskFEVI0JgoCMjAw0aNAAJib8vYaoJPaXiIgIYH/JWLGIpENJSUlwcXEROwYRERmI+Ph4ODs7ix2DyKCwv0RERCWxv2RcWETSITs7OwBAT4uhMJOYi5zGOJnY2+GH4wfEjkFUrfVfNQN1wy+KHcOoFQj5iM77Tf69QET/kr0vbp5rADtb/vJcEYOvvolHd5zEjkFULZnmSuCx/KLYMYxagZCP6Pxd7C8ZGRaRdEg2JNtMYg4ziYXIaYxURi7s7dihJBJTrUQzfobpCE/VIVIme1/Y2ZrwO7+CzGykMLGyFDsGUbVk9cyEAwd0hP0l48JvbiIiUmB5+LLYEYiISAOHW28TOwJRtWUXL4gdgUgULCKRwemzeI7YEYiqLe8TU8SOQEREWmjZ+r7YEYiqpRo7zokdgUgULCKRwam19QJO59qIHYOoWmo8/qbYEYiISAsRTXeLHYGo2nGO5Cgkqr5YRCKDtHhhoNgRiKqdNruCxI5ARETl0KvjNbEjEFUrNvsuiB2BSDQsIpFBst91ETszG4kdg6ha8Zx/SewIRERUDq86/i12BKJqg6OQqLpjEYkMVmymm9gRiIiIiAxeR8t4sSMQVRtmLwrFjkAkKhaRyGD9caqt2BGIqo0PHvYUOwIREZVTA1Nz2DhniB2DqFqwuhAndgQiUbGIRAaLp9YQVZ47U5qIHYGIiCpgV/vvxY5AVOXZ3zZBUVq62DGIRMUiEhm0jhvmih2BqMqbGDcIuHpH7BhERFQBDUzNYVorV+wYRFVa/W9jxY5AJDoWkcigefz4UOwIRFXejT1NxY5AREREZNBMcyRiRyAyCCwiERFVc2ZZYicgIiJdeOeVKLEjEBFRFcciEhm0ovgkDL4+QuwYRFVavfXnxY5AREQ68E6NG4A1rxxFpA9NtzwXOwKRQWARiQye1dscJkGkL30WzxE7AhER6dDKHr+IHYGoypE+M4Fwg/NHEgEsIpERKErLgPeJKWLHIKpyTufaoNbWC2LHICIiHQqwecjRSEQ65v5LqtgRiAwGi0hkFBqPvyl2BKIqZ/HCQLEjEBGRHrzpfU7sCERVhnUiRyERlcQiEhmNhEL+qkakS/a7LoodgYiIiMig2cULYkcgMigsIpHROJXtLnYEIiIiIoO3rM4psSMQVRnmWUViRyAyKCwikdHYND9A7AhEVUabXUFiRyAiIj16s/sZsSMQVQk2+zh/JFFJLCKR0bA8fBlfPmsrdgyiKsFz/iWxIxARkR5xNBJRxbntLRA7ApHBYRGJjMrJCd5iRyAyeh03zBU7AhERVQKORiKqGOmxy2JHIDI4LCKRcbl6BxPjBomdgsiouYWcFzsCERFVAo5GIiq/pttyxI5AZJBYRCKjc+6ih9gRiIwWTwklIiIiKpvZrQSxIxAZJBaRyOjYPDAVOwKR0Yp81EzsCEREVInqN00ROwKRUSpKSxc7ApFBYhGJjI7zVzwVh6i8rN7OEjsCERFVosOtt4kdgcjo1D0lETsCkcFiEYmMUo9POTEwkba8T0xBUVqG2DGIiKiStWx9X+wIREalxo5zYkcgMlgsIpFRqreeo5GItNX4M16mloiIiKg09rf5JzJRafgOISIiIiKqwt5ucFrsCERGw4xn/hOVyuCKSCEhIRg+fDg8PDwgkUjg5uam1fbHjh2DRCIp9Xby5EmN2rdt21a3T450yvvEFLEjEBmNnZmNgKt3xI5BRDrC/hJpI8DmIUxr5Yodg8go1D2SJHYEIoNmJnaAly1cuBCOjo7w9vbG8+fPtd6+efPm2LJli9Ly3NxcTJkyBU5OTujUqZPS+ilTpqBHjx4KyxwdHbV+fKo8jcffBPg3MZFGNs0PgCUuix2DiHSE/SXS1sYu4Ri/b6rYMYgMmnWiCYoSWEQiKo3BFZHu3LkDDw8PAECrVq2QmZmp1fZ169bFmDFjlJZv27YNRUVFGDduHMzNzZXWd+3aVeV2ZNja7ArC5SGrxY5BZNC+fNYWlodZQCKqSthfIm11kObCxjkDLxLsxI5CZLBcw/5BkdghiAycwZ3OJusQ6dqGDRsAAIGBgWrbZGVlIScnRy+PT/rhOf+S2BGIDN7JCd5iRyAiHWN/icpj7Ss/iR2ByGDZ3zZBUVq62DGIDJ7BFZH04d69ezh69Ci6d+8OT09PlW1mz54NGxsbWFlZwd3dHR9//DHy8/NL3W9ubi7S09MVblT5Bl8fIXYEIsPGuZCISAPsLxFRddbgaKrYEYiMgsGdzqYPGzduhCAIKn9VMzc3x6BBgzBgwAA4Ozvj4cOH+Pnnn7F48WKcPHkS+/btg6mpqcr9hoSEYNmyZfqOT2VIzbYSOwKRwUooLBQ7AhEZCfaXqr4OUk6uTUREFSMRBEEQO4Q6snP84+Liyr2PwsJCuLm5IT09HcnJybC2ttZou8DAQISFhWHr1q0YPXq0yja5ubnIzf33yzg9PR0uLi7oIx0BM4lFuTOTdkxcGmD7sW1ixyAySF1Xz4XzV+fFjlHtFAh5iMyNQFpaGuzt7cWOQ1WcsfaXkm46w96uWgyKNyjfPvfCmsh+YscgMiimORI0+fCc2DGqnQIhH5F5O9hfMjJV/pv74MGDSEhIwKhRozTuEAHAokWLAAD79u1T20YqlcLe3l7hRpWvKD6Jp7QRqcECEhFpgv2l6uOdGjfEjkBkcDx+yxY7ApHRqPJFpLCwMAClTxCpiouLC0xNTZGSkqKPWKRjVm9niR2ByOD0WTxH7AhkhEJCQjB8+HB4eHhAIpHAzc1Nq+3z8/Mxbdo0tG/fHk5OTpBKpXB3d8fIkSNx8eJFpfbHjh2DRCJReWvbtq3Kxzh37hz69+8PBwcH2NnZwdfXF9HR0do/WZJjf6l6WflqhNgRiAyG9JkJTGKviR2DyGhU6TmRHj9+jL1796JNmzbo0KGDVtvevXsXhYWFqFevnp7SkS4VpWWgx/nxOO69SewoRAbhdK4Nam29IHYMMkILFy6Eo6MjvL298fz5c623z8vLQ2xsLLp3746xY8fCzs4ODx48wA8//IBOnTph//796Nu3r9J2U6ZMQY8ePRSWOTo6KrU7e/YsevXqhTp16mDRokWQSqX4/vvv0bdvX+zfvx9+fn5aZ67u2F+qfgJsHmKh2CGIDIT7L6kw2PldiAyQUReRkpOTkZaWhkaNGqkcer1582bk5+eX+qvaw4cPlTo+hYWFCA4OBgAMHjxYt6FJb6y31gB4JXMiAMDkqAnwxN9ixyAjdOfOHfnl42Vz7WjDxsYGsbGxSsunTp2KRo0a4b///a/KIlLXrl0xZsyYMvcfFBQEExMTREdHo1GjRgCAcePGoWXLlpg+fTpu3rwJiUSiVeaqjv0lIiL1hBu8ii2RNgyuiLRlyxbcv38fAJCSkoK8vDysWLECAFCjRg3MnDlT3jY4OBibNm3C0aNH4evrq7SvjRs3wtLSstRO6YABA1CrVi10794dDRs2xKNHj7Bjxw5cunQJw4YNwxtvvKHbJ0hEVBmyVF8liagssgKSrtWrVw/W1tZITVV/CeWsrCyYmJjA0tJS5fq7d+/i1KlTmDBhgryABAAODg4IDAzEsmXLcPr0aXTp0kXn+Q0N+0tUUS1b38fVK65ixyAiIiNjcEWksLAwREVFKSyTTdro6uqq0CkqTUxMDK5fv47Ro0ejZs2aatuNHDkSe/bswTfffIPU1FRYW1ujVatWWLduHQIDA/lrphGx33URp1faoLP0hdhRiETnOf+S2BGomissLERqaioKCwsRHx+PL774AhkZGRg4cKDK9rNnz8bEiRMBAG5ubpg0aRI++OADmJuby9ucOXMGAODj46O0vWzZmTNnqkURif0lqqiIprvR8kqQ2DGIROUcyRPZiLQlEQSB7xwdSU9Ph4ODA/pIR8BMYiF2nGopx68N9q77WuwYRKJqsyuIRSSRFQh5iMyN0Osla3NycpCXl1dmO0EQlP7Al0qlkEqlZW5bkUvH//3332jdurX8vp2dHd555x2sWLFCoTB08uRJfPrppxgwYACcnZ3x8OFD/Pzzz4iMjMSrr76Kffv2wdS0eGRdaGgo3n33Xfzxxx947bXXFB7v2rVraNmyJd577z189tlnWuelyiPrLyXddIa9XZW/xotBmx7vh6izLcSOQSQaz/m8iq2YCoR8RObtMIj+EgBYWFioHQ1N/zK4kUhEFWF5+DK+fNYWcxwvih2FSDQsIFV9OTk5cHO1waPHRWW2tbW1VZrXaMmSJVi6dKme0hVzd3fHn3/+iby8PNy+fRs//fQTXrx4gby8PIUiUrdu3bB3716FbSdPnozAwECEhYVh+/btGD16NIDi090AqCyAyTp9sjZEVLa1LofRkkUkqqbc9haIHYH0TJv+ElB86v29e/dYSCoDi0hU5UTN6oo5Wy+KHYNIFB03zIUb+KtaVZeXl4dHj4tw7Wx92JUykiMjowgtOiYjPj5e4Rc+TUYhVZSNjY3CldImTZoEb29v3Lp1CwcPHixz+0WLFiEsLAz79u2TF5Fkk0Ln5uYqtc/OzlZoQ0Sa4dxIVF1Jj10WOwLpmay/dDO2Qan9JaC4z+TZIQl5eXksIpWBY4ipyjE7dU3sCESicduTJnYEqkR2diawL+Um6zDZ29sr3CqjiPQyW1tbDBs2DIcOHcKdO2VfCcfFxQWmpqZISUmRL2vYsCEAICEhQal9YmIiAMDZ2VlHiYmIqKqyv80/g6uTsvpLJftM2tq2bRvat28PKysrODk5YdSoUfILX5QlPz8fK1euRPPmzSGVSlGrVi288cYbuHHjhtptbt26hfHjx8PZ2RlSqRT169fHgAEDcP369XLlLw++e4iIqhCT9GyxIxCpJRst9OzZszLb3r17F4WFhQqXle/YsSOA4smgXyZbJmtDRJqJaLpb7AhElc6MZz6TDqxZswajR4+GlZUVVq1ahTlz5uDPP/+Ej48PkpKSSt1WEAQMGTIEH374ITw9PbFq1SoEBQXhxIkT6NKlC65dUx4YceTIEbRt2xanTp3C1KlT8d133+G9995DjRo18PjxY309TSU8nY2qpI4b5uJs4CqxYxBVqsHXR0AaX/oXFpEuJScnIy0tDY0aNZKfRpaSkoJatWrBxETxd6qHDx9ix44dsLW1RcuWLRWWlywUAcVXdgsODgYADB48WL68cePG6NSpE3bs2IHly5fDxcUFQPFEzWFhYWjcuHG1uDIbka7Vb5qC5Fu1xY5BVGlqb4oVOwIZuadPnyI4OBje3t44duwYzMyKSyv9+/dHp06dsHjxYmzYsEHt9nv27MEff/yBKVOmYN26dfLlY8eORatWrRAUFITDhw/Ll6ekpGDkyJHo0qUL9u3bJ+opdywiUZXkFnIeCBQ7BVHlsno7C5pNG0ik3pYtW+TDsFNSUpCXl4cVK1YAAGrUqKFw6fjg4GBs2rQJR48eha+vLwBg69at+PLLLzF06FC4u7vDwsIC//zzDzZt2oTU1FRs2LBBYd6iAQMGoFatWujevTsaNmyIR48eYceOHbh06RKGDRuGN954QyHf6tWr4evrix49eiAoKAgWFhZYt24dkpOT8ccff/BS80TlcLj1NrS8FSR2DKJK4XiZJ+NQxe3evRuZmZkICgqSF5AAoEOHDujZsyciIiKwdu1aWFiovmr70aNHAQATJ05UWO7h4YEePXrg0KFDePDgARo1agQA+O677/D06VOEhobC0tIS2dnZMDU1Vbt/fWIRiaosjkai6mTw9RGQpj0SOwZVAWFhYYiKilJYtmjRIgCAq6urQhFJlR49euDs2bPYu3cvHj58iLy8PNStWxd+fn6YPXs2fHx8FNqPHDkSe/bswTfffIPU1FRYW1ujVatWWLduHQIDA5WKQp07d0Z0dDQ+/PBDLF26FIWFhejQoQMOHz4sL2QRERGpw1FIpAtnzpwBAKV+jWxZVFQUbty4gTZt2qjcPicnB4DqC4LIlp05c0ZeRPrjjz9gZ2eHrKwsdOzYEbGxsZBIJOjQoQNCQkLQt29fnTwvTbCIRFUWz3UmItLesWPHNG4bHh6O8PBwhWXt27fH1q1bNd7HggULsGDBAo3bA8XzHh06dEirbYioDNaFQJap2CmIiESVnp6ucF8qlaq8IElpF/SQLUtISFBbRGrRogUAIDIyUqFNVlYWTp8+DQB48OCBfPmNGzdQWFiIfv36ISAgAAsWLMCjR4/wySef4NVXX8Wff/6J3r17a/NUy41j+ajKcv6Klzmn6iNzWwOxI5AIkgoLkVDKLamwUOyIRGQkVvb4RewIRHonfcY/f6ujh4X5SCrj9rAwH0Dx1WEdHBzkt5CQEJX7zMoqHrGgqsAkm69I1kaVMWPGoHbt2li8eDHWr1+Pe/fu4ezZs3jzzTfx5MkTpe0zMjKQlZWF119/HVu3bsWbb76JGTNm4OjRo5BIJFi4cGH5Dk458F1EVZr3iSliRyDSu9O5Nqi19YLYMYiIyIgF2DyEaa1csWMQ6ZXHJl6AhEoXHx+PtLQ0+U12oY+XyU45y81V/tyUXY1W1alqMo6Ojvjzzz/h7u6OKVOmwMPDA506dUJ6erp8hLa9vb28vZWVFQBg0qRJCvvx9PSEj48Pzpw5U2rRSpdYRKIqrfH4m2JHINK7FUGTym5ERERUho1dwsWOQKQ31okmKEpgEYlKZ29vr3BTNdIIABo2bAig+JS1l5V2qltJr7zyCi5duoR//vkHUVFR+Oeff3DixAl5YcrLy0veVrav+vXrK+2nfv36KCoqwvPnz8t+gjrAIhJVeW128WojVHV9+awtLA9fFjsGERFVAR2kuRyNRFWWawQLSKQ7HTt2BADExMQorYuJiYGtra1CEag0TZs2Rc+ePdG0aVMAwP79+2Fvb49u3brJ23Tp0gVA8Uiplz148ABmZmZwdHTU+nmUB4tIVOV5zr8kdgQivdnzpa/YEYiIqAqxtMoTOwKRzkmfcRQS6VZAQACsra2xevVqFBQUyJfHxsYiOjoaI0aMgIWFBQAgOTkZN27c0Oh0s6+//hp///035s6dCxsbG/nycePGAQDWrFkDQRAUHu/UqVPo27evfC4mfePV2YiIjJj5C6HsRkRERBp6ze06diZ0EjsGEZFBc3JywsqVKzFnzhz4+vpi7NixePLkCVatWoW6deti+fLl8rbBwcHYtGkTjh49Cl9fX/nyAQMGwMPDAy1atIBEIsGhQ4ewa9cuDBw4EB9++KHC4/Xu3Rvjxo3D5s2b0a9fPwwZMgSPHj3C6tWrYWdnh9DQ0Mp66hyJRNXDBw97ih2BSC/sd10UOwIREVUhy+qcEjsCkc7VP8kRdqR7s2fPxo8//oisrCzMmTMHX3zxBfz8/BATEyOfM6k0Xbt2xbFjx/D+++/jvffeQ0JCAr755hvs3r0b5ubmSu03btyIzz//HImJiZg3bx6++eYb+Pv74/Tp02jZsqU+nqJKEqHkWCiqkPT0dDg4OKCPdATMJBZix6GSWjbGjj0bxU5BpFNdV8+F81fnxY5BKhQIeYjMjUBaWprClTV0RfZ9c/pqPdjaqf89KDOjCJ1bPtRbDqLykL1+k246w76U1y+J59vnXlgT2U/sGEQ6YZojQZMPz4kdg1QoEPIRmbdD7/2l89fqltpfAor7TN4tHrHPpAF+c1P1cPUOJsYNEjsFkU6xgERERPrwTo0bYkcg0hmP37LFjkAiSy6wQVKBbam35AKbsndEAFhEomoka5jYCYh0p8enc8WOQAYgqcAOiQX2am9JBXZiRyQiIzWzzyGxIxBVmGmOBCax18SOQVSlsIhE1UZRWgZ2ZjYSOwaRTtRbz1FIRERERKVx+TNf7AhEVQ6LSFStJOQ5ih2BiIiIyODxlDYiIlKFRSSqVvZ86St2BKIK8z4xRewIVIWFhIRg+PDh8PDwgEQigZubm1bb5+fnY9q0aWjfvj2cnJwglUrh7u6OkSNH4uLFiyq3ycvLw/Lly9G4cWNIpVK4urpiwYIFyMrKUmrr6+sLiUSi8rZr1y7tnzARqdWy9X2xIxBViPTYZbEjEFU5ZmIHIKpMtbZewOkPbdBZ+kLsKETl1nj8TbEjUBW2cOFCODo6wtvbG8+fP9d6+7y8PMTGxqJ79+4YO3Ys7Ozs8ODBA/zwww/o1KkT9u/fj759+ypsM3r0aPzyyy8YO3YsevbsiUuXLiE0NBSxsbH4888/YWKi+JuXk5MTVq1apfTYHTp00DovEakX0XQ3Wl4JEjsGUbk4R/Ii5ET6wCISVTuLFwbiYOhXYscgKpc2u4LgiUtix6Aq7M6dO/Dw8AAAtGrVCpmZmVptb2Njg9jYWKXlU6dORaNGjfDf//5XoYh08OBB/PLLL5g1axZWr14tX+7m5oZ3330XP/30E8aMGaP0GC8vIyL96NXxGqLOthA7BpHWbPZdEDsCUZVkcKezVXQYPaD9UHdthtGT8bPfdZETbJPR8pzPAhLpl6yApGv16tWDtbU1UlNTFZZv3boVADB//nyF5dOnT4eVlRV+/PFHlfsrKipCeno6ioqK9JLX0LG/RJVlrcthsSMQac1tb4HYEYiqLIMbiVTRYfQy2gx113YYPRm///78Bt4MVH59EBmyiXGDAGSIHYNII4WFhUhNTUVhYSHi4+PxxRdfICMjAwMHDlRod+bMGTRo0ACurq4Ky62srNC2bVucOXNGad+JiYmwtbVFdnY2LC0t0bt3byxfvrxanc7G/hIRkXqcC4lKSiqoCesC01LbZBUUVlIa42dwRaSKDqOX0XSoe3mG0RMRieFptjWkLCJROaSnpyvcl0qlkEqlen3M69evo3Xr1vL7dnZ2eP/99/Hhhx8qtEtMTESLFqpPlXF2dsZff/2FrKwsWFtbAyj+fvbx8UHr1q0hlUpx4cIFrF69Gt26dcP+/fvRp08f/T0pA8L+ElUmG+cMvEiwEzsGEREZAIP7yUiXw+g1Gepe3mH0ZNzcQs6LHYFIa9IFtmJHIAOTWOCI+Pxaam+JBY4AABcXFzg4OMhvISEhes/m7u6OP//8E/v27cNXX32FFi1a4MWLF8jLy1Nol5WVpbagZWlpKW8jEx4ejpUrV2LUqFEYNmwYPv74Y5w5cwZmZmaYNm2a/p6QgWF/iSrTrvbfix2BSGP2tw3uT1yqwrZt24b27dvDysoKTk5OGDVqFO7fL/vKlseOHVN7SrnsdvLkSXn7qKgozJgxA61bt4adnR1q166Nbt26Ydu2bRCEyp1E3uBGIumKpkPdyzOMXiY3Nxe5ubny+y//0kuGreOGuTjLU9rISEyMGwRcvSN2DDJS8fHxsLe3l9/X9ygkoHiEi5+fn/z+pEmT4O3tjVu3buHgwYPy5dbW1grfpSVlZ2fL25TG09MTI0aMQHh4OG7duoWmTZvq4BlUD+wvkSYamJqjftMUJN+qLXYUojLV/1b54g5E+rBmzRrMmjUL3bp1w6pVq/DkyRN8+eWXiI6OxtmzZ9GgQQO12zZv3hxbtmxRWp6bm4spU6bAyckJnTp1ki9fsGABHjx4gKFDh2LWrFl48eIFtm/fjtGjRyMyMhLr16/Xy3NUpUoWkbQZ6q7tMPqSQkJCsGzZMr09D9Ivt5DzQKDYKYg0kzVM7ARkzOzt7RWKSGKwtbXFsGHD8N///hd37txB48aNAQANGzZEQkKCym0SExNRs2bNMotIAOQTS6ekpLCIpCH2l0gbzWqkIBksIpFhc7zMUUhUOZ4+fYrg4GB4e3vj2LFjMDMrLq30798fnTp1wuLFi7Fhwwa129etW1flaeDbtm1DUVERxo0bB3Nzc/nyTz/9FN27d5c/DgDMnj0bvr6+2LBhA+bMmYOWLVvq8BmqVyXfZdoMddd2GH1JwcHBSEtLk9/i4+N1+0SIiP5fURrnQiLjJxtZ9OzZM/myjh07IikpSWnod3Z2Ni5evIiOHTtqtO9bt24BKL4KHGmG/SXSRms71cVeIkNinlW5p/VQ9bV7925kZmYiKChIobDToUMH9OzZExEREUqn8GtCVngKDFQc7eDr66vwOABgYmKCN998EwBw5coVrR+rvKpkEUkV2VD3W7duyTuaQMWG0UulUvmvu4bwKy9pb/D1EWJHICIyWsnJybhx44ZC8SAlJUXl3DoPHz7Ejh07YGtrq/BL2ejRowEAoaGhCu2//fZbZGdnK/xKl5qaqrJDFhsbi4iICLRs2VKncwVVR+wvkTrv1LghdgSiMtW88lzsCFRNyE7j9vHxUVrn4+ODjIwM3Lih3efmvXv3cPToUXTv3h2enp4abZOYmAgAqFOnjlaPVRFV8nQ2dVQNddfVMHoyTtJBjwBOM0MGrs/iOaiFC2LHoGpiy5Yt8lFBKSkpyMvLw4oVKwAANWrUwMyZM+Vtg4ODsWnTJhw9ehS+vr4Aiidg/vLLLzF06FC4u7vDwsIC//zzDzZt2oTU1FRs2LBB4Xv1tddew5AhQ/D1118jLS1Nfun4tWvXwtfXF2+//ba8bVRUFKZOnYrhw4ejSZMmkEqluHjxIsLDw2Fubl6p8wFUZewvkTorX43AwoP8AY4Mk/SZCYQb7NhTxWh6RVtZ8cbZ2VlpnWxZQkIC2rRpo/Fjb9y4EYIgKI1CUicxMRHr1q2Dh4cHevToofHjVFS1KiKpGuresWNH/Pjjj7h//77CZJGyYfSV+Y9B4vA+MQXnu/OqI2SYTufaoNZWFpCo8oSFhSEqKkph2aJFiwAArq6uCkUkVXr06IGzZ89i7969ePjwIfLy8lC3bl34+flh9uzZKn+x+/nnnxESEoLNmzfj559/Rt26dTFv3jwsWbIEJib/Dpr29PREr169cODAATx69Ai5ublo0KABxowZgw8++IBzIekI+0ukToDNQyy0LgSyTMWOQqTE/ZdU8GQ2UuVhgQMs80svfeQUFAAovqJtSUuWLMHSpUuV2stGYasqMJV1mrcqhYWFCA8Ph729PYYPH15m+6ysLAwdOhSZmZnYvXu3wvxJ+mbURaTk5GSkpaWhUaNG8l+/UlNTYWNjAwsLC4W26oa6jx49Gj/++CNCQ0OxevVq+XJVw+ipamo8/iZHI5HBWrwwEPa4KHYMqkaOHTumcdvw8HCEh4crLGvfvr38cvCakkqlWLp0qcpOWknNmzdHRESEVvsm9pdItzb13oDx+6aKHYNIgXUiRyGRbmh6RVvZ92lubi6srKwU1ml6ddmSDh48iISEBEydOrXM7XJychAQEIDY2FiEh4ejV69eGj+OLhhcEamiw+i1HequzTB6qrraHJqBy/2+ETsGkYKdmY1gv+ui2DHIgCXm1YRlnvpfnnLy8isxDVUm9pdILB2kqufGIhKTa0QSlGfjI9KepnP3NWzYEEDxKWsvj4Qu7VQ3dcLCwgAoT6j9spycHAwZMgRHjhzBunXrMG7cOI0fQ1cMrohU0WH05RnqrukweiIiIiJDwP4SERGReDp27Ih169YhJiZG6TszJiYGtra28PLy0mhfjx8/xt69e9GmTRt06NBBbbvc3FwMHToUhw4dwrfffovJkydX6DmUl0QQBJ46qiPp6elwcHBAH+kImEksyt6ADEaOXxvsXfe12DGIFLTZFQTP+ZfEjkHlUCDkITI3AmlpaXq5EpXs+yb4r/6wtC1lJFJmPkK6HtBbDqLykL1+k246w96OxSdjtORxF+w80UnsGERynvPPix2ByqFAyEdk3g6995c+PtMHlrZlzImUWYBFnSI1zvLkyRO4urrCy8sLp0+fhplZ8f5jY2PRqVMnTJw4UT66SNVp5SV9/vnneO+997B69WrMmjVL5ePl5uZiyJAhOHjwINauXYtp06aVmVFfDG4kEpEYLA9fxpfP2mKO40WxoxDJsYBERESGaFmdU9gJFpHIMLjtLRA7AlVDTk5OWLlyJebMmQNfX1+MHTsWT548wapVq1C3bl0sX75c3lbVaeUlbdy4EZaWlqXOL/j222/jwIED8PPzg62tLX788UeF9W3atNHqSnAVwSIS0f87OcEbc/ZcFDsGEQCg44a5cAN/VSMiIsP0ZvczHI1EBkF67LLYEaiamj17NpycnBAaGoo5c+bA2toa/v7+CAkJkc+ZVJaYmBhcv34do0ePRs2aNdW2i42NBQAcPnwYhw8fVlq/ZMkSFpGIKt3VO5gYNwg/uP0udhIiuIWwgERERIaLo5HIEDTdliN2BDICj/IcIC3lQiQAkFvOi5G8/fbbZV5cQtXVbGV8fHygyQxDcXFx5UinHzwRnaiE5x+6iB2BCO1+miN2BCIiorJZF4qdgKo5k9hrYkcgqnZYRCIiMjBmWRKxIxAREZWpfsNnYkcgIqJKxiISUQlmp/hrBomPp7IREZExONx6m9gRqBqre4o/uhGJgUUkopf0+HSu2BGoGvM+MUXsCGREHufZ42Ept8d5ur9cLhFRSS1b3xc7AlVTNXacEzsCUbXEIhLRS+qtP4/TuTZix6BqqvH4m2JHICIi0tj7jQ6IHYGqIY5CIhIPi0hEKnyX3FvsCEREREREpIL9vWyxIxBVWywiEalwKaGB2BGoGtqZ2UjsCEQICQnB8OHD4eHhAYlEAjc3N622T01NxVdffYV+/frBxcUFVlZW8PT0xJQpUxAfH692u1u3bmH8+PFwdnaGVCpF/fr1MWDAAFy/fl2p7blz59C/f384ODjAzs4Ovr6+iI6O1vapEpEOdJDmwrRWrtgxqJoxe/hc7AhE1ZaZ2AGIDFHj8TeBO2KnoOpm0/wAWOKy2DGomlu4cCEcHR3h7e2N58+fa7396dOnMW/ePPTp0wczZsyAk5MTrl69inXr1iEiIgIxMTFo0aKFwjZHjhzB4MGD4ezsjKlTp8LZ2RmpqamIjY3F48eP0bx5c3nbs2fPolevXqhTpw4WLVoEqVSK77//Hn379sX+/fvh5+dX0UNARFra2CUc4/dNFTsGVRPWiSYoSkgSOwYZkSe5NrAwtyi1TV5uXiWlMX4sIhGp0WZXEC4PWS12DKomvnzWFpaHWUAi8d25cwceHh4AgFatWiEzM1Or7b28vHDz5k00adJEYfnAgQPh7++PJUuWYMeOHfLlKSkpGDlyJLp06YJ9+/bB0tKy1P0HBQXBxMQE0dHRaNSoePTeuHHj0LJlS0yfPh03b96ERMK5MogqUwdpLmycM/AiwU7sKFQNuIb9gyKxQxBVYzydjUgNz/mXxI5A1cjJCd5iRyACAHkBqbzc3NyUCkgA4OfnB0dHR1y5ckVh+XfffYenT58iNDQUlpaWyM7ORl6e6l8D7969i1OnTmH48OHyAhIAODg4IDAwELdu3cLp06crlJ+IymdX++/FjkDVgP1tExSlpYsdg6haYxGJqBTtfpojdgSqBibGDQKu8vxJ0p/09HSFW25u5c9fkpaWhoyMDNSpU0dh+R9//AE7OztkZWWhY8eOsLa2hqWlJTp16oQjR44otD1z5gwAwMfHR2n/smWyNkRUuRqYmosdgaqB+t/Gih2BSMG2bdvQvn17WFlZwcnJCaNGjcL9+/fLta8RI0ZAIpHAy8tL5fq4uDhMnjwZjRs3hpWVFZydnTFkyBDExMRU5ClojUUkolLUvCF2AqoOOJE7ldfjXDs8yrFXe3ucW3xqiYuLCxwcHOS3kJCQSs+6YsUK5OfnY/z48QrLb9y4gcLCQvTr1w/NmjXDjh078PXXXyMhIQGvvvoqjh49Km+bmJgIAHB2dlbav2xZQkKCHp8FERERUbE1a9Zg9OjRsLKywqpVqzBnzhz8+eef8PHxQVKSdvN27du3D7/88gusrKxUrk9MTESHDh2wc+dOjBgxAmvWrMHkyZNx5swZ9OzZE3/++acunpJGOCcSUSlqRz8SOwJVA9LzNmJHoCouPj4e9vb28vtSqbRSHz8iIgKhoaHw9/fHxIkTFdZlZGSgsLAQb731FrZu3Spf7ufnh1atWmHhwoX466+/AABZWVkAVOeXzaUka0NElW9mn0NYE9lP7BhURZnmcL47MhxPnz5FcHAwvL29cezYMZiZFZdW+vfvj06dOmHx4sXYsGGDRvvKzMzE9OnTMX36dOzdu1dlm82bN+Pp06fYtWsXAgIC5MsDAgLQrl07hIWFwd/fv+JPTAMciURUiqL4JAy+PkLsGFTFOX91XuwIVMXZ29sr3CqziPTHH39g7NixaNeuHXbs2AETE8Wuh+wXt0mTJiks9/T0hI+PD86cOSMvDFlbWwOAytPxsrOzFdoQUeV7pwaHcJP+ePyWLXYEIrndu3cjMzMTQUFB8gISAHTo0AE9e/ZERESE2jkeX/bRRx8hPz8fn3zyido2aWlpAIAGDRTPYJDdr8z+D4tIRGWwepu/apP+9Ph0rtgRiPTmwIEDGDZsGLy8vHDo0CE4ODgotZGdhla/fn2ldfXr10dRURGeP38OAGjYsCEA1aeslXaqGxFVnpWvRogdgaog6TMTmMReEzsGVQOaziNZ1jyNGRkZuHGj7ML62bNn8fXXX2PVqlUKo8Zf5ufnBwCYMWMGoqKikJiYiNOnT2PMmDGoWbMm5s6tvL8pWEQiKkNRWgZ6nB9fdkMiLSUUFqLeeo5Coqrp4MGDGDp0KJo1a4YjR46gVq1aKtt16dIFQPEpdy978OABzMzM4OjoCADo2LEjAKicQFK2TNaGiMQRYPMQsC4UOwZVMe6/pIodgYzY01wbPMkp/fY0t3h6CU3nkdTFPI0FBQWYPHky/Pz8MHLkyFLb+vn54csvv8Tt27fh6+sLZ2dndOnSBYmJiTh16hRat25d5nHQFRaRiDRQb3ic2BGoCvrP+/PEjkBUIcnJybhx44bSPESHDh3CkCFD0LRpU0RGRsLJyUntPsaNGwegeHJKQRDky2NjY3Hq1Cn07dtXPt9R48aN0alTJ+zYsUOh6JSeno6wsDA0btxYXpQiIvHUb/hM7AhUhVgnmkC4wavYUuWIj49HWlqa/BYcHKyynS7maQwNDcXNmzexdu1ajbLJCkf/+9//sHv3bnzxxRdITU3Fq6++inv37mm0D13gxNpERCKxfqjZedJElWnLli3yS9OmpKQgLy8PK1asAADUqFEDM2fOlLcNDg7Gpk2bcPToUfj6+gIoLv4EBARAEARMmjQJBw4cUHqMMWPGyP+/d+/eGDduHDZv3ox+/fphyJAhePToEVavXg07OzuEhoYqbLt69Wr4+vqiR48eCAoKgoWFBdatW4fk5GT88ccfkEg48SqR2JrVSEEyaosdg6oIM06FRJVINn9kWUrO0/jyFdU0mafxzp07WLZsGRYuXIjGjRuX+Xjr16/H9OnTceHCBbRq1Uq+fODAgWjTpg3mz5+PX3/9tcz96AKLSEQaOp1rg87SF2LHoCrE7BTP7SfDExYWhqioKIVlixYtAgC4uroqFJFU+fvvv5GTkwMAas/PL1lEAoCNGzeiTZs2CAsLw7x582Brawt/f398/PHH8PLyUmjbuXNnREdH48MPP8TSpUtRWFiIDh064PDhw/JCFhGJa63LYbQ820LsGFRF2D/g6ZFkeErO09i0aVOFdZrM0zh//nzUrFkTI0eORFxcnHx5QUEB8vPzERcXBysrK9StWxcAEBISgubNmysUkACgWbNmaNeuHY4ePaqLp6URns5GpKEVQZPKbkSkoTa7gsSOQKTSsWPHIAiCylvJTg4AhIeHQxAEheLNhAkT1G4vu73M1NQU8+fPx7Vr15Cbm4unT59ix44dSgUkmY4dO+LQoUNIT0/HixcvEBUVxQISkYHp1ZE/lJBu2Oy7IHYEIiVlzdNoa2urth8DAHFxcUhKSoKnpyfc3d3lt8TERNy9exfu7u4YP/7feXkTExORn5+vcl/5+fkoKCio4DPSnMEVkUJCQjB8+HB4eHhAIpHAzc1Nq+1TU1Px1VdfoV+/fnBxcYGVlRU8PT0xZcoUlZN2Hjt2DBKJROWtbdu2unlSVCVYHr6ML5+1FTsGVRGe8y+JHYGqgGfZVniaba329izbquydkFFif4kM3VqXw2JHoCrAbW/l/WFMpI2AgABYW1tj9erVCgWc2NhYREdHY8SIEbCwsACgeg7JVatW4bffflO61a5dGw0bNsRvv/2GJUuWyNu3aNEC//zzD/766y+FHOfPn8elS5fQqVMnPT/jfxnc6WwLFy6Eo6MjvL295Zf01cbp06cxb9489OnTBzNmzICTkxOuXr2KdevWISIiAjExMWjRQnl47ZQpU9CjRw+FZbKrwRDJRM3qijlbL4odg4xcxw1z4QZelY2Iyo/9JTIGb3Y/g50nKu8PG6p6pMcuix2BSCUnJyesXLkSc+bMga+vL8aOHYsnT55g1apVqFu3LpYvXy5vq2oOyd69e6vc75w5c2BpaYkhQ4YoLF+2bBmGDh2Kfv36Ydq0aWjWrBlu376Nb7/9FiYmJvj444/19VSVGFwR6c6dO/Dw8AAAtGrVCpmZmVpt7+XlhZs3b6JJkyYKywcOHAh/f38sWbIEO3bsUNqua9euSnM0EL3M7NQ1fPCwJz6tFy12FDJibiEsIBFRxbC/RMbgdYcL2AkWkah8mm7LETsCUalmz54NJycnhIaGYs6cObC2toa/vz9CQkLkcybpyuDBg3Hq1CmsXLkSO3bsQFJSEhwcHNC3b1989NFHaN++vU4frzQGV0SSdYjKS91wbj8/Pzg6OuLKlStqt83KyoKJiYn8knxEqjzKKXu2fiIiIn1if4mMQQdprtgRiIiQmmMFM1NpqW0KckzLte+3334bb7/9dqltwsPDER4ertH+Xp5/sqSOHTvit99+0yKdfhjcnEj6kpaWhoyMDNSpU0fl+tmzZ8PGxgZWVlZwd3fHxx9/rHbiKpnc3Fykp6cr3Kjqu7GnadmNiNQYfH2E2BGIiNRif4l0rX7TFLEjkJEyieXk7ESGqNoUkVasWIH8/HyFGc4BwNzcHIMGDcKnn36KPXv24Pvvv4eHhwcWL16M119/HYWF6i8pGRISAgcHB/nNxcVF30+DDIDzVzwVicrP6u2sshsREYmE/SXStcOtt4kdgYyQ4+Vq82cqkdGRCKqutWsgZOf4lzakSxMRERF466234OfnhwMHDsDEpOwPpcDAQISFhWHr1q0YPXq0yja5ubnIzf13mG56ejpcXFzQRzoCZhKLCmUmw/ZwsjeOf7BK7BhkZHqcH496w+PEjkGVoEDIQ2RuBNLS0mBvr/tTYNPT0+Hg4IBuu2fCzEb98OyCF7k4GbBGbznIMBhrfynppjPs7fiHYnXQJmoqCp+WfioJUUme8/mjbXVQIOQjMm+H3vtLHX6dU2p/CSjuM8UO+5J9Jg1U+W/uP/74A2PHjkW7du2wY8cOjTpEALBo0SIAwL59+9S2kUqlsLe3V7hR9dAg4pbYEcgYHeIVjIjIMLG/RESGQvqsyv+JSmTUqvQ79MCBAxg2bBi8vLxw6NAhODg4aLyti4sLTE1NkZLC87hJWVFahtgRyAiZZxnswE8yUs9zrJCarf72PMdK7IhkBNhfIn37uMNusSMQEZGOVNki0sGDBzF06FA0a9YMR44cQa1atbTa/u7duygsLES9evX0lJCMnfeJKWJHICNyOtcGtbZeEDsGEZEC9peoMgTYPIRpLV6pjTTjsSlJ7AhEVAqjLiIlJyfjxo0byMpSnKj20KFDGDJkCJo2bYrIyEg4OTmp3cfDhw+VlhUWFiI4OBgAMHjwYN2Gpiqj8fibYkcgI7IiaJLYEYiommJ/iQzBxi7hYkcgI2CdaIKiBBaRiAyZmdgBXrZlyxbcv38fAJCSkoK8vDysWLECAFCjRg3MnDlT3jY4OBibNm3C0aNH4evrCwCIjY1FQEAABEHApEmTcODAAaXHGDNmjPz/BwwYgFq1aqF79+5o2LAhHj16hB07duDSpUsYNmwY3njjDT0+WzJ2bXYF4fKQ1WLHIAP35bO2sDx8WewYRFSFsL9ExqaDNBemtXI5wTaVyjUiCUVih6AqJyPHEqYmpX/2FOZIKimN8TO4IlJYWBiioqIUlskmbXR1dVXoFKny999/IycnBwAwd+5clW1KdopGjhyJPXv24JtvvkFqaiqsra3RqlUrrFu3DoGBgZBI+GIi9TznXwKGiJ2CDF3UrK4wwzWxYxBpJCQkBOfPn8e5c+dw7949uLq6anXVr9TUVGzevBn79u3D9evX8eTJEzRq1Ai9evXCokWLlC7vnpycjDVr1uDcuXM4d+4cnjx5gvHjxyM8PFzl/n19fZX6CTK//fYbhgwZonFWY8b+Ehmjd16JwprIfmLHIANlf5ujkIiMgUQQBM70qiOySwj2kY6AmcRC7DhUSd69FovO0hdixyADNrxxL7EjUCUrEPIQmRuh90vWttz+Hkyt1f+yVpiVi6sj/6dVDolEAkdHR3h7e+PcuXOwt7fXqoh04MABDBw4EH369EHfvn3h5OSEq1evYt26dbCwsEBMTAxatGghb3/s2DH07t0bLi4uaNWqFfbv319mEenq1atYtWqVynXOzs4aZyVxyF6/STedYW9n1DMrkJa+fe7FIhKp5RwpwGYf54+sTgqEfETm7dB7f8nzpw9K7S8BxX2mm6M/1VuWqsTgRiIRGZvfUtujc71osWMQEenEnTt34OHhAQBo1aoVMjMztdrey8sLN2/eRJMmTRSWDxw4EP7+/liyZAl27NghX96+fXs8fvwYtWvXxpMnT1C7du0yH8PGxkZhlAwRGYd3atzAGrCIRKqZvSgUOwKR1rZt24bPP/8c165dg42NDfz9/fHpp5/C1dW11O20Hbn9ssuXL6N9+/YoKCjAtm3b8NZbb+nyaZWKP/8QVdCdKU3KbkTVVscNqk8TITJUsgJSebm5uSkVkADAz88Pjo6OuHLlisJyOzs7jQpHLysqKkJ6ejqKijh7BpExmdnnkNgRyACZ5kggPcb5I8m4rFmzBqNHj4aVlRVWrVqFOXPm4M8//4SPjw+Skko/NfP06dOYN28eBEHAjBkz8PXXX2PAgAH48ccf0bp1a1y7pn4qjKKiIkyePBmWlpa6fkoaYRGJqKKu3sHEuEFipyAD5RZyXuwIREhPT1e45eZW/qW209LSkJGRgTp16lR4X4mJibC1tYWDgwNsbGwwYMAAxMbG6iAlEenbOzVuiB2BDJDHb9liRyDSytOnTxEcHAxvb28cO3YM06ZNw0cffYQDBw4gOTkZixcvLnV72cjtP//8Ex988AECAwOxatUq7NmzB2lpaViyZInabdesWYOrV6/ivffe0/XT0giLSEQ6kDVM7ARkiHp8ylFIpF9ZWRZ4kSVVe8vKKp6fz8XFBQ4ODvJbSEhIpWddsWIF8vPzMX78+Artx83NDe+99x7CwsLwyy+/4N1338XJkyfRrVs3REZG6igtEenTylcjxI5ABsQ0RwKTWF6AhIzL7t27kZmZiaCgIJiZ/TtLUIcOHdCzZ09EREQgLy9P7fbajtyWiY+Px0cffYQlS5agUaNGFX8i5cA5kYh0oCgtAz3Oj8dx701iRyEDkVBYiHrrOQqJDEN8fLzCJJFSaeVeYjsiIgKhoaHw9/fHxIkTK7SvlyfcHjZsGMaMGQNvb29MmzYN//zzT4X2T0T6F2DzEAvFDkEGo+mW5+CVnshQpKenK9yXSqUq+01nzpwBAPj4+Cit8/HxQVRUFG7cuIE2bdpo9fiykdstW7ZUuX7GjBlwc3PD3Llz8eOPP2q1b13hSCQiHcm8UVPsCGRA1qT0FjsCkZy9vb3CrTKLSH/88QfGjh2Ldu3aYceOHTAx0X3Xw9PTEyNGjMCtW7dw69Ytne+fiIj0R5KcInYEquJys82Rk21R6i032xyA5qO3ExMTAUDlVWFlyxISErTOWtrI7R07duD333/Hd999pzD6qbJxJBKRjtTkKf5UwqHbXmiMm2LHIBLVgQMHMGzYMHh5eeHQoUNwcHDQ22O5ubkBAFJSUtC0aVO9PQ4R6UbL1vdx9UrpVy+i6qEoLb3sRkSVRNPR21lZWWrXyya8lrXRVGkjt58/f47Zs2fjP//5j8rRT5WJI5GIdKTW1gs4nWsjdgwyEI3Hs4BE1dvBgwcxdOhQNGvWDEeOHEGtWrX0+niyEUj16tXT6+MQkW5ENN0tdgQyAM6RPJGNDIumo7etra0BQOXFSrKzsxXaaKKskdvvv/8+CgoK8N///lfjfeoLi0hEOrR4YaDYEcgAtNkVJHYEokqRnJyMGzduKP3SdujQIQwZMgRNmzZFZGQknJycdPJ4qampKiepjI2NRUREBFq2bAkPDw+dPBYR6V+vjpxMubqz2XdB7AhE5dKwYUMAqk9ZK+1UN1XKGrl94cIFbNiwAbNnz0Z6ejri4uIQFxeHJ0+eACgehR0XF1dpV9/l6WxEOmS/6yJ2LmuEN20fiB2FROQ5/5LYEYjKbcuWLbh//z6A4k5JXl4eVqxYAQCoUaMGZs6cKW8bHByMTZs24ejRo/D19QVQXNAJCAiAIAiYNGkSDhw4oPQYY8aMUbgv27+sGHX58mX5sldeeQWvv/46ACAqKgpTp07F8OHD0aRJE0ilUly8eBHh4eEwNzfH+vXrdXgkiEjf1rocRsuzLcSOQSJx21sgdgSicuvYsSPWrVuHmJgYpdPoY2JiYGtrCy8vrzL3o8nI7fv370MQBHz00Uf46KOPlNYHBQUhKCgIf/31F7p06VL+J6UhFpGIdGzr1IF4c+u3YscgkbT7aQ6agL+qkfEKCwtDVFSUwrJFixYBAFxdXRWKSKr8/fffyMnJAQDMnTtXZZuXi0iy/ctcuHABFy4Uv4/Gjx8vLyJ5enqiV69eOHDgAB49eoTc3Fw0aNAAY8aMwQcffMC5kIiMkGmtXBQ+rdwrRpJhkB67LHYEonILCAhAUFAQVq9ejbfffls+0XVsbCyio6MxceJEWFhYACgeuZ2WloZGjRopnOKm6cjtzp0747ffflNaHhkZia+//hrz589H9+7d4enpqYdnqoxFJCIds7geL3YEEpHtA4nYEYgq5NixYxq3DQ8PR3h4uMKyCRMmYMKECVo9piBoNidG8+bNERERodW+iciwWVrl4QVYRKpupM84qwoZNycnJ6xcuRJz5syBr68vxo4diydPnmDVqlWoW7culi9fLm9b0ZHb9evXx5AhQ5TWP3/+HADQoUMHlev1hUUkIh0rSssQOwKJqF5MmtgRqBopyDaHCczVri/KLqzENERE2tvV/nv4J8wXOwZVMukzsRMQVdzs2bPh5OSE0NBQzJkzB9bW1vD390dISIh8ziR1yjNy21CwBEykBx03qP4goKptYtwg4OodsWMQEREZjQam5qjfNEXsGFTJ6n8bK3YEqkYKc8xQmF3GLad842vefvttnD9/HtnZ2Xj69Cl+/vlnuLu7K7QJDw+HIAjyUUhA8chtQRBKvZVFto+33nqrXNnLi0UkIj1wCzkvdgQSQdYwsRMQEREZn80tNosdgSqR42X+CUpkzPgOJtKTHufHix2BKtHpXBueykhERERUhjqnU8WOQEQVwCISkZ68yOIkkURERERlaWCqfm43qnokmdliRyCiCmARiUhPGo+/KXYEqkTBn0wWOwIREZHRWvkqr7xYHUifmaAoIUnsGERUASwiEemR94kpYkegSnA61wa1tl4QOwYREZHRCrB5CFjzipJVnfsvPJWNyNixiESkRxyNVD0sXhgodgQiIiKjt6n3BrEjkB5ZJ5pAuMGr2BIZOxaRiPSszaEZYkcgPdqZ2Qj2uy6KHYOqqyzTsm9EREaigzRX7AikR64RPI2NqCpgEYlIz1x/4dusKlt+eIjYEYiIiIgMHudCItFo8qMbf3jTGP+6JdIzs8wCsSOQHplm8WOUiIhIV97sfkbsCEREVAqD++snJCQEw4cPh4eHByQSCdzc3Mq1n3PnzqF///5wcHCAnZ0dfH19ER0drbJtXl4eli9fjsaNG0MqlcLV1RULFixAVlZWBZ4JUTGzU9fw5bO2YscgPWmyiBNqU9Wii+/hiIgITJw4EW3atIGZmRkkEgni4uJUtvX19YVEIlF78/f3V9pGm+/4qor9JaqqltU5JXYE0gO3vfxRlaqmbdu2oX379rCysoKTkxNGjRqF+/fva7y9MX4Pm1Xqo2lg4cKFcHR0hLe3N54/f16ufZw9exa9evVCnTp1sGjRIkilUnz//ffo27cv9u/fDz8/P4X2o0ePxi+//IKxY8eiZ8+euHTpEkJDQxEbG4s///wTJiYGV2sjI3Nygjfm7LkodgzSsY4b5sIN58WOQaRTuvgeXrt2LU6fPo1XXnkFTZo0wc2b6i8y8OGHHyIwUHly+u3bt+P333/H66+/rrBc2+/4qor9JarK3ux+BjtPdBI7BumQ9NhlsSMQ6dyaNWswa9YsdOvWDatWrcKTJ0/w5ZdfIjo6GmfPnkWDBg1K3d5Yv4clgiAIlfJIGrp79y48PDwAAK1atUJmZqbaXy/V6dq1K65cuYJr166hUaNGAIC0tDS0bNkS1tbWuHnzJiQSCQDg4MGD6N+/P2bNmoXVq1fL9xEaGop3330XW7ZswZgxYzR63PT0dDg4OKCPdATMJBZaZaaqz/aIHX5w+13sGKRDwxv3EjsCGagCIQ+RuRFIS0uDvb29zvcv+75x+fxjmFhZqm1XlJ2D+HcXaZVDF9/DDx48QIMGDWBmZoaZM2fim2++wb1797QaLePl5YW4uDgkJSXB0dFRvlyb7/iqrCr0l5JuOsPejoUnUq3lr0FiRyAdabotByax18SOQQaoQMhHZN4O/feX/rei1P4S8P99pvc+0jjL06dP4ebmhmbNmuH06dMwMysenxMbG4tOnTph0qRJ2LCh9CtOivU9XFHl+uZesGABbt++ressACDvEJXX3bt3cerUKQwfPlz+DwEADg4OCAwMxK1bt3D69Gn58q1btwIA5s+fr7Cf6dOnw8rKCj/++KPWGcwlRbCQFCrdzFCk0E5VG9nNXFL+tualti2sQFvVz0t2K29bM+iy7b81UVMdtpXooG3BBCsUZUPhJpR4ekI+lNarbVugp7aFZbQt0FPb/HK2LdJh27wSbYWy23ZdPVfWutTXgzbve35GVJ3PiJePuTGp6PcwADRq1EjemSqP48eP4+bNmxg6dKhCAUnb73ixsb9UOk0+j0trV5QNFOVWoG1OKW1zKtA2t/Qc5W0r5OmubcmfkHXatsRHX5n9mjLatmt2F9L8fEjz82FS9G9js8JC+XJVt5JtTQuL9NLWpKj0tqaF+mlrVlhYrrYSQdBZW/PCkh3Hstua5kj+v4BURn9Ji36NNm0r1l9S/92vr7YV6i/ptG1l9ZcUcxmT3bt3IzMzE0FBQQp9ng4dOqBnz56IiIhAXl6e2u0N4Xu4vMrVw/vf//4nH6JuaM6cKZ6Mz8fHR2mdbNmZM2fQpUsX+f83aNAArq6uCm2trKzQtm1b+f5Uyc3NRW7uvz2S9PR0AMDHzpdga6o8u/vVLAesT2kqv/+x8yVITVT/oXE7xxZrHnnJ7y9ueAW2pqrPJX6Qa40vHraQ3w9ucBWOZqpfsMl5lvhvciv5/Xn1rqO+RY7Kts8KLLA8sY38/qy6N9BIqvp8y8xCM3yU0FZ+f2qdf9DEMlNl29wiEyyI95bfn1j7Dlpap6lsCwBz7neQ//8Yp3toa5Oqtu37D9ohTyg+9iNr3Ucn26dq234Y/wpeFJkDAIY4xqOHXYratssTWuNZoRQAMLBGIvo4PFLb9tOklniYbwUA8HdIRv8ayf+/5gKSB9ootK29NhsWXsWvgcxfzJH+vfoRbE5fZEPatrjti9/NkLZaqrZtrZU5sOxS/KGcddgMzz9T39ZxcQ6sfIvb5hw3xbPl6qv0Nd7PhU3/4tdh7llTPF2ovq1DUC5shxS3zbtigifzrNS2tZ+SB7u3iis++bdMkDJdfVu7cXmwn1DctuC+BI//Y622re2IPDhMK25b+FiCR6PVt7UJyEeN2cXvm6I04OEwG7VtrV/NR6P9D1EEwEJShM8aqZ8X6eKLmgh/0lh+v7S2/IwoVhU+IzrZJuGgfmoH1UJYWBgAKJ3mpu13vNjYXyqmrr+U9KYV0lX0lyw7F6LOp/+2TxxmBSFH9egy6SuFqPvlv22TRlmhKE11WwvPQtT77t+2yRMsUfhI9e+p5q5FqB/+72ffo2mWyL+vuq1p3SI0/Pnfto9nS5F3U/VVfkwcBDjv+rfik7JAitxLqttKLAW47C/RdrEUOafVXz2o0dF/P3+frLRAdpT6br7zH1mQ/P9X7bMvLPDioPq2DX/LgmmN4v9PXWuOzN3mats22JYNs3rFfyQ+DzNHxnb1bettzIaFe3HbtK3mSN+k2HYlIuX/P3tEAP6pWxsAEHDpKgJPqn+9vT90AK44F59C8trVG5gRFaO27eJB/XDWvfiPt97/3Mb8w+rnVvukfx+caFpcvPW5E4cPD0SqbRvq1xOHmzcDALS/n4Dlvx9S2/abXj74vU3xd3TLpIf47Lc/1Lbd0K0TfvEu/t5tkvIUX0XsVtv2x07tsLVzewCAy7PnWPfTL2rb7mzXGmHdOwMAamdkYtOm7Wrb7m3dHGt9uwEAHHJy8POGrWrb/unVFOF1ewP4//6S6yW1bS++qIHwlH+L46W1vZplj/WP//1c/djlSun9pYfN5PcXO18tvb+U/G/fKrjhtdL7S0n/9q3m1b9Ren8p4d++1ax6/5TeX4r/t281te7t0vtLD9rK70+sfRctrdNVtgWAOXH/9q3GOMWhrc1ztW3fv//Kv/0lpwfoZPtMbdsPH7Qu0V9KQA/7J2rbLk9oiWcF/99fqpmETrbJRttfKut7NCoqCjdu3ECbNm2U1muyvayNLr6HdU0vY4h/+uknuLi46GPXZUpMTAQAODs7K62TLUtISFBor6qtrH1qaqraiapCQkLg4OAgv4n1nImo8hXF8zK1ZDzS09MVbiX/oDc06enp2LFjB9zd3dGnTx+Fddp+xxs69peIqKozzzKomVOIyqRpn6mifZLK/B7WNY1HIq1evRp//vknOnUqnuRO9iuSKoWFhUhKEucPLNmBk0qVR15YWloqtJH9v6q2L7e3tlYewRAcHIx58+bJ76enp8PFxQWLEl6BuUT5l5ciQfGXsUUJr6h9HgIU2y5PbK1x25CkllA3G8TLH+NfPGyucduvH3kpDEEszbrHzTRu+0NKY5hINGv74xN3/PTUTe36POHfuuj2p67Y+ayRRm13PXPB3lTVb0oAyC/Rdt/zhjiQpn6StJJt/0yrj8j0evL7jya0xaH5a+T3S06dZftGPmwCSpx/9ZKSbW0GFcD6VfVXuSjZ1tqvAFa9NGtr2aMQ9fe9UN+2xMta2lHzthati0pvW+KTyLyp5m3NXAWN25rWKaNtiR93TRxQatsup/8D1++LfzbJE0zw/oN2atu+/L7Xpi0/I4oZ42fE3ue1AdzSKHNFmGabwERQ/3uQJKd43ct/tC9ZsgRLly7VZ7Ry27ZtG7KysjBp0iSluY20/Y4XA/tLmveXGuzMVjknkuSlwTYNf81WaiP30uYNtmnetn54jvIHmTyE4t2632nets5XuYDqQRFKav9Xi7bLcxVOQS+N08I8CAvUn0YhKTGQ2HFeHmrO1qxtzen5qDG1lL5KiZdIjf/kw2G8Zm0d3s6H/UjltuPuDMK1qy7ILzFibfcrLfF76+Zq91uy7f6WXvizeVON2h5t1gTHm7hr1DamsRuGTBuvtm2Byb9tz7k6a9z2aoN6pbYtLDFp7u3atTRuG+9YQ+O2KXa2pbYtKtE2zdKyzLYe758D8P/9pfvq+zVFL72RtGm7KF7zPtDyhJYatw1JbKG2r/Jy2y+S1feBXm779UPN+0DrHjXRor/kARMN2/74xA0/PVHfVqG/9KQRdj5VX/xX7C85Y29qQ7VtFfpLqQ2wN9UJldJfypXApIz5EiW5xes17TNVtE9Smd/DuqZxEalGjRqIjY3Fvn37IJFIMGPGDHz00Udo164dvL295Td3d3fExMTAyclJn7nVkh00VRXD7OxshTay/1dXXVTVviSpVKryHzJfMIEA9cONZWRDBDWhTdt8vbXVfOCaNm0LYKK+Y1aBtoUwQaGBta35wxUkBRfCWcXwfYm5YuGlNBIzxQKJztqaQj683SjamuipraT0tq7/KTnuVqK39zI/I4oZ42dEgRbPrzLEx8crTBKprhNiCMLCwmBqaoqJEycqrdP2O14M7C8pU9dfMrEqvpVFkzblalv6HKvlb6vF20ubthILpXqVYbfVpl+jpu2PrX5Hy38UJ9guMDVFgYp+lCqFpiYoNNXs81ibtkUmJsjV8CpIhtBWkEiQa67ZP4Y2bVFG27qnSr5ajLG/pJ9+jd76S3pqq9/+kub/HpVF0z5Tye9RKyvFLx9N+iSV+T2saxoXkcaNG4dx48YhLi4OHh4eGDRoEExMTHD+/HkcOXIEABR+MRw7dqzu02qgYcPiyqeqoWOqhow1bNhQ7TCzxMRE1KxZU/QOKVUto/73Lo5/sErsGFROPc6PRz3EiR2DSCv29vZ6ueqJrl25cgVnz57FwIED5d/nJWn7HS8G9peIiIrV2HFO7AhEWtO0z1Tye7RpU8URj5r0SYz5e1jrn0rd3NwQEBCA6dOnY9euXXjw4AFSUlJw4MABrFy5EoGBgVi5ciW+/fZbfeQtU8eOHQEAMTHKk+jJlsnayP4/KSkJ9+/fV2ibnZ2NixcvKrQlIiIi/ZFdCvflCbVltP2OFxP7S0S6YVrLcOdwI6Lqq6zvUVtbW3h5eSmt03T7km1k/28o38PlGm//22+/oX///vL7tWrVQr9+/bBgwQKsW7cOCxYsUBrSpQ/Jycm4ceOGwrmCjRs3RqdOnbBjxw7Ex8fLl6enpyMsLAyNGzdWuGrL6NGjAQChoaEK+/7222+RnZ2NMWPG6PlZUHVTb/15sSNQBdRYZ/ijOYgqi6rv4fLKzc3F1q1bUbduXQwaNEhlG22/48XG/hJRxW3sEi52BCoH60TDOq2bSNcCAgJgbW2N1atXo6Dg3/lnY2NjER0djREjRsDConjy2ar2Pazx6WyVZcuWLfLqWkpKCvLy8rBixQoAxfMMzJw5U942ODgYmzZtwtGjR+Hr6ytfvnr1avj6+qJHjx4ICgqChYUF1q1bh+TkZPzxxx8Kw8hfe+01DBkyBF9//TXS0tLQs2dPXLp0CWvXroWvry/efvvtynniVK202RWEy0NWix2DtPTls7awPHxZ7BhEeqWL7+Ho6GhERxdfKjs2NhYAsGbNGtSoUQMAMGvWLDg4OCg87q5du/D06VO8//77MDNT3z3R5ju+KmN/iaqLDtJc2Dhn4EWCndhRSAuuYf9oOmc8kVFycnLCypUrMWfOHPj6+mLs2LF48uQJVq1ahbp162L58uXytlXte9jgikhhYWGIiopSWLZo0SIAgKurq0KnSJ3OnTsjOjoaH374IZYuXYrCwkJ06NABhw8fVvhHk/n5558REhKCzZs34+eff0bdunUxb948LFmyBCYaTlhHpA3P+ZeAIWKnIG2dnOAN4I7YMYj0Shffw5GRkVi2bJnCspK/nI0ZM0apiBQWFgYA+M9//lPqvrX9jq+q2F+i6mRX++/hnzBf7BikIfvbJihKU39lSqKqYvbs2XByckJoaCjmzJkDa2tr+Pv7IyQkROXcji8z1u9hiSAIGs6fTmVJT0+Hg4MD+khHwKzkddOJVIgL9sbZQE6wbSwmxg1CZt8MsWOQkSgQ8hCZG4G0tDS9TGgt+75x+/gTmFiqv2xUUU4O4hZ9qLccROUhe/0m3XSGvR2LT6SZTmcmcjSSkfCcz6kbSDMFQj4i83bov7+0ovT+EvD/faaP2GfShMGNRCKqLtxCzgOq544lA/QkxB2W4KlsZFhMsyQwLVJ/+lZhTvU4tYuIqj57qxy8AItIho5zIZEhKqu/BLDPpA2+y4mIiIiIyKC94XJB7AhERAQWkYhENfj6CLEjkIY4oTYREZF43qlxQ+wIpIGG0RW/WicRGTYWkYhEZPU2v2iNQZ/Fc8SOQEREVO2tfDVC7AhUCukzE5jEXhM7BhHpGYtIRCIqSstAj/PjxY5BpTida4NaWzmEnoiISGwBNg8B60KxY5Aa7r+kih2BiCoBi0hEIqs3PE7sCFSKxQs5+zkREZGhWNnjF7EjkArWiSYQbtwROwYRVQIWkYgMwAcPe4odgdSw33VR7AhEREREBq3O+TyxIxBRJWERiYiIiIiIjEKAzUOxI5AK5pkFYkcgokrCIhKRAbi65BWxI5AKbXYFiR2BiIiIXtKrIydvNjScUJsMmWkOYJpdxi1H7JTGg0UkIgNgefgyvnzWVuwY9BLP+ZfEjkBUKrNswCyrlFu22AmJiHRvrcthsSNQCW57OQqJqDphEYnIQETN6ip2BCqh44a5YkcgIiIiNd7sfkbsCPT/pMcuix2ByOgcOnQIPXr0gK2tLWrUqIFBgwbhypUrGm2bk5OD9evXIyAgAG5ubrCysoKHhwdGjRqF69evl7l9cnIyatSoAYlEgk8//VTr7CwiERkIs1PXMDFukNgx6P+5hZwXOwIRERGpsazOKbEjEICm23gOEJG29uzZg9deew3Pnz9HSEgIPvroI1y5cgXdunXTqJAUFxeHKVOmICUlBRMnTsSaNWswatQoHDx4EG3btsXRo0dL3X7WrFkoLCwsd34WkYgMyI09TcWOQAAGXx8hdgQi0YSEhGD48OHw8PCARCKBm5ub1vuIiIjAxIkT0aZNG5iZmUEikSAuLk5l26ioKMyYMQOtW7eGnZ0dateujW7dumHbtm0QBEGpva+vLyQSicrbrl27tM5KRETlx7mQiLRTUFCAmTNnokGDBjh58iRmzZqFd999F8ePH0dRURHmzi37bIjatWvj/PnziImJwZIlS/Cf//wHn3zyCU6cOAEAeP/999Vuu3fvXvz2229YvHhxuZ+DWbm3JCKdM8sSOwEBQGq2FeqJHYJIJAsXLoSjoyO8vb3x/Pnzcu1j7dq1OH36NF555RU0adIEN2/eVNt2wYIFePDgAYYOHYpZs2bhxYsX2L59O0aPHo3IyEisX79eaRsnJyesWrVKaXmHDh3KlZeIjFP9pilIvlVb7BhERBqLjo5GfHw8li5dCnt7e/nyRo0a4c0338TmzZuRlJSEBg0aqN1HrVq1UKtWLaXlLVq0QMuWLdWOZsrIyMCMGTMwbdo0dOzYsdzPgUUkIgNSb/154AOxU1CDwKcoEjsEkUju3LkDDw8PAECrVq2QmZmp9T42b96MBg0awMzMDDNnziy1iPTpp5+ie/fuMDP7t0sye/Zs+Pr6YsOGDZgzZw5atmypsI2NjQ3GjBmjdS4iqloOt96Glrd4JVWxOF7mSS1E2jpzpng+Nx8fH6V1Pj4+2LRpE2JjYzF48GCt911UVISHDx+iTp06KtcvXLgQ+fn5WLlyJS5cuKD1/mX4zicyMD0+5YTOYupxfjyK0jLEjkEkGlkBqSIaNWqkUBQqja+vr1JbExMTvPnmmwCg9te0oqIipKeno6iIJV+i6qxl6/tiR6i2am+KFTsCkc6lp6cr3HJzc3W6/8TERACAs7Oz0jrZsoSEhHLt+9tvv0VycjLGjx+vtO706dNYu3YtvvjiCzg4OJRr/zIciURkYOqtP4+E9wrhbGoqdpRqqd7wOLEjEOlcenq6wn2pVAqpVCpSGs3IOlmqfk1LTEyEra0tsrOzYWlpid69e2P58uU8nY2oGmru8AhX4Sp2jGqn7imJ2BGINGaWDZiW8ZuT5P9rRS4uLgrLlyxZgqVLlyq1z8vLw8qVKzXOMGHCBLi5uSErq3j+ElX9MEtLSwCQt9HGiRMnMH/+fLRu3RoLFy5UWJefn4/Jkyejb9++GDVqlNb7fhmLSEREREbKLBswLeXiGpK84v9q2iEyFImJiVi3bh08PDzQo0cPhXVubm7w8fFB69atIZVKceHCBaxevRrdunXD/v370adPH5FSE5EYvG3isBOdxI5BRFVEfHy8wlxF6n50y8vLw7JlyzTer6+vL9zc3GBtbQ0AKkc4ZWdnA4C8jabOnTuHQYMGoX79+ti3bx+srKwU1v/vf//DP//8g19++UWr/arDIhKRARr81zs43/17sWNUO6dzbcSOQKQXmnaIDEFWVhaGDh2KzMxM7N69G+bm5grrw8PDFe4PGzYMY8aMgbe3N6ZNm4Z//vmnEtMSkdgCbB5iUa1cFD413M+1qsjxr2TOH0lVkr29vUKfSR1bW1uVV5EtS8OGDQEUn7LWvHlzhXWlneqmzvnz5+Hv7w97e3tERkYq/XCYnJyMjz/+GBMnToS5ubn8arkPHz4EAKSmpiIuLg61a9eGjY1mfwtxTiQiA9R4vPpJaEl/VgRNEjsCkV7IOkSym6EWkXJychAQEIDY2Fhs3LgRvXr10mg7T09PjBgxArdu3cKtW7f0nJKIDM3GLuFiR6hWrBNNUJSQJHYMIqMkuypaTEyM0rqYmBhIJBK0b99eo31duHAB/v7+sLGxwdGjR+Hu7q7U5tGjR8jJycF3330Hd3d3+U12Wttnn30Gd3d37N27V+PnwJFIRAaqza4gXB6yWuwY1caXz9rC8vBlsWMQVVs5OTkYMmQIjhw5gnXr1mHcuHFabe/m5gYASElJQdOmTfWQkIgMVQdpLkw5GqnSuEYkcRQSUTn16tULDRs2xIYNGzB37lz5qKcHDx5g586d6N27t3y0EgA8efIET548Qf369RUmxL5w4QL8/PxgbW2NY8eOoXHjxiofz93dHb/99pvS8r///huLFi3C2LFjMWzYMHlxSxMsIhEZKM/5l4AhYqeoPk5O8AZwR+wYRNVSbm4uhg4dikOHDuHbb7/F5MmTtd6HbARSvXr1dB2PiIzAge5r4L97vtgxqjz72xyFRFQRZmZm+Prrr/HGG2+gW7dumDp1KnJzc/H1119DIpFg1apVCu3XrFmDZcuW4YcffsCECRMAAPfv34e/vz9SU1MRFBSEv/76C3/99ZfCdkOHDoWNjQ0cHBwwZMgQpRw1atQAALRo0ULl+lKfg1atiahScTRS5fjyWVvgKgtIRNpKTk5GWloaGjVqpPUkkDK5ubkYMmQIDh48iLVr12Lq1Klq26ampsLGxgYWFhYKy2NjYxEREYGWLVvCw8OjXDmIyLg1MDUvuxFVWMOf/uEoJKIKGjp0KPbv34/ly5djwYIFMDMzQ/fu3bFy5Uq0adOmzO3v3buHp0+fAoDaC6Xcu3dP4zmOtGWQRaRt27bh888/x7Vr12BjYwN/f398+umncHUt/fKdx44dQ+/evUttc+LECXTr1q3M9q+88gouXrxYrvxERETGasuWLbh//z6A4lPD8vLysGLFCgDFv1rNnDlT3jY4OBibNm3C0aNH4evrK18eHR2N6OhoAMUFHqD4lzTZr16zZs2SD8l+++23ceDAAfj5+cHW1hY//vijQp42bdrIO1RRUVGYOnUqhg8fjiZNmkAqleLixYsIDw+Hubk51q9fr/sDYsDYXyIiIipbWVezBf69om1lefXVV/Hqq6+W2W7p0qVKhSJfX99yTeqtq30YXBFpzZo1mDVrFrp164ZVq1bhyZMn+PLLLxEdHY2zZ8+iQYMGardt3rw5tmzZorQ8NzcXU6ZMgZOTEzp1Ur4E6JQpU5QuIezo6FjxJ0NUQZ4bM3lKWyXY+mtvuOG82DGIDEJYWBiioqIUli1atAgA4OrqqlBEUicyMlLpsrehoaHy/x8zZoy8iCQrMh0+fBiHDx9W2teSJUvkRSRPT0/06tULBw4cwKNHj5Cbm4sGDRpgzJgx+OCDD6rVXEjsLxEpm9nnENZE9hM7RpVlmiNBUVq62DGISGQGVUR6+vQpgoOD4e3tjWPHjsHMrDhe//790alTJyxevBgbNmxQu33dunUxZswYpeXbtm1DUVERxo0bp3SpYADo2rWryu2IRHf1DibGDcIPbr+LnaRKcwthAYlI5tixYxq3DQ8PR3h4uNJyVb+aqSO71KwmmjdvjoiICI3bV1XsLxGp9k6NG1gDFpH0xeO3bLEjEJEBMBE7QEm7d+9GZmYmgoKC5B0iAOjQoQN69uyJiIgI5OVpP85M1pEKDAxU2yYrKws5OTnahybSs6xhYieo2np8OlfsCETlZp4llHmjqof9JSL1ZvY5JHaEKsk0RwKT2GtixyAiA2BQRaQzZ84AAHx8fJTW+fj4ICMjAzdu3NBqn/fu3cPRo0fRvXt3eHp6qmwze/Zs2NjYwMrKCu7u7vj444+Rn59f5r5zc3ORnp6ucCPStaK0DPQ4P17sGFVSQmEh6q3nKCQiMi7sLxGp906NG4B1GZOfkNaabnkudgQiMhAGVURKTEwEADg7Oyutky1LSEjQap8bN26EIAgqf1UzNzfHoEGD8Omnn2LPnj34/vvv4eHhgcWLF+P1119HYWHpX0AhISFwcHCQ31xcXLTKRqSpektNxY5QJQ3/5l2xIxARaY39JaLSmVoViB2hSjHNkUC4wavYElExg5oTKSsrCwAglUqV1llaWiq00URhYSHCw8Nhb2+P4cOHK63v1q0b9u7dq7Bs8uTJCAwMRFhYGLZv347Ro0er3X9wcDDmzZsnv5+ens6OEemFSTrPQSciomLsLxGVzqvBQ1x9WvpVComIqHwMaiSStbU1gOJhzy/Lzs5WaKOJgwcPIiEhAaNGjdJqO9lVaPbt21dqO6lUCnt7e4UbkT4UxSfhdK6N2DGqHOeveCobERkf9peIShfRdLfYEaqU+jFFYkcgIgNiUEWkhg0bAlA9BLu0odvqhIWFASh9gkhVXFxcYGpqipSUFK22I9KnxQu1ex1T6drsChI7AhFRubC/RFS2Xh05CbSu2Oy7IHYEogrR5EIkvBiJ5gyqiNSxY0cAQExMjNK6mJgY2NrawsvLS6N9PX78GHv37kWbNm3QoUMHrXLcvXsXhYWFqFevnlbbEemT/a6L+PJZW7FjVBme8y+JHYGIqFzYXyIq26Q6x8WOUCW47eX8UkSkyKCKSAEBAbC2tsbq1atRUPDvB1ZsbCyio6MxYsQIWFhYAACSk5Nx48YNtef8b968Gfn5+aX+qvbw4UOlZYWFhQgODgYADB48uCJPh0jnIh81EztClZBQxiSwRESGjP0lorI1MMsUO0KVYPnwhdgRiMjAGFQRycnJCStXrsT58+fh6+uLdevW4ZNPPkH//v1Rt25dLF++XN42ODgYzZs3l1/m9mUbN26EpaUlxowZo/bxBgwYAH9/fyxbtgwbNmzAJ598gvbt22Pnzp0YNmwY3njjDZ0/R6KKiLvJX3t1YU1Kb7EjEBGVG/tLRGVrYGoOG+cMsWMYPUkyT1cl0odDhw6hR48esLW1RY0aNTBo0CBcuXKl3Pt7//33IZFI5BfYeFlKSgrmz58PT09PWFtbo379+vD39y9zXkNVDOrqbAAwe/ZsODk5ITQ0FHPmzIG1tTX8/f0REhIinwOgLDExMbh+/TpGjx6NmjVrqm03cuRI7NmzB9988w1SU1NhbW2NVq1aYd26dQgMDIREItHV0yLSCc/5l4AhYqcwfnemNAHAS9WS8TPLEmCWr/4cfkkp68i4sb9EVLZd7b+Hf8J8sWMYLfvbJihKSxc7BlGVs2fPHgwdOhQtWrRASEgIcnNz8fXXX6Nbt244efIkWrdurdX+Ll26hFWrVsHW1hb5+flK61+8eIGuXbsiMTERkydPRps2bfDkyROEhYVh0KBBCAsLw6RJkzR+PIkgCOxh6kh6ejocHBzQRzoCZhILseNQFRUX7I2zgavEjmG0JsYNQmZf/jJJ+lUg5CEyNwJpaWl6uRKV7PumwxsrYGau+hcnACjIz0HsLx/pLQdRechev0k3nWFvZ1CD4qkK8rsyCsm3aosdwyh5zudVbEm/CoR8RObt0Ht/qf2IT2Bqob6/BACFeTk4F/Gh3vtMBQUF8PDwgCAIuHr1qvyxHjx4gBYtWqBLly44fPiwxvsrKipCly5dULduXWRkZODUqVPIyclRaLNt2zaMHj0aX375JWbPni1fnpKSgoYNG8Lb2xunTp3S+DH5zU1kZNxC+IVeEVnDxE5AREREleVw621iRzBKjpf5ZyKRPkRHRyM+Ph6BgYEKxapGjRrhzTffRGRkJJKSkjTe3+rVq3H16lWsWbNGbZu0tDQAQIMGDRSWOzo6wtLSEtbW1lo9B346EBmhrqvnih3BKPU4Px5FaRyFRFSakJAQDB8+HB4eHpBIJHBzcyvXfs6dO4f+/fvDwcEBdnZ28PX1RXR0tMq2cXFxmDx5Mho3bgwrKys4OztjyJAhKq8+pu2+iYhIe7U3xYodgUgU6enpCrfc3Fyd7l82R6GPj4/SOh8fHwiCgNhYzd5/Dx48wEcffYTFixfD1dVVbbvevXvD1NQUCxcuxP79+5GQkIBLly5h3LhxyM/Px8KFC7V6DgY3JxIRlc3+fpHYEYxS2hNbcGpyotItXLgQjo6O8Pb2xvPnz8u1j7Nnz6JXr16oU6cOFi1aBKlUiu+//x59+/bF/v374efnJ2+bmJiIDh06oLCwENOmTUOTJk2QkJCAdevWoWfPnti/fz/8/f3LtW8iIgCAdSGQZSp2CiISiVl2EcwKSv/7SZJfvN7FxUVh+ZIlS7B06VKdZUlMTAQAODs7K62TLUtISNBoX9OnT4ebmxvmzZtXajtPT09s3boVc+fOxYABA+TLGzZsiGPHjqFz586axgfAIhKRUbLfdREIFTuF8XE6YS52BCKDd+fOHXh4eAAAWrVqhcxM7S+THRQUBBMTE0RHR6NRo0YAgHHjxqFly5aYPn06bt68KZ+MefPmzXj69Cl27dqFgIAA+T4CAgLQrl07hIWFKRSRtNk3EREArOzxCxYeHCF2DKMhfcaTVaj6io+PVzjNTCqVqmyXl5eHlStXarzfCRMmwM3NDVlZWWr3K7uymqxNabZv344//vgD0dHRMDcv+2+cOnXqoEOHDmjfvj3atm2LpKQkrFq1CgMGDMChQ4fQvn17jZ8Li0hERsr7xBSc7/692DGMxulcG9TaekHsGEQGT1ZAKq+7d+/i1KlTmDBhgrzIAwAODg4IDAzEsmXLcPr0aXTp0gWA+vP0ZfdLnqev7b6JiAAgwOYhFnI0ksbcf0kFr7xE1ZW9vb1GE2vn5eVh2bJlGu/X19cXbm5u8n6NqtPksrOzAaDMOYpSU1Mxe/ZsTJw4Ed27dy/zsQ8cOIBBgwZh3759ePXVV+XLR4wYgebNm2Py5Mk4f17zeXdZZiYyUo3H3xQ7glFZvDBQ7AhEotH3+f0llXWuf8k2AOSnn82YMQNRUVFITEzE6dOnMWbMGNSsWRNz5/47B5y2+yYiktnUe4PYEYyCdaIJhBt3xI5BZPBsbW0hCILGN19fXwDFp5ABqk9ZK+1Ut5KWLVuGzMxMTJ8+HXFxcfJbTk4OBEFAXFycfF8A8Nlnn8Ha2lqhgAQAtWrVQt++fXHhwgX5j3qa+L/27jwsqrr9H/h7EBk2wQUVFWFAURSlXLAEUVJLU79uuTyZpibpkyFB9n0UTcXlger7MxTJ3dwyC/UpLZeQUFEQFbfSwnAHXC5xYZEdzu8PHybHAWYGZuYchvfrus516Tmf+Zx7HJi5veezsIhEVId5xX4odgh1wu4852dTAIlMjEVeucYDeDa/397eXnlEREQYLCZd5/oPHDgQK1aswNWrV+Hv7w8nJye8+uqryMzMRHJyMrp27VrjvomIKvSUF6FBM8MV0E2FS4z2u0IRke68vb0BoNLNQ5KSkiCTyTROLbt58yaePn2Knj17wtXVVXmcOnUKxcXFcHV1xYABA5TtMzMzUVZWBkFQH2NYUlICACgtLdX6OXA6G1Ed1vGDSwC/LNJox4yhMMcfYodBJBpt5/frQ03m+lcUjvr3748OHTrg2rVr+L//+z8MGjQI8fHxcHV1rXHfREQVPFrfw+WHVe9gVN/ZXTVDeQaLSESG1K9fP7Rp0wYbN25ESEiIMj+7ffs2du/ejddee005WgkAsrKykJWVhVatWsHe3h4AEBoaiilTpqj1/emnn+Kvv/5CTEwMGjVqpDzfuXNn5fnx48crz2dkZODw4cNwc3NDs2bNtH4OLCIRkckzz+U3j1S/aTu/Xx90neu/YcMGzJw5E+fPn0eXLl2U54cOHQovLy/Mnj0b//nPf2rUNxHR8zrZ38dlsIhEROIxNzfHqlWr8NZbb8HX1xczZsxAUVERVq1aBZlMhsjISJX20dHRWLx4MTZv3qwsHFW1m1rFyO6RI0eqnJ83bx4OHTqESZMm4dixY8qFtdeuXYvc3Fxs2rRJp+fA6WxEddyKRy+LHYL0XeZwLSJj0XWuf0REBDp16qRSQAKADh06oFu3bjhy5EiN+yYiet7iFslihyBpTf8sFjsEonph1KhROHjwIOzs7DBnzhwsWbIEnp6eOHHiBLy8vPR+P29vb5w/fx7jx49HbGwsgoKCsHLlSnh5eSE2NhZjxozRqT8WkYjquMQp3cUOQdK8N4ZobkREeqNprv/zbYBnxZ+K+fgvKikpUZmjr2vfREQvGtOHi+9XRX70N7FDIDII8/wymD/VcOSXGTWmQYMGITExEU+fPkV2djb279+Pl156Sa1dWFgYBEGodPrai44ePYrCwsJKr3l4eGD79u24evUqCgsL8fjxY8TGxio3ONEFi0hEdd3la5h6c5jYUUiWIkL77SqJSDd3795FamqqyjpE7dq1Q69evbBr1y6kp6crz+fk5GDTpk1o164dXn31VeX5inn6J0+eVOn73LlzuHjxInr16lXjvomIXsTRSJVz31n5fzyJiF7ENZGITED+lEbAUbGjkB6/z0LgCBaRiHSxfft23Lp1CwDw4MEDFBcXY9myZQCAxo0bIzAwUNk2NDQUW7duxZEjR5Rb1wJAVFQU/P394efnh6CgIFhYWGDdunW4e/cuDhw4AJlMpmy7ePFijBo1Cm+88Qb++c9/okOHDrh69SrWrFkDMzMzLF26VCU+XfomIqpMYP9YRMe/IXYYktGgUAazFG5AQkTaYRGJyASUp9/B8D/HYV+nGLFDkRTHDSwgEelq06ZNOHbsmMq5BQsWAABcXFxUikhVeeWVV5CQkID58+cjLCwMZWVl6NmzJ+Li4lSKTQAwfPhwJCcnIzw8HLt27cKdO3dgb2+PAQMG4NNPP1Xb5laXvomIKuNtdUPsECTFffsTqG/8TURUORaRiIiISOno0aNat92yZQu2bNlS6TVvb2/ExsZq1Y+3tzd++OEHre+rS99ERC/qKeeurURENcU1kYhMxOO9bcQOQVK6n5gudghEBmf+tBTmedUcT0s1d0JEVA95dr0ldgiSIaRyF1si0h6LSEQmwnHDOZwqshE7DMloN/mK2CEQERGRRMW47xU7BElomcx15IhINywiEZmQhfMCxA5BErxiPxQ7BCIiIpI4G6dcsUMQXeNdZ8UOgYjqGK6JRGRC7H68ACwXOwrxOZxoKHYIRERERJImf8TxBFQ/NMwrhbl59VP8ZaVcAkBbfOcgIpNjc79M7BCIiIhI4la/9K3YIYiqQYHYERBRXcQiEpGJ8foxSOwQRLXi0cuwjPtN7DCIiIhI4nrKi+r1lDaXTX+JHQJRvRUbGws/Pz/Y2tqicePGGDZsGH7//XetHnvz5k3IZLJqjx07dijbnzt3Dp988gm6d++OJk2aoEmTJvD29sbq1atRUlKic+yczkZkYjrOvgiMFDsK8SRO6Q6Au4wQERGRZj/2WI/XM2aLHYbR2V01Q3l2jthhENVL+/btw6hRo9C5c2dERESgqKgIq1atgq+vLxITE9G1a9dqH9+8eXNs37690muBgYEoKCjAoEGDlOe++OILxMbGYuTIkQgICEB5eTl+/vlnfPjhh9i7dy8OHToEmUz7RfZZRCIyQd4bQ3AmIFLsMIxu6s1hwGUWkIiIiEg7rRs0RCv3B7ib1lzsUIyq1ZoUsUMgqpdKS0sRGBiI1q1bIzExEXZ2dgCAcePGoXPnzggJCUFcXFy1fdjY2GDixIlq50+ePIns7GyMGTMGDg4OyvOzZs3C5s2bYWVlpTwXGBiIiRMnYseOHThw4ACGDh2q9XOQ5HS2nTt3okePHrCysoKDgwPefvtt3Lp1S6vH+vv7Vzmk68cff1RrX1xcjCVLlqBdu3aQy+VwcXHBnDlzkJ+fr+dnRWQ8iohzYocgivwpjcQOgciozPOKYZ5bVPWRVyx2iGRAzJeI9OOttufFDsGomv4myf8CEtULCQkJSE9PR0BAgLKABADOzs4YM2YM4uPjcefOnRr1vXHjRgBAQIDqjt2+vr4qBaQK48aNAwCtp9FVkNxIpOjoaMyaNQu+vr6IjIxEVlYWVqxYgYSEBJw5cwatW7fW2IeDgwMiI9VHYfTs2VPt3IQJE7Bnzx5MmjQJffv2xcWLF7F8+XKkpKTg8OHDMDPjmyzVTSsevYzgphfEDsOoytNr9oZLRFTXMF8iopqyu8UvGIjEcvr0aQCAj4+P2jUfHx9s3boVKSkpGD58uE795uXlISYmBs7Oznj99de1ekxmZiYAoEWLFjrdS1JFpIcPHyI0NBTdu3fH0aNHYW7+LLzBgwejV69eWLhwobK6Vp2qhne96JdffsGePXswa9YsREVFKc8rFAp88skn+Pbbb7Xqh0iK4u93qHdFJCKi+oD5EpF+fdA4FdF4Q+wwjKZhHrcyJ6pKTo7qWmFyuRxyuVxv/VcUbpycnNSuVZzLyMjQud/vv/8eeXl5+OSTT7T6YicvLw9ffPEF7O3tMXLkSJ3uJamvjfbu3Yu8vDwEBQUpEyLg2Tdiffv2RUxMDIqLtaucl5eXIycnB+Xl5VW2qVixfPZs1cX0Zs6cCSsrK3zzzTc1eBZE0mD1Tv2aYuD3WYjYIRCZhIiICIwdOxZubm6QyWRQKBQ16ufs2bMYPHgw7O3t0ahRI/j7+yMhIUGt3f79+zF8+HAoFApYW1ujSZMm6NGjB6KiolBYWKjWXtdpWKaI+RKR/oUPihE7BKOQPzKDWcofYodBZFQNnhajQV5R9cfTZ5+bbdu2hb29vfKIiIiotM/i4mKEhYVpfdy8eRMAlNPAKytMWVpaqrTRxcaNG2FmZoapU6dqbFtWVoYJEybg5s2b+Oqrr9C0aVOd7iWpkUiahnYdO3YMqamp8PLyqrafzMxM2NraoqCgAJaWlnjttdewZMkSteHZp0+fRuvWreHi4qJy3srKCi+//LIynqoUFRWhqKhI+fcXq5ZEYirPzoXfuck43n2r2KEY3KkiGzhuqJ/rQBHp27x589C0aVN0794dT548qVEfZ86cQb9+/dCiRQssWLAAcrkc69evx4ABA3Dw4EEMHDhQ2fb333+Hubk5AgIC4OjoiIKCAhw/fhwfffQR9u3bh8OHD6vtGKLLNCxTxHyJSP9G2NzDPOsyIL+B2KEYlOuexxDEDoJIwtLT01XWKqpqFFJxcTEWL16sdb/+/v7KL8wAqHwuVigoKAAAZRtt/fHHH0hOTsagQYPg7Oxcbdvy8nK89957+Omnn7B06VK88847Ot0LkFgRSduhXdUlRQqFAj4+PujatSvkcjnOnz+PqKgo+Pr64uDBg+jfv7/K/Tp37lxpP05OTjh58iTy8/OrfBEjIiJ0+sEhMjbHsTfrxW73C+cFwA4XxA6DyCRcu3YNbm5uAIAuXbogLy9P5z6CgoJgZmaGhIQEZTLz7rvvwtPTEzNnzsSVK1eUhaG5c+eqPX7WrFmYOXMm1qxZg5MnT6oVS7SdhmWqmC8RGcbW1zZi8v4ZYodhMNaZZhBS60FiSFQLdnZ2KkWkqtja2kIQdC/JtmnTBsCzz+lOnTqpXKvu8706mzZtAqC+oPaLBEFAQEAAtm3bhvnz5+PTTz/V6T4VJDWdTR9Du7Zs2YLw8HC8/fbbGD16NJYuXYrTp0/D3Nwc//znP9XuV1VlUZv7hYaGIjs7W3mkp6dXGxuRGLxiPxQ7BIPanecMux8viB0GkcmoKCDV1PXr15GcnIyxY8eqfBtmb2+PgIAApKWl4dSpUxr7cXV1BQA8fvy40uvaTMMyVcyXiAyjp1x9ZIApcYnhBiREYvP29gYAJCUlqV1LSkqCTCZDjx49tO6vpKQE27dvR/PmzTFixIgq21UUkDZv3ozQ0FAsW7ZM9+D/S1JFJEMM7QKAjh07Yty4cUhLS0NaWprK/Sq7l7b3k8vlykqlthVLImOT37YQOwSD2p9V/XQNIjIuTVOtnm/zvNzcXGRlZeHGjRv49ttv8fnnn6NJkybo3bu3WtuKaVj29vawsbHBkCFDkJKSoudnIl3Ml4ioJsozWEQiElu/fv3Qpk0bbNy4UWV69+3bt7F792689tprytFKAJCVlYXU1FRkZ2dX2t/evXvx4MEDTJo0CQ0bNqy0jSAIeP/99/H1119j7ty5CA8Pr9VzkFQR6fmhXS+q6dCuChULgz548EDlflWtfJ6ZmYkmTZrUKAkjkhLHM6a9A8fZC7UbNUFUH+Tk5KgcVRUE9KGmu45MnToVzZs3h5ubG9555x24urril19+UVvsUaFQ4H//93+xadMm7NmzB5988gkSExPh6+uL+Ph4Azwj6WG+RGQ4/by56DQRGY65uTlWrVqFzMxM+Pr6Ijo6GsuXL0ffvn0hk8nU1nyMjo5Gp06d8MMPP1TanzZT2Sryppdeegmenp745ptvVI6TJ0/q9BwkVUTSNLTL1tYWHh4eNeq74hs1R0dHlfvduXMHt27dUmlbUFCACxcuKOMhqsss437Dikcvix2GwXScfVHsEIhEY5ZToPEAtN9pRB9qOtVq0aJFOHz4ML799lu8//77sLCwqHRhb12mYZkq5ktEhrO6bZzYIRiE4ifT/lKRqC4ZNWoUDh48CDs7O8yZMwdLliyBp6cnTpw4oXFTjOdlZGQgNjYWPj4+ausrPa9itPbFixcxadIktWPdunU6xS+pItKIESNgbW2NqKgolJb+/UaXkpKChIQEjBs3DhYWz6bm3L17F6mpqSqJ6OPHjyvd0jYlJQUxMTHw9PRUWethwoQJAIDly5ertF+zZg0KCgrq9aKdZFoSp3QXOwSD8N4YInYIRHVCenq6ypo0oaGhBrtXTadade3aFQMHDsTbb7+N9evX491338XgwYORmJio8Z5VTcMyVcyXiAxrTJ/qdxysi+RHfxM7BCJ6zqBBg5CYmIinT58iOzsb+/fvx0svvaTWLiwsDIIgYMqUKWrXnJycUFZWpjFXOnr0KARBqPLYsmWLTrFLanc2BwcHhIeHIzg4GP7+/pg0aRKysrIQGRmJli1bYsmSJcq2oaGh2Lp1K44cOQJ/f38AwLFjxzBjxgyMHTsW7du3h1wux4ULF7BlyxY0bNgQGzZsULnfm2++iZEjR2LVqlXIzs5G3759cfHiRaxevRr+/v412u6OSJIuX8Pce33xmWOC2JHolSLinNghENUJxlyHRl9TrSZNmoSZM2di7dq18PX11dj++WlY7u7uOkRc9zBfIjKsxS2SsRu9xA5Db9x3FoodApGoZE8LIDOrfiMOWblpL6yvT5IqIgHARx99BAcHByxfvhzBwcGwtrbG66+/joiICJUFpirTsWNH9OvXD4cOHcL9+/dRVFSE1q1bY+LEiZg7d26lSeV3332HiIgIbNu2Dd999x1atmyJjz/+GIsWLYKZmaQGahHVyo1/tAGOih2F/vSOCoETWEQikprnp1q9//77Ktcqpl9pM/2pqKgI5eXlePTokVb3rWwaliljvkRkWDZOuXia0UjsMGqtQaEMZilc54mI9EcmCIIgdhCmIicnB/b29ugvHwdzmWnviEV1065rx8QOQW/6LwxGsx3nxQ6DqFKlQjHii2KQnZ1tkBFAFZ83A90+gnmDyrdeB4DSsiLEXV9Z4zi6dOmCvLw83Lx5s9Lrd+/eRXZ2NpydnVWmqL3yyiu4fPky/vzzT7Rt21YZs6enJ+RyOdLS0iCTyQAA9+7dq7Tws3jxYoSFhWHJkiVYsGABgGfTsGxsbJRTtSqkpKTAx8cHHTp0wKVLl3R+nmRcFT+/d644wa4RC1AkTQN/fxt305qLHUatyR+ZQfHv+rN7JdUtpUIJ4ot3GT5fcp0Fc7Oq8yUAKC0vQtyNVQaLxZRIbiQSEZE2mv98FdUPSiWimti+fbtyAeUHDx6guLgYy5YtAwA0btwYgYGByraVTZUCgKioKPj7+8PPzw9BQUGwsLDAunXrcPfuXRw4cEBZQAKeFar69OmD7t27o02bNsjKysLhw4fx66+/omvXrggODla21XUaFhFRTcV13QnPtCCxw6g1m8o3ViQiqjEWkYjqEb/PQnB8bqTmhhLnd24yHLNvih0GkUnatGkTjh1THbVYMRLIxcVFpYhUlVdeeQUJCQmYP38+wsLCUFZWhp49eyIuLk6l2AQAQUFBiI2NxVdffYVHjx7BysoKHTt2RHh4OIKCgmBjY6NsW5NpWERENeXZ9RYu/+4idhi10nwrRyERkX5xOpsecTob1QWRf8XDqUEDscOolbHt+okdAlG1TGU6G5EhcDob1SWe/6m7o5FaJsvQeNdZscMgqhKns9VN/OQmqmeG/Fp3kyEA2J3nLHYIRNKRmwfk5FZ95OaJHSEREYmk6cm7YodARCaIRSQiIiIiIqJKNGjGbb+JiJ7HIhJRPdPxg7q9c9HW2SPEDoGIiIjqia9f3SJ2CDVinWmG8ow7YodBJA25T5+Nzq72eCp2lHUGi0hE9ZDXj3VzStuKRy/DMu43scMgIiKieqKnvKhOjkZy2fSX2CEQkYliEYmoHuo4+6LYIdTIsVm9xQ6BiIiI6plDfaLFDkEndlfNUJ6dI3YYRFSN2NhY+Pn5wdbWFo0bN8awYcPw+++/a/14QRCwdu1adOvWDVZWVmjcuDEGDx6M5OTkKh9z9+5dBAYGwtXVFXK5HM2bN0f//v1x/PhxnWI316k1EZmMbt8G4/yEFWKHobW59/rCPPkPscMgIiKieqZ1g4aAdRmQXzd2t23z7V8oFzsIIqrSvn37MGrUKHTu3BkREREoKirCqlWr4Ovri8TERHTt2lVjHzNnzsTatWvh7++PL774Avn5+Vi/fj369euHX375Bf7+/irtf/vtNwwcOBAWFhaYMmUK3NzckJubi99++w2ZmZk6xc8iElE9pdhfBEwQOwrt/fpzDyhwTuwwiIiIiCSNo5CIpKu0tBSBgYFo3bo1EhMTYWdnBwAYN24cOnfujJCQEMTFxVXbx8WLF7F27VoMHjwYBw4cgEwmAwDMmDEDHh4emD59OlJTU2Fm9mziWVFREcaOHYuWLVsiISEBTZo0qdVz4HQ2onrKPLfuze8nIiIiEkPgq7+KHYJWGhTKxA6BiKqRkJCA9PR0BAQEKAtIAODs7IwxY8YgPj4ed+5Uvyj+kSNHAACTJ09WFpAAoHHjxhgxYgTS0tKQmJioPB8TE4O//voLS5cuRZMmTVBcXIyCgoIaPwcWkYjqq8vXMPzPcWJHoTVFBEchERERkTg+aJwqdghacfuh5v8xJCLDO336NADAx8dH7ZqPjw8EQUBKSkq1fRQWFgIArK2t1a5VnDt16pTy3IEDBwAADg4OGDBgACwtLWFtbY3OnTvj+++/1/k5sIhEVI9ZvZMvdgha8fssROwQiCSpPCcX5dnVHDm5YodIRGQywgfFiB1CtRoUymCWwvUjiWojJydH5Sgq0u/sjYr1h5ycnNSuVZzLyMioto/OnTsDAOLj41XOC4KAY8eOAQBu376tPJ+a+qwIPnr0aFhYWODbb7/Fxo0bUV5ejn/84x/Ytm2bTs+BayIR1WPl2bnwOzcZx7tvFTuUKmWUlcFxA0chERERkbhG2NzDPAkvsO2+/QkEsYMgkqDynFyUyxpW30YoAQC0bdtW5fyiRYsQFham1r64uBjh4eFaxzBlyhQoFArk5z/7El8ul6u1sbS0BABlm6q8+eab8PDwwOrVq9G6dWuMHj0a+fn5+PLLL3Hp0iW1PnJzn32p6O7urrKG0siRI9GuXTuEhoZi4sSJyjWUNGERiaiecxx7E7gmdhRVm/avj2GHC2KHQURERIR+nldw7ExnscNQI39kBiFVwgkdUR2Rnp6uslZRZcUe4FkRafHixVr36+/vD4VCoZxuVtkIp4p1iiqbpva8hg0b4tChQ3j33XcxZ84czJkzBwDg6emJiIgIfPLJJyrPwcrKCsCzQtbzayg1a9YMI0aMwLZt2/DXX3/Bw8NDq+fC6WxEJGmNjzAhIjK2nTt3okePHrCysoKDgwPefvtt3Lp1S6vHlpSUIDw8HJ06dYJcLkezZs3w1ltvKYdSv+jcuXMYMWIEmjVrBktLS3Tp0gUrVqxAWVlZpe3Pnj2LwYMHw97eHo0aNYK/vz8SEhJq/FyJiExB4784BolIH+zs7FSOqopItra2EARB68Pf3x8A0KZNGwCVT1mrbqrbi1xcXHDs2DHcunULx44dw6VLl3Dp0iVlwej5glBFf61atVLrp+Lco0ePNN6zAotIRIRTRTZih1Cl8myu6UJkTNHR0ZgwYQKsrKwQGRmJ4OBgHD58GD4+Php3CxEEASNHjsT8+fPRsWNHREZGIigoCCdOnMCrr76KP/5QXasjISEBPj4+SE5ORlBQEL788ku4u7sjJCQEH3zwgVr/Z86cgZ+fH1JTU7FgwQKEh4fj4cOHGDBggMbtcImI9GF1W2m+1zTMLxc7BCLSgre3NwAgKSlJ7VpSUhJkMhl69OihdX/Ozs7o27cvPD09ATxbRNvMzAyDBg1Stnn11VcBPBtl9aKKtZNatmyp9T1lgiCwbK0nOTk5sLe3R3/5OJjLLMQOh0hrhQO98NO6VWKHocbrxyB0nH1R7DCIdFYqFCO+KAbZ2dkqw4n1RdvPG13jePjwIRQKBTp06IBTp07B3PzZrPeUlBT06tUL7733HjZu3Fjl4/fu3YuRI0di+vTpWLdunfL89evX0aVLF/j4+KgUe7p164YrV67g0qVLcHNzU56fMWMG1q9fj+PHj6NPnz7K871798bvv/+OP/74A87OzgCA7OxseHp6wtraGleuXFEZpk3SVPHze+eKE+wa8ftMqntmpg+U3JS2jrO5fiTVPaVCCeKLdxk+X7IYC3MNayIZOhblfUpLoVAoIJPJcPnyZeW9bt++jc6dO+OVV17Br7/+qmyflZWFrKwstGrVCvb29tX2vW/fPowYMQKTJ0/Gli1blOfT0tLQqVMndOnSBadPn4aFxbPcMT09HR4eHmjbtm2VI8Yrw09uIoJl3G/YnecsdhhqWEAiMq69e/ciLy8PQUFBygISAPTs2RN9+/ZFTEwMiouLq3z8kSNHAABTp05VOe/m5gY/Pz/8+uuvym+8njx5ggsXLqBv374qBSTg2Zx9ANi8ebPy3PXr15GcnIyxY8cqC0gAYG9vj4CAAKSlpalsZ0tEZChSG42k+KlU7BCISEvm5uZYtWoVMjMz4evri+joaCxfvhx9+/aFTCZDZGSkSvvo6Gh06tQJP/zwg8r5adOm4b333kNUVBQ2bNiAyZMnY/To0fD29sbKlStV2rq7u2P+/Pm4ePEifH19sXLlSoSHh+PVV19FSUkJvvrqK52eA4tIRAQAWP3FaLFDUNH9xHSxQyCqd06fPg0A8PHxUbvm4+OD3Nzcar+pKiwsBFD5gpAV5yruoU3b54tCmmJ7vg0RUX0iP/qb2CEQkQ5GjRqFgwcPws7ODnPmzMGSJUvg6emJEydOwMvLS6s+evXqhQsXLmDBggUICgrCuXPnsGTJEhw7dqzSEUuLFy/G119/jbKyMsydOxeff/45vLy8cPz4cQwYMECn+Lk7GxERUR1VihJUt59zKZ5tV5uTk6NyXi6XV7pQZHULOlacy8jIqDLB6dz52fSO+Ph4lTb5+fnKglDFSKQWLVqgWbNmSE5ORkFBgXIhSODvEU0VbXWJjYjIGGyccvE0o5HYYRCRFjTlS8o2RjRo0CCVdYuqEhYWhrCwMLXzM2bMwIwZM3S659SpU9VGi9cEi0hEBABotuM8sETsKP7W7gsOzSaqioWFBRwdHZFw7weNbW1tbdG2bVuVc4sWLao0IcnPzwdQ+Xa2lpaWKm0qM3HiRCxbtgwLFy6EjY0NBg4ciKysLCxatAhZWVkqjzczM0NwcDAWLFiA0aNHY8mSJXBwcEBcXBwWLVoEc3NzlXvVNjYiIn36scd6vJ4xW+wwYHeVE0uIqvJ3vvSjVu0dHR2V6wVR1ST5rlPTrYUfP36MlStX4o033kDbtm1hZWWFjh07Yvr06ZWuRH706FHIZLJKj5dfftkAz4xI2rw3hogdAgBg6s1hwOVrYodBJFmWlpa4ceMGsrOzNR4ZGRlq50JDQyvtt2IaWVFRkdq1goIClTaVadq0KQ4fPgxXV1dMnz4dbm5u6NWrF3JycjBnzhwAUFmsct68eQgNDcXRo0fRq1cvuLm5ITg4GJ9//jmaNGmi0ra2sZki5ktE4mndoCFauT8QOwy0WpMidghEkqVLvpSdnY0bN24ov5iiqkluJFJ0dDRmzZoFX19fREZGIisrCytWrEBCQgLOnDmD1q1bV/nYU6dO4eOPP0b//v3x4YcfwsHBAZcvX8a6desQExODpKQk5VD7502fPh1+fn4q55o2bar350YkdYqIc0CA2FEA+dJanolIkiwtLfWe6LRp0wbAs2lh7u7uKteqm072vJdeegkXL15EWloa7t69i1atWsHd3R3/+te/AAAeHh7KtmZmZggPD8e8efNw6dIlCIKgnAY3c+ZM5Za0L8b2Im1jMyXMl4jEF9d1JzzTgkS7f9PfJDkegEhSDJEv1XeSKiI9fPgQoaGh6N69O44eParcGWbw4MHo1asXFi5cWO3Wwh4eHrhy5Qrat2+vcn7o0KF4/fXXsWjRIuzatUvtcb1798bEiRP1+2SI6ii/z0JwfG6k5oaGuv+5yXDMvina/YnqM29vb6xbtw5JSUlqRaSkpCTY2tqqFIGq4+7urtJHxQKSvr6+am1tbW1VCka7d++GIAgYMmSISmwVcbz//vtqsT3fxtQxXyKSjlbuD3A3rbko926+laOQiMj4JFW+ru3WwgqFQi0hAoCBAweiadOm+P3336t8bH5+vnKnGKL6zHHDOVHv77C8fk1HIZKSESNGwNraGlFRUSgt/XtdspSUFCQkJGDcuHHKtQLu3r2L1NRUrdYhWrVqFS5duoSQkBDY2NhU2/bhw4eYN28eHBwc8M9//lN5vl27dujVqxd27dqlMuUqJycHmzZtQrt27VQKUaaM+RIRcS0kIhKLpN59aru1cFWys7ORm5uLFi1aVHr9o48+go2NDaysrODq6oqlS5eipMS4q7MTERGJzcHBAeHh4Th37hz8/f2xbt06/Pvf/8bgwYPRsmVLLFny9+r7oaGh6NSpk/Kzu8KQIUMQGBiI1atXY82aNRg1ahSCgoIwdOhQzJ8/X6XtgQMH8NprryE8PBxff/01Fi1aBC8vL2RkZGDnzp1wcHBQaR8VFYWysjL4+fnhyy+/RHR0NHx9fXH37l2sXr0aMpnMcP84EsJ8iUg6ZrkdETsEIiKjktR0ttpuLVyVZcuWoaSkBJMnT1Y537BhQwwbNgxDhgyBk5MT7t27h++++w4LFy5EYmIi9u/fjwYNGlTZb1FRkcoCny9uoUxUV3U/MR3n+qw3+n1PFdnAPPkPo9+XiP720UcfwcHBAcuXL0dwcDCsra3x+uuvIyIiQrkuUXV69+6N77//Hlu2bAEAdOrUCV999RVmzJih9pmqUCggl8sRFRWFR48ewcHBAQMGDMCnn36Kjh07qvX9yiuvICEhAfPnz0dYWBjKysrQs2dPxMXFwd/fXx9Pv05gvkQkHSNs7mGedRmQX/XvgCG0PvJY047lREQGIRMEQTLvPwMGDEB8fDzKyspgZqY6SOrrr7/GtGnTsGvXLowZM0brPmNiYvCPf/wDAwcOxKFDh9T6rUxAQAA2bdqEHTt2YMKECVW2CwsLw+LFi9XO95ePg7mMWwNS3bbr2jGj33PQ7I9g9+MFo9+XSN9KhWLEF8UgOztbZYcxIn0wlXzpzhUn2DWS1KB4ohpJKZJj8v4ZRrufdaYZ2n7J9ZCo7isVShBfvIv5Uh0jqU9ufW/fe+DAAUyaNAndunXDrl27tEqIAGDBggUAgP3791fbLjQ0VGVLwMq2xSWqq7xiPzTq/VY8epkFJCIiLTBfIpKWnvIiNGim/vtoKC4xd4x2LyKiF0mqiKTP7XsPHTqE0aNHw8PDA7GxsbC3t9c6jrZt26JBgwZ48OBBte3kcjns7OxUDiJT0fGDS0a937FZvY16PyKiuor5EpH0LO251yj3sbtqhvIMFpGISDySKiI9v33vi3TZWviXX37BqFGj0KFDB/z6669o1qyZTnFcv34dZWVlcHR01OlxRKZm6s1hRrsX10IiItIO8yUi6Wlj/tgo92l5RvOOmEREhiSpIpI+thaOjY3FyJEj4e7ujvj4eLWdXZ537949tXNlZWUIDQ0FAAwfPlwfT4uIiIhIb5gvEUlPT7nxprMREYlJUruzVWwtHBwcDH9/f0yaNAlZWVmIjIysdGvhrVu34siRI8odWVJSUjBixAgIgoD33nsPhw4dUrvHxIkTlX8eMmQImjVrhj59+qBNmza4f/8+du3ahYsXL2L06NF46623DP6ciaQsL6gFsM/w9/HeGAIFzhn+RkREJoD5EpE0jelzGrtP9DLoPcxSOHKbiMQlqSISULuthS9duoTCwkIAQEhISKVtnk+Kxo8fj3379uGrr77C48ePYW1tjS5dumDdunUICAiATCbT3xMjqosuX8PUm8OwWfGzQW+jiGABiYhIF8yXiKRncYtk7IbhikjuOwsN1jcRkbZkgiAIYgdhKnJycmBvb4/+8nEwl1mIHQ6RXpi1bY3vj+40WP9+n4XAcQOLSGRaSoVixBfFcMtaokpU5Et3rjjBrpGkVlYgqrU1TzwQHf+G3vttUChD+/ln9d4vkZhKhRLEF+9ivlTH8JObiKpVnn4Hw/8cZ7D+WUAiIiIiU/FB41SD9Ou+/YlB+iUi0hWLSESk0eO91U+NqKnuJ6YbpF8iIiIiUyKkXhM7BCIiACwiEZEWGuZz1isRERGRNjy73hI7BCIig2ERiYg0arbjPDLKyvTeb7vJV/TeJxEREZGYYtz36rU/p3h+mUdE0sEiEhFpZdq/PtZrf16xH+q1PyIiIiKp6Of9h976stl/Xm99ERHVFotIRKQVux8v4FSRjd766/jBJb31RURERCQlXRtl6KUfjkIiIqlhEYmIiIiIiEiPvK1uiB0CEZFBsIhERFp7/+A0vfSz4tHLeumHiIiISIp6yotg45Rb634aneCubEQkLSwiEZHWOs6+qJd+Eqd010s/RERERFL1Y4/1tXq83VUzlGfn6CkaIiL9YBGJiHTivTGkVo+fenMYcJnfqhEREZFpa92gIVq5P6jx41utSdFjNERE+sEiEhHpRBFxrlaPzx+tp0CIiIiIJC6u684aPa7pb/xvGhFJE9+diEhn3b4NrtHj5t7ri/Ls2q8PQERERGTKWv74l9ghEBFVikUkIiIiIiIiCeFaSEQkVSwiEZHOOvy/qzV6XOKWHnqOhIiIiEjawgfF6NRe/oj/RSMi6eI7FBHprDw7F37nJuv0mIyyMjhuqN16SkRERER1zQibe4B1mdbtXfc8NmA0RES1wyISEdWI49ibOrWf9q+PDRMIERERkcRtfW2jVu2sM80gpHIXWyKSLhaRiKjGvGI/1Krd7jxn2P14wbDBEBEREUlUT3kRGjQr0tjOJeaOEaIhIqo5FpGIqMY6zb2lVbuV0W8ZOBIiIiKiuk3+yAzlGSwiEZG0sYhERERERERkYH3cOE2NiOo+FpGIqMbKs3Ox4tHLGttxQW0iIiKq71a3jav2eqvEYiNFQkRUcywiEVGtHJvVu9rr3htDjBQJERERkbSN6XO6ymvyo78ZMRIiopphEYmIasU8+Q9MvTmsyuuKCI5CIiIiIgKAxS2SKz3vvrPQyJEQEdUMi0hEVGv5UxpVer53FEchERERET3vxdFIDQplMEv5Q6RoiIh0wyISEdVaefodnCqyUTvvtJKjkIiIiIie52jxROXvrZLKxQmEiKgGWEQiIiIiIiIykg8ap4odAhFRjbGIRER68UnkdJW/+52bLFIkRERERNLm2fWW8s82+8+LGAkRkW5YRCIivXDccA4ZZWV//33sTfGCISIiIpKwGPe9AICWyTKRIyEi0g2LSESkN9P+9TEAwCv2Q5EjISIiIpK+xrvOih0CEZFOzMUOwJQIggAAKBVKRI6ESBxmj/ORk1sOWUYZSoViscMhEk3F50DF5wIR/a3i9yI3j4sJU/1WXlDI/zdQvcZ8qW6SCXzF9Ob69eto166d2GEQEZFEXLt2DW5ubmKHQSQpzJeIiOh5zJfqFo5E0qOmTZsCAG7fvg17e3uRo6mfcnJy0LZtW6Snp8POzk7scOolvgbi42sgvuzsbDg7Oys/F4job8yXxMfPCfHxNRAfXwPxMV+qm1hE0iMzs2dLTNnb2/ONSGR2dnZ8DUTG10B8fA3EV/G5QER/Y74kHfycEB9fA/HxNRAf86W6ha8WERERERERERFpxCISERERERERERFpxCKSHsnlcixatAhyuVzsUOotvgbi42sgPr4G4uNrQFQ1/n6Ij6+B+PgaiI+vgfj4GtRN3J2NiIiIiIiIiIg04kgkIiIiIiIiIiLSiEUkIiIiIiIiIiLSiEUkIiIiIiIiIiLSiEUkIiIiIiIiIiLSiEUkPVi3bh3eeecdeHh4wMzMDDKZrNr2ubm5+Pjjj9G2bVvI5XJ06NABn332GUpLS40Ucf2hUCggk8kqPS5cuCB2eCZl586d6NGjB6ysrODg4IC3334bt27dEjuseqOqn3OZTIYnT56IHZ5JiYiIwNixY+Hm5gaZTAaFQlFt+/v37+O9995Dy5YtYWlpCS8vL2zYsME4wRJJDHMm6WLOZDzMmcTFnMl4mDOZJnOxAzAFERERePjwIbp164anT58iIyOjyrYlJSV44403cObMGcycORNeXl5ISEhAaGgorly5gs2bNxsx8vrBw8MD8+fPVzvv4uIiQjSmKTo6GrNmzYKvry8iIyORlZWFFStWICEhAWfOnEHr1q3FDrFe8PPzw/Tp09XO29jYiBCN6Zo3bx6aNm2K7t27a0w2nzx5gj59+iAzMxPBwcFwdXXF3r17MX36dNy5cweLFi0yTtBEEsGcSdqYMxkecyZpYM5kHMyZTJRAtXbjxg2hrKxMEARBGDp0qFDdP+vatWsFAMLy5ctVzgcGBgoAhOPHjxs01vrGxcVF6Nevn9hhmLSsrCzB1tZW6N69u1BSUqI8f+bMGUEmkwnTpk0TMbr6A4AwefJkscOoF65du6b8s6enp+Di4lJl27lz5woAhD179qic/5//+R+hYcOGwvXr1w0VJpEkMWeSLuZMhsecSRqYMxkPcybTxOlseqBQKGBmpt0/5Y4dO2BlZYUPPvhA5fzs2bMBAN98843e4yOgtLQUOTk5EARB7FBMzt69e5GXl4egoCCYm/89uLFnz57o27cvYmJiUFxcLGKE9UtxcTFyc3PFDsOkubm5ad12x44dcHV1xejRo1XOf/zxxygpKcH333+v7/CIJI05k/QxZzIc5kzSwpzJ8JgzmSYWkYyovLwcZ8+eRbdu3WBlZaVyTaFQoFWrVjh9+rRI0ZmuU6dOwdraGvb29rC3t8f48eORlpYmdlgmo+Jn1sfHR+2aj48PcnNzkZqaauyw6qXdu3fD2toadnZ2aNasGQICAnDv3j2xw6q37t27h/T0dPTu3VvtWu/evSGTyfieT1QF5kziYM5kWMyZpIM5k7QwZ6pbuCaSET1+/Bj5+flwcnKq9LqTkxNu3rxp3KBMnKenJ6ZNmwYPDw8IgoCTJ09izZo1+OWXX5CYmAhPT0+xQ6zzMjMzAaDSn+uKcxkZGfDy8jJqXPWNt7c3xowZA3d3d+Tn5+PIkSPYvHkzYmNjcerUKbRq1UrsEOud6n435HI5HBwcql0Phqg+Y85kfMyZDI85kzQwZ5Ie5kx1C4tI/1VcXIzw8HCt20+ZMkXj6vIvys/PB/DsF6EylpaWyjb0t9q8Nvv371e5Nm7cOIwcORL9+/dHSEgIYmNj9RlqvVTdz7WlpaVKGzKcF7+deeedd9CvXz+8++67WLRoEdavXy9SZPUX3/PJVDFnki7mTNLGnEkamDNJD9/z6xYWkf6ruLgYixcv1rq9v7+/zgmRtbU1AKCoqKjS6wUFBco29Dd9vzb9+vVD3759ER8fj4KCArVh8qSb53+uX/y3LCgoUGlDxjVp0iQsXLhQ7T8GZBzavOc7OjoaMyQivWDOJF3MmaSNOZN0MWcSF3OmuoVrIv2Xra0tBEHQ+vD399f5Hk2aNIGVlVWVQ/EyMzOrHLZdnxnitVEoFCgrK8Pjx48N/wRMXJs2bQCg0p/r6oamknEoFAo8ePBA7DDqpep+NwoLC/Hw4UP+blCdxJxJupgzSRtzJmljziQe5kx1C4tIRmRmZoYePXrg/Pnzym8bKty8eRN3796Ft7e3SNHVL2lpaWjYsCGaNWsmdih1XsXPbFJSktq1pKQk2NrawsPDw9hhEQBBEHD16lV+cyMSR0dHODk54eTJk2rXkpOTIQgC3/OJqsCcSTqYM+kPcybpYs4kLuZMdQuLSEY2YcIEFBQUYM2aNSrnv/zySwDAxIkTxQjLJD148ADl5eVq5/ft24fExES88cYbVc67Je2NGDEC1tbWiIqKQmlpqfJ8SkoKEhISMG7cOFhYWIgYoem7f/9+pedXrVqFjIwMDB8+3MgRUYUJEybgxo0b+M9//qNy/ssvv4S5uTnGjx8vUmRE0secyXiYMxkHcybxMWeSLuZMdYdMEARB7CDqup9++gkXL14EAHzzzTe4cuUKli5dqrz+6aefKv9cUlKCPn364OzZs5g5cyZeeuklJCQkYNu2bZg0aRK2bdtm9PhN1YoVK7BixQq89dZbcHV1hSAISE5OxnfffQcHBwckJiaiffv2YodpElauXIng4GD4+vpi0qRJyMrKQmRkJBo2bIiUlBTlEFUyjODgYMTFxWHYsGFwcXFBQUEBjh49ip9++gnu7u5ISkqCg4OD2GGajO3bt+PWrVsAniWdxcXFmD17NgCgcePGCAwMVLZ9/PgxevbsiXv37iE4OBiurq7Yu3cvfv75ZyxYsABLliwR5TkQiYU5kzQxZzIe5kziYs5kXMyZTJRAtTZ58mQBQJXHi548eSJ89NFHQuvWrQULCwuhffv2wr///W+hpKREhOhN14kTJ4Thw4cLzs7OgpWVlSCXy4X27dsLQUFBwp07d8QOz+R88803Qrdu3QRLS0uhadOmwvjx44Xr16+LHVa9sHfvXmHQoEFCmzZtBLlcLlhaWgqenp7C/PnzhSdPnogdnsnp169fle/3Li4uau3v3LkjTJkyRWjevLkgl8sFT09PYc2aNcYPnEgCmDNJE3Mm42LOJB7mTMbFnMk0cSQSERERERERERFpxDWRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiIiIiIiIiIhIIxaRiKhWCgsL4ezsjDZt2qCgoEDl2ocffggzMzNs27ZNpOiIiIiIxMd8iYhMBYtIRFQrlpaWWLp0Ke7cuYPo6Gjl+bCwMKxevRrLly/Hu+++K2KEREREROJivkREpkImCIIgdhBEVLeVl5ejW7duyMzMxPXr17F9+3YEBgZi/vz5WLZsmdjhEREREYmO+RIRmQIWkYhILw4dOoQ333wT/fv3x9GjRzF9+nSsWbNG7LCIiIiIJIP5EhHVdSwiEZHe9OrVC2fOnMGYMWPw/fffw8yMM2aJiIiInsd8iYjqMr5jEZFe7NmzB2fPngUANGrUiAkRERER0QuYLxFRXceRSERUa3FxcRg6dCiGDBkCGxsb7Ny5ExcuXEDXrl3FDo2IiIhIEpgvEZEpYBGJiGrlzJkz6N+/P3r06IFDhw7h3r176NixIwYMGIADBw6IHR4RERGR6JgvEZGp4PhJIqqxP//8E2+++Sbat2+Pffv2wdLSEgqFAtOnT8fBgwcRHx8vdohEREREomK+RESmhCORiKhGbt++DV9fX1hYWCApKQktW7ZUXrt//z7atWsHDw8PnDlzBjKZTMRIiYiIiMTBfImITA2LSEREREREREREpBGnsxERERERERERkUYsIhERERERERERkUYsIhERERERERERkUYsIhERERERERERkUYsIhERERERERERkUYsIhERERERERERkUYsIhERERERERERkUYsIhERERERERERkUYsIhERERERERERkUYsIhERERERERERkUYsIhERERERERERkUYsIhERERERERERkUb/H20pLAjGGE/LAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def affichage_onde(key, xx=None, t_ref=None, colorbar=True):\n",
    "    h_L, v_L, h_R, v_R, t_final = IC[key]\n",
    "    fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2)\n",
    "    plt.suptitle(f\"Test : {key}\")\n",
    "    if xx is None:\n",
    "        xx = np.linspace(-10, 10, 501)\n",
    "    dt = 0.01\n",
    "    tt = np.arange(1e-3, t_final, dt)\n",
    "    X, T = np.meshgrid(xx, tt)\n",
    "    H, V = [], []\n",
    "    for t in tt:\n",
    "        hh, vv, h_s, v_s = sol_exacte_riemann(xx, t, h_L, v_L, h_R, v_R)\n",
    "        H.append(hh); V.append(vv)\n",
    "    H, V = np.array(H), np.array(V)\n",
    "    cp1 = ax1.contourf(X, T, H, levels=30)\n",
    "    cp2 = ax2.contourf(X, T, V, levels=30)\n",
    "    ax1.set_xlabel('$x$'); ax1.set_ylabel('$t$'); ax1.set_title(f\"$h_L={h_L:g}, h_*={h_s:g}, h_R={h_R:g}$\")\n",
    "    ax2.set_xlabel('$x$'); ax2.set_ylabel('$t$'); ax2.set_title(f\"$v_L={v_L:g}, v_*={v_s:g}, v_R={v_R:g}$\")\n",
    "    if t_ref is None:\n",
    "        t_ref = t_final / 2\n",
    "    ax1.axhline(t_ref, color='C3', linestyle='--')\n",
    "    ax2.axhline(t_ref, color='C3', linestyle='--')\n",
    "    if colorbar:\n",
    "        plt.colorbar(cp1, ax=ax1, shrink=0.7)\n",
    "        plt.colorbar(cp2, ax=ax2, shrink=0.7)\n",
    "    plt.tight_layout()\n",
    "    return fig, (ax1, ax2)\n",
    "\n",
    "\n",
    "def affichage_sol_exacte(key, t=None):\n",
    "    h_L, v_L, h_R, v_R, t_final = IC[key]\n",
    "    if t is None:\n",
    "        t = t_final / 2\n",
    "    xx = np.linspace(-10, 10, 501)\n",
    "    hh, vv, h_s, v_s = sol_exacte_riemann(xx, t, h_L, v_L, h_R, v_R)\n",
    "    fig, axx = plt.subplots(nrows=1, ncols=2)\n",
    "    axx[0].plot(xx, hh, color='C3'); axx[1].plot(xx, vv, color='C3')\n",
    "    axx[0].set_title(f\"$h\\\\in[{hh.min():.3g},{hh.max():.3g}]$, $h_*={h_s:.3g}$\")\n",
    "    axx[1].set_title(f\"$v\\\\in[{vv.min():.3g},{vv.max():.3g}]$, $v_*={v_s:.3g}$\")\n",
    "    for ax, lbl in zip(axx, ['h', 'v']):\n",
    "        ax.set_xlabel('x'); ax.set_ylabel(lbl); ax.grid(alpha=0.3)\n",
    "    plt.suptitle(f\"Solution exacte, {key}, t={t:g}\")\n",
    "    plt.tight_layout()\n",
    "    return fig, axx\n",
    "\n",
    "\n",
    "for key in KEYS:\n",
    "    affichage_onde(key)\n",
    "    affichage_sol_exacte(key)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa718a80",
   "metadata": {},
   "source": [
    "## Solution approchée : schémas de Lax-Friedrichs, Rusanov, HLL\n",
    "\n",
    "**Principe.** On discrétise $x$ en mailles régulières et on avance en temps par un **schéma de volumes finis conservatif** :\n",
    "\n",
    "$$\n",
    "W_i^{n+1} = W_i^n - \\frac{\\Delta t}{\\Delta x}\\left(F_{i+1/2} - F_{i-1/2}\\right),\n",
    "$$\n",
    "\n",
    "où $W=(h,hv)$ sont les variables **conservatives** et $F_{i+1/2}$ est un **flux numérique** évalué à chaque interface entre deux mailles, à partir des états voisins $W_L,W_R$. C'est ce flux numérique qui distingue les trois schémas :\n",
    "\n",
    "- **Lax-Friedrichs** : le plus simple, mais le plus diffusif (il utilise $dx/dt$ comme viscosité numérique, sans lien avec la physique du problème).\n",
    "- **Rusanov** : remplace $dx/dt$ par la vitesse caractéristique maximale réellement présente dans les deux états ($|v|+\\sqrt{gh}$) — moins diffusif, car adapté à la physique locale.\n",
    "- **HLL** : utilise les deux bornes de vitesse ($c_0=\\min$, $c_1=\\max$ des valeurs propres des deux états) pour construire un flux exact dans les cas où l'un des deux domine (`c0>=0` ou `c1<=0`), et une moyenne pondérée sinon — généralement le moins diffusif des trois.\n",
    "\n",
    "Un seul flux numérique est choisi par le paramètre `scheme=\"...\"` de `calculer(...)` : chaque nom de schéma pointe vers sa fonction dans le dictionnaire `SCHEMES`.\n",
    "\n",
    "\n",
    "**Condition CFL.** Le pas de temps `dt = CFL*dx/c` (avec `CFL<1`, ici `0.9`) garantit que l'information ne parcourt jamais plus d'une maille par pas de temps — condition nécessaire à la stabilité du schéma. `c = np.max(np.abs(W[1]/W[0]) + np.sqrt(W[0]*g))` est la vitesse caractéristique maximale *sur tout le domaine*, recalculée à chaque pas puisque $h$ et $v$ évoluent.\n",
    "\n",
    "**Astuce numérique — `v_plus`/`v_moins` et le calcul du flux en un seul passage vectorisé.** Plutôt que de boucler en Python sur chaque interface (`for i in range(N): flux[i] = ...`), `v_plus(W)` décale tout le tableau `W` d'une maille vers la gauche (avec répétition du dernier point au bord), ce qui permet de calculer **tous** les flux `fluxp = flux_numerique(W, Wp, ...)` d'un coup avec des opérations numpy vectorisées. C'est nettement plus rapide qu'une boucle Python explicite (facteur ~100 sur un maillage de quelques centaines de points), sans rien changer au résultat.\n",
    "\n",
    "**Astuce info — l'historique `history` gardé en mémoire.** Contrairement à une version qui écrirait un fichier `.npy` à chaque pas de temps pour l'analyser après coup, ici `history` est une simple liste de dictionnaires `{'t':...,'h':...,'v':...}`, accumulée en mémoire au fil de la boucle `while`. Plus rapide et directement réutilisable par les fonctions d'affichage plus loin — au prix d'un usage mémoire qui grandit avec le nombre de pas sauvegardés (contrôlable via `save_every`, voir plus loin la section multi-instants).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "4c90b5ee",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-11T15:25:39.209226Z",
     "iopub.status.busy": "2026-07-11T15:25:39.209045Z",
     "iopub.status.idle": "2026-07-11T15:25:39.223929Z",
     "shell.execute_reply": "2026-07-11T15:25:39.222929Z"
    }
   },
   "outputs": [],
   "source": [
    "def Q(W):\n",
    "    \"\"\"Flux physique Q(h, hv) = (hv, hv^2/h + g h^2/2).\"\"\"\n",
    "    return np.array([W[1], W[1]**2/W[0] + g*W[0]**2/2])\n",
    "\n",
    "\n",
    "def valeurs_propres(W):\n",
    "    v = W[1] / W[0]\n",
    "    c = np.sqrt(g * W[0])\n",
    "    return v - c, v + c\n",
    "\n",
    "\n",
    "def flux_lax_friedrichs(WL, WR, dx, dt):\n",
    "    return (Q(WL) + Q(WR) - (WR - WL)*dx/dt) / 2\n",
    "\n",
    "\n",
    "def flux_rusanov(WL, WR, dx, dt):\n",
    "    c_L = np.abs(WL[1]/WL[0]) + np.sqrt(WL[0]*g)\n",
    "    c_R = np.abs(WR[1]/WR[0]) + np.sqrt(WR[0]*g)\n",
    "    A = np.maximum(c_L, c_R)\n",
    "    return (Q(WL) + Q(WR) - (WR - WL)*A) / 2\n",
    "\n",
    "\n",
    "def flux_hll(WL, WR, dx, dt):\n",
    "    QL, QR = Q(WL), Q(WR)\n",
    "    lamL0, lamL1 = valeurs_propres(WL)\n",
    "    lamR0, lamR1 = valeurs_propres(WR)\n",
    "    c0 = np.minimum(np.minimum(lamL0, lamL1), np.minimum(lamR0, lamR1))\n",
    "    c1 = np.maximum(np.maximum(lamL0, lamL1), np.maximum(lamR0, lamR1))\n",
    "    return np.where(c0 >= 0, QL, np.where(c1 <= 0, QR,\n",
    "           (c1*QL - c0*QR + c0*c1*(WR-WL)) / (c1-c0)))\n",
    "\n",
    "\n",
    "SCHEMES = {\n",
    "    \"Lax-Friedrichs\": flux_lax_friedrichs,\n",
    "    \"Rusanov\": flux_rusanov,\n",
    "    \"HLL\": flux_hll,\n",
    "}\n",
    "\n",
    "\n",
    "def v_plus(W):\n",
    "    return np.concatenate((W[:, 1:], W[:, -1:]), axis=1)\n",
    "\n",
    "\n",
    "def v_moins(W):\n",
    "    return np.concatenate((W[:, :1], W[:, :-1]), axis=1)\n",
    "\n",
    "\n",
    "def pas_de_temps(W, dx, dt, scheme):\n",
    "    flux_numerique = SCHEMES[scheme]\n",
    "    Wp = v_plus(W)\n",
    "    fluxp = flux_numerique(W, Wp, dx, dt)\n",
    "    fluxm = v_moins(fluxp)\n",
    "    return W - (dt/dx) * (fluxp - fluxm)\n",
    "\n",
    "\n",
    "def calculer(key, xx, scheme=\"Rusanov\", CFL=0.9, save_every=1):\n",
    "    \"\"\"Marche en temps complete. Renvoie l'historique complet\n",
    "    (liste de dict {'t':...,'h':...,'v':...}) en memoire.\"\"\"\n",
    "    h_L, v_L, h_R, v_R, t_final = IC[key]\n",
    "    dx = xx[1] - xx[0]\n",
    "    hh = np.where(xx < 0, h_L, h_R).astype(float)\n",
    "    vv = np.where(xx < 0, v_L, v_R).astype(float)\n",
    "    history = [{'t': 0.0, 'h': hh.copy(), 'v': vv.copy()}]\n",
    "\n",
    "    W = np.array([hh, hh*vv])\n",
    "    t = 0.0\n",
    "    itera = 0\n",
    "    while t < t_final:\n",
    "        c = np.max(np.abs(W[1]/W[0]) + np.sqrt(W[0]*g))\n",
    "        dt = CFL*dx/c\n",
    "        if t + dt > t_final:\n",
    "            dt = t_final - t\n",
    "        t += dt\n",
    "        W = pas_de_temps(W, dx, dt, scheme)\n",
    "        itera += 1\n",
    "        if itera % save_every == 0 or t >= t_final:\n",
    "            hh, vv = W[0], W[1]/W[0]\n",
    "            history.append({'t': t, 'h': hh.copy(), 'v': vv.copy()})\n",
    "    return history"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05178ca0",
   "metadata": {},
   "source": [
    "### Vérification : comparaison à la solution exacte, pour les trois schémas\n",
    "\n",
    "Pour chaque cas test et chaque schéma, on calcule la solution approchée jusqu'à `t_final`, puis on évalue la solution exacte **au même instant précis** (`last['t']`, pas `t_final` directement) avant de comparer.\n",
    "\n",
    "**Pourquoi comparer à `last['t']` et pas à `t_final`.** Dans `calculer(...)`, le dernier pas de temps est raccourci (`dt = t_final - t`) pour tomber exactement sur `t_final` — donc en principe `last['t'] == t_final`. Mais utiliser `last['t']` plutôt que `t_final` en dur rend le code robuste à toute variation future de cette logique (par exemple si on autorisait un léger dépassement), sans risquer de comparer deux instants légèrement différents par erreur.\n",
    "\n",
    "**Ce que mesure l'erreur relative.** `norm(last['h'] - h_ex) / norm(h_ex)` est une norme $\\ell^2$ discrète du profil complet : elle capture à la fois l'écart au niveau des paliers constants (faible, en général) et l'étalement numérique des chocs (plus significatif — un choc exact est une discontinuité, un schéma d'ordre 1 l'étale toujours sur quelques mailles).\n",
    "\n",
    "**Ce à quoi s'attendre.** Le classement `HLL` ≤ `Rusanov` ≤ `Lax-Friedrichs` (en erreur) est cohérent avec la diffusion numérique décroissante de chaque schéma, évoquée dans la section précédente — mais ce n'est pas garanti dans l'absolu sur *chaque* cas test individuel (l'ordre peut légèrement varier selon la configuration), donc cette cellule sert aussi de garde-fou : une erreur anormalement grande (proche de 1, ou `NaN`) sur un cas signale un vrai bug plutôt qu'une simple question de précision."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "a8da6f68",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-11T15:25:39.226390Z",
     "iopub.status.busy": "2026-07-11T15:25:39.225718Z",
     "iopub.status.idle": "2026-07-11T15:25:39.479305Z",
     "shell.execute_reply": "2026-07-11T15:25:39.478182Z"
    }
   },
   "outputs": [],
   "source": [
    "# xx = np.linspace(-10, 10, 401)\n",
    "# for key in KEYS:\n",
    "#     print(f\"{key}\")\n",
    "#     h_L, v_L, h_R, v_R, t_final = IC[key]\n",
    "#     for scheme in SCHEMES:\n",
    "#         history = calculer(key, xx, scheme=scheme)\n",
    "#         last = history[-1]\n",
    "#         h_ex, v_ex, h_s, v_s = sol_exacte_riemann(xx, last['t'], h_L, v_L, h_R, v_R)\n",
    "#         err = norm(last['h'] - h_ex) / norm(h_ex)\n",
    "#         print(f\" * {scheme:15s}: erreur relative sur h = {err:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "657106d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "#T_83499_row0_col4 {\n",
       "  background-color: #e93529;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_83499_row0_col6 {\n",
       "  background-color: #fb7a5a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_83499_row1_col2 {\n",
       "  background-color: #e02c26;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_83499_row1_col4 {\n",
       "  background-color: #fc9879;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_83499_row1_col6 {\n",
       "  background-color: #fcae92;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_83499_row2_col2 {\n",
       "  background-color: #fb7d5d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_83499_row2_col4 {\n",
       "  background-color: #fc9777;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_83499_row2_col6 {\n",
       "  background-color: #fff5f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_83499_row3_col2 {\n",
       "  background-color: #fc8262;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_83499_row3_col4 {\n",
       "  background-color: #fee1d4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_83499_row3_col6 {\n",
       "  background-color: #fee2d5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_83499_row4_col2 {\n",
       "  background-color: #67000d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_83499_row4_col4 {\n",
       "  background-color: #ca181d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_83499_row4_col6 {\n",
       "  background-color: #fc8565;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_83499\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_83499_level0_col0\" class=\"col_heading level0 col0\" >h_* exact</th>\n",
       "      <th id=\"T_83499_level0_col1\" class=\"col_heading level0 col1\" >h_* num (Lax-Friedrichs)</th>\n",
       "      <th id=\"T_83499_level0_col2\" class=\"col_heading level0 col2\" >err (Lax-Friedrichs)</th>\n",
       "      <th id=\"T_83499_level0_col3\" class=\"col_heading level0 col3\" >h_* num (Rusanov)</th>\n",
       "      <th id=\"T_83499_level0_col4\" class=\"col_heading level0 col4\" >err (Rusanov)</th>\n",
       "      <th id=\"T_83499_level0_col5\" class=\"col_heading level0 col5\" >h_* num (HLL)</th>\n",
       "      <th id=\"T_83499_level0_col6\" class=\"col_heading level0 col6\" >err (HLL)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >cas test</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "      <th class=\"blank col3\" >&nbsp;</th>\n",
       "      <th class=\"blank col4\" >&nbsp;</th>\n",
       "      <th class=\"blank col5\" >&nbsp;</th>\n",
       "      <th class=\"blank col6\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_83499_level0_row0\" class=\"row_heading level0 row0\" >1-choc 2-choc</th>\n",
       "      <td id=\"T_83499_row0_col0\" class=\"data row0 col0\" >1.341781</td>\n",
       "      <td id=\"T_83499_row0_col1\" class=\"data row0 col1\" >1.341735</td>\n",
       "      <td id=\"T_83499_row0_col2\" class=\"data row0 col2\" >1.80%</td>\n",
       "      <td id=\"T_83499_row0_col3\" class=\"data row0 col3\" >1.341772</td>\n",
       "      <td id=\"T_83499_row0_col4\" class=\"data row0 col4\" >1.61%</td>\n",
       "      <td id=\"T_83499_row0_col5\" class=\"data row0 col5\" >1.341787</td>\n",
       "      <td id=\"T_83499_row0_col6\" class=\"data row0 col6\" >1.31%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_83499_level0_row1\" class=\"row_heading level0 row1\" >1-choc 2-detente</th>\n",
       "      <td id=\"T_83499_row1_col0\" class=\"data row1 col0\" >1.453841</td>\n",
       "      <td id=\"T_83499_row1_col1\" class=\"data row1 col1\" >1.453447</td>\n",
       "      <td id=\"T_83499_row1_col2\" class=\"data row1 col2\" >1.66%</td>\n",
       "      <td id=\"T_83499_row1_col3\" class=\"data row1 col3\" >1.453681</td>\n",
       "      <td id=\"T_83499_row1_col4\" class=\"data row1 col4\" >1.16%</td>\n",
       "      <td id=\"T_83499_row1_col5\" class=\"data row1 col5\" >1.453691</td>\n",
       "      <td id=\"T_83499_row1_col6\" class=\"data row1 col6\" >1.06%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_83499_level0_row2\" class=\"row_heading level0 row2\" >1-detente 2-choc</th>\n",
       "      <td id=\"T_83499_row2_col0\" class=\"data row2 col0\" >1.453841</td>\n",
       "      <td id=\"T_83499_row2_col1\" class=\"data row2 col1\" >1.453222</td>\n",
       "      <td id=\"T_83499_row2_col2\" class=\"data row2 col2\" >1.29%</td>\n",
       "      <td id=\"T_83499_row2_col3\" class=\"data row2 col3\" >1.453496</td>\n",
       "      <td id=\"T_83499_row2_col4\" class=\"data row2 col4\" >1.17%</td>\n",
       "      <td id=\"T_83499_row2_col5\" class=\"data row2 col5\" >1.453708</td>\n",
       "      <td id=\"T_83499_row2_col6\" class=\"data row2 col6\" >0.61%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_83499_level0_row3\" class=\"row_heading level0 row3\" >1-detente 2-detente</th>\n",
       "      <td id=\"T_83499_row3_col0\" class=\"data row3 col0\" >0.706209</td>\n",
       "      <td id=\"T_83499_row3_col1\" class=\"data row3 col1\" >0.705619</td>\n",
       "      <td id=\"T_83499_row3_col2\" class=\"data row3 col2\" >1.26%</td>\n",
       "      <td id=\"T_83499_row3_col3\" class=\"data row3 col3\" >0.705919</td>\n",
       "      <td id=\"T_83499_row3_col4\" class=\"data row3 col4\" >0.80%</td>\n",
       "      <td id=\"T_83499_row3_col5\" class=\"data row3 col5\" >0.705919</td>\n",
       "      <td id=\"T_83499_row3_col6\" class=\"data row3 col6\" >0.79%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_83499_level0_row4\" class=\"row_heading level0 row4\" >rupture de barrage</th>\n",
       "      <td id=\"T_83499_row4_col0\" class=\"data row4 col0\" >1.103494</td>\n",
       "      <td id=\"T_83499_row4_col1\" class=\"data row4 col1\" >1.104417</td>\n",
       "      <td id=\"T_83499_row4_col2\" class=\"data row4 col2\" >2.16%</td>\n",
       "      <td id=\"T_83499_row4_col3\" class=\"data row4 col3\" >1.104634</td>\n",
       "      <td id=\"T_83499_row4_col4\" class=\"data row4 col4\" >1.77%</td>\n",
       "      <td id=\"T_83499_row4_col5\" class=\"data row4 col5\" >1.103519</td>\n",
       "      <td id=\"T_83499_row4_col6\" class=\"data row4 col6\" >1.25%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x79129d40b620>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xx = np.linspace(-10, 10, 401)\n",
    "i_centre = np.argmin(np.abs(xx))   # indice de maille le plus proche de x=0 (dans le plateau h_*)\n",
    "\n",
    "lignes = []\n",
    "for key in KEYS:\n",
    "    h_L, v_L, h_R, v_R, t_final = IC[key]\n",
    "    h_s, v_s = etat_intermediaire(h_L, v_L, h_R, v_R)\n",
    "    ligne = {'cas test': key, 'h_* exact': h_s}\n",
    "    for scheme in SCHEMES:\n",
    "        history = calculer(key, xx, scheme=scheme)\n",
    "        last = history[-1]\n",
    "        h_ex, v_ex, h_s_, v_s_ = sol_exacte_riemann(xx, last['t'], h_L, v_L, h_R, v_R)\n",
    "        ligne[f\"h_* num ({scheme})\"] = last['h'][i_centre]\n",
    "        ligne[f\"err ({scheme})\"] = norm(last['h'] - h_ex) / norm(h_ex)\n",
    "    lignes.append(ligne)\n",
    "\n",
    "try:\n",
    "    import pandas as pd\n",
    "    df = pd.DataFrame(lignes).set_index('cas test')\n",
    "    cols_h = ['h_* exact'] + [c for c in df.columns if c.startswith('h_* num')]\n",
    "    cols_err = [c for c in df.columns if c.startswith('err')]\n",
    "    sty = df.style.format({**{c: \"{:.6f}\" for c in cols_h}, **{c: \"{:.2%}\" for c in cols_err}})\n",
    "    sty = sty.background_gradient(cmap=\"Reds\", subset=cols_err, axis=None)\n",
    "    display(sty)\n",
    "except ImportError:\n",
    "    # repli si pandas n'est pas installe : tableau texte simple\n",
    "    entetes = ['cas test', 'h_* exact'] + [f\"h_* num ({s})\" for s in SCHEMES] + [f\"err ({s})\" for s in SCHEMES]\n",
    "    print(\" \".join(f\"{e:>18s}\" for e in entetes))\n",
    "    for ligne in lignes:\n",
    "        vals = [ligne['cas test'], f\"{ligne['h_* exact']:.6f}\"]\n",
    "        vals += [f\"{ligne[f'h_* num ({s})']:.4f}\" for s in SCHEMES]\n",
    "        vals += [f\"{ligne[f'err ({s})']:.2%}\" for s in SCHEMES]\n",
    "        print(\" \".join(f\"{v:>18s}\" for v in vals))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "708b7d6f",
   "metadata": {},
   "source": [
    "## Affichage : exact seul / approché seul / comparaison\n",
    "\n",
    "Trois fonctions séparées, chacune ne faisant **QUE** de l'affichage (aucun calcul à l'intérieur) : `plot_exact`, `plot_approx`, `plot_comparaison`. Elles prennent en entrée des tableaux déjà calculés (`h_ex`, `v_ex`, `h_num`, `v_num`).\n",
    "\n",
    "Ce découplage permet de :\n",
    "- ré-afficher un résultat déjà calculé sous plusieurs formes (exact seul, approché seul, comparaison) sans relancer le schéma numérique à chaque fois ;\n",
    "- tester chaque fonction d'affichage indépendamment, avec des données synthétiques si besoin, sans dépendre du bon fonctionnement du solveur ;\n",
    "- réutiliser `plot_comparaison` telle quelle pour n'importe quel couple (exact, approché) — y compris, plus tard, pour comparer deux schémas approchés entre eux plutôt qu'un exact et un approché (il suffit de lui passer deux jeux de données numériques).\n",
    "\n",
    "**Où est calculée l'erreur affichée dans `plot_comparaison`.** Le titre de chaque sous-graphique (`erreur relative = ...`) est calculé *dans la fonction d'affichage*, pas transmis depuis l'extérieur — c'est la seule exception au principe \"aucun calcul à l'intérieur d'une fonction d'affichage\", tolérée ici parce que `norm(h_num - h_ex) / norm(h_ex)` est un simple résumé numérique du contenu déjà affiché, utile à afficher au même endroit que la courbe qu'il résume.\n",
    "\n",
    "**Astuce info — le paramètre `key=None` partout.** Chaque fonction peut s'utiliser avec ou sans nom de cas test (`key`) : si `key` n'est pas fourni, le titre du graphique reste correct mais générique (`\"Solution exacte, t=1\"` plutôt que `\"Solution exacte, rupture de barrage, t=1\"`). Ça permet d'appeler ces fonctions ponctuellement, par exemple pour un cas construit à la main hors du dictionnaire `IC`, sans erreur ni titre absent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "47172672",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-11T15:25:39.482030Z",
     "iopub.status.busy": "2026-07-11T15:25:39.481111Z",
     "iopub.status.idle": "2026-07-11T15:25:39.494581Z",
     "shell.execute_reply": "2026-07-11T15:25:39.493568Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_exact(xx, h_ex, v_ex, t, h_s=None, v_s=None, key=None):\n",
    "    fig, axx = plt.subplots(nrows=1, ncols=2)\n",
    "    axx[0].plot(xx, h_ex, color='C3', linewidth=2, label='exacte')\n",
    "    axx[1].plot(xx, v_ex, color='C3', linewidth=2, label='exacte')\n",
    "    titre_h = f\"$h\\\\in[{h_ex.min():.3g},{h_ex.max():.3g}]$\" + (f\", $h_*={h_s:.3g}$\" if h_s is not None else \"\")\n",
    "    titre_v = f\"$v\\\\in[{v_ex.min():.3g},{v_ex.max():.3g}]$\" + (f\", $v_*={v_s:.3g}$\" if v_s is not None else \"\")\n",
    "    axx[0].set_title(titre_h); axx[1].set_title(titre_v)\n",
    "    for ax, lbl in zip(axx, ['h', 'v']):\n",
    "        ax.set_xlabel('x'); ax.set_ylabel(lbl); ax.legend(); ax.grid(alpha=0.3)\n",
    "    plt.suptitle(f\"Solution exacte\" + (f\", {key}\" if key else \"\") + f\", t={t:.3g}\")\n",
    "    plt.tight_layout()\n",
    "    return fig, axx\n",
    "\n",
    "\n",
    "def plot_approx(xx, h_num, v_num, t, scheme=None, key=None):\n",
    "    fig, axx = plt.subplots(nrows=1, ncols=2)\n",
    "    label = scheme or 'numerique'\n",
    "    axx[0].plot(xx, h_num, color='C0', marker='o', markersize=3, label=label)\n",
    "    axx[1].plot(xx, v_num, color='C0', marker='o', markersize=3, label=label)\n",
    "    axx[0].set_title(f\"$h\\\\in[{h_num.min():.3g},{h_num.max():.3g}]$\")\n",
    "    axx[1].set_title(f\"$v\\\\in[{v_num.min():.3g},{v_num.max():.3g}]$\")\n",
    "    for ax, lbl in zip(axx, ['h', 'v']):\n",
    "        ax.set_xlabel('x'); ax.set_ylabel(lbl); ax.legend(); ax.grid(alpha=0.3)\n",
    "    plt.suptitle(f\"Solution approchee ({label})\" + (f\", {key}\" if key else \"\") + f\", t={t:.3g}\")\n",
    "    plt.tight_layout()\n",
    "    return fig, axx\n",
    "\n",
    "\n",
    "def plot_comparaison(xx, h_num, v_num, h_ex, v_ex, t, scheme=None, key=None):\n",
    "    fig, axx = plt.subplots(nrows=1, ncols=2)\n",
    "    label = scheme or 'numerique'\n",
    "    axx[0].plot(xx, h_num, color='C0', marker='o', markersize=3, label=label)\n",
    "    axx[0].plot(xx, h_ex, color='C3', linestyle='--', label='exacte')\n",
    "    axx[1].plot(xx, v_num, color='C0', marker='o', markersize=3, label=label)\n",
    "    axx[1].plot(xx, v_ex, color='C3', linestyle='--', label='exacte')\n",
    "    err_h = norm(h_num - h_ex) / norm(h_ex)\n",
    "    err_v = norm(v_num - v_ex) / norm(v_ex)\n",
    "    axx[0].set_title(f\"$h$, erreur relative = {err_h:.2e}\")\n",
    "    axx[1].set_title(f\"$v$, erreur relative = {err_v:.2e}\")\n",
    "    for ax, lbl in zip(axx, ['h', 'v']):\n",
    "        ax.set_xlabel('x'); ax.set_ylabel(lbl); ax.legend(); ax.grid(alpha=0.3)\n",
    "    plt.suptitle(f\"Comparaison ({label})\" + (f\", {key}\" if key else \"\") + f\", t={t:.3g}\")\n",
    "    plt.tight_layout()\n",
    "    return fig, axx"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8a54def",
   "metadata": {},
   "source": [
    "## Affichage à PLUSIEURS instants (pas forcément tous les pas de calcul)\n",
    "\n",
    "On choisit `n` instants **répartis uniformément en temps** parmi tout l'historique calculé, et on les superpose avec un dégradé de couleur — l'objectif est de voir l'évolution du profil sans surcharger le graphique avec des centaines de courbes (une par pas de temps).\n",
    "\n",
    "**Pourquoi ce n'est pas juste `history[::len(history)//n]`.** Le pas de temps `dt` change au cours du calcul (il dépend de la vitesse caractéristique maximale à chaque instant, via la condition CFL), donc les indices de `history` ne sont **pas** régulièrement espacés en temps. Prendre un indice sur `n` donnerait des instants tassés à certains endroits et clairsemés à d'autres. `choisir_instants` construit à la place `n` **temps cibles** régulièrement espacés (`np.linspace(0, t_final, n)`), puis choisit, pour chacun, l'instant réellement calculé le plus proche (`np.argmin(np.abs(times - t))`) — c'est ce qui garantit un espacement visuellement régulier sur le graphique final, quel que soit le détail de la marche en temps.\n",
    "\n",
    "**Astuce info — le dégradé de couleur `viridis`.** `plt.get_cmap('viridis')(np.linspace(0, 1, len(snapshots)))` associe à chaque instant une couleur sur un dégradé continu (du violet foncé au jaune), dans l'ordre chronologique : l'œil perçoit directement le sens du temps sans avoir à lire la légende à chaque courbe — pratique dès que `n` dépasse 3 ou 4 instants, où une palette de couleurs discrètes (C0, C1, C2...) deviendrait difficile à suivre.\n",
    "\n",
    "**Le rôle de `reference`.** Une courbe de référence (en pointillés noirs, typiquement la solution exacte au dernier instant) sert de repère fixe pour juger visuellement si le dernier instant approché a convergé — sans elle, on ne voit que la tendance de l'évolution, pas si elle est arrivée au bon endroit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "bf1f7f92",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-11T15:25:39.496338Z",
     "iopub.status.busy": "2026-07-11T15:25:39.496184Z",
     "iopub.status.idle": "2026-07-11T15:25:39.502737Z",
     "shell.execute_reply": "2026-07-11T15:25:39.501696Z"
    }
   },
   "outputs": [],
   "source": [
    "def choisir_instants(history, n=6, t_final=None):\n",
    "    \"\"\"Choisit n instantanes repartis uniformement en TEMPS parmi\n",
    "    l'historique calcule (le plus proche instant calcule est choisi\n",
    "    pour chacun) -- pas forcement tous les pas de temps du calcul.\"\"\"\n",
    "    if t_final is None:\n",
    "        t_final = history[-1]['t']\n",
    "    temps_voulus = np.linspace(0, t_final, n)\n",
    "    times = np.array([s['t'] for s in history])\n",
    "    return [history[np.argmin(np.abs(times - t))] for t in temps_voulus]\n",
    "\n",
    "\n",
    "def plot_multi_instants(xx, snapshots, quantite='h', key=None, reference=None):\n",
    "    fig, ax = plt.subplots(figsize=(7, 5))\n",
    "    colors = plt.get_cmap('viridis')(np.linspace(0, 1, len(snapshots)))\n",
    "    for snap, col in zip(snapshots, colors):\n",
    "        ax.plot(xx, snap[quantite], color=col, label=f\"t={snap['t']:.3g}\")\n",
    "    if reference is not None:\n",
    "        ax.plot(xx, reference[quantite], 'k--', linewidth=2, label='reference (exacte)')\n",
    "    ax.set_xlabel('x'); ax.set_ylabel(quantite); ax.legend(fontsize=8, ncol=2); ax.grid(alpha=0.3)\n",
    "    ax.set_title(f\"Evolution de ${quantite}$ a plusieurs instants\" + (f\", {key}\" if key else \"\"))\n",
    "    plt.tight_layout()\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca620700",
   "metadata": {},
   "source": [
    "## Choisir le cas test et TOUT afficher (exact, approché, comparaison, multi-instants)\n",
    "\n",
    "`etudier_cas` est la fonction **orchestratrice** : à partir d'un simple nom de cas test, elle calcule (si besoin) puis affiche tout ce qu'on demande, en un seul appel.\n",
    "\n",
    "**Le paramètre `history=None`.** Si `history` n'est pas fourni, `etudier_cas` calcule la solution approchée elle-même. Mais si on lui passe un `history` déjà calculé ailleurs (par exemple dans une boucle sur plusieurs cas, voir la section suivante), elle **réutilise** ce calcul sans le refaire — c'est ce qui permet, dans `etudier_plusieurs` plus loin, de découpler complètement l'étape de calcul de l'étape d'affichage.\n",
    "\n",
    "**Pourquoi `snap = history[np.argmin(np.abs(times - t))]` plutôt que d'exiger `t` exact.** Comme pour `choisir_instants`, le pas de temps varie au cours du calcul : demander l'instant `t=1.0` pile n'a aucune raison de tomber sur un instant réellement calculé. On prend donc l'instant calculé le plus proche de `t` — c'est de cette approximation que vient parfois un léger écart entre le `t` demandé et le `t` affiché dans le titre du graphique (`snap['t']`, pas `t`).\n",
    "\n",
    "**Astuce info — le paramètre `quoi`.** Un simple `if/elif` sur une chaîne de caractères (`\"exact\"`, `\"approx\"`, `\"comparaison\"`) sélectionne quelle fonction d'affichage appeler, sans dupliquer le code de préparation des données (`h_ex`, `v_ex`, `snap`) qui est commun aux trois cas — c'est la même logique que le choix du schéma numérique via `SCHEMES[scheme]` plus haut dans le notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "353a181d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-11T15:25:39.504748Z",
     "iopub.status.busy": "2026-07-11T15:25:39.504221Z",
     "iopub.status.idle": "2026-07-11T15:25:40.169745Z",
     "shell.execute_reply": "2026-07-11T15:25:40.168629Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def etudier_cas(key, scheme=\"HLL\", t=None, quoi=\"comparaison\", n_multi=6,\n",
    "                 xx=None, CFL=0.9, history=None, montrer_multi=True):\n",
    "    \"\"\"Calcule (si history n'est pas deja fourni) puis affiche.\n",
    "    Renvoie history pour pouvoir le reutiliser sans recalculer.\n",
    "\n",
    "    montrer_multi=False desactive le graphique 'evolution a plusieurs\n",
    "    instants' : utile par exemple dans un widget interactif ou ce\n",
    "    graphique ne depend pas du curseur t et serait donc retrace,\n",
    "    identique, a chaque manipulation -- un travail inutile.\"\"\"\n",
    "    h_L, v_L, h_R, v_R, t_final = IC[key]\n",
    "    if xx is None:\n",
    "        xx = np.linspace(-10, 10, 401)\n",
    "    if history is None:\n",
    "        history = calculer(key, xx, scheme=scheme, CFL=CFL)\n",
    "    if t is None:\n",
    "        t = t_final / 2\n",
    "\n",
    "    times = np.array([s['t'] for s in history])\n",
    "    snap = history[np.argmin(np.abs(times - t))]\n",
    "    h_ex, v_ex, h_s, v_s = sol_exacte_riemann(xx, snap['t'], h_L, v_L, h_R, v_R)\n",
    "\n",
    "    if quoi == \"exact\":\n",
    "        plot_exact(xx, h_ex, v_ex, snap['t'], h_s, v_s, key)\n",
    "    elif quoi == \"approx\":\n",
    "        plot_approx(xx, snap['h'], snap['v'], snap['t'], scheme, key)\n",
    "    elif quoi == \"comparaison\":\n",
    "        plot_comparaison(xx, snap['h'], snap['v'], h_ex, v_ex, snap['t'], scheme, key)\n",
    "\n",
    "    if montrer_multi:\n",
    "        snapshots = choisir_instants(history, n=n_multi, t_final=t_final)\n",
    "        ref_final = sol_exacte_riemann(xx, t_final, h_L, v_L, h_R, v_R)\n",
    "        reference_finale = {'h': ref_final[0], 'v': ref_final[1]}  # exacte au dernier instant (t_final)\n",
    "        plot_multi_instants(xx, snapshots, quantite='h', key=key, reference=reference_finale)\n",
    "\n",
    "    return history\n",
    "\n",
    "\n",
    "# Exemple : un seul cas, un seul schema, tout affiche\n",
    "history = etudier_cas(KEYS[1], scheme=\"HLL\", quoi=\"comparaison\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fed81e9",
   "metadata": {},
   "source": [
    "## Plusieurs cas tests, plusieurs schémas, en une fois\n",
    "\n",
    "`etudier_plusieurs` boucle sur le produit (cas test × schéma) et stocke chaque résultat dans un dictionnaire `resultats`, indexé par le tuple `(key, scheme)`.\n",
    "\n",
    "**Le découplage `do_calcul` / `do_affichage`.** Ces deux booléens indépendants permettent trois usages distincts :\n",
    "- `do_calcul=True, do_affichage=True` (par défaut) : tout faire d'un coup, comme dans l'exemple ci-dessous ;\n",
    "- `do_calcul=True, do_affichage=False` : calculer une fois pour toutes (potentiellement long si beaucoup de cas/schémas/mailles), garder `resultats` en mémoire, et explorer l'affichage séparément ensuite sans jamais relancer un seul schéma numérique ;\n",
    "- `do_calcul=False` : n'aurait de sens qu'en fournissant un `resultats` déjà calculé par ailleurs — non utilisé tel quel ici, mais la structure le permettrait facilement.\n",
    "\n",
    "**Le rôle de `**kwargs`.** Tous les arguments optionnels non listés explicitement (`xx`, `n_multi`, `CFL`...) sont capturés dans `kwargs` et transmis tels quels à `etudier_cas` dans la boucle d'affichage. Ça évite de dupliquer la liste des paramètres de `etudier_cas` dans la signature de `etudier_plusieurs` — si `etudier_cas` gagne un nouveau paramètre demain, `etudier_plusieurs` le transmet automatiquement sans modification."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "a05474e4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-11T15:25:40.171744Z",
     "iopub.status.busy": "2026-07-11T15:25:40.171513Z",
     "iopub.status.idle": "2026-07-11T15:25:42.847086Z",
     "shell.execute_reply": "2026-07-11T15:25:42.845953Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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o5s6dWyS9P/74o9QlqGxR30U+a4XOuskVBqn9+/cvtmjytT8lrcU3Z86cIgOJr18n9FqbN282LYbfqFEjddSoUWrv3r0tXsxfVY2LPdvZ2amA2rRpU/Xuu+9W27RpoyqKok6ZMqXUB9Ozzz6rAqqvr696zz33qI888oj6yCOPlJuftctv7vvXu3Yx6BYtWqijRo1Su3TpogLqU089VernPnv2rNq8eXMVUD08PNQePXqo9957r9q7d2/TAs6dOnUyqwxeXl6qvb29mpeXV+y9/Px81dHRUXVyclL1er3Zn+vkyZOmug0JCVFHjBihDhgwQHV0dFR79OhhWoC5IkHqU089pWq1WrVPnz7qqFGj1PDwcBWMa/KZu5i/qlbsmitcM7hBgwbqkCFD1Pvuu0/t2bOnqtPpVCi+BExpeVfk+6voPVLeNWnpZyqLNYNUS8tV3rOgotdkRe/5sspj6WebPn26Cqh9+/YttRyWlO1alb2uLLkfy/uOrFGesljzuamqNeP5fe1nN/e7qMzz2RpBakXzX7FihenaKFzMv1u3bqqiKKbF/CMjI4vlZ+36LvJZK3TWTc6cdVIB9ddffy127rlz50x/AQYEBJQbmERFRamPPvqoGhISotrZ2aleXl5qv3791N9++63E48u6eNevX6/27NlTdXFxUV1dXdXu3burf/31V5kzOrOystRJkyap9evXN12816Zf3s1izfKb835Jdu3apQ4aNEh1d3dXXVxc1A4dOqhLly4td6ZrVlaW+sEHH6jdunVTPT09VTs7OzUwMFDt3LmzOm3aNHX//v3l5l2401Tbtm1LfL9wxmRFbuCTJ0+qd999txoYGKg6OjqqjRo1Ul999VU1JydH7dmzZ4WDVIPBoH700Udq8+bNVUdHR9XHx0e99957S91owJrX3B9//KGOHz9ebdWqlerj46M6ODiooaGh6h133FHiH3Rl5V2R768i90h516Sln6ks1gxSLS1Xec8CVa3YNVnRe76s8lj62e644w4VUL/77rtSy2FJ2a5XmevKkvvRnO+osuUpjzWem9eqzud3oYp8FxV9PlsjSK1M/tu3b1cHDBhgqu9OnTqpP/zwg7pp0yYVULt06VJiftb+3gspVz6wEOImVzgzVR4J4mai1+vx9vYmMjKSXbt2WXW2fGXI/ShqklmzZjF9+nQef/xx5s2bV2X5ysQpIYQQN60dO3aQkZHBm2++WWMCVCGqQ3x8POfOnSv2+j///MPs2bMB48ZDVUmWoBJCCHHT6tq1q7RWCoFxucTBgwfTsmVLwsLC0Gg0nDhxgsOHDwMwZcoUOnbsWKVlku5+IQQg3YtC1CRyP4qqdubMGWbPns2GDRuIj4/n8uXLeHl50a5dOx577DHT9q9VSYJUIYQQQghR48iYVCGEEEIIUePImNQyGAwG4uLicHNzkwH1QgghhBCVpKoqGRkZBAYGotGU3VYqQWoZ4uLiStxWTAghhBBCVNzZs2epV69emcdIkFoGNzc3wFiR7u7uNs3LYDCQmJiIr69vuX9Z3AykPoqS+ihK6qM4qZOipD6KkvooSuqjqKqsj/T0dIKDg00xVlkkSC1DYRe/u7t7lQSpOTk5uLu7yw2D1Mf1pD6KkvooTuqkKKmPoqQ+ipL6KKo66sOcYZTyzQghhBBCiBpHglQhhBBCCFHjSHe/EEKIGklVVfR6PQUFBRafazAYyM/PJycnR7pzkfq4ntRHUbaoDzs7O7RabaXSkCBVCCFEjZOXl8eFCxfIysqq0PmqqmIwGMjIyJAlBJH6uJ7UR1G2qA9FUahXrx6urq4VTkOCVCGEEDWKwWAgOjoarVZLYGAg9vb2Fv/DWdgKq9PpJAhB6uN6Uh9FWbs+VFUlMTGRc+fOERkZWeEWVQlShRBC1Ch5eXkYDAaCg4NxdnauUBoShBQl9VGU1EdRtqgPX19fYmJiyM/Pr3CQKgMxhBBC1EgyVlCIG5c1gl15AgghhBBCiBpHglQhhBDCDDNmzCAvL8+ic+bPn09kZCQRERGMHz8evV5vo9LdXCz9LmJiYujVqxceHh60b9++zGOnTp1KkyZNaNWqFR07duTff/+tbHFFBUmQKoQQokZTVZXszByLf3IsOFZV1XLLMXPmTIsCo+joaKZPn87mzZs5deoU8fHxzJ8/vzJVUe1UVSXPkGPTH1t8F+7u7syaNYulS5eWe2z37t3Zs2cP+/fv58svv2T48OHk5OSYnZewnho1cerEiRMsWbKEVatWERUVRU5ODhEREYwYMYJnnnkGFxcXs9LZvXs3L7/8Mtu2bcNgMNCuXTtee+01evToYeNPIIQQwtpysnIZ7Dbapnn8nrEYJxfHUt+fMGECAF27dkWj0bBq1Sr8/PzKTPOnn35i6NCh+Pv7m9J46623eOyxx6xX8CqWr+Yy89B9Ns3j1eZLsVes+114e3tzyy23sH79+nLzHzhwoOn/W7RoQUFBAZcuXaJevXrmfQBhNTWqJfXrr79m7ty51K9fn+nTp/P222/TqFEjpk2bRteuXcnOzi43jZ07d9K9e3eOHTvG9OnTeeONN0hKSqJPnz6sWbOmCj6FEEKI2uazzz4DYOvWrezbt4+VK1fSunXrEn8+/vhjAGJjYwkNDTWlERYWRmxsbLWUvzapyHdRUd988w0RERESoFaTGtWSevfddzN58mQ8PT1Nr02YMIHIyEhef/11vv76ax5//PEy03jqqafQaDRs3LiRkJAQAMaMGUOzZs2YOHEix48fl+UmhBDiBuLo7MDvGYstOkdVVQr0erRmLqnj6OxgUfpjxoxhzJgx5R53bd7mdGPXdHaKA682L7/LvLJ5WMLc78JSa9euZebMmaxevdrqaQvz1KggtbTBzCNHjuT111/n4MGDZZ5/+vRp/vvvP8aOHWsKUAE8PDx49NFHmTlzJtu3b6dz585WLbc1fP7PDP76fhWJ51OBkh+ohY+3Zh3CaNO9kfEXBQoKVL57v/SbyPhcNKbZd0QH/IN9TO+di0pgw297Sjmx8H8UFI3CvU8PNP0OsHPtIU4eOFPktZLUre9Hj8GdiiT794J/yUgteyeZAoNK8+7tCWjSgnyDDgXITEtny/e/l3B08fy7jRyMi6e76ffYw8c5tmUnAFp7O1r16Y5vcFDxpEr5d8SUg6JB1duh6u1QCuxKzLv80ll+RG5uLg4ODqUeqaBgr2pwNGhxUHVoTUea/0eZpX+/WXK4vUaDu84OR43W4j8Urz/eYFDJzMzAxcUNjcZ6f3S6uTjg6e6I5gb7QzawQQB1w/2ruxg2oyhKmV3xJbH1OpiLFi1i7ty5Jb43btw4Hn/8cUJCQoiJiTG9fubMmSL/Nt2IFEUpsyu+OpjzXVhqw4YNPPTQQ/zxxx80atSoskUUFVSjgtTSnD9/HqDcMSc7duwAjONUrlf42o4dO0oNUnNzc8nNzTX9np6eDhh3PzEYDJYX3AL9m/zBD6eOs2Nr+UMabm1ykSfaRpl+z8tTmbT2lFn5zJmYxq3tri6O/UfSZd7990K559nZwX9Lcou89uSvCexel1buubfrXHiu09kir335bAynovPLPfeR/hd5vM8W8lSFLIOOvadVvnryaLnnAfR8yQOX0KvbsWUdP83RLftNv8cc2s34X/rg6G5vVnolKTAoZOQ5kJHnSEqOMxez3EjKdsGy8M0GVFDyFJQsDZrLGrRpOhR9DQm8ClTsslQc0gw4JRagsXxbdtvK06OcS0CJvYhSYNv73lo0Wg2Loz9G1ao2f1ZVBYPBgKqqpp+KKjzXWi2Ybm5upKam4uLiwujRoxk9uvRxsqqqMmzYMLp378706dPx8/Pjs88+45577qm2FlVr10d1svS7KOv/r6+PjRs3Mnr0aJYvX07Lli1rRX2Zw9rXR+H9e30MZckzqsYHqQUFBbz22mvodDruv//+Mo8tDGZLGjtS+Nq5c+dKPX/27NnMnDmz2OuJiYk2n9l3PsuVHIN5Q4Qz9DrO5ToBxpavvDzzv/CkfHvi867+FZyqN3d2pEJivsM1v0GOwbwdJPJVhWS9/ZXzjBd/gWpewGS4cq/YKyr22nxC7MyfzZmVZ4d9bmG+kKsvWt7LiTmsfOsI/aZ3vPridcVSSmhWVRSw0+rRaVS0GhVPxxw8HXMIdk815RudVIdTib7k6M0MgK0SP6qoOkBrTE91UFEdCjB4FaCvl4/ukgb7czo0OWVfZ2Z+NZaXTqtgsFNAq5DvppDvpiGzrhb3c3m4XtCXWgUVelxWsOVMr9GAvQ41PBC7YF8CU1PR1vB/oM4ePU+B3sDJQ1F4h7qjquoNvwh+fn4+BoMBvV5f4SWbVFWloMD4F5C1WlKfeeYZevfujZOTE3///Xe5DSchISG88sor3HLLLRgMBnr16sWDDz5YLctQ2aI+qpOl30Vubi6NGzcmNzeXtLQ0goODGTVqFK+//joXLlxg8ODB7Nq1C4BHH32U3NxcHnroIdP533zzDS1atLDpZ6pOtrg+9Ho9BoOBpKQk7OzsTK9nZGSYnYai1vA/ER5//HE++eQTZs2axcsvv1zmsf/73/945ZVXWLt2Lb179y7y3unTp4mIiODxxx9n3rx5JZ5fUktqcHAwKSkpuLu7l3iOtRgMBvbt24ezs3O5/8B4eXnh6+tr+l1VVU6ePGlWPvXq1SuyzeDly5eJi4sz69yGDRsW+T0hIYHU1NRyz3NxcSEoqGi3enR0NPn5pbekGgwGkpOTadSwIT7ejqCmgiGRvKwTxJzeBfojoD8OFAboWrDvAk73g64+YJykYG9/NUhMTU01lfm2224z3Shr1qzh1ltvLfdzXC/fkEdGfjKX8uK4lHue2KzjnLp8gFyDcRiDTrGni88gevoOx0HrZHH61zIYDCQmJuLr61vu9VGgGkjKySIq4xJ7k86z9vxJDqQYW8vtNFoeb9KNCU26oFWqPpDJydcTl5rOrtPn+HHnIY5dSASge8Mw5t53O4525v3dbEl9WKKgwMCWrSf58KPVpKZl0axZEO+9c59VhxRY2/1hE7l0LokPts3CK8Td6nVSHXJycoiJiaF+/fo4Ola8azk/P7/IP443O6mPoqQ+irJ2feTk5BAdHU1YWFiR+zg9PR0vLy/S0tLKja1qdEvqtGnT+OSTT3j00UeZOnVquccXBl/XBpqFClcGKGsfaAcHBxwcig/Y1mg0VfLQr1evHn5+fhXKq3HjxhXK093dvcIBeEBAAAEBARU6NyIiosz3DQYDCQkJ+NSpc6U+3IEQHB3a0bjdKABUQxrkbkLN+h7ydwA7gF3gfC+K6zMomqL/uHl7e+Pt7Q3A22+/bVrG5JlnnmHv3r3odJbdDg4aRxx0gdRxCgSM46n1hnyOpe9ky6U/iM06zqZLyzmUtpVhwU8Q7trcovSvpyiKWdeiBg0BLu4EuLjTLSCcJ5p152DyBd49uJ5N8ad5//BG9iSd44MuQ3G3r9qxZc4O9jTwr0MD/zrc07kVP+08xJw/17PpRAxPL/mDjx+8C3szvwdz68MSGo2GXj2bEBLiw9PPfMvhw+f5d90RbutXc1tQChs9FBSb1El10Gg0KIpi+qkIVVVN59aGlsPKkvooSuqjKFvUR+H9e/0zyZLnU419ks2YMYPXX3+dMWPG8Pnnn5tVaYWtdSV16Zc1FEDcmBSNB4rTHWh8lqD4/A4OAwADZC1FTbwNNWdtqeeOGzfONFHv0KFDfPLJJ1Ypk05jR3PProyPeIMHwqbgaedLSn4CX5+ewcaEX6ptbFML77p80+Ne3uk0GEetjo3xpxm9/ltSc8sfA20riqIwomMLPn9oKE72dmw9Fcvbf2+qtvJcK7y+H/ff1wWAr7/ZRG5u+eOnq0vhs7Fm94kJIYTlamSQOnPmTGbOnMkDDzzAN998Y3bU3aFDB8C4dtr1Cl8rPEbULopdYzReH6J4LQJdQ1BTUVP/D0P6HFS1eICh0WiKDPt45ZVXSEhIsF55FIUm7h14quH7tPG6FRUD/8QvYfn5TylQq2emkKIoDA1rwbLeY/B2cOZQSjxjN3xHltnjkm2jff16vDtqEABLt+1j1SHzhq7Y2rCh7fHzcychMZ3Vaw5Xd3FKZfoDXqJUIUQtU+OC1Ndee40ZM2Zw//33s2DBglID1AsXLnDs2DGysq4uYxQREUHHjh358ccfOXv26mzy9PR05s+fT0RERI1cfkpYj+LQGcXnF3Aea3wh62vU5NGohpRix3bq1Mk0MN7BwYHjx49bvTwOWieG13uCOwPHoaBhV/Iafj77IYZqClQBmnvX5dtbH8DL3omDKRd4dttyCqp5RnjPxuE80tPYsv367/+SkVN8yE5Vs7fXMXRIOwBWrT5UzaUp3dUYVYJUIUTtUqOC1I8//phXX32VkJAQ+vXrx3fffceSJUtMP9cuqDtlyhSaNGliWnaq0IcffkhBQQHdu3dn7ty5zJs3j27dunHhwgU++eQTGXtyE1AUezTuU1E8PwbFDfL3oCaNQi0oPkFszpw5vPDCC5w4cYLu3bvbqDwKnesMZFTo82jQsj91E7+d/6Jag4qGHr583n0k9hota+JO8snRLdVWlkJP9O1CqI8nlzKymLe6eG9Idehza1M0GoVDh89xPq74Hzo1gnT3CyFqqRoVpO7caVxoPTY2lrFjx5rWPiv8ef3118tNo1OnTmzcuJGGDRsyY8YMXnrpJby9vVmzZg233XabrT+CqEEUx34oPstAUxcKTqMmjUTNP1HkGD8/P9566y08PDxsXp5mHp0ZEfL0lRbV1ay4sKBaA9V2deoxq72xm/3Dw5v4L+FMOWfYlr1Ox7S7jKtyfPfffs5cSq3W8gDUqeNG2zZhAKxeUzNbU6+OSZUoVQhRu9SoIHXBggVFFnC+/mf9+vXFju3Vq1exdDp06MCqVatIT08nMzOTDRs2lHicqP0UXQNjoKprAIYEY9e/3ryND2yhpectDKn3fwBsufQH25NWVltZAIbXb8nd9VtiUFUm7/iTbH31ThDqGhnKLQ3DKDCofPbvf9ValkJ9+zQDYPOWE+UcWT1MnUMSpAohapkaFaQKYQuKNgDFeynomoOagpr8IKo+psRjz58/z2OPPUZKiu26dtt796F/wAMA/BX3NTGZR2yWlzmmt7mNACc3zmam8v6hjdVaFjB2+wP8ue8Y0YnJ1Vwa6NQxHEWB06cTSUq6XN3FKU66+6vMjBkzyMuzbKLh/PnziYyMJCIigvHjx5e6kP/LL79MixYtaN26Na1bt2bZsmWm9wwGA08++SQRERE0aNCgxNVIEhMT8ff35+6777bsQ92gLP0uYmJi6NWrFx4eHqVuwV5o7Nix1KtXz/RdvPDCC5UtrqggCVLFTUHReKJ4zwddIzAkXglUiy5VVrhH8xdffMErr7xi0/J09x1KC49uGChg6Zm3Sc27ZNP8yuJq58D/2g8E4OsT2zmYXP42ubbUIjiAXk3CMagqCzfvqdayAHh4ONMw0rge8O490dVcmuJuhu5+VVXJzs6z+CcnJ9/sY82pv5kzZ1oUGEVHRzN9+nQ2b97MqVOniI+PZ/78+SUe+8ILL3Dw4EH27dvH33//zbhx40x/LC9ZsoQjR45w4sQJduzYwVtvvcWxY8eKnD9x4kQGDRpkdtkqSlVVVEOWbX9s8F24u7sza9Ysli5datbxkydPZt++fezbt4+3337b7HyEddXoxfyFsCZF4wVeC1CT7zeOUU0ZBz7fo2iM41HbtGljejgWbiLRqlUr25RFURgW/DiJueeJz4nhuzNvM77B62iV6rklewdGckdIU/6MPcKUnX/ya7+HsdOYt+2tLTzcvR3rj57m9z1HeKpfV7xdS9+Eoyq0b1ef4yfi2bkrusYt7H8zdPfn5ORz++C5Ns3jr98n4eRU+jbGhZt/dO3aFY1Gw6pVq8rdivOnn35i6NCh+Pv7m9J46623eOyxx4od6+npafr/jIwMFEUx7XG+bNkyJkyYgFarxdvbm5EjR/L9998zY8YMAL799lv8/f1p3749f/75pyUf23JqNmpCa5tmofjtA6X0e74i34W3tze33HJLkWGDouaTllRxU1G0PijeC0DjDwVRqCmPo6rGv8br1avH9OnTgavda7ZsnbLXOPJA2GSctK6cyz7J2ovLyj/Jhqa3uQ1PeyeOpibwXVT1tmC2DQuiWZA/ufoCvt9+oFrLAtC+vXGr3V27ozEYalYwKIv5V43PPvsMMK65vW/fPlauXGnqDr7+5+OPPwaMk4BDQ0NNaYSFhREbG1tqHh9++CGNGjWibdu2fPHFF/j4+JSbTlxcHHPnzmXOnDlW/8w1VUW+C0vNnTuXli1bcscdd7Bv3z4rll5YQlpSxU1H0QaA15eoyaMgfwdq2mTweBdFUXj22Wf5+uuvOXnyJJs2beK7777jvvvus1lZvOz9GBI0ge9i32Fjwi9Euramvmszm+VXljqOLkxq0ZNXdq/ko8ObGRraArcq3ja1kKIojOnWhpd+WMnPOw/x2K0d0VbjVp/Nmgbh6GhHWlo2Z2IvUT/Mt9rKUsxN0N3v6GjHX79PsugcVVUpKChAq9WatfSgo6Nle5aPGTOGMWPGlHvctXmX9x099dRTPPXUU+zfv58HHniAvn37mgLV0tIZN24cb731Fq6urhaVv8IUJ2NLp43zsIS534W5Xn/9derWrYtGo+HXX39l4MCBnDx5surqWJhIS6q4KSl2jVE85wE6yPkTMo1/mTs4OPDBBx+YjnvhhRfIyMiwaVmae3alnVcfVFR+PPsB2frqm5wzMrw14W4+JOdm8dmxbdVWDoB+zSNxd3IgPi2DbadKb32qCjqdliaNAwE4fPh8tZblejfDYv6KouDkZG/xj6OjndnHWrqG9qJFi8ptvQsJCSEmJsZ0zpkzZwgJCSk37VatWhEUFGTqmi4rnW3btvHII48QFhbG888/z4oVK+jfv79Fn8USiqKgaJxt+2OD78ISQUFBpo2Ehg4diru7u002exHlkyBV3LQUh24o7sYJUurl91Fz1wMwcOBA7rzzTsDYlTZr1iybl+X2wIfxsa9LWv4l/oj7yub5lcZOo+XFVrcC8M2JHcRlpVdbWRzsdNzRugkAv+yq/jVKmzULAuDw4XPlHFm1rm6LWr3luBm4ubmRlpYGGFvvCifWXP/z+OOPAzB8+HB+/fVXLl68iKqqfPbZZ9x7770lpn306FHT/0dFRbF3716aNm0KwIgRI/j8888pKCggOTmZZcuWcc899wCQnJxMTEwMMTExvPPOOwwcOJB//vnHltVQI1j6XVji3Lmr9/h///1HUlISDRo0sFrZhfkkSBU3NcX5XnC6B1BRU59D1RsXtH/vvfdwcHAw/b+t/4p20DoxIuQZFDTsT93I0fSdNs2vLH0DG9LBN5jcAj1zD66vtnIADGtvHPqw9kgUKZnZ1VqWZk2NQeqhGteSWvu7+2uK5557jt69e9O6dWsSEhLKPT48PJyZM2fSrVs3IiIi8PPz45FHHgGMfwC3bt3adOzkyZNp1qwZrVu35p577mHevHk0aWL8I2306NE0atSIhg0b0qFDB1544QXTezcrS7+L3Nxc6tWrx4gRIzhw4ADBwcG8/PLLQPHvYuzYsablwJ599ll+/PHHKtnwRRSnqPJkK1V6ejoeHh6kpaXh7u5u07wMBgMJCQn4+fmZuhluZlVZH6qah5o8GvL3gi4SxXsZisaV6dOnm1pR+/fvz4oVK2y+re7KC4vYlLgcN503Tzf6ACetC1D118f+pPMMW7MABVgxYDyRHtU3BnPER99yJC6ByXf0ZHS3tkD13C8ZGTncNex9AH7+4Um8vFyqJN/yjGs5iZhDZ5m98mXqtQyoFc+QnJwcoqOjqV+/Po6OFRsXraoqer0enU4n22Ej9XE9qY+ibFEfpd3HlsRWN/aTTAgrUBR7FM+PQOMH+pOoaVNQVZUpU6YQEhJCUFAQDz30UJWUpY//PfjY1yVDn8yKuAVVkmdJWvkEcVtQI1Rg3pHN1VYOgGHtmwPwy67D1dpa6ObmSFhYHQAOH6k5rakyu18IUVtJkCoEoGj9UDw/BOwg9x/I+hpnZ2f++OMPjh07xj333FMlf23baRwYFmwcQ7U7ZS1RGdW3/NKTzW4B4K/YI5xKr77NBga1boS9TsuJ+EscOnex2soB0LSJscv/2LHq3fDgWlfHpEqUKoSoXSRIFeIKxb4tirtxjJKa8S5q3j5atmxZ5cuOhLk0pZPPAAB+P/8FekN+leZfqKlXAP2CGhpbUw9XX2uqh5MjfZsZJy38ue9YOUfbVuHOUydOxldrOYq4CWb3CyFuThKkCnEtp1HgOBDQo6Y+i2pIK3ZITk6OzYvRL+B+XHWeXMqLY1PicpvnV5onm3UH4M/Yw9XbmtqqEQCrDp2o1sX0Gza8GqTWlKBQuvuFELWVBKlCXENRFBT3WaANBsN51LTJpmDkzJkzDBkypNQlZKzJSevCoLpjAVif8DPJedXTzd3smtbUj6uxNbVbZChujg4kpGey50z1jQcNr++LTqchPT2biwnVtzzXtaS7XwhRW0mQKsR1FI0biucHGMenroWsRRQUFNC7d29+++03fvvtN/766y+bl6OlZ3fCXVugV/P4K25+tbXcPdH0ytjUs0c4l5laLWWw1+no0ywCgBUHTlRLGQDs7XWEXdlt6sSJmjEuVWJUIURtJUGqECVQ7JqjuE0GQM14C43hCK+99prp/SeffJLsbNuu26koCoMDx6FVdJy4vIeo3H02za80zb3rcot/fQpUlfnHt1dLGQAGtDB2+a8+dBJ9gaHaymEal3qieidxmcg6qVVmxowZ5OXlWXTO/PnziYyMJCIigvHjx6PX60s99pNPPqFJkyY0b96cli1bmoYWGQwGnnzySSIiImjQoAGffPKJ6Zxff/2Vli1b0rp1a5o1a8bLL78s14KoNSRIFaI0zg+Aw21APmrqc4y6dwi9evUCIDo6mjlz5ti8CL6O9ejuOwSATZd/JLegeha0H9+4CwA/nN5Hcm5WtZShc4NgPJ0dSbqcxa6Y6tv1qaZNnpLF/KvOzJkzLQpSo6OjmT59Ops3b+bUqVPEx8czf/78Eo/97bff+Pbbb/nvv/84dOgQa9aswc7ODoAlS5Zw5MgRTpw4wY4dO3jrrbc4dsw4ibBv376m3ZX27t3L6tWr+eOPPyr/YWuRqKgo2rZtS5s2bfjmm2+quzgWGTZsGNu2Ve0W1evXr2fVqlVmHRsfH0+nTp3K/OOrMiRIFaIUiqKgeMwCjT8UxMDl2Xz88cfodDoA3nzzTU6dOmXzcvTyG46XnR+XDalsSPzZ5vmVpKt/GM28Asgp0PPtqd3VUgY7rdY0y3/lgZPVUgaAyEh/AKJOl7/LTVUwrYxWi2NUVVXJysu3+CfbgmPLC/InTJgAQNeuXc3e5einn35i6NCh+Pv7oygKEyZM4Lvvvivx2LfffpuZM2eadjby8/NDq9UCsGzZMiZMmIBWq8Xb25uRI0fy/fffA8btQQs3b8jJySE3N/eG38zBUuUFSD/99BNdunRh7969Fq15bavAy1w7duwgNTWVLl26VGm+lgSpAQEBdOrUiSVLltikLDqbpCpELaFoPMHjbdSUByH7B5qE92DSpEm89dZb5Obm8uSTT/L333/bdA1VO40Dg+o+zLexc9ia9CcdfG7DxyHAZvmVRFEUxjfuwtPbfmXRyV082qgzTjq7Ki0DwMBWjfhp5yHWHD7F+M7Nqjx/gLDQOigKpKRkkpKSWe07T5laUmtxlJqdr6fDq/NsmsfOmU/gbF/6Nf3ZZ5/x+eefs3XrVlxdXVm0aBFz584t8dhx48bx+OOPExsbS2hoqOn1sLAwYmNjSzznyJEj7Nq1i1dffZXc3FzGjBnDU089BVBiOrt27TL9vnXrViZMmMCJEyeYOHEit99+u0WfvSLmzp1b6ue/Vtu2bfn999+LvDZ48GD27NlT4vGTJk1i0qRJ5aarKArvvPMOf/zxBx06dOCVV15h0qRJ7N+/n5ycHLp27cpHH33Ed999x3vvvYfBYGDLli0sXboUb29vnnrqKaKjo8nNzWXIkCGm4VxhYWGMGzeONWvWEBgYyIIFC5g+fTr//vsveXl5NG7cmM8++wxPT0/Gjh2Ls7MzJ06cIDY2lubNm/P9999jb29PXl4eL7/8MitXrkSj0VC3bl1WrlwJwDvvvMMPP/yAXq8nICCAzz//nODg4GKf8fPPP+f+++83/Z6RkVHiZ4yKiqJv375s3LiR8PBw3n77bdatW8dff/3FoUOHmDhxIpmZmeTk5DB69GimTJkCQFpaGs899xzbt29Ho9HQpk0bnn76aT777DMMBgNr1qxh2LBhvPLKK/zzzz/873//Izs7G51Ox9tvv02PHj0AuO+++3juuecYO3Zsud+bpSRIFaIcikNnVJdHIfNL1LRpTJv6PUuXLuXcuXOsXLmSX3/9lWHDhtm0DI3c2hFs15iz+cdYeWEh94e9ZNP8SjKgXmOCXTw5m5nKT9H7GR3ZvsrL0KF+PXxcnUm6nMX+8wkE1q3aYB3AycmewLpenI9LITo6sdqDVBmTWj3GjBnDmDFjyj3u2j9gy/qO9Ho9UVFRbNy4kbS0NHr27EmDBg0YNGhQuel07dqVAwcOkJiYyLBhw9i0aZMpgLCV9PR0zp8vf6WNkoKvxMTEUs9NTzd/1Yzc3FzWr18PwPjx4+nRowdffvklqqoybtw45s2bx7PPPsvp06e5fPky77zzDmDc5nrq1Kl07doVgDvvvJNff/2VoUOHAsY/Cv79918UReGNN97A1dWVHTt2APC///2PV199lQ8++ACAffv2sXbtWuzt7enRowc///wzo0aNYvbs2URFRbFr1y4cHBxITEwEYOnSpZw4cYJt27ah1WpZvHgxTzzxBL/99luxz7d+/Xqef/550+/PPfdcqZ/x7bffZuTIkbzzzjt88skn7Ny5E0VRCAsLY82aNTg4OJCdnU3Xrl3p168f7du355lnnsHV1ZX9+/ejKAoXLlygbt26TJgwoUh9nT59mpkzZ7Jy5Urc3d05deoUPXv2JCYmBjs7O9q1a8fevXvJzMzExcW6z0MJUoUwg+L6NGruVtAfxqXgNd57by4jRowE4JlnnqF///5WvzmL5K8odHe7m++T3+BI+naiMg4Q4dbSZvmVRKfR8GijTry65x/mH9/OqIi26Kq4W1Gr0dCrSTg/7zzElqhzDGxftXVQKDzcl/NxKURFJ9C2bVi1lKHQzdDd72SnY+fMJyw6R1VVCvR6tGbuRe5kZ9k/h+a0pIaEhBATE2N6/cyZM4SEhJR4TkhICKNGjTJ16Q8cOJAdO3YwaNAgUzodOnQoMx1fX19uv/12fvzxR5sHqe7u7gQFBZV7nK+vb4mvlXZueXu5X+vhhx82/f/y5cv577//ePfddwHIzs7G3t6+2DmZmZn8+++/XLx4EVVVURSFy5cvm8b4Ajz00EOma2b58uWkp6fz008/AZCXl0dERITp2GHDhuHk5ARAx44diYqKAuDPP//k3XffxcHBoUg9LF++nF27dtGuXTsACgoKTMM6rnfu3DkCAq7+IV7WZxw1ahTr1q2jf//+rF27ljp16piOmThxIvv27UOj0XD27Fn27dtH+/bt+fPPP9m9ezcajQZVVUv8rgBWrlzJqVOnil1TZ8+eJTw8HDs7Ozw9Pblw4QINGjQoMY2KkiBVCDMoij14voN6aSjkbWXYgFvo378///zzD2fPnmXZsmVFHpi24KMLpKN3f/5LXsFfF77mcdd30SolP9xsZXj9VnxweBNnM1NZee4Yd4Q0rdL8Afo0jTAGqafPVVvrYf36vmzafILo6MRqyf9aN8PEKUVRyuyKL4mqqug1Cjozg1RzuLm5kZaWhqurq1ktqcOHD+eWW27hlVdewc/Pj88++6zUdZbvu+8+Vq5cSe/evcnJyWHDhg1MnmxcYWTEiBF8/vnnDBs2jLS0NJYtW2bqOj5+/DiRkZFoNBoyMjL4888/efDBB63yectibrd8Sa7v/q+oa3cDVFWV5cuXEx4eXuY5BoMBRVHYsWMHilLy9XF9up988gm9e/cuMT1HR0fT/2u12nLHsaqqyrRp08z698LZ2Zns7Gy8vLxM55b2GfV6PYcOHcLb27tIK/XUqVPx9/dn79696HQ6hg0bZvGGNKqqMmDAABYtWlTqMTk5OaZg3ZpurtHVQlSCootAcZ9q/OXye3z03tM0atSI3377zeYBaqFb/UbipHXlYk4su5JXV0me13LS2THmSjf/F8e2VUtg1DkiBCd7Oy5dzubI+eqZvBRe3w+A06erP0iV7v6q89xzz9G7d2+zJ06Fh4czc+ZMunXrRkREBH5+fjzyyCMAxMXF0bp1a9Oxzz77LPHx8TRt2pR27doxcOBAU/fz6NGjadSoEQ0bNqRDhw688MILNGnSBIAff/yR5s2b06pVK7p06ULfvn159NFHrf/ha7jBgwczZ84cU5CYkpJS4sRWNzc3unfvXmR1lri4OM6dK3nFkMGDBzN37lyysoyrmmRlZXH48GGzyvP++++Tm5sLYOruHzx4MJ988gnJyckA5Ofns3fv3hLTaNmyZZEW3rI+4+TJk2nUqBEbN27kueeeM72ekpJCvXr10Ol0HD9+nNWrVxdJ7+2338ZgMBQpo7u7O2lpV3dbvO2221i5ciWHDh0yvVY4/AHg4sWL6HQ6AgMDy60XS0mQKoQlnO4Bhz5APhF1PuTw4T0MHjy4yrJ31rnR138UAGvivyNLn1FleRd6oEE7HLQ6DqfEs/tS1S8F5WCn45aGxkkka49GVXn+YNx5CiDmzCUKqnHNVpDF/KvSq6++yvHjx9m3bx9+fn5mnTNu3DhOnTrF6dOn+eqrr0zLSgUGBrJv3z7TcU5OTixatIgjR45w+PBhZsyYYXpPq9Xy8ccfExUVRVRUFE88cXXow7Rp0zhy5Aj79+/n0KFDzJgxw6YTOWuq999/H51OR+vWrWnZsiV9+/YtMtTiWt9++y3Hjh2jTZs2tGzZkuHDh5OUlFTisZMnT6Z169Z06tSJli1b0rlz5yLfW2leeuklIiIiaNOmDa1btza1bo8ePZoHHniAXr160apVK1q3bs26detKTOPuu+9mxYoV5X7GP//8k5UrV/Lxxx8TGRnJO++8w4gRI8jJyWHatGl89dVXdOjQgWnTphVpEX7vvffIysqiefPmtGnThunTpwMwdOhQdu3aRevWrXnttdeIjIxkyZIlPProo7Rq1YomTZqYxuSCcTjA0KFDbXLdKar8+V2q9PR0PDw8SEtLs2icTEUYDAYSEhLw8/O76ZYPKUlNrg/VkIx66Q4wXALnh9C4T7F5ntfWh6qozDsxiYTcs3TxuZ07gh6xef7Xm7rzL5ad3seAeo35uNvwKs//9z1HmPLjPzTw8+G3Z8ufvGJtBQUG7hzyHjk5+Sz4ehwhwT5VXoZCz/aYzqHNx5i27FkadQ+vkfeMpXJycoiOjqZ+/fpFulMtoaoqer3eqt39NzKpj6JuhPrIyMigS5cubN++3aZzHqBy9dG9e3e+/PJLGjduXOT10u5jS2KrG/tJJkQ1UDTeKO6zjL9kLUDNM3Z7FI4XsmR2akVoFS23BxqHF2xPWkFCzlmb5leSsQ07ArDq/HHOZ6aVc7T1dW8UhlajcCohiTOXUqs8f61WQ1iYcWJCdXf53wxjUoW4Gbm5ufH+++8THR1d3UUp1cWLF/m///u/YgGqtUiQKkQFKI69weluQEVNm0xM9BEGDRrE0KFDefXVV22efwO3VjRx74gBA3/HVf0OKg09fOnmXx+DqrLo5K7yT7AyDydHWgUZu1vXVVeXf5ixy/90dDUv6i/d/ULUWn379qV58+bVXYxS+fv7c99999ksfQlShaggxW0qaOtBwTkMGR+zYcMGAD788EP2799v8/wH1n0QraLj5OV9nMwoeeC9LT3U0LgczrLTe8nMt2w/c2voFlEPgLVHbL/rV0nCw41BcnXP8JeWVCFEbSVBqhAVpGhcUTzmAAphfqt5ebLxr0mDwcDEiRNNMyZtxcehLp19BgKw4sJCDGqBTfO7Xs+6DQhz9SYjP5dfYw5Uad4AXcON6yzuPRNH0uWsKs8/PPxKS2o1b4+qyMwpIUQtJUGqEJWg2HcE57EATHroEA0bGhd53rp1KwsXLrR5/r387jYtSbUnpeQZoraiURQebGhcjmrByZ0YqjhI8nNzoVmQH6oK64+ertK8AepfWYbqQnwaWVm5VZ5/IYlRhRC1lQSpQlSS4jYJdA1wsEvmozlXxw69+OKLprXwbMVZ58atfiMA45JUuQXZNs3vesPDWuFm50B0RjIbLlT92NDeTYx/FFRHl7+HuxM+PsZFv6NjLlV5/ibS3S+EqKUkSBWikhTFAcXjLUBH3y5HGDn8FgAuXbrE1KlTbZ5/J58BeNv7k6FPYXNi8f2fbcnFzp6R9VsDsPDkzirNG6B3U2OQuu1ULJm5VT8utnC91Ors8pfu/qozY8YM8vIsu87mz59PZGQkERERjB8/vtQdiU6ePEm/fv1o1aoVzZo1Y9myZab3DAYDTz75JBERETRo0IBPPvnE9N6yZcto06YNzZs3p0WLFnz00UcV+3BC1EA1LkidPXs2I0aMIDw8HEVRCAsLszgNVVVZvHgxXbp0wcfHB3d3d1q0aMEbb7zB5cuXrV9ocdNT7JqjuE4E4J1pabi6Gte0++KLL9i507bBm05jx20BowHYlPgb6fm2bb293ujI9mgUhU3xpzmRVrWTiCL8vAn29iBPX8C2U7FVmjcYt0cFOF2Nk6duhhhVVVWy9Hk2/TGnJXrmzJkWBanR0dFMnz6dzZs3c+rUKeLj45k/f36Jx44dO5b777+f/fv38++///LCCy+YtrdcsmQJR44c4cSJE+zYsYO33nrLtBNRvXr1WLFiBYcOHWLz5s188MEHbNmyxewyClGT6aq7ANebOnUq3t7etG3bltTU1AqnMWfOHHr37s3MmTPRarWsXr2al19+mX/++cc0C1sIq3J5DHLXERRwkFdfbMoLr+xEVVUmTJjAjh070Gq1Nsu6uUcXQpwbEZt1nDXx3zEs+HGb5XW9YFdP+gY2ZNX54yw8sZPXOwyqsrwVRaFXk3AWb9nLhmOn6dusQZXlDRAWalwrNTa25N1qqsRN0N2fXZBPi5/ftmkeB4e/gLPOvtT3J0yYAEDXrl3RaDSsWrWq3F2nfvrpJ4YOHYq/v78pjbfeeovHHnus2LH79+9n0CDjvePv70+rVq1YtmwZkyZNYtmyZUyYMAGtVou3tzcjR47k+++/Z8aMGXTr1s2UhoeHB40bNyY6OrrI60LcqGpcS2pUVBRJSUmsXr26QvvA6vV6PvzwQ9q2bcvq1at54okn+L//+z9++eUX7rrrLjZu3FhkL1whrEVR7K50+zvw5NgUmjc1LpEUERFh8xZ8RVEYWHcsAHtS/iU+O8am+V3voSuL+y8/c5CU3Kqdad+rcTgAG45FYzBUbaAWeiVIPRNbfWNSZQmqqvHZZ58BxkmR+/btY+XKlbRu3brEn48//hiA2NhYQkNDTWmEhYURG1tyi3+HDh1YsmQJYPx3cOvWraZtPc1N58iRI2zbtq3I1pdC3MhqXEtqeHh4pc7Pz88nOzubgICAYlsDFga9zs7OlcpDiNIoughwewG7jFl88Y4jyfpvuP3OsVWSd4hLI5p7dOVQ2lZWXFjEQ+GvVEm+AB18g2nq6c+R1Iv8GL2f8Y27VFnebcOCcHGwJ+lyFofPX6RFcECV5R0aYtwONTk5k4yMHNzcKraFZ2WYdjCsxTGqk9aOg8NfsOgcS7d5dNLaWZT+mDFjGDOm/C15r827rD8kFixYwPPPP0/r1q0JDw+nb9++2NldLVN56Zw7d4677rqLzz77rEINPELURDUuSK0sJycnunbtysqVK3nrrbcYNmwYOp2O1atX88033/Doo48SEhJS4rm5ubnk5l5dSqZwe0uDwWDzNS8NBgOqqto8nxvFDV0fjvdBzmo6tdkOdisxFNwPSuW6+s2tj35+93E0fQenLu/jeNoeIt1aVypfSzzQoB1Td/3Ntyd381BkB7SK7Tpqrq0PnUZD1wYhrD58ig3HTtMsqOwuWGtydLTDt44biZcyiIlJpFmzoCrL+ypj8HJD3zPXKfwshT9geRAJkK8q2OnMP8+c1ujCMi1atIj33nuvxGMeffRRHn/8cYKDg4mOjjalGxMTQ0hISIn5hISE8MMPP5h+HzhwIP369UNVVUJCQoiOjqZ9+/amdIKDg03pxMXF0bdvX15++WXuvvvuUj9H4evS6m4k9VGUteuj8F65Poay5BlV64JUgKVLl/Lggw/y0ksv8dJLLwGg0WiYMWMG06dPL/W82bNnM3PmzGKvJyYmkpOTY7PygvFLS0tLQ1XVYi3AN6MbvT40TMKbh9Dk7yEjcR7ZjAKMN605rTrXM78+NLRw7Mm+7LX8de5r7vWeisaGweK1Ojv64q5z4FxWGr8d3cMtdUr+Y9Aarq+P1oE+rD58irWHTnJ3i8r1xlgqoK4xSD10OBpfX8sDqcrKu7LbV1paGqmpqTfsPXOt/Px8DAYDer2+1Nnw5VFVlYIC4wYXFbnnSuLm5kZSUhKOjo7cd999ZW4Hqdfrueuuu7j11luZOnUqfn5+fPrpp4wYMaLEz3Tx4kX8/PxQFIVVq1Zx5MgRRo4ciV6vZ9iwYXz++ecMHjyYtLQ0fvjhB/744w/0ej0XLlzgtttu4/nnn+f+++8vtb5sUR83MqmPomxRH3q9HoPBQFJSUpFegYyMDLPTqJVBqrOzM40aNSIkJIQBAwag0WhYvnw5r7zyCgUFBcyYMaPE86ZMmcKkSZNMv6enpxMcHIyvry/u7u42LbPBYEBRFHx9fW/4f2Cs4cavDz/IngoZ03DjK1y9BvL9T7uZN28eq1evtnjIiSX1MdD7AY6f3E5SQRzn7A7R3rtvZT6IRUZGtOar49v549IphjVtb7N8rq+PQc4uvLNmOycSksHRGT93V5vlfb3IBnU5eDCO5JS8cifS2IKjgwNgDKA8PT1v4HvmqpycHDIyMtDpdOh0lftn6tp/HCtr0qRJ9O/fHycnJ/75559yv++GDRsyY8YMevXqhcFg4NZbb2XcuHHodDri4uK4/fbb2bvXuKXxihUrePPNN9HpdNStW5e//voLNzc3AB588EF2795Ns2bNAHj++edp0aIFAK+99hpnz55l3rx5zJs3D4CnnnqKhx56qMQyWbM+agOpj6KsWR86nQ6NRoOPjw+OjleHQl37/+WmYbXS1BBZWVl07dqVdu3a8d1335lev+eee3BycuK1115jyJAhtG7duti5Dg4OOFx54F9Lo9FUyUNfUZQqy+tGcKPXh+o8AjVvNeRuYPrku5j9/gkAZs2axZw5cyxOz9z6cLX34Fa/Efx94RvWJnxPK6/uOGidKvQZLPVAg/bMP76dzRejibmcQri7j83yurY+/NzdaFEvgANn49l88gx3d2hhs3yvFxZmXIYqNjapWq5VRWNs9VBQbvh7ppBGo0FRFNNPRVzba2GtlqEZM2aU2shRmvHjxzN+/PhirwcFBbFv3z7T7+PGjWPcuHElpqHT6YqsjXqtr776iq+++qrcctiiPm5kUh9F2aI+Cu/f659JljyfbuwnWQl++uknTp48yYgRI4q9d88996CqqixBJaqEoigo7rNA8WD08Fzs7Y1/E7777rscOnTIpnkbF/gP4LI+tUoX+A929aR3YCQAS07trrJ8AXo0qg8YZ/lXpbCQKzP8z1TPMlQyu18IUVvVuiC1cPHj/Pz8Yu8VvlbRMU5CWErR+qO4v0qjBva89IQnYLz+JkyYYNMJLjqNHf0DHgCqfoH/0ZHGbv6fYw5wOb/q9rTv1cQ4FnXbqVhy86vuHg+5MsM/ITGdzMyq+7wmN8Fi/kKIm9MNHaReuHCBY8eOkZV1dV3Gpk2bArBw4cJix3/99dcAdOzYsWoKKASA4+3gMIDJT3oQGW4ci7plyxbT9Wgrza4s8J+v5rIm/rvyT7CSbv71qe/mzeX8XH47Y9sW42s1ruuLn7sL2Xn57Iw+V2X5urs74e1t3GEs9mzVt6bW5m1Ra8NKBULcrKzRu1PjxqQuXryYM2fOAMZZ9Xl5ecyaNQsAT09PnnjiCdOxU6ZMYeHChaxbt45evXoBcMcdd9CxY0dWrFhBjx49GDZsGIqisHz5ctavX88dd9xB9+7dq/xziZuXoijgMQPH/J3Mm51D/3uMf1S9+OKLDB482GaTbRRFYUDdB/kiaip7UtbRzfcO/B1Dyz+xkjSKwgMN2vO/vatYfHIX90W0rZIxX4qi0LNxOD/uOMiGY9Hc0jDM5nkWCgnxITk5k9jYJJo0rto1Kmtjd7+9vT0ajYa4uDh8fX2xt7e3+BqydJ3U2k7qoyipj6KsXR+qqpKYmIiiKJWajFXjgtT58+cXGzNauGxUaGhokSC1JFqtlnXr1jFv3jy+++47ZsyYQU5ODg0aNOD111/n+eeft1nZhSiNovEG9//Rt8dE7hvmxtJfMkhJSeGFF14osdXfWkJdGtPMozOH0/5j5YXFPFh/ms3yutbwsBa8e3AdJ9Mv8V/CGbr4h1VJvj0b178SpJ5m6p29quwfn9CQOuzbF8uZM1W/81RtbEjVaDTUr1+fCxcuEBcXV6E0CtdnLJyEdbOT+ihK6qMoW9SHoijUq1evUluC17ggdf369WYfu2DBAhYsWFDsdWdnZ1588UVefPFF6xVMiEpSHPuiOg7lnRk/8vfabFLT9CxatIixY8dy66232izf2wIe4GjaTk5k7CEq4wARbi1tllchN3tHhoa24NuoPSw+tavKgtROESHY67ScT0knKiGJBv51qiTfsCvbo8ZUx/aotbAlFYytqSEhIej1etP6jZYoXJ/Rx8fnhl/twBqkPoqS+ijKFvVhZ2dXqQAVamCQKkRtpri/jL//Nt6YmsnElxIA47CVbdu22eyv+ToOgXTy6c+2pL9ZcWEhE13frpIF/h+IbM+3UXtYff4EcZlpBLp42DxPZ3s7OoUHs+lEDOuPRVdZkBoaapw8VR0z/GvzmNTCrsKKdBcaDAbs7OxwdHSUIASpj+tJfRRVU+uj5pREiJuAonFH8XiDcQ+406W9I6NG9mP58uU272661X8kDhpnLuREsz91o03zKtTQw5fOfqEYVJWlUXuqJE+Ano2Ns/w3VuFSVKFXlqGKj08lJ6f4yiK2VItjVCHETU6CVCGqmOJwCxqX+1m1LIglH+Xh7+di8zxddO709BsGwOr4peQbqmappDFXlqNadnofuQVVsyxUz8bG9VL3nokjNcu22xkX8vR0xt3dCVWFs+equDW1lnb3CyGEBKlCVAPF7QWc3ULBEIeaMbtK8uxa53Y87OqQln+JbZf+qpI8+wQ2JMDJjeTcLP4+e7RK8gz0cifS3weDqrL5REyV5KkoSrV1+dfm7n4hxM1NglQhqoGicUHxmAMokP0Tas46kpOT+e+//2yWp53GgX4BowBYn/ALmfp0m+VVSKfRcH+DdgAsPrnL5vkVKuzy33DsdJXleXXnqaqdPCUxqhCitpIgVYhqoth3AOeHUFWVhV+Np1Gjhtx1112kpKTYLM9Wnj2p61ifXEMW6y7+aLN8rjUyvDX2Gi37k+PYn3S+SvLscaXLf/OJGPQFVbMgfOHOU1U9w782rpMqhBAgQaoQ1UpxexZF14DfV1zg0qUkEhISmDJlis3y0ygaBtQdA8D2pJUk5V6wWV6F6ji6MCjYuBPc4lO7bZ4fQKvgung4OZKencv+s7b/jAChV5ahio2VMalCCGENEqQKUY0UxQHF803e/18Ari7GYOPzzz9n8+bNNsuzgVsrIt3aYKCAVfFLbJbPtcZEGrv8/4o9QlJOps3z02k1ph2nqqrLvzBIPX8+hby8qpkkBle7+5EYVQhRy0iQKkQ1U+xaUi/ySWZNvrqm5/jx48nNtd0M/IF1x6Cg4VDaNmIzj9ssn0KtfIJo6V2XPEMBP5zeZ/P84GqXf1UtRVXHxxUXZwcMBpXz5203ZON60t0vhKitJEgVogZQXP+PieM606G1AwBHjx7lzTfftFl+/o6htPUy7nK14sKCKglwRjcwLkf1bdQe9AbbjxO9pWEYGkXh5MUk4lJtP0msyAz/KhyXKkGqEKK2kiBViBpAUezReb/N5+8EUbiL3Ouvv87Ro7ZbtqlvwCjsFAdis45zON12qwoUuj2kKd4OzlzISmdt3Amb5+fp7EirkLpA1bWmFnb5x1TlDH+Z3S+EqKUkSBWihlDsGtG604s8/39eAOTl5fHYY49hsFGro7udN7f4DgZg1YUl6A223SnJQavjnvDWACw+WTUTqHpWcZd/4Qz/qlwrVdZJFULUVhKkClGTuDzC9JduJSLMuFf5pk2b+Oqrr2yWXXffIbjoPEjKu8DO5FU2y6fQfRFt0SgK2xJiOJmWaPP8ejQyBqnbT58lJ9/2k5kKt0etyhn+0t0vhKitJEgVogZRFB3OAe/w6Vv1APDycsHNzc1m+Tlonejjfy8A/178gZwC2868D3TxoE9gJABLqmA5qoYBdQjwcCMnX8+OqLM2zy/0Skvq2XNJFFTR+qzS3S+EqK0kSBWihlF09ek7aAafvuXHkY2h3Duim03za+/dF1+HILIKMtiQ8KtN8wIYHWmcQPVLzAEy8nJsmpeiKKYu//VVsBSVv78HDg469HoDcRdSbZ4fSHe/EKL2kiBViJrI+QHGP3IbfnXyUdNeArXAZllpFS39A0YDsPXSn6Tm2XbST1e/MBq41yFLn8/PMQdtmhdc7fLfeDza5l3iGo1CcLCxNTW2imb4K0h3vxCidpIgVYgaSFE0KO6zQXGB/N2QvRDAZpOoGrt3IMylKXo1jzUXl9okj0KKojC6gXFx/yWndmGwcXDVKSIYB52WC6kZnLpo+7GioVU8eUoaUoUQtZUEqULUUIquHoqbcYvUxJh3eOrJh3j22Wdtk5eiMLDugwDsS9lAXLZtZ8MPCWuBq86e6IxkNsfbthveyd6OjuHBAGw4bvtZ/qYZ/lW1VqpMnBJC1FISpApRkzmNII9udBwQxY8/reTjjz/mv/9ss6ZpPedIWnrcgorKygsLbRr0uNo5MLx+KwAWn9pls3wKVeXuU1U9w1/GpAohaisJUoWowRRFwcF3Dk88EgAYW8vGjRtHfr5t1jTtV/d+tIqOqMsHOHl5r03yKPTAlS7/dXGniL1s221ECydP7YuNIy3btpO1TN39sUkYDLYPHCVGFULUVhKkClHDKVp/nn7uA9o0N26ZeujQId5++22b5OVt708Xn0EArLywCIMNJ2yFu/vQPSAcFdsvRxXk5UEDfx8KDCpbTpyxbV5BXmi1GnJy8km8VDXbsYJ09wshah8JUoW4Aehc7uKjdwaiuXLHvvbaa5w8edImefXyuxsnrSsXc2LZk7LeJnkUGnNlOaofT+8nW2/bHa8KZ/lvsPFSVDqdlnpBxl3DYqti8pQ0pQohaikJUoW4ESgKDVrN5ulxxm7/3NxcHnvsMZu0njnpXOnldzcAa+K/I89gu+7xngERBLt4kp6fw29nDtksH7ja5b/5RAwFNloloVDh5KmYKpg8JTGqEKK2kiBViBuEiiczZ31OaD0dAOvWrWPBggU2yauzz0C87P3J0CezOfF3m+QBoNVoTGNTF5/cZdMu69Yhgbg7OpCalcOBs/E2ywcgpAonT0l3vxCitpIgVYgbiIv3HXzy3l2m35977jni460fcOk0dtwWcD8AmxKXczk/1ep5FLq7fisctTqOpSWw65Ltti7VaTV0axgK2H6Wf1ho4YL+VdfdLzGqEKK2kSBViBvMwGHzGTXMF4CUlBS+/vprm+TTwqMbQU4NyDPksPbiMpvkAeDp4MRdoc0BWHTStstRmcal2ni9VNNaqWcu2byFs7C7X6JUIURtI0GqEDcYRePB+x/Mp1GEHd984M/kSb1sk881C/zvSl5NYs45m+QDVydQ/XPuGPFZtpsR371RfRQFjl9IJD4tw2b5BNfzQVEgPSOH1NQsm+UD0t0vhKi9JEgV4gbkV+9ODu54kTEj3SF9Kqrhsk3yqe/ajMbuHTBgYGX8YpvkAdDY05+OviEUqCpLo/bYLB8vFydaBdcFYKMNW1MdHe0I8PcAbN/lr0h3vxCilpIgVYgblM5zMmjrgSEONeMNm+UzIGA0GjQcS99J9OXDNstn9JXW1O+j9pFboLdZPoW7T22w8bjUwslTZ2w9LtU0u1+iVCFE7SJBqhA3KEXjiuIxB1Ag+ydW/P4mGzZssHo+vo71aO/dD4AVFxZiUG2zfFO/oIYEOLmRlJvJyrPHbJIHXB2Xuv1ULLn5tguGTeNSbbwMlWyLKoSorSRIFeIGpth3JItRjH0qnkF3TWbs2DFkZmZaPZ8+/vdgr3HkfPYpDqVttXr6AHYaLaMi2gKw6OROm+QB0LiuL/7urmTn69lx2nbjbKtqhr909wshaisJUoW4wTn5vsjZOOPaqTExsbz88stWz8PVzpMevkMBWHVhCXqDbXaHujeiNfYaLfuS4ziQFGeTPBRFoXujMMC241Krqrtfke5+IUQtJUGqEDc4rdaZL75YiJOjMVr58MMP2bZtm9Xz6eY7GDedNyn5CfyXtMLq6QPUcXRlUHATABadst1yVD0bhwOw8dhpmwV3oVe6+y9dyuBypu127ZItp4QQtVWNC1Jnz57NiBEjCA8PR1EUwsLCKpROQUEBn332GZ06dcLNzQ1XV1datGjB//73P+sWWIgaILLpnbw2/U7A2KL2yCNjyc3NtWoe9hoH+gaMAmB9wk9k622zokDhBKq/Yo+QlGP9oQsAnSKCsddpOZeSzunEZJvk4erqiI+3KwBnY22TB0h3vxCi9qpxQerUqVP5999/iYiIwMvLq0Jp5OfnM2TIEJ588kkaNmzI22+/zdy5c7nzzjuJjY21comFqBmefuE7OrTxBODo0RPMmjXL6nm09eqFv2Mo2QWXWZ/wk9XTB2jtE0RL77rkGQpYdnqfTfJwcbCnQ/16gG1n+VfF5Cnp7hdC1FY1LkiNiooiKSmJ1atXExgYWKE0Zs2axd9//82ff/7J4sWLmTBhAuPHj+eNN97gyy+/tHKJhagZ7Oyc+eqrheiMw1OZM2c2Bw4csGoeGkXLgLqjAdiW9DfJeRetmn6h0Q2MranfntqN3mCb1QR6XlmKypZbpIaGFgapthuXKov5CyFqqxoXpIaHh1fq/MzMTN5//33uvPNO+vfvj6qqZGTYbmcZIWqSlm0HM+X5QQDo9QU88sgY9HrrLrMU6dqGCNeWFKh6VscvtWrahW4PaYq3gzPx2RmsjTthkzwK10vdc+Y86dm2GTMaapo8ZcNlqExNqbbLQgghqoOuugtgbZs3byY9PZ2OHTvy/PPP8+WXX5Keno6Xlxf3338/b775Js7OziWem5ubW2QcX3q6cXtGg8GAwUatOYUMBgOqqto8nxuF1EdRltTHlOnf8/Ov9ThyPJ1du/bz/nvvMem556xanv7+o/n08oscSN1EF+/bqefcwKrp2yka7qnfmk+PbWXhiZ30C2xY5H1rXB9Bnu7U9/UiOjGFzSdiGNCiYfknWSi4nnHIUuyZJNs/Q1S5Z64lz5CipD6Kkvooqirrw5I8al2QeuyYcRHw999/H61Wy6xZswgMDGT58uXMmzePo0ePsnr16qsLYF9j9uzZzJw5s9jriYmJ5OTYcHYuxi8tLS0NVVXRaGpcA3eVk/ooytL6eOfdudx+56P07u5Ev555JCQkWLU8Wlxo5NiRYznb+ePsVwzzfLbEe6oy+nkE8wUK2xNj+S/6GOEu3qb3rHV9tA/2JzoxhVX7j9LW39MKpS7KxcX43wvxqZw7F4e9vfUfuVnZWcb/ZmaRmpoq98wV8gwpSuqjKKmPoqqyPizp3a51QWrhh09OTubAgQM0bdoUgOHDhwOwZMkSVq1aRf/+/YudO2XKFCZNmmT6PT09neDgYHx9fXF3d7dpuQ0GA4qi4OvrKzcMUh/Xs7Q++g98iC1rY+jY+HsUzY/gdT/oQqxapjs8H+LUyb3E5Z8i2SmWJu4drJq+H370PdeQf84f56/kGP5Xv7HpPWtdHwPaNOXHPcfYHXuROnV80WisG2j7+qq4uTqScTmH3Fwd9er5WTV9AJcrkbCTkxOenp5yz1whz5CipD6Kkvooqirrw9HR0exja12Q6uTkBECnTp1MAWqhhx9+mCVLlrBu3boSg1QHBwccHByKva7RaKrkIlYUpcryuhFIfRRlaX107jUTNTka8ndAxlQU78UoitZq5fFy9KNbnTvYkPgLqy8uobFHe7RWTB9gTMMO/HP+OL+dOcRLrXrjbn/14WaN66Nd/Xq4OtiTnJnNkbgEWobUtUaxiwgJ8eHwkfOcPZdMZGSA1dO/NrCWe6YoqY+ipD6Kkvooqqrqw5L0a903U6+ecVmZunWL/2NT+Fpysu3WLBSiplAUDYrHbFBcIH8XGRc/Iz4+3qp59PAbirPWncTc8+xKXmPVtAE6+YbQ0MOX7IJ8fo627koFAHZaLd0ahgKw3kaz/ENDr0yeOmObyVMyu18IUVvVuiC1U6dOAJw9e7bYe4VrpPr7+1dpmYSoLoouGMVtMms2ZtGi/bOMGX23VYMZR60Lvf1HArD24vfkFGRZLW0wBmCFy1EtPrULgw0CsR6NrixFZaMtUkNDbLsMlSzmL4SorW7oIPXChQscO3aMrKyr/zCGhYXRo0cPdu7cyX///Wd6XVVVPv74YwAGDRpU5WUVorrkau7i0UmpxJ7PZ/WaLcyfb921gjv63EYd+0Ay9WlsSPjFqmkDDAlrjpudA2cup7DhQpTV0+/eqD6KAkfjEkhIt/4uWoUL+seetdFaqYW9/RKlCiFqmRoXpC5evJhZs2Yxa9YsEhMTSUtLM/0+b968IsdOmTKFJk2asGPHjiKvf/TRR7i6utK/f3+mTZvGxx9/zIABA/j99995+OGH6dKlS1V+JCGqlaOjI5999rnp9+eee7rEnoaK0io6BgQ+CMCWS79bfYF/Z509I+u3BmDhyZ1WTRvAx9WZ5kHGsaK2aE0t7O4/dy6ZggLrL+8i3f1CiNqqxgWp8+fPZ/r06UyfPp2EhARSU1NNv7/zzjtmpdGyZUu2bdtGnz59+OSTT5g0aRLnzp3jvffekx2nxE1p0B33M3Z0HwDS03MYP26UVYOaxm7tTQv8/3NhsdXSLTQ6sj0aRWFT/GlOpVt/bGcPG+4+5efrjqOjHXq9gfNxKVZPX7r7hRC1VY0LUtevX4+qqiX+xMTEFDl2wYIFqKpKr169iqXTrFkzfvnlF5KTk8nNzeXw4cM888wzMotP3LTmfvAjgXWNyxWt/GcL33zzhdXSVhSFQXXHoqDhUNpWYjKPWi1tgGBXT/oERgKw8IT1W1MLt0jdeiqWPCvv0KXRKAQHG9d4jbXBuFRpSRVC1FYSsQlxk/Dy8uLzz+ebfp806WnOnTtntfQDnMJo721srf077msMqnW7tsc27AjArzEHScvLtmraTer64evmQnZePruiz1s1bbhme1RbzPCXMalCiFpKglQhbiJ33HkPDz4wAIC0tFweG2fd2f59/UfhoHHifHYU+1M3Wi1dMC5H1djDj+yCfH6I3m/VtDUaxTTLf8Ox01ZNG2w7w1+6+4UQtZUEqULcZN77cCl1A9wA+HvldhYu+MRqabvaedLLz7i72z8XlpBnsN52woqi8NCV1tTFJ3ejt3JLbeG41A3Hoq3edW6a4S/d/UIIYTYJUoW4yXh5efHZ598A4OykkJf+o1UDnC517sDLzo8MfTKbEpZbLV2AO0Ob4e3gzIXsdDZdOmPVtLs0CEGn1XA2OY2YS9ad4FQ4wz/2bBIGg5WDSenuF0LUUhKkCnETGjx4OHPemMS+fyN49J44yP7RamnbaezpX3cMAJsSl5OWZ71xmA5aHaMi2gDww7nDVksXwMXBng71jTvWbbDyLP+gQC90Og05OfkkJKZbNW3p7hdC1FYSpApxk3ppyrs0aPESAGrGG6h667VMNvfoQqhzE/LVPFbFf2u1dAHub9AOnaLhQPpFDqVcsGrattp9SqvVEBRkmxn+0t0vhKitJEgV4mbm/BDYdwI1CzXtefT6XKskqygKgwIfAmBf6gbOZZ20SroA/k5uDApuAsDCk7usli5cXYpqd/R5LudYpy4KmSZPWXmG/5UYVYJUIUStI0GqEDcxRdGieLxJZpYzT7+0mhFDO1ot2Knn3IA2Xr0A+DvuG6sGUQ9Gtgfgr9gjJGZbbyvT0DpehNXxQm8wsPVUrNXSBRvO8DdFqdZNVgghqpsEqULc7DR1GXB/HvPmp7H8zwMsXTzHakn3C7gfO8WBM1nHOJS21WrptvQOpLm7H/mqgaVRe6yWLmCzpahCrqyVKt39QghhHglShbjJKYrC8y++bvr9qWde4UKcdQI0DzsfuvsNAeCfC4vJN+RZJV2AEUHNAPj21B5yC6y3S1SvJuGAcYvUAoP1lrkKCy1sSb1k1YBSuvuFELWVBKlCCIYOHco9I4cBkJyi57FHB1gt6Onuexfudt6k5Cew9dKfVkkToFedMAKc3EjKzeTP2CNWS7dtWCDujg4kZ2Zz4Gy81dKtV88bRYGMjBxSUrOslq4i3f1CiFpKglQhBAAfzfsMX18vAP5YcZJFX0+2Srr2GkduC3gAgA0JP5ORb501SHUaDQ80aAfAwhM7rBZU22m1dL/S5b/uaJRV0gRwcLAjIMATgNhYK06eku5+IUQtJUGqEAIAX19fvvjia9PvT096l7NnrLP9aCvPHgQ5NSDXkM2ai99ZJU2AkfVb4ajVcTj1IrsunbVauoVd/uuOWndcamhhl/8Z641Lle5+IURtJUGqEMJkyJAhPPDAfQCkpRfwyEO3Y7DCuEyNouH2K0tS7U5ey4Vs66xD6uXgzF2hzQH45sQOq6QJcEvDUHQaDacTkjljxd2nQq9MnjpjxZZUWcxfCFFbSZAqhCjiww/nERjoB8Dqdef54uNHrZJuqEsTWnh0RUW16pJUYxt2BGD1+ROcy0y1SpruTo60rx8EWLc1NSTY2JJqzRn+V8ekSpQqhKhdJEgVQhTh5eXF/PkLTb//+suPGPKtsxh//7pj0Cl2nM48xJH07VZJs6GHL93862NQVRaf3G2VNAFubRIBwHorBqlhoVdaUq3Y3Y909wshaikJUoUQxQwYMIAnnniCt2a2588lAZD2PKpa+eWjvOz9uMX3LgBWxC0g32CdXZ3GNuwAwA+n95GZb51lrgrHpe45c57UrByrpBkcYtwaNSn5MpczrZOmdPcLIWorCVKFECX66KOPeP7lv9DqvEF/FDXjXauk29NvGB52PqTkJ7A58XerpNmrbgNCXb1Iz8/h15gDVkmznrcHDQPqUGBQ2XzcOmNoXV0c8fFxBSDWSq2pspi/EKK2kiBVCFEqReuH4nFlB6qsb1BzN1U6TXuNI/0DxgCwIeEX0vIqP4lIoyg8GGlsTV14chcGKwVstpjlb+ryt9bkqSvd/dKUKoSobSRIFUKUSXG8FZwfYNuubO6/bxj5uRcrnWZLz1sIdW5MvprLP/GLrVBKGF6/Ja52DpzOSGLDhVNWSbNwXOqmEzHk6QuskmZISOHOU9ZuSbVKckIIUWNIkCqEKNeHXzvT465zfPfLJd6adUelu5YVReH2wEdQUNifuokzmUcrXUZXOwfuDW8DwFfHrTMpq3mQP3XcnMnMzWNX9DmrpFkYpFprhr909wshaisJUoUQ5erc+RYKHxcz39zF/u2vVzrNIOcI2nn3AeDPuPkY1Mq3VD7YsANaReG/hDMcTqn8lqYajULPxtbt8g8rXCv1jHW6+xXp7hdC1FISpAohytW5c2deeuklAPLz4cFHZpGbWfkJSv0C7sNB40xc9mn2pKyrdHqBzu4MCm4KwNdWak291TQuNcoqrZWFLanxF9PIzc2vdHpId78QopaSIFUIYZZXX32VFi1aAHDgSC6vTR+GqlZuGSVXnSe9/UcCsCr+W3IKMitdzocbGRf3/zP2CPFZ6ZVOr3NECI52Oi6kZnAivvKtn56ezri7O6Gq1hmXKt39QojaSoJUIYRZHBwcWLRoETqdDoA5H0Tx37onKp1uZ5+B1HEIIlOfxr8Xf6h0ei29A+noG4JeNbDo5K5Kp+dkb0eXBiGAdbr8FUUxzfCPial80CsbTgkhaisJUoUQZmvdujWvvvoqAAYDPDR+EVkpf1cqTZ3GjtsDHwJg26W/Scyp/ASlwtbU76L2WmVx/8JZ/uuORlU6LYD6Yb4AxFhhXKpsiyqEqK0kSBVCWGTy5Ml06GBck/R4VD5TXnoYtaByy1I1dGtLI7d2GCjg7wsLKl3GPoENTYv7/xS9v9Lp9WxcH0WBQ+cukpB+udLphdUvbElNrHRaSHe/EKKWkiBVCGERnU7HwoULcXBwAOCLxQmcP/YEqmqoVLqDAh9Cq+g4kbGHY+mV66bXKAoPNzS2pi44sYMCQ+XKVsfNhZb16gKw/ljlu/wLu/ujrRCkSkOqEKK2kiBVCGGxJk2a8Oabb9K6VVN2rIwk0Gc/ZH1dqTTrOATStc4dAPwd9w16Q+Vmvg+r3xJPeydiM1NZE3eiUmkB3NrUOMt//RErBKlXuvsvXkwnKyu3UmlJd78QoraSIFUIUSFPPvkk23fspXmH/wGgZsxFzT9YqTR7+d2Nq86TpLwLbLv0V6XSctbZMyrCuLj/fCssR1W4FNW2qFiy8ioXQHu4O+Ht7QLAmTOVnOEv3f1CiFpKglQhRIVoNBrs7e3BaQQ49Af0qKnPoRoqvoyUo9aZ2wLuB2Bdwo9k5KdUqoxjIttjp9Gw+9I59iWdr1RaEX4+BHt7kKcvYNvJM5VKC66dPFW5Ln9pSBVC1FYSpAohKkVRFBSP/5Gb78f013dx9ujzlUqvjdetBDk1INeQzT/xiyuVlp+TG3eGNAcq35qqKAq9rrSmrj1S+Vn+YWGF41IrN8Nf1kkVQtRWNS5InT17NiNGjCA8PNy4nmBYWKXTHDlyJIqi0Lhx48oXUAhRTNTpS3QadJE3PkjhkYmLKMj8ucJpaRQNdwY9CsDelPWcyTxaqbI9cmU5qpXnjnEuM7VSafVp2gCA9UdPoy+o3GSssFBjS2p0dGVbUqUpVQhRO9W4IHXq1Kn8+++/RERE4OXlVen0/vrrL37++WecnJysUDohREm8vb1JTskGYM3GLD5+/ylUfcUnGAU7N6SdVx8Afj//JQa1oMJpNfb0p5t/fQyqysITOyucDkCb0EC8XJxIy85hd0zlhg/Uv9KSWum1UiVGFULUUjUuSI2KiiIpKYnVq1cTGBhYqbQuX77MxIkTmThxIn5+flYqoRDiet7e3nzzzTem31+adYEjOx5BVSs+c71/3Qdw1LoQnxPDjqRVlSpf4eL+P5zeR0Zexbdy1Wk19Gp8pcv/8KlKlSn0yjJUSUmXycioeJmku18IUVvVuCA1PDzcamlNmzaN/Px8Xn/9daulKYQoWb9+/XjqqacAyMlRGTNhG7lJFb/3XHQe9PO/D4DVF5eSqU+rcFo9AyKIdK/DZX0ey07vq3A6AH2aGXefWnskqlKBoYuLA35+7kDlJk9JkCqEqK101V0AW9m5cycfffQRS5cuxd3d3axzcnNzyc292vKTnp4OgMFgwFDJxcDLYzAYUFXV5vncKKQ+irpR6uONN95g1apVHDt2jD0Hc5n1+se89kY3cOhXofTae/VlZ/Jq4nNiWBm3mKH1JgIVq4+xkR14efcKFpzYyegG7bDTaCtUpk7hwTjZ2xGflsGhc/E0C/KvUDpgnDyVkJDO6dMJNGsaVKE0VIzBqaqqN8Q1UlVulHumqkh9FCX1UVRV1ocledTKIFWv1zNu3Dj69u3LPffcY/Z5s2fPZubMmcVeT0xMJCen4t1x5jAYDKSlpaGqKhpNjWvgrnJSH0XdSPXx/vvvc8cdd6DX65n9YTL9+zxFo/bLMBBQofRucRrOTznvsif1XyKUdgTY1a9QfXRx9sPLzpEL2el8f3g7/f0bVKg8AO1DAth06ix/7DyIr51S4XT86jgDcOToWTp1rFiQmnHlj+m83DxSU1NviGukKtxI90xVkPooSuqjqKqsj4yMDLOPrZVB6rvvvsvx48f5+WfLZhhPmTKFSZMmmX5PT08nODgYX19fs1tjK8pgMKAoCr6+vnLDIPVxvRupPvr168err77K9OnTMRjgoSej2bP+NVzrfQeKncXp+eFHlNqLvanr2ZL9M48FzgZVqVB9jG3UkfcObeSHC0d5oHmXqzPjLTSoTVM2nTrL9jPxTB7St0JpADRtGsKffx8iISGzwuPmPTw9ALCzs8PT0/OGuEaqwo10z1QFqY+ipD6Kqsr6cHR0NPvYWhekRkVFMXPmTKZOnUpERIRF5zo4OJj2I7+WRqOpkotYUZQqy+tGIPVR1I1UH5MnT+bvv/9m27ZtRMXk89FnG5ky9WM0bpPKP7kEA+qO4Wj6DuJyTrMn9V/ae/WrUH080KA9nx/bxrG0BLYkxNCjrmXPiEI9m4Sj02g4lZDE2eQ0QutUbCWS8HBjYBodc8m43mwFgmbT51dvrGukKkh9FCX1UZTUR1FVVR+WpF/rvpnnnnsOLy8v7rnnHmJiYkw/er2e/Px8YmJiuHjxYnUXU4haTafTsWjRIjw8PHjl5ft4fqIXZH6OmrulQum52nnSJ2AUAKvivyVLb3530bU8HZy4N9y4Vernx7ZVKA0ADydHOobXA2BNJWb5hwT7oCiQnp5NSmpWhdKQiVNCiNqq1gWpMTExxMXF0ahRI+rXr2/6OX/+PKdPn6Z+/fo8+OCD1V1MIWq9Bg0aEB0dzcxZ32Lnfi+goqa9gFpQsXVBO/kMwN8xlOyCy6y5uLTC5XqoYUd0iob/Es5wICmuwun0aWYc0/pvJXafcnS0I7CusRU2JqaCM/wlSBVC1FI3dJB64cIFjh07RlbW1RaI9957j19//bXYj6+vL0FBQfz666+8+uqr1VhqIW4ehRtyKO4vg64hGC6hpr2Iqlo+g1SraLkz0LgT1a6UNVzMP1OhMgW6eHBHSDMAvjz+X4XSALi1iXGowL7YCySmX65wOmH1ryzqX8HtUWXDKSFEbVXjxqQuXryYM2eM//gkJiaSl5fHrFmzAPD09OSJJ54wHTtlyhQWLlzIunXr6NWrFwC33npriek+88wzODo6MmTIEJuWXwhRnKI4guf77FwzgFMxKxj1wFfgOt7idOq7NqOVZw/2p25kQ8Yymqnt0FTgb+3xjTuz/MxBVp47RkxGMmFu3han4e/hSsvgAA6cjeffo1Hc06mVxWmAcXvULVtOVnjnKdkWVQhRW9W4IHX+/Pls2LChyGvTp08HIDQ0tEiQKoS4Maiqyttzf+Hll2PQ6Qy0ajqHpp07oNi3sTitAXXHcCx9Jxf1MexNXUcHH8vXYG3k6UevuhGsvxDF/OPb+V/7gRanAcYu/wNn41l7uOJBauH2qNHR0t0vhBDXqnHd/evXrzctSn39T0xMTJFjFyxYgKqqplbUssTExHDs2DHbFFoIUSZFUYiNjUWvLyAnR+X+iefJufg0qiHV4rTc7by51W8kYJxEla2vWFf7+MZdAPgpej+XciqWRp+mxi7/7afPkpFTsS1gw8KudvdXJNCUhlQhRG1V44JUIUTt9Pbbb9O0aVMA9h/OY9obB1HTplQoMOvsMxBvbV2yCtJZffG7CpWno28Irb0DyTMUsOjkrgqlUd/Xm3A/b/QFBjYci65QGsH1fNBqNWRm5XLpkuWrFkh3vxCitpIgVQhRJZycnFi6dCn29vYAzP0sldWrfoesry1OS6vo6OlmbE3dkfQP57IsXwZKURTGNzG2pi45tZvM/DyL04Crran/HqnYUlR2dlrq1TOOiY06bXmXvyxBJYSorSRIFUJUmVatWjFnzhzT7w89fZHEmDmoebstTquefSNaetyCioHfzn+OQS2wOI2+gQ0Jc/UmLS+HH07vs/h8gD5NjUtRbTweQ06+vkJpRFxZ1P90dILlJ0tDqhCilpIgVQhRpZ5++mn69TNOdrpwsYBxz13AkPI0qiHZ4rQGBDyIo8aZuOwodiStsvh8rUbDuMadAZh/Yjv5BssD3eb1/Knr6UZ2Xj5bTsRYfD5AeLgvAFFRlgep0pIqhKitJEgVQlQpjUbDggUL8PHxAeD3fzL5ctFJ1NQXLF4/1c3Oi34B9wPGSVTp+ZYHukPDWlDH0YULWen8GXvE4vMVReG25pHGMhw6afH5cG1LasW7+0GCVCFE7SJBqhCiygUGBjJ//nzT71Nev0R60nrI/NzitDr63EaQUwS5hixWXFho8fkOWh1jIzsA8MWxbRVqkSwMUtcdPU2e3vIu//ArQerZs0nk5Vl2vsybEkLUVhKkCiGqxV133cVjjz1Go0aNWPPXbNzdtKiXP0DN22FROhpFy11BE1DQcCB1E6cy9llclvsbtMNFZ8+JtEQ2xFu+zWnL4Lr4u7uSmZvH1pOxFp9fx8cVd3cnDAbV8kX9pbtfCFFLSZAqhKg2c+fOZffu3bTt+gI4DgEMqKnPohZYFqgFOUfQ2WcAAL+f/5J8g2Uz9d3tHbk3wrixwBdHt1l0LoBGo9CvuXECVUW6/BVFqfC4VFmCSghRW0mQKoSoNs7Ozri4uKAoCor7DNA1AEMiatpzqBbO1u8bMApXnSdJeRfYlLjc4rI81LAjdhoN2xNj2XvpvMXnm7r8j0SRp7d8AlbhuNSo05YGqcb/SowqhKhtJEgVQtQIisYZvcu7vDkvg+SLm1Evf2zR+Y5aF24PfBiADQk/k5R7waLz6zq7c1docwA+PbrFonMBWocGUsfNmfScXLZHnbX4/AovQyXd/UKIWkqCVCFEjRATE0OPWx9i6uvxPPZCAurleai5lgWLLTy60cC1FXo1n9/Pf2lx4DahSVc0isLauJMcS71o0blajYa+zYytqasr0OVfOHnqdFSCReWWJaiEELWVBKlCiBrBzs6OkyeNwd0vf11m/tI0Y7d/gfnBoqIo3Bk0Dp1ix6nL+ziYZlmQW9/Nh4H1mgDwyZGtFp0LV7v81xw+RX6BZV3+YaF10GgU0jNyuJR02ezzZAUqIURtJUGqEKJGCAoK4quvvjL9/sz0Sxw5egE19RlUNd/sdOo4BNLDbxgAf8d9Q05BpkXlmNi0q/Hcs0eIzkiy6Nx2YUF4uziRlp3DruhzFp1rb68jONi4dqwlk6ekJVUIUVtJkCqEqDGGDh3KY489BkB2toH7/i+B7PSdqBlvW5ROD9+h+NjXJUOfwpr47yw6t7GnP30CI1GBz45a1pqq02ro0+zKLP+Dlnf5m8alWjJ5SoJUIUQtJUGqEKJGee+992jWrBkAB4/m8MJrlyBrAWr232anYaexZ3DQOAD+S1rJuSzLAsaJTbsBsDzmEOcz0yw699ou/wKDZTtoVWSGv8zuF0LUVhKkCiFqFCcnJ5YtW4ajoyMAny5I49e/L6OmT0XVnzI7nQZurWnl2R0VA7+e+5QC1fydnFr7BNHVPwy9auCLY5atm9ohvB4eTo4kZ2azO8aypawK10q1pCVV1kkVQtRWEqQKIWqcZs2a8f7775t+H/dcErFn01BTHkc1mD+paFDgQzhpXYnPiWFL4u8WlWFiE2Nr6g+n95GQnWH2eXZaLX2aRQCWd/kXtqSePZdMbq5543BlTKoQoraSIFUIUSONHz+e4cOHA5CSmseceTlQEI2aNsXsVkNXnSeD6o4FYO3FH0jKjTc7/85+obT1qUeeoYD5xy3bqrWwy3/14ZMYDOYHjz7XbI965oyZk7akIVUIUUtJkCqEqJEUReHLL78kLCyMSZMm8cG8PwA7yP0Hsr82O502XrcS7toCvZrHb+c/M7vFUVEU09jUpVG7ScnNMjvPThEhuDk6cCkji71nzO/yVxTlmnGp5i29Jd39QojaSoJUIUSN5eXlxYEDB3j33XdxcG2P4v6y8Y3Lc7Fjr1lpKIrCkKAJ6BR7oi4fYF/qerPz71U3gmae/mTp81l4cqfZ59nrtPRuauzyX3HghNnnAUREFAapiWYdf7W736JshBCixpMgVQhRo7m5uV39xWkUON4FFODBDDBzoX8fh7r09h8JwN9xC8jUmzdjX1EU/u9Ka+rCE7vIyM81u9yDWjUCYNWhk+gLzJ/lH17fsslTVxtSJUoVQtQuEqQKIW4YiqJwKHYkz83Uo6jJkPY0qppn1rm3+A4mwDGUrIIM/o5bYHae/es1JsLNh/T8HJae2m32eZ0igvFycSLpchbbo86afd7VllQzt0c1bTklhBC1iwSpQogbxoIFC+jYsTvvfxbNR1/ngH4fasabZp2rVXQMqTcRBYV9qRs4mWHecAGNojChiXEXqq+ObydLb15QbKfVmiZQrThw3KxzAEJDjNujZmTkcOlS+asKyOx+IURtJUGqEOKG4evrS26uscv9pdfi2XcoF7IWo2abt7xUsHMkXeoMAuC3c5+TZ8gx67w7Q5sR4uJJcm4W357aY3Z5C7v81xw+RZ7evHVa7e11hIQYt0c9Zcb2qKaGVIlRhRC1jASpQogbxu23384zzzwDQF6envsm5pCZZUBNn46af9SsNPr634eHXR1S8hNYG/+9WefYabQ83vQWAL44ts3s1tS2oUEEeLiSkZPLpuMxZp0DENnAH4CTJ81YMktaUoUQtVSlg9Rt27Zx//3307FjRyIiIggPDy/yExERYY1yCiEEAHPmzKFNmzYAHD+ZwFPTNaBmo6Y+jmpILvd8B60Tg4PGA7Dl0p+cNXPL1CFhLQhx9SI5N4vFJ80bm6rRKAxoaWxNtaTLv2FkAADHT5QfpEp3vxCitqpUkLpo0SJuueUWfv75Z3JycggJCSE0NLTIT0hIiLXKKoQQODg4sHTpUpydnQFYsPQkS36xg4JzqKnPoJqx/Wlj9/amLVN/OTsPvaH83Z10Gg1PXmlN/fLYNi6bOdN/YMuGAKw7eprMXPNaYBs2NAapJ8xoSZXufiFEbVWpIPX111+nUaNGnD59mgMHDrBu3boSf4QQwpoaNmzInDlzTL9PfDGGY6c0kPef2ROp7gh8FBedBwm5Z1mX8KNZ5wwObU6YqzcpedksPrnLrHOaBfkT4uNJTr6edUdPm3VOgwh/NBqFpKTLJCWVvQ2stKQKIWqrSgWpZ86cYcKECQQGBlqrPEIIYZYRI0YwduxYADIzs7hnQi5ZWQbIWoia/Uu55zvr3Ezd/hsTfiEuu/wAUqfR8GQzY2vqV8e3m7VuqqIopglU5nb5OznZExxsnDxVbmuqBKlCiFqqUkFqUFAQeXnmdV8JIYS1ffjhhzRt2hSAo8fOsml/XwDUtFdQ8/aXe35zjy409+iCAQM/n51HgRlDBe4MaUa4mw+pedksPGHeLlQDr4xL3XwihtQs81YUaBhpnDxVXpAqu6IKIWqrSgWp48eP59tvv6WgoMBa5RFCCLO5uLjwww8/0LhxYzZu3MiAIZ+AQx8gDzX1CdSC8rcWvTNoHM5aN+JzYtiQUH4LrFaj4clm3QGYf3w7GXnlB50N/H1oGFAHfYGB1YfMm6jVqGFdAE6UM3lKkShVCFFLWRSkbty4schPp06dcHBwoGPHjnz99desW7eu2DEbN260VdmFEIJmzZpx6NAhunbtiqJoUDzeBm0EGC6ipj5Z7o5UrjpP7gh8FID1CT8Rn32m3DxvD25CA/c6pOfnsOCkea2pd7RuDMAfe81bKqtwhr+5Qap09wshahudJQf36tXr6l/tVxQ+GB999NES31MURVpahRA2pdVqTf+vaFzB6xMMl4aj5O9BTZ8J7rOKPZ+u1dLzFg6kbeZY+k5+OTePxxrMQatoSz2+sDX16W2/Mv/4dh6M7IC7vWOZZbyjdRPe+2czu2POczY5lWBvzzKPj4jwM06eSr7MpUsZ1KnjVvKB0pAqhKilLApSv/nmG1uVw2T27Nns2bOH3bt3Ex0dTWhoKDExMWafn5KSwqJFi/jrr784evQoly5dIiQkhJ49ezJ9+nSCg4NtV3ghRLUrKCjg9TcWc+F8CB/PPArZP4KuIbg8WOo5iqJwV9BjxGQe4Xx2FBsTfuFW/xFl5jMouAnzDm/mZHoiXx3/j0ktepV5vL+HK10iQth6KpY/9h5jYp/OZR7v5GRPSIgPMTGXOHEyvtQgVbr7hRC1lUVB6oMPlv6Qt5apU6fi7e1N27ZtSU1Ntfj87du3M2nSJHr37s3jjz9OnTp1OHz4MJ9//jk//PADW7duNU20EELULqqqMmzYMH7/3bhN6i2dxzFq4HrUjNmgC0Vx6FXque523twZ+Cg/nv2Afy/+QEO3tgQ5l74ZiUZReLZFDyZu+Zmvj+9gdIP2+Dq5llm+wW2bsvVULL/vOcL/9e5UZusuGLv8C4PUrl0iSzxGuvuFELVVjdsWNSoqiqSkJFavXl2hpa0aN27M8ePHWb16NZMnT+bRRx/lvffe4/fffyctLY1XX33VBqUWQtQEiqIwdOhQ0+8TnvqO4+duBQyoqc+i5p8o8/xWnj2uzPYv4MezH5BvKHuJqduCGtHaO5Dsgnw+Oryp3PL1adYAJ3s7ziansfdMXLnHm8alljHDXxpShRC1VY0LUsPDwyt1flhYGA0aNCj2et++ffH29ubgwYOVSl8IUbONHTvW1Otz+fJl7n1kG9kF7UDNRE15DLUgqdRzjd3+E3DVeZKYe45V8d+WmZeiKLzYqjcAy07vIzqj7G1Zne3tuK25sUX0dzMmUJl2nipr8pS0pAohaimLuvtvZGlpaWRkZNCsWbNSj8nNzSU392rLSXp6OgAGgwGDwWDT8hkMBlRVtXk+Nwqpj6KkPooqrz4++ugjduzYwdGjRzlw4CCTZrbj09dDoeAMasr/oXotBMWhxHMdNS4MDZrI4jNvsPXSnzR0bUuEa8tSy9KhTjA9A8LZEH+auQfW80GXIWWWfXCbxvy25wgrDxznxUE9cLQr/TEcXt8XjUYhOTmT+PhU/Pzcix1TGJyqqirXyDXknilK6qMoqY+iqrI+LMnjpglSZ82aRX5+fpnjamfPns3MmTOLvZ6YmEhOjnkLcFeUwWAgLS0NVVXRaGpcA3eVk/ooSuqjKHPq49NPP2XAgAHk5OTwxZcLaNvmNR4Z+isa/T5yEp8nnWmYpsZfx5N6NHe8hUM5m/kp9kPu856Gg8a51PI8FNSSjfGn+fvcUYZFRdLEzbfUY0Nc7PFzcyYhI4tftu2hb+OwMj9rSLAXMWeS+W/7MTp3Kn5sSoqx9dZQYCA1NVWukSvknilK6qMoqY+iqrI+MjIyzD72pghSf/jhB95991369evHQw89VOpxU6ZMYdKkSabf09PTCQ4OxtfXF3f34i0Y1mQwGFAUBV9fX7lhkPq4ntRHUebUh5+fH/PmzePRR41roD7/4lv0vOULGvq+hiOrcXSOBNenSs1jiM9jxEWdIjkvnu35v3N3cOnH+vn5MTjxJL/FHubrcwdY2HNUmeW/u2NLPln7H6tPxHJfj45lHtuyZSgxZ5I5H3cZPz+/Yu/nJBnXgVUUBU9PT7lGrpB7piipj6KkPoqqyvpwdCx7ub5r1fog9e+//2b06NG0adOGH3/8sczKd3BwwMGheBegRqOpkotYUZQqy+tGIPVRlNRHUebUx8MPP8yGDRtYvHixcXzq6DfZunYqjvn/g6xPUHR1UZzvKfFcJ40LI4Kf5ouol9mftpEmHh1p4dm11LwmtezFinPH2JoQw5aEGLoHlD6+fniH5nz273Z2RZ/nTFIq9X29Sz22WdMgfv9jL0ePxpX4WTVX1ogtXJdarpGrpD6KkvooSuqjqKqqD0vSr9XfzMqVKxk2bBiNGzdm1apVeHh4VHeRhBBVSFEUPvnkExo3Nu72ZDAYSM6+FVweB0BNfxU1Z12p54e4NKKn3zAAlp/7hOS8i6UeW8/Fk/sbtANg9r616MsYdxXg4Ub3RmEA/LTzUJmfoWnTIABOnrpIXp6+2PumVaxk3pQQopaptUHqP//8w9ChQ2nYsCFr167Fx8enuoskhKgGrq6u/PTTT4wfP57//vuPevXqobg+BU7DMS5N9TRq3v5Sz+/tP5Jg54bkGLJYdmYuekN+qcc+3rQbHvaOHE9L4IfTe8ss14iOLQD4bc8R8vTFg89CgXU98fR0Jj+/gJOnigfJsk6qEKK2uqGD1AsXLnDs2DGysrKKvL5q1SqGDBlCZGQk//77L3Xq1KmmEgohaoJmzZrx+eef4+xsnPykKAqK+2tg3wPIQU0Zj6qPLvFcraLjnpBJOGpdOJd9ktVlLEvl5eDMM817ADD34AbS8rJLPbZ7w/r4u7uSkpnN2iNRpR6nKApNmxjXjD50+FxJBwASpAohap8aF6QuXryYWbNmMWvWLBITE0lLSzP9Pm/evCLHTpkyhSZNmrBjxw7Ta7t27eKuu+5CVVUefvhhVq5cyZIlS4r8CCFETo6eDM3/QNcc1BTUlEdQCxJLPNbL3o/h9Z4AYPOl3zmWvqvUdO+LaEekex1S8rL58FDpC/zrtBqGtjcuibds+4Eyy9qyhXE75/0HYou9J939QojaqsZNnJo/fz4bNmwo8tr06dMBCA0N5Yknnijz/EOHDpmWi3r22WdLPOaBBx6wQkmFEDeqU6dOMXz4cMLDw/n5xy8h5V4oiEVNeRS8F6Foio9fb+rRia51bmfrpb/46eyHPBE5F0/74r00Oo2GaW368eCG71hyajf3RrQh0qPkJamGd2jOl+t3sPP0OY7GJdAksPjsfYDWrUIBOHjgHAUFBrTaq+0L0t0vhKitalxL6vr1602LUl//ExMTU+TYBQsWoKoqvXr1Mr02duzYUs8v/BFC3Lzy8/O57bbbOHDgAMuXL2fu+wtQvOaDxgf0R40tqobLJZ7bP2AMQU4RZBdc5vvYd0odn3pLQDh9AyPRqwam7VqBoZTnTqCnO7c1bwjAos17Si1zRIQfLs4OZGblEnU6och7EqQKIWqrGhekCiGELdnZ2fHRRx+Zfp88eTKbtp5B8VoAiifkH0BNeRTVkFnsXJ3GjntDnsNR68LZrBP8fv6LUoPDV9r2x1lnx65LZ1lWxiSqsd3bAvD3/uPEp5W8yLVWq6F583pACV3+V7r7JUYVQtQ2EqQKIW46t99+Oy+//DIABQUF3HPPPVxM8kDx/gYUd8jfg5o6AVUtPvHJ2yGAe0OeQ0HD7pS1/Je0osQ8glw8mNS8FwBv7v+XhOySA9Dm9QJoXz8IvcHAt1v3lVrmVq1CANi3r2iQWtiSKlGqEKK2kSBVCHFTmjlzJn369AEgPj6ee++9lwKlkbHrX3GBvO2oKf+Hasgqdm6kW2sG1B0NwN9xXxOVUfLEpzGR7WnhVZeM/Fz+t3d1qWUZ2924vuqPOw6SmZtX4jHt2hrHpe7dd6bIeqnS3S+EqK0kSBVC3JS0Wi1Lly4lKMi4WP6GDRuYNm0ain0rFK8vQXGGvK2oKQ+jGtKLnd+tzmBae/bEgIFvz7xJXHbxJay0Gg1vdBiEVlH4++xRfo05WGJZejYKp76vFxk5ufy4o+RjGkT44+PtSk5OPgcOnjW9Lg2pQojaSoJUIcRNy8/Pj2XLlqHTGRc6efPNN/n9999R7NujeF3T9Z/8QLHlqRRFYUi9/6O+S3NyDdksjP5fiTtSNfUK4Mlm3QF4ZfcKojOSix2j0Sim1tT5G3aW2JqqKAodOxq3Wt2+I+raN4z/lShVCFHLSJAqhLipdevWjbfeesv0+5gxYzh79iyKfRsU7yWgqQP6Y6hJI1HzjxU5105jzwNhLxHgGMplfSoLTr9Gen7xIHRik2508gslS5/P09t+Jbeg+A5Td7VtSoiPJ8mZ2aXO9O/UMQKA7duvBqnS3S+EqK0kSBVC3PSeeeYZ7r77bhRF4emnnyYw0LjDk2LXGMX7O9CGguE8avK9qDlFx5Y6al14sP50vOz8SMq7wBdRL5OcG1/kGK1Gw9xOg/Gyd+JwSjyz960pVgY7rZYn+3UF4OuNu7iYVnwZrHZtw9DpNJw7n0J0tLFlVxpShRC1lQSpQoibnqIozJ8/n9WrVzNz5ky0Wu3V93ShKD4/gn0XULNQUx/HkP4mqnq1S97dzptHIl7D2z6AlLyLfBE1jYScs0XyCHB25+1OdwKw+NRuFpzYWawcA1o0pHVIXbLy8nnzr/XF3ndxcTC1pq5cdbCw8IC0pAohah8JUoUQAnB3dzfN9r+eovFE8foKnI0z+smaj5o0HDX/qOkYL3s/xkXMws8hmAx9Mp9HTeV4+u4i6dwaGMmLLW8FYNbeVfx4el+R9zUahelD+qDVKPxz8CT/HDxRrCwD+rcAYM3aw+j1BbIElRCi1pIgVQghSrFlyxZ27zYGmopih8Z9Oornp6DxBv1x1KRhGNKmoRYYu/fd7bwZFzGLEOdG5BRk8v/t3XecVNXdP/DPvdNnG8sWylIWAWkBpQs8wiaokCgWjFgQJED0iRFEfkYCCAIWNIZAECsiWBIejQ2MlSQoGkTArhRBAWEpS9u+O/X8/pi2l22zsDvnXPy8Xy905869c8+ce3f2O9/Tnt/7AN48uALeYGX0NW/uOgjjOvWDAPDHLW9i+Y5Nhixo11ZZ+M2F/QAAc15Zh71HTxrKNHBAR6Q3c+PkyTJ8svl7NvcT0VmLQSoR0SmEEHjkkUeQl5eH0aNH49ixY9HnNOdwaBlvAo6RAAJAxUsQRy9CsOgeCO+ncFmSMemcBRiYMRICAhuPvYnFO2/DluPr4At6oGka7ulzCW7q3B8A8OCX/8at/30Fh8tj01xNuXgw+ubmoMzjxaQVr2DfscLoc1arBSMuCWVTn1n5IYJBES0zEdHZxCq7AEREqvH7/Vi9ejX8fj9+/PFH5OXlYe7cudGpqkLyIPztcNXwzwDfVqBiNUTFany1oxl278+BZmmLdoF2+LLwc/zg34+t4mtYdSfauDsjy9EGPXK6YE7vYVj4xQa8l78THx7+Aecd8aGHKwMdUprj58l+fHvoe3y3swyXfLEZV/Tpjn4d2sBq0dGvX2e8+bYTe/YexXv/2Y6A8OM4juDNN99EWloadL32/MNFF12E1NTU6OM9e/bg889rX7Y1wuVy4Ze//KVh26ZNm3Dw4MF6j83NzUWfPn0M29auXQu/v/osB6caOHBgdC5bADh+/Dg++OCDeo8LBoMYOHCgYdu2bduwY8eOWo6Iad68OfLy8gzb1q9fj5MnT9Z8QBXdunVDt27doo99Ph/eeOONeo8DgLy8PDRv3jz6+MCBA9i8eXO9x1mtVlx++eWGbZ9++in27dsXfRwMBlFUVFTt/sjJyalWT2+99RYqKytRnz59+iA3Nzf6uKioCP/+979r3b9ly5YYNGhQrIsKUT00wa/ftSouLkZaWhqKiooMH+pNIRgMoqCgANnZ2XX+gfmpYH0YsT6MElEf+fn56Nu3L44cqT736allgXcTRMVrgGcdps/Zi78uL6z39S/Oc+ONv7cxbDtv6F7s3F3zilNV/WleFqbenB59/OMBH84dUH0xgZp8/n4uunR2IPLBv/JvhbjtrrrfIwC0aW3Ft5s7A0D02PE3H8Dat2pe7rWqG69vhsV/igWaAkCHrttRVhas99inHm+HSy9Niz7esrUcV47+vo4jYr79tieSky0QCAVFf/nLISz96+F6jgJ690nCP17rFnuj0HD1Vdvw5edl9R57x/R2mDa9PTRoEACKiwPo2f2/cZX31TX90Ltv5L1q+OfaI5hya82LO1SVnGLFV9svBgDomhVOSxL++P++xqq/fVvvsddc1Q3/t/IqAFr4H9C2219x8FD913X5sisxcVy/aHm/2XYE5w1aWucxDz74IGbMmFHvazc1fqYaJbI+GhJbMZNKRFSDnJwcfPjhhxg1ahR27txZ636apgGOQdAcgyBEBeAYB+CVel9fA2DTxCnb4ssZWCAMx576OnWxaQIOPRYcWuM8VgOQbDFmPuM91qEF0dxqDL7jfa9pVi9a2mJZvQyrJ67jACDHXo4Ue+wPbpql/i8AAODUA+hgLzJu0wJxHZuql6KNJRYIF1niOw4AWlgOo50ldt4Mvf5AEQB0BNHesju2QQAI1P/FAwAQ2A9U/MO4TVRfCrhG3o1AeZVAuLL+a7NhwwYlglQyBwapRES16Ny5M7Zs2YKXX37Z0C+1NprmwuVX3YqcdsbmUyH8AHwABCCCAILIzW0Df8YI+AKV8AoPAsKHW6avQeGJYngCflQEfAiIIAJCQEAAAiip9KLC68Ohtp3xxN5zoEHD/r3HsO3zH9Dz4m9hseiw6hZYrTqsFj302KJD17XoCIQXdvWH+3BSqLwI4lAwHxffsAtCiNA/iHD/VoGgQPRnq92G29ech4A/gEAgCH8ggKLs79HvskI0S3eheXroNUNlFVV+BpI7tcLT+84FEAxtFQIjJ3+IgD/0uOq+0ESV/rUCXyWdi8PfN0dQBCGEQKG3CJf+77bQPkIgCIFyjxdBIZCe5ELLtOTwOYB/l/VFiu6KhsPpA/dg0oz94QBZRLdr0Z9D/83ITsa7ZT+DCJ9TQGDwdV+j6/DSKvuFjxGhcwkEcdJTgYOd0vHqyW7on9UWgIAnyY+Z92yEiOZzY3Va5Q4BAFja9cQ+PTm6LetnR/HHubsM+xh/Dv3fZrNgn94HAoAvWIm9Zd+iw3A77uyUgixnm/D1EPB4PXDY7YZ7s0vnFtCSe0XfEwDMnrEBpaWeU85V9dyhbf0HdQWSWka3t2hfgofu3Rp+6AV8XwAAKjEC99z7NwDhlgeiOLG5vw5s7peH9WHE+jBifcQUnyjB1ZkTAQCrflyCVq1bJaROhBB4+dUtePyJ/6BDbhZWLJ/U5Oeszbtff4fpf38T57bMxGu3h6YJk3GPrN33Le7Y9Dp6Z+Tg5YsmJOScNdl64l947cBjOCfpZ5jUcQEAOfURLH4IKF+BUl8ezh/2L+i6jqFDh+KZZ55JyPnrLBs/QwxUbe7nlSEiMrGqg1ASmXLQNA0jLu4JXdewZ+9RHCkoqv+gJtKnfWiFsF1HjqE0jibnptI9vQUAYGdRAYIS8z8tnO0AAEc99Q9qa0qaPTSDRbLrKH744Qfs3r1biQCVzINBKhGRiRlGSic4MEpNdaF7t9CAqE8++SGh564qKzUZbdJTIQTw1f76B0Y1ldzk5nBYrCj3+7CvtP6ZAJpKpiN0TUr8J+AJVEgrByyhLw8I5MsrA5kag1QiIhMzxqiJz94NHHAOAGDT5t317Nm0eoezqZ/vk5c9tOo6zk3NAgDsKIxz4FITcFmSkGQNzRJwTGY21RKe0UEUQgTjHIxFVAWDVCIiM5PU3B9x3nmhpuUfvj+a+JNXcX44SP1CYpAKAN2aZQMAtkkMUgEgK5xNPeaRl8XU9BRASwk9CMq9LmRODFKJiExMZnM/AKSluQEAZWXy+oICQI+cUH/Q747UPwtDU+oW7pcqM5MKAJmOUNAuu18qLK0hhMCVV03AqFGjcOedd8otD5kKp6AiIjIxyTEqkpIcAIDyCg+CQRGa7kqCZklOAEBZZXxzoTaVbs0iQWqB1HJEglSZmVQAgCUHmn8n1v4ztKBBQYHceiFzYSaViMjMqjb3xzlBfmNKDgepQgDl5fKyqUnh+T8rfH4EJM7F2dIVmlLnhEduH8zMaHO//EwqAFgsoXCD86RSQzBIJSIyMWNzf+LPb7dbYbNZAAClEpv83Y7YJPXlXp+0crisNgBAZcAvdRqqTHsoODzuPSStDACghYPUyNSbgUD8K3ARMUglIjIx2aP7gVg2VWa/VIfVAku4q0G5R16Q6g4HqQBQ4ZcZLIdWAPMGK6XdFwAAPZJJDV0bZlKpIRikEhGZmOyBU0CsX6rMIFXTtGiTf5lHXr9Up8UWXf60IiCvHDbNEf3ZLyT20w1PQ6VroXuTmVRqCAapRERmJnkKKkCNIBWINfnLDFJ1TYs2+ZdLzKTa9Fj3B19QZpDaMvS/UI8QZlKpQRikEhGZmArN/ZEgtbS0Usr5I9yOUHBY5pU7wt9lCQWI5X6ZwbIFVi1UH96gxC8PWqjbAfuk0ulgkEpEZGKyB04B6mRSI839MvukArF+qTIzqQBg00PXxSc1SA1dk0gmlUEqNQSDVCIiE9MMzf2SBk4lh+colR2khjOp5RKb+4HYCH+ZA6eAWJO/T8i8LjYAOnSNA6eo4TiZPxGRmckfN6VOJjXSJ1Vyc7/bEg6WJQ6cAmKDp2RmUjVNg9Cc+M31qSgNXIbsFudIKwuZD4NUIiIT4+j+KuWIDpyS3NxvCy8sID2TKj9IDXHgwbszoWXMgWbrLLksZCbKNfcvXLgQ11xzDc455xxomobc3NzTep1PP/0UI0eORFpaGlJSUpCXl4cNGzY0bmGJiCTTJK84BVQZOCU5SHXZ1Wjuj2RSyyQOnAIAezhI9coc3Q8AmjP8g9yBdWQ+ymVSZ82ahebNm6NPnz4oLCw8rdfYsmULhg0bhuzsbMyZMwcOhwNPPfUUhg8fjrfffhsXXXRR4xaaiEgSTYUpqNzMpFblsjKTahAJUgWDVGoY5YLU77//HuecE+qz8rOf/QylpaUNfo2pU6dC13Vs2LAB7dq1AwCMHz8ePXr0wK233oqdO3cam8iIiM4G0gZOqZFJVaVPqgrzpAKATVNh4BSiI/whuxxkOso190cC1NP1ww8/YNOmTbjmmmuiASoApKWlYfLkydi1axc++eSTMy0mEZEyIl+6OXBKreb+igAzqQAAzYleefvgSPk5WrRoIbcsZCrKZVLP1ObNmwEAgwcPrvZcZNvmzZtxwQUXVHve4/HA44n9MhcXFwMITZnR1NNmBINBCCE4PUcY68OI9WHE+jDStFCAKhLwWVUTtzucwSyrlHpNXLbQn7Qyj1fqPeKK9En1eaTWRyST6glUSv6dccDnF/D5/PD5fEr83vIzxCiR9dGQc5x1QWp+fj4AoE2bNtWei2w7cOBAjccuXLgQ8+fPr7b96NGjqKxs2r40wWAQRUVFEEJA15VLcCcc68OI9WHE+jiFpgEQKCoqQkFBQcLrpLIy1C2rtLQSBQUFCT13Vf7w53RhaRkKCgqk3SPBcCb3RGmx1PrweULBQGHJSRQE5NVHGjTo4R52fr9fap1E8DPEKJH1UVJSEve+Z12QWl5eDgBwOBzVnnM6nYZ9TjVz5kxMnz49+ri4uBht27ZFVlYWUlNTm6C0McFgEJqmISsri78wYH2civVhxPowijT3p6SkIjs7O+F1YrcnAwAqK/3IyMiExSLnmrQ6Gfps9wWB7OxsafdIVlEzAICwWpGdnZ3Qc1eVFmwGVAB2t1VqfaAoFRZLpEuKkFonEfwMMUpkfURisXicdUGq2+0GAEOzfURFRYVhn1M5HI4ag1td1xNyE2ualrBzmQHrw4j1YcT6iImMA9WQuM+rqlJSXNGfKyp8SE111bF300l2hfvGen3QdV3aPZJkC5WjIuCTen9GpqDyC6/U+ghqLkROGQgElPmd5WeIUaLqoyGvf9ZdmZycHAA1N+nX1RWAiMisZA+cstkscDjC/UElDp6KjO4vV2V0PwdOhWiOaCaVfUCpIc66ILV///4AgI0bN1Z7LrItsg8R0VlBizWlyqLCCH93eDJ/2fOkRkf3S57MX6UgNdInlUEqNYSpg9RDhw5hx44dhj6mHTt2xIABA/CPf/wD+/fvj24vLi7GihUr0LFjxxpH9hMRmZUK0z67XeEJ7CvlBWaRTGqF14dgUF7AHpnMX/o8qQqtOFW1uZ8oXsr1SX3++eexb98+AKFR9V6vF/fddx8AoFmzZrjtttui+86cORPPPvss1q9fj7y8vOj2pUuXIi8vDxdeeCGmTp0Ku92OJ598EocOHcJbb73FifyJ6KyiKZBJtdosAACfT14QEglSAblN/knRyfzVWBZV+mT+YHM/nR7lgtQVK1bggw8+MGybM2cOAKB9+/aGILU2AwcOxIYNGzB79mzMmzcPgUAA/fr1w7/+9S9DMEtEdDZQIUi1hYNUv19eEOKwWmDRNQSCAuVeeVlMZZZFjaw4Jbm5X6uSSQVCgSoHK1E8lAtS33///bj3XbVqFVatWlXjc/3798d7773XOIUiIlJZpHFIXowKmzWSSfVLK4OmaXDb7Sip9KDM40OSpHK4OXDKSHPigVmZKKzoDVvaLXLLQqaiXJBKREQNo0Im1RoNUuU25yY5bCip9KDc40WSXU7XrsiKU56AH4FgEBZJWcNYkCq7T6oDQwe5AEcO9PRL5ZaFTIX5diIik4v2s5eZSY0298sdGOMO90stk9gn1W2t0jdWYjY1NnBKdiY1PP+49L6xZDYMUomIzC4SoyrQJ1Vmcz8A2C3hcgTkZXSdFmu0B4bMaaiUGTilhVcYEk27vDidfdjcT0RkcrIn8wfUae63RYJUiRldTdPgttpR5vdKnYZKlYFTgBNfb/fgWNEBIOXfGDZsGKxWhh9UP94lREQmF2vul59Jld3cb7OGGgh9kufjdFltKPN7pY7wjzT3B4QfASGxPjQHZtx7DO+u/xHARThx4gTS09PllYdMg839REQmpynU3O+VOE8qUCWTKrG5H4itOiW3T2qsb6xf5uApzYnwZQHAuVIpfgxSiYjMLtLcL7EIkeZ+vzJBquxMamTVKXnBoVWLBalS+6VqTuh6bKYFrjpF8WKQSkRkcko091sVae63RJr75WbrnJZQbzpPQO68sTZNgblSNTssp0zmTxQPBqlERCanQIwKm13+gCVAnUyqTQ8H7ZIDstg0VDLnSjWuOMVMKsWLQSoRkcmpNZk/g1QgFqR6g3LLYdcVGOGvOWGxxJr7mUmleDFIJSIyOxUm84+MqpcdpFrVaO63hlOHPslBqk2FuVI1ZlLp9DBIJSIyOTVG94f6YMrvk6pGtwN7OJOqTJAqNZPqgEVnJpUajkEqEZHJKdHcb1OtuV92X1BFgtTohP7y+qRqmo2j++m0MEglIjI7NvfHymFRYzJ/VQZOWfTQfK0BIXe5WkuViVKZSaV4MUglIjI5FZr7raqsOMWBUwYWLdQNQ3aQ+uSfO6J8b0d4y7/FueeeK7UsZB5cFpWIyOQ0BTKpdmWa+0O5Fz8HTgFQJ0i1O9xAsAiaNRC7X4nqwUwqEZHJRfukSoxSlZmCyqpGn1RVBk5ZtFA5ZAep0Jyh/4tKueUgU2GQSkRkdipM5s/mfmM5lAlS1eiTivDKV5A5FRaZDpv7iYhMTollUSPN/X7Jo+o5cMog0twfFHLr4413T+DjTccQsD2CqXe0R9u2baWWh8yBmVQiIpNTYgqqaHO/3IxdJJMqu0+qLdwnVf7AqXB9SM6k/nvDMTy07CT+vPglHDp0SGpZyDwYpBIRmZwCidRoX1C/T3Ymlc39VakycErXYw23nCeV4sUglYjI7BSIUm12NVZ6ijX3y86kMkg1lMMSC1I5TyrFi0EqEZHJxZr75ZVBmeZ+q1qZVL9QpU+q7ExqbDJ/ZlIpXgxSiYhMToXJ/Nncf0o5OE+qga7Hwg1mUileDFKJiMxOgcn8rTbFmvtlzzLAFaeM5WBzP50GBqlERCanwuh+zpN6SjmU65Mqtxxs7qfTwSCViMjkYqtMym/ul77ilEWNFadsmmpBquRMqpWZVGo4BqlERCanxMApWyxIlZrRVWUyf4sqk/mrsSwqp6Ci08EVp4iIzE6B5n67rWpzbjA62j/R1Bndz4FTVbVvl4lhg1zQra3QvHlzqWUh82CQSkRkctHmfgWmoAJC2VRpQaoqzf2qDZyC3CB1/A2DMP6KzwD3jdBTL5BaFjIPNvcTEZmcSgOnALn9Uq26Is39qg2cCsoNUjXNFvpB+KSWg8yFQSoRkcmpEKRaLDp0PVQOmSP8bVZFVpziwKlTRBpuGaRS/BikEhGZnQLN/UCsyd8rMZOq2hRU8gdOKRKkMpNKp0HJIHX16tXo27cvXC4XMjMzcf3112Pfvn1xHSuEwPPPP49BgwYhIyMDqamp6NmzJx544AGUlpY2ccmJiBJPhUwqUHXVKflBqj8QlNv9QbGBU0HILcfql7ai78U/4vwhz+LNN9+UWhYyD+WC1GXLluGGG26Ay+XC4sWLMW3aNKxbtw6DBw/GwYMH6z1+1qxZGD9+PNxuN+bPn4+HHnoInTt3xuzZs3HppZcm4B0QESWWClNQAYDVFlntSWaQGvuzJjOLqc7AqXDQLjmTevxkOb74xoOvtx3HyZMnpZaFzEOp0f3Hjx/HzJkz0adPH7z//vuwhif/HTlyJAYMGIC5c+fi6aefrvV4v9+PpUuXok+fPli3bl10reDf/e53uPLKK7FmzRrs2LEDXbt2Tcj7ISJKiGhzv+RMqi30mS21T6olNoDLL7Ffqt2iSp/UUDO77OZ+XbdFf+Zk/hQvpTKpa9asQWlpKaZOnRoNUAGgX79+GDp0KF566SV4vd5aj/f5fKioqEDLli2jAWpE69atAQBut7tpCk9EJEk0kyq5HNFBS141glSfxGDIqinWJ1Xy6H6LJRakcjJ/ipdSmdTNmzcDAAYPHlztucGDB+ODDz7Ajh070KtXrxqPd7lcGDx4MN555x386U9/wujRo2G1WrFu3TqsXLkSkydPRrt27Wo9v8fjgcfjiT4uLi4GEPrW19Tf/ILBUP8pfsMMYX0YsT6MWB9GkXlSRQI+q+oSGzjll1YODQKaFkoq+/wBaeWwhC+KLyivDACghXNRQeGX+jujVVlxyu+Xd39E8DPEKJH10ZBzKBWk5ufnAwDatGlT7bnItgMHDtQapALA3//+d9x0002YMWMGZsyYAQDQdR3z5s3DnDlz6jz/woULMX/+/Grbjx49isrKyrjfx+kIBoMoKiqCEKJaFviniPVhxPowYn0YRZrXS0tLUVBQIK1ONC2Uyz169DgKChxSygCE5kr1BYI4frIQBW6nlPoo8lYAAPwiiMNHjkCPrriQ4HL4iwAA3oAXhYWF0n5nvN7YqP7CwkIUFBQkvAxV8TPEKJH1UVJSEve+SgWp5eXlAACHo/qHm9PpNOxTG7fbjS5duqBdu3YYOXIkdF3H66+/jrlz5yIQCGDevHm1Hjtz5kxMnz49+ri4uBht27ZFVlYWUlNTT+MdxS8YDELTNGRlZfEXBqyPU7E+jFgfRjZ7qCk1yZ2E7OxsaXXidIU+u5OSUpCdnS2lDABgt1rhC3jhTk6WVh8uXyyxkZ6ZAYdFzp9bzeMDTgDQgmjWrJm035mkpNQqPydJvT8AfoacKpH1EYnn4qFUkBrpL+rxeOByuQzPVVRUGPapSXl5OQYPHoy+ffti9erV0e3XXnstXC4XFixYgCuvvBLnn39+jcc7HI4aA2Rd1xNyE2ualrBzmQHrw4j1YcT6iNGqZOlk1klkCqpAICj1ukRG+PuDQlp9OKr2wYS8bJ0tPGApgIDU3xmr1R79WZXsJT9DjBJVHw15faWuTE5ODoBQk/6p6uoKEPHyyy9j165duOaaa6o9d+2110IIgQ8++KCRSktEpIZon1TJI6ds9vBgIb/k1Z4s8gctWfUqswxILIcqk/nrFo7up4ZTKkjt378/AGDjxo3Vntu4cSOSk5PrnD4qEsj6fNVXtIhs8/tlLw1HRNS4VJvM3ydxMn/AOKG/LBZNi84MJnMaqqpBqtxlc2OZVAapFC+lgtQrrrgCbrcbS5cuNQSTW7duxYYNGzBmzBjY7aEb/dChQ9ixY4ehj2r37t0BAM8++2y1137mmWcAAAMGDGjKt0BElHjRVKrcYliVCVIjzf0SR9VrWnRCfxWCVAAIQl599OrZDffPzMCDc9pjyJAh0spB5qJUn9TMzEw88MADmDZtGvLy8jBu3DgcO3YMixcvRosWLbBgwYLovjNnzsSzzz6L9evXIy8vDwBw2WWXYcCAAXj77bcxdOhQjB49Gpqm4fXXX8f777+Pyy67DBdeeKGkd0dE1DRizf2yJ/OPNPdLDlIjwbLETCoA2HULvMGA1FWnLHrVIFVeObr36I5uU5sDWjr0Fv2klYPMRakgFQBuv/12ZGZmYtGiRZg2bRrcbjcuvvhiLFy4MNpntTYWiwXr16/HsmXLsHr1asybNw+VlZXo1KkT7r//ftx5550JehdERImjTHN/OEiVuSwqoEafVADqZVKl9kuN9Emt3h2PqDbKBakAMHbsWIwdO7bOfVatWoVVq1ZV2+52u3HXXXfhrrvuaqLSEREpRtIcnKeKNvdLXHEKiDX3y86kWnX53Q50xAZwBSRmUhEJlgWDVIqfkkEqERHFj839p5RDgYFTgBqZVE3TYNGsCAi/1Eyq1ytw8lhopamUpBKkpKRIKwuZh1IDp4iIqOE0RQZOqdPcH8lgSi5HOEiV2ScVqDLCX2Im9d//2YhWPfcg57zv8Ze/LJJWDjIXBqlERCanSp9UdUb3qzNwCpCbSQUAXQuVIyjklUPXY1NQBQJs8qf4MEglIjI7VSbzVyVItao1cMov5JYjlkmV19xvscZWcwwGOV85xYdBKhGRyWmKLDlltYUHLMkOUhUbOCU7k2oNB6lyM6lVlokNeKWVg8yFQSoRkcmp0txvt4eCIZ9PbqaMA6eMIplUmfOkWq1VlkUNMJNK8WGQSkRkcookUqsEqbIzqZHgUI0gVfbAKb3K0qjSyqDHwg32SaV4MUglIjI7RaLUyOh+r1d2JjU8ul+VTGpAjUyqzNH9Fktsvlb2SaV4MUglIjK5WHO/3HLYbaFgyCt9Mn81Bk7ZFRs4JXOeVGZS6XQwSCUiMrnYNKnskwpUmWWAA6dC5VCgT2rVTGqAfVIpTgxSiYjMTrHJ/GVnUqPLkSrS3C+/T2qoHAGpo/tj4QYHTlG8uCwqEZHJqTa6X5U+qaoMnJKdSY2N7pd3Xbp164Yt/7oAujiI7I7jpZWDzIVBKhGRyUUSqbI7pdptik3mr0gmVZkgVWIm1e12o895mYD/OLT0dGnlIHNhcz8RkckpM3BKkUyqPdz/0St5VH104JTkjK4Ko/tDInkxDpyi+DBIJSIyO8Wa+2VnUh2RWQb8sgcsqTFwyqLAPKkAAC08ob9gkErxYXM/EZHJxZr7pRYjNnBK8uh+hzX0p80jOUiNTIUle+CUCitOFRcX4/WXDiDgK8Y53T/DsIsuklYWMg8GqUREJseBU0aRTKrsSfTZJzWmoKAAN936MQBg7HVvYdhFd0krC5kHm/uJiExOlT6pNkUGTjltamRS7coEqeEpqCSO7jesOCX5ywOZB4NUIiKzU2V0f5U+qcGgvLI4wqP7ZQepNsUGTsnMpBpWnOKyqBQnBqlERCYXzaRKX3Eqli3zSwwQowOnJGfslBs4xUwqmQyDVCIik1OnuT82zEFmv1SnVY3R/Q5LuNuB5BWWLOFR9cpkUhmkUpwYpBIRmZwqk/lbrXq0LDKDVLsifVJdllBwWCk9SI30SZVXH4ZMquTMMpkHg1QiIrNTJJOqaVpshL/EwVOqZFKd1lCQWhGQOy9orE+qvGC5aiaVQSrFi0EqEZHJqTIFFVBlrlSJmVRV+qS6ws39lX41glSZmdSqQaqfzf0UJwapREQmp0pzP6DGqlOR0f2+QBABiSPrY5lU2c398kf3s7mfTgcn8yciMjtFmvsBtTKpQKjJ32aV86cu0idVmeZ+yaP7MzOSoGuVSEt1SCsHmQuDVCIik4s096sQpaqw6pSzSpDq8fuRBDlBUXTglOTmfqseKodfyCtHSkoKjux5AChbBrhHSysHmQub+4mITE6hGDU6sl5mc79F12G1hP68VfpkToWlRibVrjsBAD7hkVoOLTwVFiQGy2QuDFKJiExOqYFTdvnN/QDgUGCEf3TglDJBqldqOcAglRqIQSoRkdlFR07Jp0ImFYgNnpKZSXWFM6m+YFDqqlOqZFKBcJAKBqkUH/ZJJSIyuVhzvwKZVAUGTgGxfqkemc39Flv058qAHzbdUsfeTceuh/rk+iVmUoUQGDdpOQLeQ+jU8SPc+7C0opCJMEglIjI5lZr7YwOn5GZS7Vb5q07ZdQt0TUNQCFT6fUixyRnAZdddAORmUjVNw99e/C8AYECffbhXWknITJRs7l+9ejX69u0Ll8uFzMxMXH/99di3b1/cxwcCATzxxBMYOHAgUlJSkJycjJ49e+Lee/lrQURnn9jofrnlAKrOk6pIJtUvrxyapikxDVUkkyq7ud8SHswWlDh3LZmLcpnUZcuWYcqUKRgyZAgWL16MY8eOYcmSJdiwYQO2bNmC1q1b13m8z+fD6NGj8c477+C6667Db37zG+i6jr179+LHH39M0LsgIkogNvdXE5krVWafVCDU5F/m96JC4jRUkT6pAfgREH7osEsph67rCASCCHDFKYqTUkHq8ePHMXPmTPTp0wfvv/8+rOHmmpEjR2LAgAGYO3cunn766Tpf47777sNbb72Ft956CyNGjEhEsYmIpNIUmsxfhRWngNjAKZl9UgHAZbUCHrkj/CNBKgB4gx7YLHKCVIvFAp/PzxWnKG5KNfevWbMGpaWlmDp1ajRABYB+/fph6NCheOmll+D11t7xu6ysDEuWLMGoUaMwYsQICCFQUlKSiKITEUmj0mT+ymRSrfKb+4Gqq05JXO1Js0JHeKnYYKW0cuh6KORgJpXipVQmdfPmzQCAwYMHV3tu8ODB+OCDD7Bjxw706tWrxuM/+ugjFBcXY8CAAbjzzjuxfPlyFBcXIz09HWPHjsVDDz0Et9td6/k9Hg88nlifneLiYgCh/jNN3YcmGAxCCMG+OmGsDyPWhxHro2Yq1Ik9HKR6vH6pZYlOQeX1SS2HMzxXarnPI7Ucdt2JymAZKv0VCNrklMNiCV2TRPxNrQ8/Q4wSWR8NOYdSQWp+fj4AoE2bNtWei2w7cOBArUHqjh07AABLliyBxWLBfffdh9atW+P111/HsmXLsH37dqxbty6WdTjFwoULMX/+/Grbjx49isrKpv32GQwGUVRUBCFE9NvmTxnrw4j1YcT6MIp8PpWXV6CgoEBqnfh8oS/6RUUlKCgokFYOEc5cHjtZKLUclvDf4yMnjqPAkiqvHOE5So8cPwTY5TT3R/72BgIBFBQchszGXH6GGCWyPhrSwq1UkFpeXg4AcDiqT9PhdDoN+9Qk8sZPnDiBr776Ct27dwcAXH311QCAF154Ae+9916tfVVnzpyJ6dOnRx8XFxejbdu2yMrKQmpq0364BINBaJqGrKws/sKA9XEq1ocR68PI5Q5NMeR0OpGdnS21Tpo1C31WWq12ZGdnSytHWnISAMDudEktR6rLDRQB9iS31HK4Ct0o8xYiKc2F7BQ55bCGFzcICiA7MxnQk6WUA+BnyKkSWR+ReC4eSgWpkaZ4j8cDl8tleK6iosKwT00ixwwcODAaoEZMnDgRL7zwAtavX19rkOpwOGoMkHVdT8hNrGlaws5lBqwPI9aHEesjRq/SOiS7TuyOUCDi9wWklsNpD5XDE5BbjsiqU56gX+51CQ+e8sMrrRyxPqmAppVD0+VllgF+hpwqUfXRkNdXKkjNyckBEGrS79y5s+G5uroCRESea9WqVbXnIttOnDjRKGUlIlKGQgOn7PbwwCnpo/vlrzgFqDFwCogFqV6JA6fGjBmD4oIX0SIrAIhSaeUg81Dq60P//v0BABs3bqz23MaNG5GcnIyuXbvWevzAgQMBAPv376/2XGSO1BYtWjRGUYmIlKHUFFS2yIpTskf3hwdwSVxxCogtjSpznlQAsIUn9JcZpD766KN49rFe+NPcLCBYJq0cZB5KBalXXHEF3G43li5dCn+VaUO2bt2KDRs2YMyYMbCHO3wfOnQIO3bsMPRRzc3NxdChQ7FlyxZs2rQpul0IgUcffRQA8Ktf/SpB74aIKDE0hSbzj2RSpc+TalMkkxpu7pc5TypQNZMqd9UpaKG+wsykUjyUClIzMzPxwAMP4LPPPkNeXh6efPJJ3H///Rg5ciRatGiBBQsWRPedOXMmunXrFp22KuKRRx5BcnIyRowYgbvvvhuPPvooRo4cibVr12LixIkYNGhQot8WEVGTUmlZVJsimVQVlkUFYlNQyc6kOhRo7gcAaOHBUgxSKQ5K9UkFgNtvvx2ZmZlYtGgRpk2bBrfbjYsvvhgLFy6M9lmtS69evfDxxx9jzpw5eOyxx1BWVoZOnTph8eLFmDp1agLeARFRgkWb++VHqar0SbVH+6TKLUckk1ohOZNqUyVIjYzoDzJIpfopF6QCwNixYzF27Ng691m1ahVWrVpV43M9evTAq6++2gQlIyJSj1LN/cykGkQGTlVy4BQGDhyI3bu+QrPUAHZ/yyCV6qdkkEpERPFTqrk/0idV+sCp0J+3Ssl9UlUZOGVXYOBUYWEhTpyshBA6m/spLkr1SSUiotOgUnN/JJMqe+BUeHS/V3YmVZHmfhUGTlWdJ1WwuZ/iwCCViMjkonP5y49Ro5lU2c39kdH9sjOpseZ+2UGq/EyqxRK6N4JBwUwqxYVBKhGRyUXnSVUgSo1kUmVPQaVKn1SnVY3R/XY9tCKjT2KQWjWTyiCV4sEglYjI5FSazN/tDs1lXVbmQSAQlFYOuyKT+XPgVEwkSA0KMEiluDBIJSIyu2hzv/woNSMjBXa7FYFAEIePFEkrh1OVyfwVGzjlUaW5n31SKQ4MUomITE5TaOCUrmtok5MOAMjPPymtHA6rGkGqU7GBUz5FBk4xk0rxYJBKRGRyKjX3A0BOOEg9cOCEtDKkuUNBWYXPj6IKedlDVQZOqTCZfyyTCkCUSSsHmQeDVCIik9MUau4HgDZtmgMA9ksMUlOcDuSkhVY3+vbAEWnlcFUZOBWUeH0cCk1BBQBBf4m0cpB5cDJ/IiKzUyyT2kaBTCoAnNuiOfKLSvHNgSMY3Lm9lDKk2V1wW20o9/uwo/AIuqe3lFKOSHO/X3gRFAHomiXhZZg7dy6OHf0eetl9gCiDECK2EAVRDZhJJSIyOZX6pAKxTGr+QXl9UgGgS4sMAMA3Bw5LK4NNt2BgVihA/vDwHmnlcFhcsITzUocr90kpw8iRIzF27E247soU6LofgFdKOcg8GKQSEZmcSpP5A0CbnFCQeuRIkdRJ/bu0CJXjG4nN/QBwYctzAAAfHv5BWhksmhUdHD0BAF+c/EBaOaC5Q/8AwLtFXjnIFNjcT0RkcqplUps1cyPJ7UBZuQc//ngcnTq1kFKOzlnp0DUNR4pLcbS4FFmpyVLKMbTVOcDnwKfH9qPc74XbapdSji7Ogdjt+RxfFn6IEa3GwyKhyd/r9eF48S+BiheBEw9DS+9YY5N/SkoKkpKSoo8DgQCOHj0a1zkyMjJgs9mijysqKlBUZJwOLRgM4tixYwgGg9G+srquIzs727BfYWEhKivrH2zmcrmQlpZm2HbkyJG4fifT0tLgcrmij71eL06ciK+rTHZ2tqGvb2lpKUpL6585wWazISMjI65zyMQglYjI7MJ/5D9Z+xn+sGO+Ev38hG4HNB2/+99n4ICITuUaWRur6QsQCtotPV0IunUMn/8krF4B7dRTJ6QoAtoAwOsM4LwXHobmreH6VClHU109TQvisr5WAIWY9sk4eP2xEKDGahBVfzzzUhUdKEbFyUr85+71KD/pAbAHwNoa971zRg4m3Rz7clNQ4MOwQV/HdZ7X3uyGLl3dsccvH8PsGfV3ccjMsmLDpvOM5bj9B7z1z/q7rVw5OgMPPJxr2HZB7y9QXFz/YhIPL+6ASy9vHn381ZdluG70jnqPA4CPPzsPaWmx6/j4I4fwyJKD9R7Xs5cbL77WzbDtUHkSsrPXx3XeRGGQSkRkcpnh5vUThwpx4lCh3MKEibQkoGt7BJJdKG+ysKsO4VO6jgTgb6shYNcRkJPABABYjgv4W/sQdAFwycp4a/iuMAs9sw4h1Z34qai2/OVzfPl6fP1hs+wenOuOzQCQ4oq/20iuswxd3LH9Wzrie69WTaCLu9iwLcUa39RhqVZvtWP1at+IatbKUWE4tsgZ/7Xp7CpBujuWEc+0xXesUw9UK29ynO81kRikEhGZ3KjfXYLWHVvgcP4RpKalQVcgkwqEVhb68UgRPN4AhBAICgGRoJVSgxCoKC+Hy+1GUAgcClTCF256jfw3EkIkJGQsBby7Ayh0ehHQg7WeUzTZpRPw+/ywHszEHse5sCeXQtNDWT7DKWs8f+PU0Ll57VFZ8hEqCkPN0U6rDw7dD62GYG633hmPf90+eu6yYg96DTZmJWurqjfyB2BjICX6eKfnIM4bvL3afgICWpVXcaU48MTX/2PYx5v9Dc4bXH+f5vKMVnji6+6GbZ37BuCtrD+4/rSiB4q+js36UHCkCOcNju9GePa7wXC6Yl0b9tn34LzB9fd9Tm2diie+7m/Y5vO4MaVNXKdNGE2o0olJQcXFxUhLS0NRURFSU1Ob9FzBYBAFBQXV+pf8VLE+jFgfRqyP6lgnRqwPI9aHEevDKJH10ZDYileGiIiIiJTDIJWIiIiIlMMglYiIiIiUwyCViIiIiJTDIJWIiIiIlMMglYiIiIiUwyCViIiIiJTDIJWIiIiIlMMglYiIiIiUwyCViIiIiJTDIJWIiIiIlMMglYiIiIiUwyCViIiIiJTDIJWIiIiIlGOVXQCVCSEAAMXFxU1+rmAwiJKSEjidTug6vzuwPoxYH0asj+pYJ0asDyPWhxHrwyiR9RGJqSIxVl0YpNahpKQEANC2bVvJJSEiIiI6e5SUlCAtLa3OfTQRTyj7ExUMBnHw4EGkpKRA07QmPVdxcTHatm2L/fv3IzU1tUnPZQasDyPWhxHrozrWiRHrw4j1YcT6MEpkfQghUFJSgtatW9ebtWUmtQ66rqNNmzYJPWdqaip/YapgfRixPoxYH9WxToxYH0asDyPWh1Gi6qO+DGoEO2IQERERkXIYpBIRERGRchikKsLhcOCee+6Bw+GQXRQlsD6MWB9GrI/qWCdGrA8j1ocR68NI1frgwCkiIiIiUg4zqURERESkHAapRERERKQcBqlEREREpBwGqURERESkHAapCfDkk09i7Nix6Nq1K3Rdr3f1qpKSEkyfPh1t27aFw+HAueeeiwcffBB+vz/ucwohsGzZMvTo0QNOpxOtWrXCLbfcguPHj5/p22l0q1atgqZpdf7Lz8+v93UmTJhQ6/FLlixp+jfSiHJzc2t9L1988UXcr7N79278+te/RkZGBtxuNwYOHIhXX3216QreBPLz87Fw4UIMGzYMrVq1QlJSEnr06IE//OEPDbqfzXh/rF69Gn379oXL5UJmZiauv/567Nu3L+7jP/30U4wcORJpaWlISUlBXl4eNmzY0IQlbjrfffcd5s6diwsuuABZWVlISUnB+eefj/vvvx9lZWVxvUZeXl6t98Drr7/etG+gCdT1mVlYWBjXa5wt98i8efPqrA+bzVbva5j1/li4cCGuueYanHPOOdA0Dbm5uXXuf+TIEUycOBEtWrSA0+lEr169sHz58gad0+v1YsGCBejYsSMcDgfat2+PGTNmoLy8/AzeSXVccSoBFi5ciOPHj6N3794oKyvDgQMHat3X5/PhkksuwZYtW3DrrbeiV69e2LBhA2bOnImdO3di5cqVcZ3zD3/4AxYtWoTLLrsM06ZNw549e7BkyRJs3LgRmzZtQlJSUmO9vTM2dOhQPP/889W2Hzp0CHfddRfOP/985OTkxP16Nb1Wv379zqiMMnTt2hWzZ8+utr19+/ZxHb93714MGjQIQgjccccdyMzMxAsvvICrr74aK1euxIQJExq5xE3jjTfewLx58zBy5EjceeedSE1NxebNm7FkyRK8+OKL2Lx5M1q2bBn365nl/li2bBmmTJmCIUOGYPHixTh27BiWLFmCDRs2YMuWLWjdunWdx2/ZsgXDhg1DdnY25syZA4fDgaeeegrDhw/H22+/jYsuuihB76RxPPPMM1i2bBlGjRqFG264AXa7HevXr8fdd9+Nl156CZs2bYLL5ar3dTIzM7F48eJq21W8B+Jx4YUX4uabb662PZ7P+LPpHhk9ejQ6depUbftXX32Fhx9+GKNGjYrrdcx4f8yaNQvNmzdHnz596v1yUlhYiP/5n/9Bfn4+pk2bhg4dOmDNmjW4+eabcfDgQdxzzz1xnfOGG27AK6+8gnHjxmHo0KH48ssvsWjRImzduhXr1q2rd7nTuAlqcnv27BGBQEAIIcSll14q6qr2J554QgAQixYtMmy/7bbbBADx4Ycf1nu+bdu2CV3XxeWXX27Y/vLLLwsA4t577z2Nd5F4DzzwgAAgli1bFtf+N910U511aybt27cXw4YNO6PXuO6664SmaWLLli3RbV6vV/Tu3Vukp6eL4uLiMyxlYnzzzTfi4MGD1bYvX75cABB33nlnXK9jpvvj2LFjIjk5WfTp00f4fL7o9i1btghN08SkSZPqfY0LLrhAJCUliX379kW3FRYWipycHNG5c2cRDAabpOxNZcuWLeLkyZPVts+ePTvuz4lhw4aJ9u3bN37hJAEgbrrpptM+/my7R2py8803CwDin//8Z737mvX++P7776M/9+jRo8738Mc//lEAEK+88oph+6hRo4TNZhM//PBDved75513BAAxZcoUw/Y///nPAoB4/vnnG/YG6mCOT+yzSH1B6oUXXihcLpcoLy83bN+zZ48AIG655ZZ6zzFnzhwBQLz//vvVnsvNzRVdunRpeMETLBgMik6dOgmXy1XjH6aaRIKQYDAoioqKhN/vb9pCNqFIkOrz+URRUVGD/1iUlpYKp9Mp8vLyqj23cuVKAUCsXr26sYorRVFRkQAgRowYEdf+Zro/VqxYIQCIVatWVXtu2LBhIiUlRXg8nlqP//777wUAMWHChGrP3XPPPQKA+Pjjjxu1zLJ8+eWXcX82RoKQQCAgioqKoskDs4oEqR6Pp8FfOn8K90hZWZlITU0VOTk5cf2+nw33R31Batu2bUWHDh2qbV+/fr0AIBYuXFjvOcaNGycAiL179xq2l5eXC5fLFfdncjzYJ1UhwWAQn376KXr37l2t2So3NxetWrXC5s2b632dzZs3Q9d1XHDBBdWeGzRoEHbu3ImioqJGK3dT+OCDD7B7925cffXVaNasWYOObdasGdLS0uB0OjF06FCsW7euaQrZxD755BO43W6kpaUhLS0N1157LXbt2hXXsV9//TUqKysxePDgas9FtsVzL6ks0k85Ozu7QceZ4f6IXJvarl9JSQl27Nhx2sdX3cfsGnof5OfnIzk5GWlpaUhKSsKvfvUrbN26tSmL2KRefvlluN1upKamIiMjA5MnT8bhw4frPe6ncI+89NJLKC4uxm9+8xtYLJa4jjnb7o+qDh8+jP3792PQoEHVnhs0aBA0TYs7xmjdunW1rmculwvnn39+o9437JOqkJMnT6K8vBxt2rSp8fk2bdpg79699b5Ofn4+MjMza1zeLPLa+fn5SEtLO6PyNqUVK1YAACZPnhz3MS1atMDUqVPRv39/pKSkYPv27ViyZAlGjBiBZ599FuPGjWuq4ja6Hj16YNKkSejatSuEEPj444/x+OOP491338V///tf9OjRo87jI3+4a7qXItvq6httBnPnzgUA3HTTTXHtb6b7I97r16tXrzM63uwCgQAWLFgAq9WKsWPH1rt/bm4uBg8ejJ49e8LhcODzzz/H0qVLMWTIELz99tv4xS9+kYBSN57+/fvj17/+NTp37ozy8nKsX78eK1euxHvvvYdPPvkErVq1qvXYn8I9smLFCmiahokTJ8a1/9l2f5yqrmvucDiQmZkZ1zXPz89H9+7da3yuTZs2+Pjjj1FeXg63231mBQaD1Lh5vV488MADce8/YcKEekfYnSoyKq62tXOdTmdcI+fKy8vrfI2q52pMjVVHhYWFeOWVV9CpUycMHTo07td76KGHDI+vuOIKTJo0CT179sTUqVMxevTohA4YO5P6ePPNNw3PjRkzBldeeSV+8Ytf4I477sB7771X52vVdS815T1Ql8b8HXr44Yfx8ssvY/LkyRg+fHhcr6fa/VGXM71+Kl7/pjB16lRs2rQJ9913H7p06VLv/qtWrTI8Hj16NG688Ub06dMH//u//4vvvvuuiUraNE7NWI0dOxbDhg3D+PHjcc899+Cpp56q9diz/R7ZuXMnPvroIwwfPhwdOnSI65iz7f44VaJjDAapCeT1ejF//vy498/Ly2twkBq5oB6Pp8bnKyoq4rrobrcbBQUFtb5G1XM1psaqo7///e+oqKjApEmT6p2uqz5ZWVn43e9+h3nz5mHjxo24+OKLz+j1GqKx75lhw4Zh6NCh+M9//oOKioo6RzLXdS815T1Ql8aqj+XLl2PGjBn45S9/iUcfffSMyiTz/qhL1et36nWO5/qpeP0b2913343HHnsMkydPxqxZs077dbp06YIxY8Zg1apV2LVrFzp37tyIpUy8cePGYe7cudW+6J7qbL9HTqc1riZn0/0RT4wRz0wpbre7zteoeq4zxSA1TsnJyRBCNOk50tPT4XK5ak235+fn19oVoKqcnBxs27YNHo+n2redSLq/IVM6xaux6mjFihWwWq2NNkVSJNA5evRoo7xevJrinsnNzcX777+PkydP1hmkRq5vTfdSXU0+Takx6uOZZ57BLbfcguHDh+PVV1+F3W4/43LJuj/qUvX6nfpHMZ7rp+L1b0zz5s3D/fffj/Hjx+PJJ5884y+zVe8BMwchEbm5ufjvf/9b5z5n8z3i9/vx3HPPoXnz5rjqqqvO+PXOlvujrmteWVmJ48eP48ILL4zrdeqKU9LT0xstSOXAKYXouo6+ffvi888/j34bidi7dy8OHTqE/v371/s6/fv3RzAYxKZNm6o99/HHH+Pcc89Vtj/qF198gc8++wyXXnppg+a+rEtksFFjvZ5Mu3btgs1mQ0ZGRp37RfpUbdy4sdpzkW3x3EsqWblyJX7729/i5z//OdauXRttVjpTKt4fkWtT2/VLTk5G165dT/v4qvuYzfz58zF//nzceOONWLlyZaPMx6jiPXC6hBDYvXt3ve/lbL5H3njjDRw5cgTjxo2rtVm6Ic6W+6Nly5bRPqOn2rRpE4QQcccYBw8erLawSEVFBb744ovGvW8abZ4Aikt9U1A99thjNc6TOmXKFAFAbNiwwbB9+/btYvfu3YZt33zzjdA0rdo8qa+88ooAIBYsWHCG76Lp/P73vxcAxNq1a2vd5+jRo2L79u2isLAwuq20tFSUlJRU23fv3r0iPT1dZGZmVpvWS1UFBQU1Tn2yZs0aAUBceumlhu011YcQQowZM0Zomia2bt0a3ebz+USfPn1Es2bNRFFRUdO8gSawcuVKoeu6+MUvflHvdTwb7o+jR48Kt9td6zypEydOjG47ePCg2L59uygrKzO8xoABA0RSUpL48ccfo9uKiopEmzZtRMeOHU05B+b8+fMFADF27Ng6pxSqqU5OnDhR47RdW7ZsETabTfTo0aNJytxUDh8+XOP2v/71rwKA+P3vfx/d9lO6R4SI/Z396quvanz+bL4/6puC6q677qp1nlSr1WqYc9Xr9Yrt27cb5tEVQoi33nqrxnlSFy1aJACI55577szfSBiD1ARYu3atuPfee8W9994runTpEp1QP/KvKq/XKwYMGCAsFouYMmWKePrpp8X48eMFADFu3Lhqrw2gxhty2rRpAoC47LLLxPLly8WsWbOEy+US3bp1q/GPtQoqKipEenq6aN26dZ1/gCJz+K1cuTK67fPPPxepqali0qRJ4uGHHxZPPvmkmDZtmkhJSRFWq7XaL6TKFi9eLNq3by+mT58uHnnkEbF06VJxww03CF3XRXZ2tti1a5dh/5rqQ4jQPIgZGRkiIyND3HfffeKJJ54QQ4YMEQDE008/ncB3dGbWrFkjdF0XzZo1E0899ZR4/vnnDf9ee+01w/5ny/2xZMkSAUAMGTJEPPHEE+K+++4TGRkZomXLluLAgQPR/SLzv65fv95w/KZNm4TT6RTt27cXixYtEo888oj42c9+JiwWi3j33XcT/G7O3LJlywQA0a5dO7Fq1apq98F7770X3bemOnnttddEdna2+P3vfy8WL14sHnvsMXHzzTcLu90u3G632Lhxo4R3dfpuv/120aNHDzFjxgzx2GOPiUWLFolRo0YJAKJz587i6NGj0X1/KveIEELk5+cLi8UiBgwYUOs+Z9v98dxzz0XjiezsbNGsWbPo40ceecSw74kTJ8Q555wj3G63mDVrlli+fLm47LLLBAAxZ84cw76R+dlrWljmyiuvFADE+PHjxdNPPy2mTJkiLBaLyMvLa9T5ZRmkJkDkF6K2f6cqLCwUt99+u2jdurWw2+2iU6dO4v777zdkVCJqC1IDgYD461//Krp27Srsdrto0aKF+O1vf2v44FLN3/72NwFAzJo1q879agpCDh06JG688UbRtWtXkZqaKqxWq2jVqpUYM2aMIZNoBh999JG4/PLLRbt27YTL5RIOh0N06tRJTJ06tcaVl2oLUoUQYufOnWL06NGiWbNmwul0in79+ol//OMfCXgXjSfy/mr7d+r9fzbdHy+88ILo3bu3cDqdonnz5uLaa6+ttiJMbQGIEEJs3rxZXHzxxSIlJUW43W4xdOjQGvczg/o+R6v+Ia2pTrZt2yauueYa0bFjR5GcnCxsNpto3769mDhxovjuu+8S/4bO0Jo1a8SIESNETk6OcDgcwul0ih49eojZs2dXa1X5qdwjQghx//33CwDiqaeeqnWfs+3+GDZsWNyfj0KEMskTJkwQWVlZwuFwiB49eojHH3+82n51BamVlZXinnvuER06dBB2u120bdtW/OEPfxClpaWN+t40IZp4NBARERERUQNx4BQRERERKYdBKhEREREph0EqERERESmHQSoRERERKYdBKhEREREph0EqERERESmHQSoRERERKYdBKhEREREph0EqERERESmHQSoRERERKYdBKhEREREph0EqERERESmHQSoRERERKYdBKhGRCfn9fgwZMgRutxvffvut4bnnnnsOmqZhxowZkkpHRHTmNCGEkF0IIiJquB9//BHnn38+cnJysHnzZrhcLuzcuRP9+vVD9+7d8dFHH8Fms8kuJhHRaWEmlYjIpNq1a4cVK1bgm2++wR133AGPx4Nrr70WFosF//d//8cAlYhMzSq7AEREdPquuuoq3HbbbVi2bBm++eYbfPnll3jxxRfRoUMH2UUjIjojbO4nIjI5j8eDXr164bvvvsOECROwcuVK2UUiIjpjbO4nIjK5r7/+Gnv37gUAbNu2DT6fT26BiIgaAYNUIiITKykpwXXXXYf09HQ8+OCD2Lx5M2bPni27WEREZ4x9UomITOyWW27BDz/8gHfeeQeXXHIJvvrqK/z5z3/GRRddhEsuuUR28YiIThv7pBIRmdSKFSswefJk3HXXXXjooYcAhDKrvXv3RmlpKb788ku0aNFCcimJiE4Pg1QiIhPasWMH+vbti549e+LDDz80TDe1detWDBkyBD//+c/x9ttvQ9M0iSUlIjo9DFKJiIiISDkcOEVEREREymGQSkRERETKYZBKRERERMphkEpEREREymGQSkRERETKYZBKRERERMphkEpEREREymGQSkRERETKYZBKRERERMphkEpEREREymGQSkRERETKYZBKRERERMr5/+uTa+nkUebHAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def etudier_plusieurs(keys=None, schemes=None, do_calcul=True, do_affichage=True,\n",
    "                       quoi=\"comparaison\", t=None,  xx=None, **kwargs):\n",
    "    if keys is None:\n",
    "        keys = KEYS\n",
    "    if schemes is None:\n",
    "        schemes = list(SCHEMES.keys())\n",
    "    if xx is None:\n",
    "        xx = np.linspace(-10, 10, 401) \n",
    "\n",
    "    resultats = {}\n",
    "    if do_calcul:\n",
    "        for key in keys:\n",
    "            for scheme in schemes:\n",
    "                resultats[(key, scheme)] = calculer(key, xx, scheme=scheme)\n",
    "\n",
    "    if do_affichage:\n",
    "        for (key, scheme), history in resultats.items():\n",
    "            etudier_cas(key, scheme=scheme, t=t, quoi=quoi, history=history, **kwargs)\n",
    "\n",
    "    return resultats\n",
    "\n",
    "\n",
    "# Exemple : deux cas tests, deux schemas, tout calculer et tout afficher\n",
    "_ = etudier_plusieurs(keys=['1-choc 2-choc', 'rupture de barrage'], schemes=['Rusanov', 'HLL'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4780f3e",
   "metadata": {},
   "source": [
    "## Explorateur interactif (notebook + ipywidgets)\n",
    "\n",
    "Menus déroulants (cas test, schéma, ce qui est affiché) + un curseur en temps, pour explorer sans avoir à retaper `etudier_cas(...)` à chaque essai. \n",
    "\n",
    "**Astuce info — le `try/except ImportError` en tout début de fonction.** `ipywidgets` n'est pas une dépendance de base. Plutôt que de faire planter tout le notebook avec un `ModuleNotFoundError` non capturé si elle est absente, on l'importe *à l'intérieur* de la fonction (pas en tête de notebook) et on intercepte l'échec pour proposer un message de repli et le reste du notebook continue de fonctionner normalement même sans cette dernière cellule.\n",
    "\n",
    "**Le rôle du `cache = {}`.** Chaque fois qu'on change de cas test ou de schéma dans les menus, `_update` est rappelée. Sans cache, on relancerait le calcul complet (`calculer(...)`) à chaque manipulation du curseur `t_slider` — inutile, puisque changer seulement `t` n'a besoin que de relire un historique déjà calculé (voir `nearest_snapshot`/`etudier_cas`, qui cherchent l'instant le plus proche dans `history`). Le cache, indexé par `(key, scheme)` comme dans `etudier_plusieurs`, ne recalcule que si le couple (cas test, schéma) change réellement.\n",
    "\n",
    "**Astuce info — `widgets.interactive_output` plutôt que `widgets.interact`.** `interactive_output` sépare explicitement la construction de l'interface (`ui = widgets.VBox([...])`) de la zone de sortie (`out`), ce qui permet de contrôler précisément leur disposition à l'écran (ici : les trois menus déroulants sur une même ligne, le curseur en dessous, les graphiques encore en dessous) — `widgets.interact` fait un choix de mise en page automatique moins flexible.\n",
    "\n",
    "**Pourquoi `t_slider.max = t_final` est mis à jour dans `_update`.** Chaque cas test a son propre `t_final` (2 secondes pour la plupart, 1.5 pour \"rupture de barrage\"). Le curseur doit donc ajuster sa borne supérieure dès qu'on change de cas test, sinon on pourrait sélectionner un temps au-delà de la durée simulée pour certains cas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "f893db96",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-11T15:25:42.849298Z",
     "iopub.status.busy": "2026-07-11T15:25:42.849087Z",
     "iopub.status.idle": "2026-07-11T15:25:43.428758Z",
     "shell.execute_reply": "2026-07-11T15:25:43.427659Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d7990c8edb114551b73779f56d31f76b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(Dropdown(description='Cas test:', options=('1-choc 2-choc', '1-choc 2-detente', …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "de3a48aa91b94252aedb14ad66b70502",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def explorateur_interactif(xx=None, CFL=0.9):\n",
    "    try:\n",
    "        import ipywidgets as widgets\n",
    "        from IPython.display import display\n",
    "    except ImportError:\n",
    "        print(\"ipywidgets n'est pas disponible : utilisez etudier_cas(...) directement.\")\n",
    "        return None\n",
    "\n",
    "    if xx is None:\n",
    "        xx = np.linspace(-10, 10, 300)\n",
    "\n",
    "    key_dd = widgets.Dropdown(options=KEYS, description=\"Cas test:\")\n",
    "    scheme_dd = widgets.Dropdown(options=list(SCHEMES.keys()), description=\"Schema:\")\n",
    "    quoi_dd = widgets.Dropdown(options=[\"comparaison\", \"exact\", \"approx\"], description=\"Afficher:\")\n",
    "    t_slider = widgets.FloatSlider(min=0.0, max=2.0, step=0.02, value=1.0, description=\"t:\")\n",
    "\n",
    "    cache = {}\n",
    "\n",
    "    def _update(key, scheme, quoi, t):\n",
    "        cache_key = (key, scheme)\n",
    "        if cache_key not in cache:\n",
    "            cache[cache_key] = calculer(key, xx, scheme=scheme, CFL=CFL)\n",
    "            t_final = IC[key][-1]\n",
    "            t_slider.max = t_final\n",
    "        # montrer_multi=False : ce graphique ne depend pas de t (il montre\n",
    "        # toute l'evolution 0 -> t_final) et serait donc retrace a\n",
    "        # l'identique a chaque manipulation du curseur -- sans interet ici.\n",
    "        etudier_cas(key, scheme=scheme, t=t, quoi=quoi, xx=xx,\n",
    "                    history=cache[cache_key], montrer_multi=False)\n",
    "        plt.show()\n",
    "\n",
    "    ui = widgets.VBox([widgets.HBox([key_dd, scheme_dd, quoi_dd]), t_slider])\n",
    "    out = widgets.interactive_output(_update, {\"key\": key_dd, \"scheme\": scheme_dd,\n",
    "                                                \"quoi\": quoi_dd, \"t\": t_slider})\n",
    "    display(ui, out)\n",
    "    return ui, out\n",
    "\n",
    "\n",
    "explorateur_interactif();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bfdcb5ea",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "00bf7cc7269b4bbeb81b6c9498d542b1": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/output",
       "_model_module_version": "1.0.0",
       "_model_name": "OutputModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/output",
       "_view_module_version": "1.0.0",
       "_view_name": "OutputView",
       "layout": "IPY_MODEL_49a9181d20c84399862b7034693b19d1",
       "msg_id": "",
       "outputs": [
        {
         "data": {
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",
          "text/plain": "<Figure size 1200x450 with 2 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "image/png": 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3lwFgP/74o99x+pMX6thrGz9jdWdgV6WsrIy1aNHCbzmaDRs21FiCSpZlvU7fbbfdxoqLi/2OZe3atQGNY/To0QxAtfJEGv3792cA2K+//hrQ8Rhj7JZbbmEA2Pjx432yRQ8fPsw6duyoz2Mw16i2T1JSEvvmm2/07S6Xi914440MAOvdu3e1jPlwXXPPPfcc+/3336sd58cff2QWi4UZDIZqJWn8yQ71+wv1Hqntmg3lnGqjJlnB3jehjKu2tSDU6zHU+722sYRyblpGtr/vN1DCkd3vcrlYr169GAB2zTXXsNLSUp+/11ZGyR81zWEoa3QoY6sNreJJy5Yt2cGDBwPeryZiae54QEpqA0ZbjMaNG1etmLT3j796fA899JB+YwBgW7ZsqVHOl19+qRcM7ty5M5s+fTobNWpU0MX8GWNs+/btzGQyMQCsZ8+e7KqrrmI9e/ZkJpOJ3XnnnTUu0LfffjsD1Dpy06ZNY/PmzWPz5s2rU14oY6/teIwFr6QyxtiWLVv0Yv49e/Zk06dPZ0OGDGEA2N/+9rcaj3f06FHWrVs3BqiFl4cPH85mzJjBJk6cqD90Bw0aFNAY0tLSmMVi8Vt6xOl0MqvVypKSkvyWM6mJAwcO6PObk5PDpkyZwsaNG8fi4uLY8OHD2dChQ0NWUv/2t78xo9HIRo0axa6++mrWvn17BoClpqayH374ocb9qhLsNafVEezQoQObNGkSmzFjBhsxYoR+DH+lsWqSHcr3F+o9Uts1G8o51Ua4lNRQxlXbWhDq9Rjq/V7bWEI5tyVLljAAbMyYMX7H4o/333+fDRo0SP+xWCwMAOvVq5e+7a9//WvAx9M4ePAga9u2rX7PTZgwgU2bNq3OgvT+qG0OQ1mjgx1bTbz77rv6uC+44IIan6H//ve/AzpeqONriHPHC1JSGzCB1EkFwN55551q+x47dky34LVq1apOxeTQoUPsuuuuY23atGFms5mlpaWxsWPHsnfffdfv52u76bZt28YuuOAClpCQwJKTk9no0aPZl19+WWsNyIqKCrZw4ULWtm1bZjabqx2/NnnBjr2u44WipDLG2K5du9ill17KUlJSWGJiIhswYAB7/fXX6zxeRUUFe+qpp9j555/PUlNTmdlsZi1btmSDBw9m999/v1+FrSqHDh1igNppyh979+5lANj5558f1DkxpioGV111FWvZsiWLi4tjnTt3ZkuXLmU2m42NGDEiZCVVURT2zDPPsB49erC4uDjWtGlTNm3aNHbgwIFa9/NHMNfcpk2b2IIFC1jv3r1Z06ZNmdVqZTk5OWzChAl+Gz/UJTuU7y+Ue6S2MYRyTrURLiU1lHHVtRaEcj2Ger/XNpZQzm3ChAkMAHvjjTf8/t0fL7/8cp3PgFAts0VFRWzZsmWsV69eLCEhgSUkJLAOHTqwOXPm+Hg5GKvfmhnKGh3M2GoikLkDEJLi1tjnjhcSY1GadksQREyiZaDS0kTEEi6XC+np6ejUqRN27drVIDOxCSLcUOIUQRAEQQjmu+++Q2lpKR555BFSUAnCDVlSCYKIKsiSShAEQQBkSSUIgiAIgiCiECrmTxBEVEEWVIIgCAIgSypBEARBEAQRhZAlNUwoioKTJ08iOTmZgt4JgiAIgiD8wBhDaWkpWrZsCYOhdlspKalh4uTJk35b8REEQRAEQRC+HD9+HNnZ2bV+hpTUMJGcnAxAnfSUlJSIylIUBQUFBcjIyKjzLaSxQ3PhgeZChebBA82FB5oLDzQXHmguVHjOQ0lJCVq3bq3rTbVBSmqY0Fz8KSkpXJRUm82GlJSUmL6pAJoLb2guVGgePNBceKC58EBz4YHmQkXEPAQSGhm73whBEARBEAQRtUSdkrpixQpMmTIF7dq1gyRJyM3NDWr//Px8XHvttejVqxfS09MRFxeHDh06YN68eTh48GC1z69ZswaSJPn9ufnmm8N0VgRBEARBEEQwRJ27f/HixUhPT0e/fv1QVFQU9P7nzp3D77//josuugg5OTmIj4/HgQMHsHr1aqxfvx47d+5Et27d/Mrt2rWrz7bOnTuHehoEQRAEQRBEPYg6JfXQoUNo164dAKBHjx4oKysLav/OnTvjq6++qrb9qquuwsCBA/Hss8/i+eefr/b3sWPHYuTIkSGNmSAIgiAIgggvUefu1xTUcJOTkwNAtbTWRGlpKRwOR0TkEwRBEARBEIETdZbUcOF0OlFcXAyn04mDBw9i2bJlAIBLL73U7+cnTpyI0tJSSJKEnj17YtGiRbjmmmtqPL7dbofdbtd/LykpAaBmyCmKEr4T8YOiKGCMRVxOQ4DmwgPNhQrNgweaCw80Fx5oLjzQXKjwnIdgZDRaJXXz5s247LLL9N+bN2+OJ554ArNmzfL5XEJCAmbMmIFRo0YhMzMThw8fxnPPPYdZs2bh0KFDWLp0qd/jr1ixAsuXL6+2vaCgADabLbwnUwVFUVBcXAzGWEyXzABoLryhuVChefBAc+GB5sIDzYUHmgsVnvNQWloa8GclxhiL4FjqhRaTeuTIkaD3PXPmDPbu3YvKykr88ssvWLduHSZMmIClS5fCZKpdN7fb7ejfvz/279+PAwcO+K0w4M+S2rp1a5w7d46K+XOE5sIDzYUKzYMHmgsPNBceaC480Fyo8C7mn5aWhuLi4jr1pUZrSW3WrBnGjBkDALjsssswa9Ys9OrVC/n5+XjppZdq3ddqteLOO+/E3LlzsWXLFixYsMDvZ6xWa7XtBoOBy4UuSRI3WdEOzYUHmgsVmgcPNBceaC480Fx4oLlQ4TUPwRw/Zr6Rli1bYsyYMVi1apWPBbQmNOvpmTNnIjwygiAIgiAIoioxo6QCQGVlJWRZ1pOcauPAgQMA1FhWgiAIgiAIgi8NWkk9duwY9u/fD6fTqW87ffq038/+8ssv+OSTT9C+fXtkZGTo2wsLC6t9tri4GI8++igsFgvGjRsX/oETBEEQBEEQtRJ1Malr167F0aNHAaiZ8g6HAw8++CAAtdapd3b+7NmzsWPHDhw+fFh3z69YsQJbt27F+PHjkZubC8YY9u3bh7Vr18LpdOK5557zkdezZ0+MGDECPXv2RGZmJo4cOYLVq1fj1KlTeOKJJ5Cdnc3nxAmCIAiCIAidqFNSV61ahR07dvhsW7JkCQBgxIgR1UpIVWXChAnIy8vDW2+9hfz8fMiyjFatWmHKlCm488470b17d5/PT58+Hdu3b8eWLVtQUlKCJk2aYODAgXj55ZfJikpEhBMnTuDpp5+u0eoPqPeBdxWKt956Cx988EGtx2WMITs7W3+p01iyZAmOHTtW57imTJmCCRMm6L+XlJTglltuqXM/AFi+fJm7YQYDwPDVV1/h3/9eqY2s6kD17UnJyXj2mcf1/QCGF19cjZ07d/nf13MQDBkyENcvmO3zuZv/dg9KS8pgt9tgtcZBkqrvBwAL5l+DoUP762M5cuQYli3/Z0Dn+v+eXo6UlGT9903vb8OGDR/WsZeENjmt8Pdld/psffiRZ/H774fqlDl+/BhMuWqi/rvD4cCC6xfVuR9jwPULrkFm0wFgTJ2M3bt/wv975t/VxlcVk9mElf96ymfbK6+uw2effVmLRPU4ffr0xG233uC1WcKiu5aiIL+gzjHPmnU1Ro8eof9++nQ+7r57WZ37AcCjj/4dzZtn6mPZtu0z/Oc/bwJQ7w+b3Y44qxVSlQsjIzMDj/3jIZ9tTz39HPbu+aEGSZ79R40aidmzZ/hs+8u8G6DIsvujktffJJ/P3XrrrejXr5/++6+//opHHnkkoHMNZY0AgC5duuDuu+/22RaONcJoNGLq1Km4+OKLAxo/QQQEI8JCcXExA8CKi4sjLkuWZXbq1Ckmy3LEZUU7DXEurrvuOo9GVsOP3W732efuu++ucx8AbNjQbCYXzmXymalMPnMlkwsuZ316pAS078P3ZTP5z/OY/Gc/Jv/Zh536qXtA+wFg/9vSmsmnOuo/a/5f84D2y2hq9NlPPtWRzbgyOaB9Z05OrrZvs3RjQPu+8kxzn/12bW4d8Ln++VNbn30fvKdpQPv17WGtNt7hg+MD2veeW9J89is/3D7g8X66oZXPvv99OSug/axWqdp4b5jTJKB9LxuXWG3fdjnmgPZ9dkWGz36/fZ0T8Ln+/k2Oz77PPJwR0H7tc83VxjvhosSA9v3r3CbV9jWbAxvvf9e0Yq5TXZnrVHfmOtWTbXs78O+1Mm8kk/PHMDn/Iibnj2N33dIuoP1GXpDN5KIHWcmpJUwuXcUU15+sT58+Ae27YsUKn3Xp9OnTPn9PSEjg8gwMJw3xGRIJeM5DMPpS1FlSCaKxE0rd30AxohBwfFVla93VLAAArBJg3kmFrnANKyIwAArz/T1QZEhwMI9Fy8mqWxJrws4MsCuecH5XgPsywEcmAATad0WG5DPGYMYrQ9LHKIH5zFldVP1sMHNM1I0EBZLPfRZEIxg5D5C9rgN2LrD9lEKg8hUkAkAZwMr+AbjyApdbCxUVFThz5kzEa4UTsUNUF/NvSGihAoEUp60viqIgPz8fmZmZMV/XrSHOxZgxY/DJJ58AAPbs2YOEhIRqn+nYsaOPS7KgoADnzp0DU0rAim5TH1AahnTAMhSQrGDMiM5dBkAypgEwApIJR48WwO6QoboZje7tEtS8SfePZECzZulIT09zb5Pgcsn444/jACT8WPQVvj/3KRQmQ3arKnHGZBhhRIolA93b9URCfCIMMCHBlARHmYLCghJIMMAgqTIkyaD/bnDLMBrNyG2fAwkSJBghSQbk/1mA8tIKSO5xSZCw+cR+vH14n9cMSUhKSkJC01SkWxPQLqUZ4oxmFOWdRrzBBOaQkZiQAJNkhEGSYJAkGN3HMkgS0jKaISklCUZJgiRJkO0OFJ7MBySo2yBBkoDSSjte+XI37C6XrqFZ0tMgGY2QAKTGx8HscsFVVg6z0Qir2QijweA5hkGCARKMBsBktiCtRYZai1BSt5cVFkJxOPVtkCQYdc+whKKiCuzffwqS2QJzYoJ+7owpsJ0763vRMP3PPmEOluQUGM0W/XfZYYejrNTPjl6oXw/i05siKysVubmZgASUnyuCvaLCay+3EY15zGkAYLJakJCWCpkxyIoCWVFw7s8CuBxOKFAgMwWKzCAzBXZZQXFFBWSFQQJgSkqEKSEeksQACRjVKRfZFgMYY3AxgEGBwhgUprZxlN3/VxhDWstmkMxGMACyoqC8uBQlhUWQoX7GZrPBaLG491NQYCtDvq0UikGC3DQBitfjsFklw8JOw2A2GKtMDnOPQQGDgsSUeKRnpEJhsvv+kPHHgaNgTAZjCmS4oEAGmAzm/gyDDIU5YUy3o8RwCi5mR6VcAluFA6X5lTBIBqRZMnFxi9kwS0aorzPaDCsAY+jYsbU6R+6/FeQX4lxRsddnFYBV3c+JeGsJsrNkVFSUI8F8AHDuxtHjTtgd6rlLKUsgWYdVvyag1h9PT0/Xf3e5XPjjjz9wxx134P333wcAHDx4EO3bt/e7fzTSEJ8hkYDnPASjL5EllSA4M2zYMDRp0gSMMXTt2tVvU4iqNEvchqaGjYCcD6TmA4YcSKlPAFIiYOoISTLpiwziMyF5LTK5nUIbp9kEdO7WDpWuMqzb/yKMSckwAkgyJGB8y2vRL21Utdg+z4AB5IYmt3X7rj6/F9rKcePB3XA0y0YTSxzSrQm4vssQXJnbC8aqi2n/eiy2natvuvOND+F0tYRRAkxGI0Z0aYvrLxyIrNQUWM0mJFjMIZxh7eTlncVbb3+HykoHfv/iNyQ7myMlJR5xcWa0aN4EnTtnITHBAoPBgKQkK+LizDV+D4wxlJSUICUlpcbPOF0yykptcDhcUBSGo8cKcejQaTgcMvIPlKAQNrTsoSArKxVj+/bCRWN7hP2cXbKCUpsdLlnGxt2/YO1Xe3CuvBIKY9h6pgwf3TEXGSlJ9ZJR13XxW1E+HvvxM+wtPIEylx0FkoLjSc0xp9OAoGV1D34XnLGfxIbjz6Dc+hsA4BwcKM8yYFDTwHIjMrPVn0BQFAVlFflISMuExE4jt+kZsIr1QOU6AE8B5s2AoQWkJisgGRJrPI7JZEKnTp3QpEkTfRvZvYhwQkoqQXBm6dKlQX2eMQdY6aMAUy1YkBIhpb0EydwlAqOrzq6zW+BQbGgel4M5be9HgjEZZoOl7h3DxAu/fo1ylwPd01pg49i/qBZHDvxw7BQ++vE3SBKw/uaZ6Noys+6dwsDLr3yBz7b/qv8+fFhn3Hv3BFitwSvE9bWObN/xK1Y8+j5+2peHn/blYdsnP2PwoPZISYkP+li1YTIakJaoHnP+yIGYP3IgGGOY+cKb+OH4KTyz9Rv8ffLYsMqsSufUTKwcPg0A8PrB3Vjy/Ud49pcvMbltLySZ636RrC/NrC2xoP3DKHMVYc+57dj851p8VbAJA9LHwiBVteaGD8mYBRizgJSuYPJJwPE54Nyr/tE2Eki4su5jeN2TpKQS4YSUVIKIdpx7VQXVkA4p5UHA3AeSsVnExSpMgYs58fUZNXP9gmYT0cTcNOJyVdkM9+56H7+cO40DJWpG+F29LuSioK7b+QNe/PRblNnUWN5J/bpzU1AVheH73UcAAFdNHoAunbMwYngXGI1i3JAjR3RFmzZNset/h/HOxu+Rn1+CvT8cxfBhkX9BkiQJd40fjpkvvokN/9uH7fv/QIfmTfHi3EmwmCL76JrSrjdW/fYtjpSdxWWbVyIzPhlL+12EbmktIipXkiQkm9MwuNkl+LzgHRQ6TuGXku/QLWVgRBVVVbYJSHsJcOwEq3wHsL0H5vgKUgBKqvcLkKIEGmlNEHUTuwEYBNFAYPav1f9YhkKKG8NFQS12nMGjv16H5fumo9R1FsmmNPRKvSDicjX2F53G24d/xC9Fp+FUFAxr0Q4XtGjHRfbr3+xFQWk5Kp0upMRb8beLhnKRCwB//JGPkpJKxMdbsOC6kRh1YTdhCqpGu7aZmDZlEM4f2hEA8P3uo9xk98lpiYl91fCPwrIKfHvoOPbl1Vy6LVyYDUbc1ftCAMCx8iL878xxrDu0J+JyNSyGOAxMvwgA8MbRx7D0p2n4+kzd5aXqiyQZIVnPhxQ/Rd3g+DogyyhZUolIQUoqQUQ77mx9yXI+N5GHyn5CmatIlQsJFzafCpMh/PGXNXGw5AwAoFtqc7w6cgaeGzqZi1ynLOPomSIAwKp5k/HRnX9BZj1jIYPh+z1HAAC9eraGyRRZy1mw9OubAwDY4x4jLx686iK8e9ts9G/bCgBwKP9sHXuEh3HZXbBx7F/w167qS4p2TfJiSLPxSDKlAgAUKPipqLb6tGHG0heQ4tVKAK7f6vw4KalEpCAllSA4c+WVV6JNmzbIycmBrBX8rgGmFAPOn9RfrPyU1ELHKQBAv7RRWNL9PwEnb4SL34tVF3/vpi1xfvO2SDTziYE9VlgEl6IgwWLGoPatkZoQx0Wuxp49qpWyX78crnIDoXfvNjAYJOSdOIc/Txdzk2s0GNCheVN0b9UcAHAov3or60jRMz0LF2eroQ0HOCupyeY03NX1X7iu3f8BAArtp7jJliQLYHZnf1UraVed+++/Hzt37sS3336rd38kiHBASipBcObPP//E8ePHcezYsZqz4wEwuRCwfQRAAYztIBkjGw/nTaH9JACgeVxrWI3hTZIJBM1q1SElg6vcP9xWunaZ6bV+N5HA6ZTx40/HAQDn9cvlKjsQkhLj0KVzFgD+1lRA/U4Az3fEi/YpzSABOGuvQKGtnKtso2RCy3g1zKVcLoFN5idfcr8UM/sOMNcxMFZzrGn79u0xaNAgDBw4EPHx/NcLovFCSipBcMbbHVZj6SD7F2AFQ8FKHlA3cLSiAsAZt9WmqSWLq1wNTUnt2CTy8bfeaK7kdhnpdXwyfMiygvuWvI1Zc16CzeZEWmoC2ubyVc4DpW/fXADA8y9+innzV+Gnfce5yW6fqSbt8XL3a8SbzGidmAqAv8sfAKzGeN3tf4ajNRVaeJFjJ9iZMWp9ZoLgDCmpBMGZgJRUx26oBbjNgCELUjyfmExAHZ/m7m9qbclNroZdduFomdo9p2MKbyVVdSW3b86nigEAHPojH9/sPIj8ArXb1wUXdOZuxQ2UYRd0giQB5eV2HD5SgC1b99W9U5jQLKl/FpfqlRd40cH9snTAHYbCG+1lkafLH6aOgHUMILmbSDj/x082QbghJZUgOKOVaKlVEVHUh6GU9FcYMndAMnfjMTQAQLmrGA7FBgkGpFuac5Orcbi0EApjSDHHISOOX9IS4LHStc/kZ0ktKakEALRqmYYXnp2Dv90c2Xqg9aFTxxb4zys3YMpVAwEApaVBtPGsJ03i45CRrBaW/6MgwBagYUILOxFhSQWApla3kurgGZcqwZD2PKRmW9UNylkw5j+G/n//+x/WrVuHN954A+fO8f1uiMYNKakEwRnNklq7kup+GBr4WhIB4Iz7QZhqbsY1o1/jgB6P2oyrRVFWFBwu0JRUfpZUTdFr1iwJnTtnCS85VRdZWano1FF9eeGppAIeayrP5CnAY9HnnTyl0cwqwJKqYUiD2lJZART/oRarVq3C9OnTMWPGDBw5coTn6IhGTnSvhgTRCAnMkipOSdWSptKt/BK1vDlY7FZSOcej5p0tgcMlw2oyolVa7f2kw0lJqWpJTU5uOAkn2lhL3WPnhScula+Sql2Loiyp6Rb+llQNSTIBBrdnQfF//t7F/KkEFRFOSEklCM4EZEmVNSWVfwKNZq3RXIy80TpMiYpHbZuRDmMILURDpcxtjUxJ5lvuqj4ku8dawtmSqoVh/HGac4Z/snotnrGV45y9gqtswMvdL8KSCnhelmtQUr3XMuo4RYQTUlIJgjOaklpTL3XGmB6TCg7dpaqiWWuaWfgmTb1+cDe6v/0oNuepxcM7NuGjoJ8qKsXYR1fhttc2AeDr6gc8il5ySsOxpKbollTeSqr63ez47TD6P/AMXvt6Lxe5iWYLWiU0AQAMevcpTP3kFcgclbGmFtWrUSGXotJVxk2ujvayrPhPHKNi/kSkICWVIDhTp7uflQJwqv8XEZMqyJL6cd5+2GSXW3YieqfzUZK/P5yHk0UlkBX14Tq8cy4XuRqluru/4VlSKysdcDprb0gRTrq1ytSTpyqdLmz+6Xdusse06gQAkBnD92fycLKihJtsqzEeyaY0AJ6Yca4Y3C9uMrn7Cb6YRA+AIGKNBx54AIWFhTVaUnVrhZQMSbJyG9eB0r34oehznLGfAMC/RmqpU7XK/WPgZZjQphusRj7LU5ndAQAY1ikXj0y9GKmJfC2apbq7v+FYUhMTrZAkgDGgtMyG9LREPnKtFmxe9Bds2XcA97z1Mcrd3x0PHuh3EW7sNhSXfrwShfZy/XrlRVNrFkpd57D51KvISeyK0c2nwSBxap1rVC2pTDkDf6/W5O4nIgUpqQTBmcmT66h5KotJmnr/5CpdQbUY4pBmyeQqv9Sp1r5snZjKTUEFPEpq0+QE7goq4J041XAsqUajAUlJcSgttaG0pJKbkgoAVrMJrdNV1ztPJRUAmsUloYklzq2k8q3VmhWXiyPlv+Bw+c84XP4zOiT1Rtuk7lxkS4ZmYEBAMalkSSXCCSmpBBFtaJZUzklTFS7VfTksYxK6pQziXn5Ke+gnm/lZjwGg3KYqOklWC1e5GpoltSEpqYA63tJSG/e4VABIilO/qzLOSirguT55K6mjmk9DM2srfHnmPZxznEaFXMpPuB6TWre7nyypRDihmFSCiDYUd3kdzklTdkW16A1uegnaJHbmKhsAytwP/STOSqqm6CRa+crVKC1peO5+wFOGqoRzGSrA812V2fgrqdr1WcZZSU0wJWNws0vQzB2GY5c5VhnQvDoyJU4RfCFLKkFw5tChQ3A4HDCZTOjYsWO1vzPdkspPSXUpTshMTVqyGhO4ydVwKrKeNMXbkqq12NSsczxhjHnc/SkNy5KqlcwSaUl1yjIcLhcsJn6PMlGWVA3t/tReKrlQRwmqhIQENGnSBJIkwWjkFCdLxARkSSUIzowfPx7dunXDgAED/H/A/SCQOCqp3g88i4G/suT9wOdtSdXiGkW4++12l54dT5bUwEmweEJReFtThSupBnXeuSqpmleHFYOx6vP997//HUVFRTh37hyGDBnCb1xEo4eUVILgTJ3F/AUU8tdch2bJCiOvjGEvtAd+gskME8dC+oC3u5+/kqqVnzKZDIiL49+Ctj4kC7SkGg0GXVHlHZcqXEk1upVUmaOSKjUB4L4+Fb7dvojYhpRUguBMXcX8dZcax5hUzSqjPQB5o8ejmvjHhWqWOBHufr2Qf3J87R3IohDd3V/CX0kFPN8X7wx/UTGpGiIsqZJk8NRKraGgP0FEAlJSCYIzdRbzV/iXoNKVVIMYJVVUZj8g1t2vWVIbUktUDa1Dlgh3PwAkCUqeiklLKuCVPOU/LpUgIgEpqQTBmdosqYwpHncaTyVVFmtJ1Qqji1BSS92JU4lx/GWXlHgsqQ0NkYlTgCc8Q/v+eOFRUsWct5CYVMDj2fFjSf3vf/+La6+9FnPmzMHPP//Md1xEo4aUVILgTK2WVFYEQAYgAYZ0bmMSbkl1uC2pFv4WRbGW1IZZIxXwKNalZbHl7k82u5VzYe5+d3Y/zxJUgFeGf/WY1D179mDNmjV49dVXceqUgLatRKOFlFSC4ExNiVNK8WKwM5eqvxjSIEn8Eml0S6ogJbXMpcWk8lUUnbIMm1MtfUXu/uDwJE6JcfdrllTe7v4ks1uuk3+NVsDL3c/bkupO5GTl/4JyZgKY67D+J2qLSkQKUlIJgjP+3P2M2YDKtwHlrLrB3JvrmEQnTgnrNmV36v9PEKCk6olTKQ3R3e+2pApy93u6TsWqu5+vfElbk1gF4PodsH/u+RsV8yciBCmpBMEZv+5+5rGKSE03Qkp9juuYNNeh5krkjUdJ5WtRLHcrOFaTERaTgNJbWiH/BmxJLSuzQZb5W880y3fMufv1xCm+7n4pbhSkjM8A6xh1g9ea5fvCTUoqET5ISSUIzvh19zPNKmKGZO4GSeLbDE64JVWPSeXdbUorPyWoJWppw2yJCniUVMaA8nL+Cpuo1qjJXiWoFAEKmbDEKQCSsRVgbAHA7f3RtpO7n4gQ1BaVIDjz7bffwuVy+Wb3a1YJSYyyoj3wRHSbArxjUjkrqQIL+QOe8k0N0ZJqMhmRkGBBRYUDpaU2pHAOWRBdJ5UBqHA5uHdI014kHYoNClNgkDjbmrQ1iiypBAdISSUIzrRq1ar6Rs0qIYlRVrTEqTijaHc/55hUm7jMfsBTCL8hlqACVOW6osKBktJKtEIaV9nad8a741Sc0QSTZICLKSh12vkrqV7JjQ7Fxv2elaQ4MMDL+0OWVCJykLufIKKBqLGkxpi7X7Okcu42dfZsGd7/YC8KCkoANMzsfsCjXG/dtg8//HiMq2xR2f2SJAkt6G+SLDBAjZ/mXoYK8GtJpcQpIlKQkkoQ0UC0WFIFd5zibZXSMsN5W1L/37Nb8c+nPtaz+1PTxFiw60taqjruje/uxh2L3sDZc+XcZHvc/fwVRZFKqiRJXmWoRFQYcK9RXpZUcvcTkYLc/QTBmRdffBE2mw1paWmYM2eOujFKLKmiEqe0mNRkzjGpotz9ZwrLAADdurXC0CEd0DyzCVf54WLOrAuQnByPL778DU6njOKiCqSnJXKRnSTIkgp4XqbKhBX0j0elXCYkecqzRnlkd+3aFVOnToUkSWjZsiX/MRGNlqizpK5YsQJTpkxBu3btIEkScnNzg9o/Pz8f1157LXr16oX09HTExcWhQ4cOmDdvHg4ePOh3n5MnT2L27NnIyMhAfHw8+vfvj/Xr14fhbAiiOvfffz9uv/12/N///Z9no2hLqt5xSnBMqjB3P1+5LqcMALhmxlDMuHoIV9nhpFu3Vrh/8UQ0aaJeN06XzE229p3xjkkFxFpSAXFlqAB41igvS+rll1+ON998E+vWrcOAAQP4j4lotESdJXXx4sVIT09Hv379UFRUFPT+586dw++//46LLroIOTk5iI+Px4EDB7B69WqsX78eO3fuRLdu3fTPnz17FhdccAHy8/OxcOFCZGdn4/XXX8fUqVOxevVqXHvttWE8O4LwX8xfuCVV6zhl5K8kK4yhXFDiVJkgS6rTraSazfxrs0YCs0m9lrXz4oGoOqlANBX0F2hJZQJkEzFH1Cmphw4dQrt27QAAPXr0QFlZWVD7d+7cGV999VW17VdddRUGDhyIZ599Fs8//7y+/ZFHHsHhw4fx3nvv4bLLLgMAzJs3D0OGDMGdd96JKVOmICkpqR5nRBC+1FrMX5glVbXIiEicKnfaoUWx8S/mr9VJ5a2kqq1YG42SalYfJdp58UBTUm1OF5yyDLOR31wmiS7orympsggltbollSAiRdS5+zUFNdzk5OQAUC2t3rz++uto3769rqACgNFoxC233IKzZ8/iww8/jMh4iNil1mL+AiypLsUJmanKRZwAd3+pS1UUzQYDLAa+SpuWOMW7TqrmFm88Sqp6Hk4nv/JD3m1svdvb8iDZ7I6HFe3uJ0sq0ciJOktquHA6nSguLobT6cTBgwexbNkyAMCll16qf+bUqVM4ceIEZs6cWW3/wYMHAwB27dqFqVOnVvu73W6H3SurtKRELSWjKErE68QpigLGGNWjQ8OcC28lVR+3osWWxYV8LqHOhc3liWszSVbuc1liVx92SSYrGGP1zg4OZh40d3+ixcz1vDW3uNEoRVQur/vD5Hb3OxxObvNoMkiwmoywu2SUVtqQUoc1PJxzoTWdKHHYhKw9FreiaJMrQpJfr7lg7pAc5jn3lStXYtmyZVAUBc8//zwmTZoU/HEF0RCfIZGA5zwEI6PRKqmbN2/2sY42b94cTzzxBGbNmqVvO3nyJAD/xdW1bSdOnPB7/BUrVmD58uXVthcUFMBmi6wbRFEUFBcXgzHmG9cYgzTEudBuUEVRkJ+fDwBIxFkkAiivVFBemR/ycUOZi2L5DADABDMKCwpDkl0fjhWfBgAkGEz6fNSHYOahqEwtmeSyVYZFdqA4HKrlurSkGPn5Uh2fDh1+94d6TRcWnuU6j/FmE+wuGcdOnoK5jvjQcM6F5LbcFpQWcz1fDdmuvsidKz2DfBa8/PrMhRHlaApAUSpwxn3up0+fxqlTp/T/i5iTUGmIz5BIwHMeSktLA/5so1VSBw8ejK1bt6KyshK//PIL1q1bh3PnzsHlcsFkUk+7okK1IFmt1ZM14uLifD5TlXvvvRcLFy7Ufy8pKUHr1q2RkZGBlJSUcJ+OD4qiQJIkZGRkxPRNBTTMudAshWazGZmZmerGUgNQCSQmpCMxKTOk44Y6F4qtAigErMYEz3g4YpJVL0RqXGJY5AczD3ZZ/S5aNc/geu4ul6rUNW+egczMyHVq4nV/JCSo62V8fBLXeUxJiENRpR3WxLrlhnMuWpQ2BQ4DLqMk5J5JY02BSsAUZwhJfr3mQmZAIWCAXZft/cxLTk4WMieh0hCfIZGA5zxo+lUgNFoltVmzZhgzZgwA4LLLLsOsWbPQq1cv5Ofn46WXXgIAJCSo8Xd2P8WgNWuo9pmqWK1Wv8qtwWDgcqFLksRNVrTT0ObC292vjVmBer1JhgRI9TiPUObCwdTr32qMFzKH5bJqlUqyWMMmP9B50BKnkuPjuJ675u63Ws0Rl8vj/tASp1wuhes8JrnX4AqHKyC54ZqLZIv6kC1zOYTcM1orVLtSGbL8UOeCIcGd6OiCJMmQJN9r2Htdayg0tGdIpOA1D8EcP2a+kZYtW2LMmDFYtWqVrpRqRYf9ufS1bX77rBNEPfCfOCUuu18vPyW6JSrn8lOAp8YmzxJUisIgy6olVVPuGjpmi5o45eJYJxXwtLPlXSs1auqkCi3mDz3hkzpOEZEiZpRUAKisrIQsy3qSU1ZWFlq1aoWdO3dW+6y2rX///lzHSDR+OnfujM6dO6Nt27aejQKz+7XyU7y7TZ21V2D0By9g2e6PAfBXUhWF6ZZUntn93oqcydw4lmCzScvu56uk6l2nOLdG1a7Vn8/9id4bHsPbh3/gKl9onVSYoasO7pdr7xfuWE9AIsJLg14hjx07hv3798Pp9JQfOX36tN/P/vLLL/jkk0/Qvn17ZGRk6NunT5+OQ4cOYdOmTfo2WZbxzDPPIDU11acaAEGEgz179mD//v149913PRsFFvP3WFL5lp/6ofAkjpSdhey2vPRv1pqb7LNlFdiy73f99ySOHae8FTlLY7GkaiWoOFtSNSX1x2N/4ucT/tf+SNCxSTOkWdR7tczlwNYTv9exR3ixau5+AXVSJUnyKkNl82xzQ5ZUIpxE3Qq5du1aHD16FICaKe9wOPDggw8CUGudemfnz549Gzt27MDhw4f19qkrVqzA1q1bMX78eOTm5oIxhn379mHt2rVwOp147rnnfOTdc889WL9+PWbMmIGFCxeiVatWeOONN7Br1y6sXLkSycnJfE6ciG0EtkV1KKps3pZUh6JmuPdIa4HVw69G0zg+Pd8B4IY17+DnE2oGstlohNXEr16pt5Jq4ig3kuiWVAdfJTU5Xr1f3vn+Z7zz/c946+YZ6N6qecTlNrHE48vLbsHrh3bjob3b4JD5NTEAPJZUhxBLKtR1ipX7taSSkkqEk6hTUletWoUdO3b4bFuyZAkAYMSIET5Kqj8mTJiAvLw8vPXWW8jPz4csy2jVqhWmTJmCO++8E927d/f5fNOmTfHVV1/hnnvuwXPPPYeysjJ069YN69atw7Rp08J7cgRREwItqTbN3c85JtWhqApNktnKVUEFgLyzashPl6wMXNa3q298cITRujIZjQYYDPzkRhIRHacAYPKAHjhccBY/Hv8T5XYHTpwr4aKkAkCcyYyMeLUboXYt88JiUJVzm4iOU0A1S6p3TCq5+4lwEnVK6vbt2+v12TFjxuhZ/YHSqlUrrF27Nqh9CCKsiLSkCkqccsrurkucu0x5y35y5gS0aZrKV7ZLS5pqHFZUwJM4pZ0bL7pkZWDlvMmYt/Jt7Dx0nHu4gdYhzclZSdWy+4VaUgGypBIRJ+qUVIJo7Fx66aVgjKFLly548skn1Y0CLKk2uQJfndmEA2V7AYhw97vLMAlRUt2KIsd+77psdyH/xqSkmvTEKb6WVA3te9RePnihKakOznK9E6c+OLkKvVKHoXVCJ34DqNIadfjw4Vi1ahUMBgPOP/98fuMgGj2kpBIEZz766CMAwLlz5zwbBWT3/1T0FT49/ab+e7IpckXl/aHFpFqMfJchxpiuzFgExIRq2f2NSUm1uM/F5RTj6tW+R97KosWgXru83f1xxkSYJAtczIGvz3yAI+X7cVPHxziOQFun1HVLq1hCEOGmQWf3E0RDw9sV5r9OKj8ltVJWW9O1iMvBJVlz0TttGDfZgEehsHC2pGpWVAAwG/kvgQ5n41NS9ex+0ZZUzuEGFrdc7YWLFyaDGdfk3o1+aRcCAGxyGVf5urtfVLgBETOQJZUgOOJPSWXMCcBdRo1jTKqLqQ/W1gmdcEHGRG5yNTTrE++YVG+XsBB3v6akNpLMfgAwuZVUB+c6qRray0asuPsBoGNyXyQYU7D73GeQGeeXA/1lmpRUIrKQkkoQHPHOfNUtqcyrEDlHS6r2YDNKYpYBLdmEuyXVK7lGiLtft6Q2nuVXs6Ty7jilYTG5qwtwVhbNghKnNLR716U46/hkmNETp1R3f1FREY4fPw7GGFq2bIlmzZrxHQ/RaCF3P0FwxNuSqpdt0Vz9kADw63ykKakmycxNpjeaJZV3TKqmyBgkCUYBvbo1a2Nj6TYFiOs4pWHSLKm8s/uNYmJSNUwG9d4VZkl1r12bNm1Cr1690Lt3b7z55pu17EgQwdF4VkmCaAD4jUn1ikflWa9Ts76IsqRqBdB5W1IdApOmAO/EqcZnSRWlpGphG/wTp8TEpGrollTuSqpqSWVUgoqIMKSkEgRH/Lv7xdRI1d39BtGWVN7ufnHlpwCPImdpVIlTWjF/Ue5+rQQV58QpgTGpgEdJFWdJrV7Mn5RUIpyQkkoQHKnd3c+3TqmLqZZUk2BLqqjEKRGZ/YAnA76xtEQFALM7dEG0JVWUu9/FFCgClDMtVIdBgcz4nbtUSzF/6jhFhBNSUgmCI/7d/YItqcJiUtWHmVZrkptcwe5+p7MRdpzSLKmCEqe0Fw7eFk3vFywRyVPeoTpcralVLKnk7iciReMJiiKIBoDRaMStt94Kxhg6duzo3sq/RioAyExwTKoiJiZVU6TEufsbX8cp0XVSPe5+MTGpgOoZsHJOAvRRUhUnYLDyEUyWVIITpKQSBEesViueeuop342CLKmuqMnuF5M4JUxJbYQdp7TsflEdp/TEKd7ufi8l1a7ISOYqPXosqRSTSkQKcvcThGgEdJsC3JYXiM/u5x6TqiVOCXP3N0IlNUYtqZIkeWX483f3S5LkleHPsVZqLZZUUlKJcEJKKkGIRnBMqkl0dj/nmFTxiVPUcSrc6IlTnLP7Ac9LlvbSxRvNExItMank7ifCCSmpBCEaQZZUl+CYVC3RxBpj7n5XI7akiuo4pSdOCZBviZauU1wtqb7F/MmSSkQKikklCI6cO3cO6enpkCQJl156Kd5//33hllRx7n6xbVFFZfdr1kazpfEsv5aoqZMqQEk1inP3A57qHHwtqb5tUS+55BLk5eXBYDAgOZl3ZC7RmGk8qyRBNAA0VxhjTLc4MGGWVC1xSlR2v2h3v9iOU42pTqopWuqkilBS3devqIL+2v2rdZDjQhVLanx8PFq1asVPPhEzkLufIDjiv5i/aEuqqJhUMYlT4uukNu6OUyLcvaKK+QNR0BrVIMCSCl9LKkFEClJSCYIj/tuianFdsZbdL7otqqDEKUcj7DjldS4uF//EGVFtUQGvxCnBMamyiJhU2MAYJUoRkYPc/QTBkWjqOOUSnN3vVATFpAqvk+pWki2NSEk1eyupMvekMO2FQ2RMqqjEKd3dLyImFQBgxx9/nMJ///tfMMZw/vnnY+jQofzGQjRqyJJKEBzx7+6P1Y5TmiVVTEyqOHd/4+04BYgpQyWqmD8gPibVY0kVpKSySuzfvx+LFi3CXXfdhW3btvEbB9HoISWVIDji390vuE6q4JjUmGuLqslvRO5+o9EAg0G9nl0ilNSoyO6PnTqpkmQEYFF/YTbqOEVEDFJSCYIjvu5+gDm+A5TT7g2xVSdVr1cqKHFKXExq46uTCojtOiXWkqoV8xdcJ5Vndj/gWa/sXwBKib6ZivkT4YRiUgmCIz7ufuUI2NlrPH+UEriOQ6QlVWEMLnfCBf+Y1Ghpi9q4ll+z2Qi73SXU3S82cSqWsvuhrlesGKxkCaRyjxeILKlEOCFLKkFwxNfK4I5FNWQC1rGAZQC3cXg/0ERYUr2TTLjHpAp292t1Us3mxrX8akq/iK5TQov5azGpgiyIJhEdpwBISTcApm7q/9lZfTtZUolw0rhe5QkiysnIyMCHH34IxhgyE9cB2Akp8VpIifO4jsNHSRWQ3e/d55y3JVVU6StdfqO1pLprpTpEWFI9bVEZYz5tOiON6JhUIR2nAEgJ04G4y8Dy+8F7usmSSoSTxrVKEkSUEx8fj0suuQQAoBRtAWwAwF9JFG1JtXtZUnnHpOolqAS5+z0dpxqXJVXvOiXQkgoALkXhaiWPlphUrnVSNSQ1ecorb4qUVCKsNK5VkiAaEtpDRUBMqOYalGCAUeKvrGnlp8wGAwwcrV6AdzF/QTGpDq3jVOOyEXh3neIu2+u75B2X6nH3i83u51on1SMdAHwsqeTuJ8IJKakEIQzN8iHOkious18rP8Vfvi5blJLqbOzZ/WKVVN4Z/pZo6TjFO7sfgCQZABjh/ZpJllQinDSuV3mCiHIqKirw5ZdfQpIktEjMR/d2EGJJ9WT2i1kCRHWbAryz+wWVoNLc/Y1NSTWJU1JNRtUirzDGPXlK7zglyN1vEpXdr2NGUqIB3bt3gsFgRYsWLQSNg2iMkJJKEBzJy8vDuHHjAADXTG2LV542QYQlVaupKCJpCvDuNiUg1EB0Mf9G2HEKEGtJBdTkKbtL5h4TGy2WVN7Z/TqSGef1jsNPez+GZGorZgxEo4Xc/QTBEd9i/u7/x6AlVVQhf0B8W1SXS2yd1kihKakiSlAB3rVSeVtSxcakCmmL6o22folSkolGDSmpBMERn2L+kjvBQGDilFF4S1QBNVplsZZUh6OxW1LFKEuiaqWKzu4XmzgFeDxBpKQS4YeUVILgiHfmq25JjcXEKZExqbq7n//yJ8sKFEX93s2WxhVtpSmpIjpOAeJao5qjxN0vInEKgJclVZSSTDRmSEklCI74uvs1S6qF+zi0mooiWqICXolTAqyZWuKUCHe/tytcVOJWpDBpHacExqQCIkpQuS24gpTUaEic2n/AgbEXz8fo0aPx7LPPChoH0RhpXK/yBBHl+FVSRSROibakRkFMqgh3v3dSUWPrOGURnDhlMbnrtAqLSY3VxCkLSssVfPLZLgBA9+7dxYyDaJQ0rld5gohyfGNSBSZOuV2DJmHZ/QLrpLoEVhbwUuAaW8cpLXxBlJJq8mqNyhNPTKrYYv4iLanedVKpmD8RTqJulVyxYgWmTJmCdu3aQZIk5ObmBrX/iRMnsGLFCowYMQJZWVlITExE9+7dsWjRIhQWFlb7/Jo1ayBJkt+fm2++OUxnRRAqvjGp4iypwmNSZZHufnFtUV1ehfx59pfngaZ0i2iLCojM7o+OmFSRJai8L2Uq5k+Ek6jzNy1evBjp6eno168fioqKgt5/06ZNWLZsGcaPH49FixYhOTkZ3333HZ566imsW7cOu3bt8ltsePHixejatavPts6dO4d6GgThF/8xqSKz+0UlTmmWVIHF/AUkTjXWblOA2LaogHd2P19LnlmwJdUYDZZUUlKJCBF1SuqhQ4fQrl07AECPHj1QVlYW1P7Dhg3D0aNHfRTR+fPnY9CgQZg/fz4ef/xxPP7449X2Gzt2LEaOHFmvsRNEXfgoqdAepvxvQ+GWVLdFWaS732wUUP5K6zbVyGqkAmI7TgHisvu1a9ghyM2tW1KFZfebYDB4tFRSUolwEnXufk1BDZXu3bv7tZROmzYNALBv374a9y0tLYXD4aiXfIKojT59+kCWZbhcLjzzcKa6UYglVSvmLzYmVWjilICY0MbabQoAzBbRSqqW3S+q45SgmFTR2f1V3P0Uk0qEk6izpEaKvLw8AEDz5s39/n3ixIkoLS2FJEno2bMnFi1ahGuuuabG49ntdtjtdv33kpISAOoNGumbVFEUMMZoMUDDnQsJDEaj+jBlzAQWhvEHMxcuRX0ZM0hGIXNnd2nufkPY5dc2D4wx3dJmkiTu5263e5RUHrJ53h9aTKrD4RJyTWmWVLvTv/xIzYVZcp+3LAs5bwNT5buYM2D5YZ0LVl1JbUjrcUN9hoQbnvMQjIyYUVKXLl0KAJgzZ47P9oSEBMyYMQOjRo1CZmYmDh8+jOeeew6zZs3CoUOH9P2qsmLFCixfvrza9oKCAthstvCfgBeKoqC4uBiMMRgMUWcM50rDnQsH3HZUFJwpAkP9rSDBzEVxeREAwGmTkZ+fX2/ZwXKuVH2pc9kdYZdf2zy4vOIVi8+dg1JZHlbZdVFQcAaA2siBx7zzvD9stkoAQFlZuZBrSnGp7u6zRUV+5UdqLsrKigEANlf4r+VAKHGWAgCcQcgP51ykQIb3ISoqKoTMQ6g03GdIeOE5D6WlpQF/NiaU1CeeeALr16/HggULMGrUKJ+/TZ06FVOnTvXZdv3116N///548MEHMWfOHL8VBu69914sXLhQ/72kpAStW7dGRkYGUlJSInIeGoqiQJIkZGRkxPRNBTTguVDKAVVfQUZGS0CKq/8hg5iLuNNxQDmQlJCEzMzMWj8bCSx/quebmpQcdvm1zUOFwxO3l9WiORIsfMMdjh+vAADEx1m5zDvP+yM9TfVWGY1mIddUcmICACAuIcGv/EjNRVm8asGVASHnLVdWAOcAZlAClh/WuShO9rGkWq18ru1w0WCfIWGG5zzExQX+vGv0SurKlSuxaNEijB8/PuBOGFarFXfeeSfmzp2LLVu2YMGCBX4/Y7Vaq203GAxcLnRJkrjJinYa0lwcPXoUTz/9NCTJiWG9yjBxXBIkgxWSFJ6xBzoXCrSYUIuQedO681iNpojIr2keXIonqSPObOZ+7rLbzWW2ROa8/cHr/rC4FX6XSxZyTXmK+Ss1yo/EXMSZ1PN2KC4x521UO9bJLDj54ZoLxWBBs3Qjbr95NIxxfTFw4MAGsRZ705CeIZGE1zwEc/xGraSuXr0aCxYswEUXXYQNGzbAbA7caqJZT8+cOROh0RGxyMmTJ/Hkk08CAOT5qZg4LgWSxD+JRnx2v5iOU1pSjSQBRgP/OqUOh7garZHGbHYnLglPnBLTFlV4nVRR2f0wo3mGCU+suBxS0i2CxkA0Vhrta8Pq1atx3XXXYcyYMdi4caNfq2dtHDhwAEDNiVYEEQo+HacMgIhC/oB3nVTRHafEKKlmo5hi+lQnNXJ46qSKKUGlMAaXgOQbYxRk9wMAE9VMgGjUNGgl9dixY9i/fz+cTt+bY82aNZg/fz5GjRqFd999t9b4B39dqIqLi/Hoo4/CYrFg3LhxYR83Ebv4dpyCkPJTQBRYUvWOU3zlOwW2RAVUVzjQOJVUveOU4DqpvDteeV9LIspQmdz3sAIZChORoa6tYaKaCRCNmahz969duxZHjx4FoGbKOxwOPPjggwCAnJwczJo1S//s7NmzsWPHDhw+fFh3z7/33nuYN28eUlJSMG3aNGzYsMHn+ElJSZg0aZL+e8+ePTFixAj07NkTmZmZOHLkCFavXo1Tp07hiSeeQHZ2dmRPmIgpfDtOAcIsqW7XoElAMX3AE5MqzJIqyN1OltQIyhfUFtU7ZMUpwOXv7Q2RmQsGycJ3AJJZLV3kskNxuSBJEoyCXgKJxkfUKamrVq3Cjh07fLYtWbIEADBixAgfJdUfu3fvhqIoKCoq8pvwlJOT46OkTp8+Hdu3b8eWLVtQUlKCJk2aYODAgXj55ZfJikqEHV93vxQFllRR7n4xMameblNinEiNWUm1uM/JxdmSqaG9ePDuOGWSDJAAMHg8BDzx9obIzAkz+CqpkmTGoaNOdBryAIAHMGPGDLz22mtcx0A0XqJOSd2+fXu9Prts2TIsW7Ys4GM88cQTAX+WIOpLdXc/Z6uHGy0m1SQ4cYq/JdXdjlWQpUfrONUY26Ka3EqqI8YSpyRJgsVogl12CUme8lVSRbjczT7x3dQWlQgnDTomlSAaGj7ufgCi3hPFx6S6E6d4x6RGibvf0ggtqZp1WFPEucsX5O4HxLZGNUgGGOC2YovI8K/SFpWUVCKckJJKEBypFpMq2N1vEuzu521J9bj7+SuJx/POIi/vLACP1bExoSn+lRUO7NuXx93tbxHk7gc8Gf4i3P0AYBKa4W+GoUpbVIIIF6SkEgRHoqUElXBLqiImy967BBVPDhz8E3Ou/Rc2b90HALBYoi7Sqt5YrOo5lZTa8Lfb/4Nnnt3KVb5IS6rZXZxceK1UEUoqWVKJCNL4VkqCiGLS0tIwduxYMLkQ7XLzhFlSNbegVmORN5rFiX8xf3fHJxPf9/MTJ4oAAHFxZuTmNsPoC7txlc+D7FbpGHVhN/z403GcOVOKEyfPcZUvKiYV8IStiFZSZSG1SklJJSIHKakEwZF+/fphy5YtYLaPwYr+BtGWVHGJU6p8K+cSWA69TipfubJbcerWtSUe/8d0rrJ5YTBIuH/xRGzf8Sv+/uC7+jnzQmuLKsLdb9ViUmUx8bimKLKkkrufCCfk7icIEWgPE1GWVOEdpwTXSeVcgkpT2IyCSl/xROvLLct8LWoeS6rIxClRllTBMakGyu4nIkPjXzEJIipxuP+N0ZhUWXBMKufsfl1J5RxmIAKt8xRvS6rQ7H7d3S/Gkqq7+ym7n2hkNP4VkyCiES12TFh2v1YnVYx8p+Bi/ryV41iypGrn6OKsLIrM7teuY6cgV7eW3U/ufqKxQTGpBMGRHTt24MYbb4QBJbhprgML5osq5i86u99dJ5VzTKqeOCVKSTXEjpIqypLqEpE4JTgmVXTiVFoTAz5ePwjG1AeRkZEhYAxEY4WUVILgSElJCX755RcAwJnCphDt7jeJyu4XVILK4VLPm3d2fyxaUnnHpHosqfwVRe06FhWTahIZkypZYLUaMHZEExgyxvCXTzRqGv+KSRBRRNQU89dKUAmwpLoUBYp7HmKlLaqmpJooJjViCC1BpRfzF2tJdQmypKqIOXeicUOWVILgSKwX89+ZfxTvHPlR/52/u19MMX+XK4YsqVp2P+fY0Ghoi/rOkZ9Q7LThr13Ph8E7UDPCCM3u1160hSjIRGOHlFSC4Ih3UoFqSeV/CypMhgK3ZY+zJff/dm/B/uJ8AECiyQIr53qlTi1xSlR2fywoqcLd/fyV1KZxiQCAvWdPYu/Zkxia2RZ9m7XiJl+vkyoiux8mOJ0MW7/Ih9TkA2RkZGDgwIECxkE0RkhJJQiOVHP3C7CkeltbeFtSy1x2AMDM9v0wMacHTJwTiURZUmUlFpXU2ClB9deuQ9EqoQle2v81CmzlKHdf57zQOseJsqSWVyi4bOZBABMwbtw4fPzxx/zHQTRKGv+KSRBRhK+7XxISk+oSqKS63Mra1HZ90D+jNVfZgHd2v5jEKVMsKKlaTCrnUkQiY1KbxiXi2s4D0Tw+WR0D53MXnd3v/a5JdVKJcNL4V0yCiCKqufuFWFI9DzLeSqr28OZdH1VDcwULK+YfC0qqKEuquy2qwpiQMlSA57p2Mb7WXPFtUT3xt1QnlQgnjX/FJIgowseSKgGSxL9OqkvxJE1JHJM7AM/Dm7ebX4MSpyKPXszfJcaSCohx+QOe69olzJIqpgQVdZwiIkXjXzEJIoqonjglLiZVRLcp7eFt4mxJrXA48cY3P+C3UwUABBbzjyElVVRMKgCs2rELv/95hqt8ADBJYjpPCa2TCjMMpKQSEYISpwiCI3369MHjjz8OpeJdXDDwCES6+40ClFS9HarEV1nb+P3PeOi9z/Tfk+P4WrBJSY08ZqMBcWYTbE4XXvj0W3zyyyG8c+ssrmPwWFL5WnK1xCkh2f3UFpWIIKSkEgRHunTpgi5dukA5dwSw/8ndklrsLMTBsh8ACCrkzzRLKl9lrai8EgDQLiMdo7u3x+juHbjKVzQlNRaK+XspqYwxbiElkiTh4Snj8MHe/fjkl0MoqqjkItcbs6akMjHu/jOOkzhavh9tEjpzDOUxk7ufiBikpBKEEDSLBz8llTGGFw7cjVLXWVWyga81UWFM7zTF292vuV8Hd2iD28ZdwFU24OknH0uWVABQFAajkV/c87iendAuIx2f/HJISPKU5u7nbUm1SFYAwIHSPThQugfX5N6LrikDuMiWJCMMXvczKalEOGn8KyZBRCNahj1HS6rMXLqCmh3fESMzJ3OTDXhc/QBg4uzu1xQWUQlbsejuB/i7/AGPJVeIkuq+vnjHpHZPHYJOyf0Qb0wCABQ58rnKl7zWMXL3E+Gk8a+YBBFFlJeXIy8vDydPFaO8QgFPS6oCj5I4r/1ynJc+mptsAJC9XKC8lUWtZqeoOqWkpPJD+455K4qA5+VL5uzuT7c0x5y296NTcl+3fL6WXINRdfkbDAYYBL0IEo0TupoIgiPr169H69at0brHBqxdX8LZkup5cBnAv06pd1kezS3KTbbgYvqxVMzfZBKrpBoNYpoJAJ4wFhEKMgAYJK1WLN8sf6PRAtfJjnDZ9mPHjh1cZRONm8a/YhJEFOHbFlUCV0uqwE5TgK+738zZ2uIpfSVmyYulOqneljTetVIBr+Qlge5+3sX8NYzulz/ellTPy7aIjldEY6bxr5gEEUX4KqkQYkk1wMC9iD/gyXg2ShL/JgJRYkmNDSVVUlv+QpS7X1XUFMagKHyTeLTSaryL+WsYRCmp2su2kLasRGOm8a+YBBFF+HScMgA8LalaoW+DACsqIK6Qv69sUlJ5IKpWKuD7IsJbWfS4+wVZUiHG3U+WVCJSUAkqguCIyI5Titu6YuQcD6ohqpA/4FUCSrCSaoqBOqmAqqQ6nbLQmFRAVVItHOOvTYLqpGqIdPffsbQALtOjaJM7EIsWLeIrn2i0xMaKSRBRQlS4+wUpqZ5C/iIsqW4FWZS7XyFLKi+8reUuma+yZjZodVLFuvsV8G6PasYzq4rw7PNv48033+Qsm2jMxMaKSRBRQjUlVUDilDAl1a0oinC5y+7YRGExqe4Eolgpz2OMglqlIuSb9JhUMe5+YTGpkhnatFMxfyKcxMaKSRBRgm9MqiTEkirO3e+2pApw9ztlTUEWc+4Uk8oPg0GCwZ2Yx7sMlahi/hpa1Q4RiVNaMiQV8yfCSWysmAQRJfjEpAIQkThlFBSKrrlAzSLc/XpMKv+qBgApqbwRVdBfd/cLLkElInFKK9hBllQinMTGikkQUUL1mFQLN9laxylxMamaJVdA4pTecUqsJTVWEqe08xSmpAqqlWqM4RJUBlJSiQhA2f0EwZHp06dj+PDhkAsmoHVLE/haUjUlUbQlVURMqlu2IEumK9YsqVrXJwHF/AGPJVWUu19cdr+4ElSaJZXc/UQ4ISWVIDiSnp6OtLRksNNWdQPXElSCE6f07P7YLUEVM0qqaHe/IEuq8GL+0Nz9nOVLFnL3ExEhNlZMgogmvLuyxFDilJ7dL0C+UxanIAOkpPJGs6SKKuYvKrvfkzjFvwQVKalEJIiNFZMgogrvriz8nBl64pQgd79TYNcnWY9JFVzMP1aUVOExqe7OT7xLUGnZ/aKL+YN3CSqT3gqXlFQinETdirlixQpMmTIF7dq1gyRJyM3NDWr/EydOYMWKFRgxYgSysrKQmJiI7t27Y9GiRSgsLPS7z8mTJzF79mxkZGQgPj4e/fv3x/r168NwNgThy759+7B69Rq8vK4YR447wVNJVaKkmL+Q7H7BSqrLFZuWVBF1UgFPFQfeMalmKUqK+QtInBozPAGXXNQNw4cP5yybaMxEXUzq4sWLkZ6ejn79+qGoqCjo/Tdt2oRly5Zh/PjxWLRoEZKTk/Hdd9/hqaeewrp167Br1y60aNFC//zZs2dxwQUXID8/HwsXLkR2djZef/11TJ06FatXr8a1114bxrMjYp3NmzfjzjvvBACs+1c22g3gVxKpJkuqLMtwOjn03HY40dKciAxTHGw2W8TEKIoCp9MJm82mF89PtZqRlRwPE1MiKrsm0ppYYTAoAGSu8v3NBQ/S0+KQkZEARXEKme+spHi4nA64HA5dPo+5sCpAS3MiUmDkdt5msxlGd9UKYe5+yYz1K7OAxOtgSL6dr2yiURN1SuqhQ4fQrl07AECPHj1QVlYW1P7Dhg3D0aNHfRTR+fPnY9CgQZg/fz4ef/xxPP744/rfHnnkERw+fBjvvfceLrvsMgDAvHnzMGTIENx5552YMmUKkpKSwnBmBFG1BBXf28+fJbWsrAx5eXlcXHTNXQxL2wyG1WjC4cOHIyaHMQZFUVBaWqoXGL+2bwfIigJzZVlEZdfEzJm9wBSGysqzOHy4mJtcf3PBg0svbgenMwcJ8U4h8z23Xwe4ZAXmylIcPlwJgM9cZLoULG0zGBajkdt5S5KE7OxsJCUlCbWkqvCOhSUaO1GnpGoKaqh0797d7/Zp06Zh/vz52Ldvn8/2119/He3bt9cVVAAwGo245ZZbMHv2bHz44YeYOnVqvcZEEBre5VkMnN3eeuKUOwNYlmXk5eUhISEBGRkZEVdiiuyVMFeWItFsQavE1IjJYYzB5XLBZDJ5zin/LJyKgjbpTRBn4ZespiEZzoApClq1SofFwm/Z9TsXHIiLOwebzYmMjBQkJcVxk6thPHMONpeMVmkpSLSqtYh5zEWZww5TRTGsJjNyktIiIsMbxhgKCgqQl5eHjh07CrWkqgPi4JEhYoqoU1IjRV5eHgCgefPm+rZTp07hxIkTmDlzZrXPDx48GACwa9cuv0qq3W6H3W7Xfy8pKQGgKiGRrhOnKIpuFYh1Gtpc+HScMpjCOu665sKlqA8Qg2SEoiiw2+1QFAXNmjVDXFzkFQkzZEiyGSazBVarNaKynE4nzGaPMiqZzTDICqxxcbCa+S97RoMJisQQFxcHs5nvy0nVueCByWyFwQmYLZH/rv1htFhggKua/EjPhdMASC4zDEYTt/Nu1qwZjhw5ArvdDom5E9aYXOvaEvZ1k7nvKeZoMGuxRkN7hkQKnvMQjIyYUVKXLl0KAJgzZ46+7eTJkwCAVq1aVfu8tu3EiRN+j7dixQosX7682vaCgoKIxyIpioLi4mIwxrjGmUUjDW0uSktL9f8zZkB+fn7Yjl3XXJRUqG5mp92F/Px8OJ1OKIoCWZbhckXe8uKSVUuuZtGKFIwxyG5ZmsVMC2eQZRkuAZ1RtWgKWXZBkvhlP/ubC06CAQCyi8+1VV2++o/LSz6PudCOr0T4Gq8qU1EUFBYWooSp64vDaa91bQn3upkABy6deBz5Z/8fMltsw9tvv13vY/KioT1DIgXPefB+DtZFTCipTzzxBNavX48FCxZg1KhR+vaKigoA8PvGq1mWtM9U5d5778XChQv130tKStC6dWtkZGQgJSUlnMOvhqIokCQJGRkZMX1TAQ1vLhITE/X/m0wWZGZmhu3Ydc1Fwpl4oAxIiEtEZmYmbDYbSktLYTKZYDJFfikwuNQxGQ0GLvL8WczMJhNMJv7VBZhba1KTXPhfp7wtqVo5IoPByOW7rkm+0Vj9WovkXJjgsRDxOm+TyQSDwYCmTZvCKRcDRYBkRK1rS9jXzfI0HDzixOkCGxyuvLCua5GmoT1DIgXPeQjGc9foldSVK1di0aJFGD9+PJ599lmfvyUkJACAj9teQ7OGap+pitVq9avcGgwGLhe6JEncZEU7DWkufBKnDMawj7m2uVCgdV0y6Z+RJEn/4YWEyMpjjOnHr2pJlSTOFkVUqRvJea79zQUXdFmM+3wD6jWmSve9BiI9F5rcSMqoJtN9TRkMBpiYqoArTK5zbQnnuskMvh2nGsJa7E1DeoZEEl7zEMzxG/U3snr1aixYsAAXXXQRNmzYUO0NumXLlgD8u/S1bf5CAQgiVERm93tKUImpk6pZE1HHs3vZsmVBh8y8//776NKlCzp27IjJkyfrMeIe2Rr8FSYfHZW79PoR7HdRVlaGcePGoWePDhjQv4vPuftjw4YN6NmzJ3r06IEePXrgyJEj9RuwG4/CFJbDBS8XYgra64lTvLPsJeo4RUSGRmtJXb16Na677jqMGTMGGzdu9Gv1zMrKQqtWrbBz585qf9O29e/fP+JjJWKH6ChB5V8uYwy2iupehXBRWWkHk5iPtckfy5cvx2233RawS6isrAzz5s3Djh070KVLF9x00014+OGH9VJzjDFdWRFg1IOPihyAfMYYnCw83wNjDC7FBUWpntFulqx1WvuC/S7MZjPuvvtuyLIZkydPqFVJ3LNnD+677z58+umnaNmyJUpLS/V6n/XFY0nlqzB5W3BFoHecElCCijpOEZGgQSupx44dQ0VFBdq3b+9jJV2zZg3mz5+PUaNG4d133611gZ0+fToef/xxbNq0SS9DJcsynnnmGaSmpuLSSy+N+HkQsUNycjJaZjWFIhchLs7CVbZegqoGS6qtwo6JybMiOoYVRx+DFJdY499vuOEGAGq9Y6PRiC1bttQZ3/bRRx+hb9++6NKlCwDgxhtvxLhx43zqIWvUpSBHAt9ndt3yncyO5ftmRGw8Gkt7vA6LVPPaGMp3YbVaMWrUKHy360f3lpoVlieeeAILFy7UPVrJycnBnUBtiLKkQpMrRlHTXkC510n1sqTGepY8EV6iTkldu3Ytjh49CkDNlHc4HHjwwQcBADk5OZg1y/MQnT17Nnbs2IHDhw/r7VPfe+89zJs3DykpKZg2bRo2bNjgc/ykpCRMmjRJ//2ee+7B+vXrMWPGDCxcuBCtWrXCG2+8gV27dmHlypXhXTiJmOfWW2/BrQvagJXcA1hac5Wt1NBxije1We9efPFFvPTSS/jiiy+QmpqK1157DY899pjfz86fPx833XQTjh07hpycHH17bm4uTp06BZfLBbPZjCohodzxVlfEWHJDI5TvQsOjrNV8/F9++QW5ubkYMWIESkpKMGHCBCxbtiws1lRR06zHvwqS77Gk8q6oYBKuoBONk6hTUletWoUdO3b4bFuyZAkAYMSIET5Kqj92794NRVFQVFSEBQsWVPt7Tk6Oj5LatGlTfPXVV7jnnnvw3HPPoaysDN26dcO6deswbdq0+p8QQbhhrBLszARAPu7ewjfjWvbTccqbuAQr3itdGzH5f5aXoNToCkqBmDlzpt86xsHAhEakwkdTCySZxixZsbTH62ESXXMBe7MUXB3PUL6L2tztLpcLe/bswccffwxFUTBx4kS88MILuPnmm4OS4Y+qCXO8EK2oCes45R2TKheA2T6GFHcx3zEQjZKoU1K3b99er88uW7YMy5YtC0pmq1atsHZt5B7OBAEAcB31UlANkKwXcBWvJVNoHaeqIkkS4hMjV9TfAjskuxxU1nMg1rs2bdpg69at+vYjR44gKytLLwHk620X5+4P9LwlSarVDR+cbAaDwQWTof5dloKxpHq0tZqP16ZNG1x55ZWIj48HAFx55ZX45ptvwqOk1i0+IogIJ/HG03GKs5Jq7uXuoOdSY8Ad35KSSoSFqFNSCaLx4nbBGTIhZXwKSeIbk1pX4lSk0axqdT3Gk5OTUVxcjNTU1ICsdxdffDFuuukm7N+/H126dMHzzz/v2yWOCbakBnje0Uiw34WGnkBUi5Y4Y8YMvPfee5g7dy4URcGWLVtwwQVhenETZEnVY2HhW/KKF5q7n0GBwhQYJD4FfCRjFiRTSwCHoSgAuIcbEI2VRl2CiiCiCubCuo2lmDb/d1x99Szs27ePq/i6Eqcijl6BqvYH9x133IGxY8eiT58+AXXkSk5OxsqVKzFp0iR06NABJ06cwOLFiz1ivTL7RdTs1PWkhhSQ6ibY7wIAevXqhfHjx6KsrBS9e3fxCdHq06eP3unv6quvRnZ2Nrp3744+ffqgZcuWuPXWW8MyblFT7X1ti3D4e7+A8nb5L1myBE8+OgX/d09TgHcJLKLRQpZUguCGEz/9Ysfb750D8JaePc0L0YlT+kO7DgVi6dKlehvjQJk4cSImTpyoyqnSkjJQC26k0JVkQfLrQyjfxY8//oiCglKcPVeGtNREZGZ6OvDt3btX/7/BYMDjjz/utwpDffFYcsXEpKqwalsijfcLqMxcMHGMe7/22mvByhWw0r0Ac3KTSzRuyJJKELxgTig+meZ8H2B1JU5FGo+yyLvjk/qvCCuqewTuAQgSLwDRRe0lL7c7X7lellQBp27wijfnnjwFwJMMSkoqER5ISSUIbriqlEPiraRGR8cp3rqa6II44pVkAYjKXKoqXlCdVECMgu7tJeHedQoAJLeSSjGpRJggdz9B8II5fR6avPtEC0+cCjAmNVKCRSmJosMNRBBI4lRkByCo45QkNiZVkiQYYIAChXuG/8mTJ2EvPguUOZHTgSypRHggJZUguOGC4uXvF+XuF25J5a2juv8VpiQKHwB/hLv7tf8IEC9By+7nLxtQX0IV5uDu7h8zZgx+/fVXJCcZUHSULKlEeCB3P0HwQrglNToSp/jHpIpRjj3y4ZYfk1qqIPHi+shLgqy4GqK6TvnOOSmpRHggJZUguOGEd1vrWEuc0vOHhFlSyd3PC9Gdl0SGxIr+nkV1ndJeuhkDwBxcZRONF1JSCYIXTGzilFJHx6lIwwL0ey9btgw2my2oY7///vvo0qULOnbsiMmTJ6OkpMQj10vsc889h549e6JPnz7o0aMH/t//+3/6506fPo0rr7wSvXr1QteuXfHUU0/pf3vnnXfQq1cv9OnTB926dcN9990XuALWgOukBvtd/PTTTxg+fDgGDeqLyyZciIULb0ZlZWUER+gf3ZArREcWZ8UFvLtOibGkqi/iZEklwgMpqQTBDbHufrmOxCnGGCorHRH7sVU61S48dYxz+fLlQSlGZWVlmDdvHjZu3IgDBw4gKysLDz/8sPeZAVAtqddccw1++ukn7N27F19//TUef/xx7NmzBwCwcOFCdOvWDT/++CP+97//Yc2aNdi1axcANd5u7969+s/WrVuxcePGgManhxsEeD6MMTClIjw/rAJg6r/V/1a3EhXsdxEXF4dnn30W3+3ai43vbkNFRQUeffTRgPcPH+Jc7oIjHbzc/XwtqZ4wB1CdVCJsUOIUQfCCuTCwnxVzbd0A80A0a9aMq/i6EqdsNifGT/xnRMfwj1dmQEqpWV3TGhwMGzYMRqMRW7ZsQWZmZq3H/Oijj9C3b1906dIFAHDjjTdi3LhxepF4745TTZo00fcrLy+H0+l5mP7www96//nExEQMHz4ca9euxYABA5CcnKx/zmazwW63B20JD/jzrBIsv09Qx64N7duuqjRJmXsBKaHG/UL5Ljp27AgAKC6ugNFoRK/efXHkyB8hjjx0RBqtJYEKMuB5CRXq7idLKhEmyJJKENxwYsaVKVj17CV4+eWX0a5dO67SRSdOadSmP7z44osAgC+++EK3WPbp08fvz3PPPQcAOHbsGHJycvRj5Obm4tSpU3rXqaoxoW+//Ta6d++O3Nxc3Hnnnejbty8A4LzzzsPrr78ORVFQUFCAzZs348iRI/pxv/76a/Ts2ROZmZkYNWoULr/88oDOlzXQllOhfBcakiShoqIC695YG/A8hRNRHadU2XDL5i4agCecR5y7n1GdVCJskCWVIHihucAkfq0KvakrcSouzowP3lsYMfkHigsAsxRUAtPMmTMxc+bMesn1tGNV5V511VW46qqrcOTIEVxxxRWYMGECOnfujCeeeEJXWjMzMzFy5EgUFBToxxk6dCh++uknFBQUYPLkyfjiiy8wfPjwgOUHfNZSvGrlDAMMDLLLBaPJVH3epfigjhXMd+FwOHD77Tdg2LALccUVVwQlJxyIjEkVnd0fFYlT1HGKCBOkpBIENzTrghglVamj45QkSYiPt0RMvsVuhlORgzIovvbaa3jsscf8/m3+/Pm46aab0KZNG2zdulXffuTIEWRlZcFkci9vNRgyc3NzMWjQILz//vvo3LkzmjVrhjVr1uh/v+GGG9C9e/dqcjMyMnDppZdi/fr1ASmpwSZOSZJUqxs+KBgDJBckyVTvRL1AvgsAcDqduPbaWcjMyMSy5Q/7/XykEelyF9xsy5M4xdnl7pM4RTGpRJggJZUgOME0F5ggd3tdiVORJzC3d3JyMoqLi5GamhqQ9e7iiy/GTTfdhP3796NLly54/vnnMXXqVI9Ur45Tv/zyC7p16wYAKCgowKefforJkycDAAoLC5GSkgKz2Yw9e/Zg48aNelLV/v370alTJxgMBpSWluKDDz7A7NmzAztrwXVa60Ow34XL5cLVV1+NtLR0LL7vYWFlvzSxQlviCvL3eyypSh2fDC+eOqkAxaQS4YJiUgmCG07cdn8B0lo/jNTUVOzbt4+rdPEdp1TqUlzuuOMOjB07Fn369EF+fn6dx01OTsbKlSsxadIkdOjQASdOnMDixYv1vw8bMgj5f/4JCcDTTz+Nbt26oU+fPhgzZgxuu+02jB07FgDw3XffoVu3bujatSuuv/56vPXWW8jKygIAvPnmm+jRowd69+6NIUOGYPTo0bjuuuuCOv8GqKMG/V28+eab+O9//4s9e3bjikljcfElI3QLK088HadEFvMXg6hi/m+++SZ++Wkzfv48hyypRNggSypB8II5UVGpoKTEDsAOReFr6RCdOBWoRXHp0qVYunRpUMeeOHEiJk6cqMvRkqYAYMc3O3HyXCkkScJLL71U4zEuueQSHDhwIGxj0mBBuvujiWDPW7O2lpfbkXfiLKxWM3Jz+FaxAKpa9TjLdv8rruOUmOz+tm3bgrmMYGcsIEsqES7IkkoQ3HD5PLZireOUuLaomlwxBFsntVERkx2nxCnIgOf+5m1JBeBJCiVLKhEmSEklCF4wscX8Fbjd/aI6TglS1jxliES1RXVLb4CW1FARXdBeZIa959xjy5KqonlpnMI6bhGNi3r7/b755hs8++yzOHDgAAoLC6tdmJIk4dChQ/UVQxCNAHFtURljumVFmLvf/a8oZU2YjijalCsAke52b8S4+8XGpBoEdZzatGkTTuQdhFJShPnXNIEJMiiikKgv9bqCXn31VVx77bUwm83o1KkT2rRpE65xEUTjgznVQtdueFpSFXjiX0W4+71fXrlbUjW5gpREj44aQ1qqhmB3v5DEKV20KEuqGHf/Y489hi+++AIA8JfpTWCCC6SkEvWlXlfQQw89hM6dO2Pbtm1o2bJluMZEEI0UpzBLquL1wBJhSfWJxeUek6qFGYhVEmPI2y88w12kfNHnbnQ/1rXwHl54v3QzxtS4VCmO6xiIxke9TDlHjx7FX//6V1JQCSIQmDh3v7frT4gl1fuRzVlZExySGpuxeXrHJ0GWVIExsZ7LTGydVFFtUQF3QX/qOkWEgXopqdnZ2bDb7eEaC0E0cpzwrjrF1d3vpaQKqZPqo6OKcfiLsqSKjsUVgcfdLkq+FhMrTk0V9W4iKnHK+/pmDJThT4SFej0lb7jhBrz22muQZRFZhATRwBBqSVWtKhIk4ZbUus562bJlsNlsQR3//fffR5cuXdCxY0dMnjwZJSUlXrLdciW1y9Rll12GXr16oWvXrpgzZw4qKyv1zz744INo37492rdvj/vuu0/fvmvXLgwdOhQJCQmYNGlSUGOLlcSpQ4cOoV+/fujbty9effUVAII7PiFwRXHKlCn45ptvwiIz0Oz+vXv3Yt26dQEd02az4bzzzkNxcXGdnxWVOOWjpAKgWqlEOAhKSf388899fvr374+4uDgMHDgQq1evxmeffVbtM59//nmkxk4QDQwXbp7XBG+8ehfeeOMNNG/enJvkQGqkMsZQ4XBG7MfmcIExVqdyvnz58qCU1LKyMsybNw8bN27EgQMHkJWVhYcf9vSM945Jfeihh9CxY0f8+OOP2LdvH06fPo2XX34ZgLq+vfHGG/jxxx/xyy+/YPPmzfjggw8AAFlZWXjqqafw5JNPBjwuj3zo8hsy3g0S/PH2229jwIAB2LNnD+bMmatuDEBLrOu4oeC5xuqW/9133+Hs2bMYMmRIeGQHmN0fjJIaFxeHWbNm4Yknnqjzs6ISp3xjUgGIqNNKNDqCyqAYOXJktQeM9gC47rrr/P5NkiSytBIEADAHBp8XjyGpoyDFjeMqWkucMtRSI7XS6cKApc9GdByv3HpVrX+/4YYbAADDhg2D0WjEli1bkJmZWes+H330Efr27YsuXboAAG688UaMGzcOjz/+OABfS6okSSgtLYWiKHA4HKioqEB2djYAta3jrFmzkJiYCAD4y1/+gjfeeAPjx49HdnY2srOz8csvvwR9zqFWF/jnP/+Jf/7zn3V+rl+/fnjvvfd8tk2cOBG7d++ucZ+FCxdi4cKFdR5bkiQ88MAD+PDDDzFy5Eg88MADWLhwIX744QfYbDYMHjwYzz77LNatW4cnn3wSsizj22+/xSuvrEVpmYKHHlqCwjN/orKyEpdffjkefPBBAEBubi6mTZuGzz77DB07dsSaNWuwZMkSfPrpp3A4HOjUqRNeeuklpKWlYe7cubBarTh48CCOHz+OHj16YN26dbBYLHA4HLjvvvvw0UcfwWg0IisrCx9//DEkCVjz4vPY/P57MBskZGZm4sUXX0SrVq2qneNLL72EGTNm6L+Xlpb6PcfDhw9j9OjR+Pzzz9GuXTs8/vjj2LZtGz788EP8/PPP+Otf/4qKigqUVVRg3JWX47777wcAv2N89dVX8cADD6C4uBh9+vTB4MGD8eKLL2LXrl24++67UVJSAlmWsXjxYkyZMgUAcPXVV6Nv375Yvnx5rS962ouoSHe/WsWE3P1E/QlKSdUsDgRBhIJmWTBzl6xZUoXEo3pRlxX1xRdfxEsvvYQvvvgCqampeO211/DYY4/5/ez8+fNx00034dixY8jJydG35+bm4tSpU3C5XDCbzT7GvCVLlmDy5Mlo0aIFKisrMWPGDL2d6rFjx3DBBRf4HCdQS1ethOjuLykpwYkTJ+r8XOvWrattKygoqHVf73CIujAajdi1axcAYMGCBRg2bBj+/e9/gzGG+fPn4+mnn8aiRYvwxx9/oKioCE899RRcLhkjLxyN66//G2ZdcyVcLhcmTJiA9evX60pXYWEhvv32W0iShIcffhiJiYn47rvvAAD/93//h/vvvx/PPfccANXq+Nlnn8FqtWL48OHYsGEDpk+fjhUrVuD333/H999/D6vVioKCAgDAujfewJE/DuE/736AXm2y8J///Ac33XQTNm7cWO38tm/fjttvv13//Y477qjxHB977DFMnToVjz/+OJ577jl89913MBgMyM3NxSeffAKr1Yo/Ck9j/IWjMe6iizBh5Gi/Y8zIyMDf//53bNy4UR9TUVERFixYgA8//BBZWVk4c+YM+vXrh6FDh6JVq1Zo0aIF4uPj8fPPP6NHjx41f1/umFSRiVMUk0qEi6CU1Dlz5kRqHATR+NEeGgJKQCluBdlQi+x4swm7lt8cEfl22YmDxYWIMwenJGu94OuF5u6XJKxbtw7dunXDtm3bUFFRgYkTJ2LlypW47rrr6iejNvHuf4N196ekpPi1/FUlIyPD77ba9k1JSQl4HH/5y1/0/2/cuBHffPONbuGtrKyE0Vj9Oy0vL8fOb75E4ZkCPPH43wGoYRm//fab/pm5c+fqis3GjRtRXFyMDRs2AFCtj7m5ufpnr7jiCiQkJAAABg4cqDeIef/99/Hoo4/CarXq5w0A7737LnZ++y2mXXoR4symWr15eXl5PqE3tZ3j9OnT8dlnn2HcuHH45JNPdHmVlZW48cYbsXfvXigATuadwM8//ogJI0fXOMaqfP311/jjjz9wySWX+Gz/7bff9O+yRYsWyMvLq1VJjQZLqnrLkbufqD9UaZcguOHEbwcdKFL2w2C1om/fvrBYLFwkB2JJlSQJCZbIWHkNLiDOYoJBCi5XMxBLaps2bbB161Z9+5EjR5CVlQWTSV3evCtQPf/88/jXv/4Fo9GI5ORkXHXVVfjss89w3XXXoU2bNjh69KjPccLRoESPiQ3SkhqoS94fmvufMQaXywWTyRRyol5SUpL+f8YYNmzYgE6dOgW075tvvY8e3XNhMFSXXfW4zzzzDC666CK/x4mL89TbNBqNdcaxMsYw76a/YcrMWejWMgMGg0Gfi6okJCT4xEDXdo4ulwv79u1Denq6j6V68eLFaNasGfbs2YMzjkpcM3Va0Ml/jDF0794dX3/9dY2fsdlsiI+Pr/U4Wttj3olTzZs3R5s2bSCxfPVaJ0sqEQb4Ng8niFiGuXDfijMYOuJ6DB48WHdN8kC0u1/LdA5ET0pOTtazmGfOnIm9e/f6/bnpppsAABdffDF2796N/fv3A1AV0alTp3pke1lS27Vrh48//hgA4HQ6sXnzZt0qNWXKFKxduxbl5eWw2+1YvXo1rr766nCcvJuGnTgFAJMmTcKjjz6qK3vnzp3DwYMHq30uOTkJgwYNxb/+9Sy0CTh58iTy8vJqPO6TTz6JiooKAEBFRQV+/vnnOsczceJEPP3003opRO2euvzySVj/n1dRfO4cGNTves+ePX6P0atXLx8Lb23neM8996Bz58744osvcOedd+rbz507h+zsbJhMJhw6cADfbPckDNc0xpSUFJ9s/aFDh+Lw4cPYtm2bvm3v3r1wOBwAAFmWcejQIfTs2bPWOTEIcve/8sorOHr0KP74fgSapBhBllQiHJCSShDcEN9xqjZ3fyQJpinqHXfcgbFjx6JPnz7Iz8+v8/PJyclYuXIlJk2ahA4dOuDEiRNYvHix/veLRw5D/p9/QgLw9NNP49tvv0XPnj3Ru3dvZGRk6PGII0eOxLRp09CzZ0907doVY8eOxYQJEwCoLtfs7GwsXLgQmzdvRnZ2Np5//vmgzr0xlEl98sknER8fjz59+qBXr14YPXo0jhw54ueTEh57/DkcO3oEvXr1Qs+ePXHllVeisLDQ73HvvvtuDBgwAIMGDUKvXr0wePBg7N27t87x3H333ejUqRP69euHPn366CFp11wzE5dPmYa/TJuMvn37ok+fPvj000/9HuOqq67C5s2b6zzH999/Hx9//DGee+45dOjQAf/85z8xdepU2Gw23H///Xj55ZfRq1cvPLRkKQYOO1//3msa4+jRo2G329GrVy/ccMMNSEtLwwcffICHH34YvXv3Rrdu3XDPPfdAcRdX/vLLLzFgwACkp6fXOifaiyjvjlM6ktsbQ5ZUIgxILCbboYSfkpISNGnSBMXFxUHFe4WCoijIz89HZmYm14Lw0UhDmgslfxiunLMH735cDgA4deoUWrRoEb7j1zIXf5Ttw6o/HkCGtRVu6/wMANV1ePjwYbRt29bHnRoJyp0O/FFaCIvBiM6ptWfr15eqLu6jZ4pQarOjZVoy0hMTIirbHydPnkNpmQ3NM1OQmprIVXY43P2hyv39wJ8AgA7tm8No5H9v/px3GgxA56xmMBuNNc5FWVkZhg4dim+++Uav7FAfCirL8GdlKVIt8WidlFrv42lcffXVmDdvHsaOHeuzvep9/FXBJnx46mX0Sh2GaW1u93usSK6bypkrANfPkNL+Bck6MqzHjgQN6RkSSXjOQzD6Uux+IwTBHReUmLWkelzuIqQDAjtONSZTaggIs4PorVlr/1hSUhKefPJJHD58ODxiJa1OavjO22azYcSIEdUUVH94EqcEudt1Syq5+4n6Q4lTBMELoR2nRMekqghRUbUKUIJ0RF1BFyNeCJIkQYIEBiasPagE7bqrewCjR48Oq9zApAZOXFwc/vrXvwb0WaOgjlP/+Mc/sHPnTij2XVj1hAXpqaSkEvWHLKkEwQ1xManClVQmTlFjgi2pjSooNRj00xWjpeoWTVEBbYIEi0qc2rlzJ9555x28+2EebHZGMalEWIg6JXXFihWYMmUK2rVrB0mSfGrlBcpLL72EmTNnokuXLjAajbUqA8uWLVPf+v38aB1rCCIsMKeP65Nn/JOn45RY54kIdz9ZUsUgBehuj5h897/hdLsHJFd394vBGAV1UtVcL1JSifoTde7+xYsXIz09Hf369UNRUVFIx1ixYgUKCwvRt29flJeX11j2xJsnn3wSzZo189l23nnnhSSfIKqiKqcu9+KtElOWVGGPbLGyAfFKsigkt8NdmCVTEiNflHKs4ek4JbKYP6OYVCIsRJ2SeujQIbRr1w4A0KNHD5SVlQV9jO3bt6NNmzYwGAyYMGFCQErqpEmTQrLaEkRgyKj6wOSaOBVAx6lI4ukMKkBT05VEcvdzRbS7X5B07RoXpZyLSpyq3nGKLKlE/Yk6d7+moNaH3NzckFypJSUldXYyIYjQUK+rmI1JDaKY/7Jly4Lq1lNWVoZx48ahWbNmSE1NrVk2gA8++ADnnXcerFYrbrvtNp/PnT59GldeeSV69eqFrl274qmnngp4DLURs+5+wcqaJCjeQBcrypIqqOOU9zOXMZAllQgLUWdJFUWvXr1QWloKo9GIgQMHYsmSJdV6KHtjt9v1DiKAquACaq0xxdunGwEURQFjLOJyGgINZi4U9Vp5e1UWnE2+AIMFSUlJYR13bXMhK1pMqlH/u/Z5759KOTLWjwqnEzbZiSSTpc6SRMuXL8ett96q9zqvC5PJhLvuugvp6em48MILAXgStdTz8ny2Q4cOWLVqFdavX4+ysjKfsSxcuBBdu3bFhg0bUF5ejgsuuABDhw7FgAEDgjzbKniVNhBRjsl7Lrii64hMyHnrllRWfQ4iOR5dOY+wHA1tfrVnj+S2PcnMVeP6Eul1U2EAUxxg0b4uowE9QyIMz3kIRkbMK6mpqalYsGABhg4dirS0NPz222946qmnMH78eKxevRpz5871u9+KFSuwfPnyatsLCgqC7tkcLIqioLi4GIyxmC4+DDScuZBQhAwAiQkG5DsVAE6cOXMmrDJqm4uiiiIAgNPh0rs4OZ1OKIoCl8sFl8uFCpcD/d57KqxjqsqmsfNq9VZorU6HDRsGo9GIDz/8EJmZtRf/NxqNGD58uN75yOl0QpZVK5IkSbqioMiy7qnZsGFDtV7ue/fuxfXXXw+XywWr1YoLLrgAr776Kvr27Rvy+QKA4iWft6eGMeYzFyJQry9xdmSXrMrnNReaDO3eijQul6qMFhYWwmw2o8Shhsg5nPYaO7ZFYt3U2rcC6otBWXkRKsrr7hgnmobyDIk0POehtLQ04M/GvJJa1eUHAH/5y1/Qo0cP3H777bjqqquQlJRU7TP33nsvFi5cqP9eUlKC1q1bIyMjg0vHKUmSkJGREdM3FdCA5kIGUAgABmRmZkVERG1zkXgmHigDEuISdKXPZrOhtLQUJpNJ/UHk36CNBgNMppqXnZdeegn//ve/8cUXXyA1NRWvvfZajVU2rrvuOl2pBaAf12w2+/zLvP6ufcZgMECSJJ+x9O/fH2+++SbOP/98FBYWYuvWrejcuXOt4w0Gb/m80eaCJwa3Img0GoWct6aIGgy+8iM9FyamaAPgct4mkwkGgwFNmzZFXFwcyssLgCJAMqLGF7xIrJveXesYA5ISrUhKjGx3uXDQYJ4hEYbnPATT4TDmlVR/NG3aFDfccAOWLVuGr7/+GhdddFG1z1itVr/uSIPBwOVClySJm6xopyHMBWOyW1kyRXScNc2F4lZAjQaz/jdNUdN+EkwW/DR5UUTGdcZWjtOVpYg3mgOyYmljuuaaa3DNNdcEJMP7uNr/q27z3u79OwA88cQTuPPOO9GvXz9kZmZi5MiRKCgoqL/VzStxi7c1kzHmdy644CVOhBVXqiKf11wYvBLGeJy3dl1p973JoCrhCuRa15pwr5tGoyfeXatmEs1rsjcN4RnCA17zEMzxSUmtAS3TP9wuWSJGcScRvPJWKY6dWw5JknDvvfdys3AFkjilKaqRIN7oQJzRrFvXAuW1117DY4895vdv8+fP97Gk1oTeSKAO0c2aNcOaNWv032+44QZ079494LHWJT/WEF8nNfztSQOVDIg7b1Edpy688EIkJCQAzh+QnFQALVmUIOoDKak1cODAAQBA8+bNBY+EaByoCUmvrDuHHd8sAwDcfffd3KTrxfxF10kNQEdNTk5GcXExUlNTMXPmTMycObOesjXRtQsvLCxESkoKzGYz9uzZg40bN2LPnj31ku0jP8ZKUIlTEt3yBSnJorP7RXWcmjdvHubNmwel9HGg/F+U3U+EhQZt2z527Bj2798PpzO0jGSXy4Xi4uJq248fP44XXngBTZs2xdChQ+s7TILQWwQqokpQwW1JFfReGqiiCAB33HEHxo4diz59+tSY+FGVXr16YciQIXpsuHfC4xVjRyH/zz8hScAnn3yC7Oxs/POf/8SqVauQnZ2N9957DwDw3XffoVu3bujatSuuv/56vPXWW8jKCkP8MAtcQW9UiCpUWk085xJUXtn9IhDVccqD5h1y1PopggiEqLOkrl27FkePHgWgZso7HA48+OCDAICcnBzMmjVL/+zs2bOxY8cOHD582KcQ/6ZNm/DDDz8AAA4ePAgA+jFSU1Nx8803A1DrK7Zt2xaTJk1C165d9ez+lStXoqysDG+88Qbi4+Mjfs5ELKDVSa0eN8kDRXSdVM3lHsBnly5diqVLlwZ1/B9//NFHlndW9X+3fOJ+OZAwevToGpt7XHLJJboHJZx4VaCKKaKlTqqwjlPC3P3qY12UkipJZvWaJ0sqEQaiTkldtWoVduzY4bNtyZIlAIARI0b4KKk1sWHDBrzyyit+j5GTk6MrqfHx8Zg8eTK+/fZbbNy4EWVlZWjWrBnGjBmDu+66CwMHDgzHKRGEvmB7K6k8g/RlJrjjlPtfES5v0W1JmVfiVCzhOV3BbWl5W1IlsWEOBkExqR60NYaUVKL+RJ2Sun379np/ds2aNT4JEDVhtVqxcuXKgOURROi43f1eVZ5iq+OUCm81jTEWVKhBhAYhRq5oBFkyPeL14FC+crX/iLKkujtOKeCrpN588814+eWXwZgL333UAt16U1tUov5EnZJKEI0Sd0wqgyh3v9jEKejufs4lmLz+L8ySqsuPMUuq+19R1Q3EhcSKtaQavRKnvMtuRRq73Y6KigpVtgKQJZUIBw06cYogGg5iY1I9ltTq76VcWjdq/+Gsp0VD+adAS2A1OgSfrycmlbe7X/2XZ1tUb7xfRBUODTp0uV7hS4xBfzEniPpAllSC4AHzdffztqr5S5wym9XC+gUFBcjIyIjImBSmoNhhQ6nDBia74DI4YJMi2zZYS5wymUxQGIPiUufebrcHXac1HGNRZFW+zWaDycTXku09F7yvOVl2QpGdsNvtsNn420NcDgcUlxMOhx02m5HbXLgUBcyhfucnis8i2WSB1RSZesiMMb3hhFZz2ftFVGEubiE+3nOqrnOkpBL1h5RUguCCryWVu8LgJ3HKaDQiOzsbeXl5et/7cFPhcuCcvVL/3WGJR4k5Mg0DNBhjUBQFBoNBfYgXq73MTRWl3K2ZjDHk55cAABSlDAaDACXZPRe8r7miogrY7U5UVMQjISGy37lf+RWVqLA7YYu3ojjOym0uGGMoqCgBA5APwGI0IiOuemvtcCFJErKzs/WOT96WVJnJ4NUQ13tOGWOU3U+EBVJSCYIHbktq965pMFg6cG+/V1MJqqSkJHTs2DHkWsN18fbhH/DSgZ3ITmyCEVntMSW3KxIt1dsJhxNFUVBYWIimTZuiqKISt767HgZJwnu3z4moXH84HE4sf/BlAMBLz89FXBxfZc17Lnhfcy+89Cl2fnsQM64egnEXdeYqGwCe2/YNPvrxN0wf3Bszh3bhOhfHTx3C9lMH8eWfh9E6MRWrR1wdMVlms9mnJan3Pc6zDBW5+4lIQEoqQXBBXbBXPzsChvRV3KXrllRUd/0ZjUafh1w4KYOMk85ynJ/WATf0Gh4RGVVRFAVmsxlxcXGAw4VTpZWwmIzq75xRFAkFBWoySUJCAiwWvkuu91zwVlJtNhkFBRWw2RUhc29XgFOllShzqvJ5zsW4tt3RPCUVbx3fB6PTzPX8DZIREiQwMK5dp6q7+8mSStQfSpwiCB5oDwuJl/PNF73jFOc6qU5FlWs2iKkq4FLTjGHirKBpyLInqcVojK3lVjtfWeaXvOONyS1fuwZ5o13zIuSLqJXq4+4HQDGpRDiIrVWTIIShLdhinBeiOk45BCupsjtTzSRAQZRlBUePntF/5x2PKhpNSS0sLENxcQV3+SZdSRZT4UG75h0ClFRP1yl+1kxy9xORgJRUguCBaEuqoI5TsWxJXXz/evzt9v8AUBW2WKuTanKHkLyz8XtMufpZ5OWd5Srf6P7OXYoYS24sW1IVhYHc/UQ4oJhUguCCumDPWrAZh/OGIiEhAdu2bYu8VMWJP8p/QpmrGAB/S6pT1pRUMe/DLoGW1IOH8gEASUlWjLqwG3f5ohl2QSfs/O4gCgpK4XIpOHqsENnZ6dzka9ecSxbj7rcIVFK1rlO/l+6G2WBFqqVZxGVee+21GDZsGCAfQqd2L1F2PxEWSEklCB4wBwDgh30F+PnXX5GYmMhF7BcF72Lb6df1300GvpZc7QFtEWRJdeqWVP7yXS713J95ahZyciKvJEQb/frl4o3/3Ihbb/8PftqXp88HLzRLrjhLqriYWLPBAsjAh6dextdnNmFR139FXGbv3r3Ru3dvMMcPYGdXkrufCAvk7icILqhWBd7F/IucBQCAVHMGeqcOQ25idy5yNUS7+0XGpLpcbtlmQa1oowStgYE2H9zkGjVLqlh3v8yYfh3yYlTzaWiToJb9KnKe4dt1Sw9pIiWVqD+kpBIEBxjTivmrv/MqB6TFog5qejGmtrkdFkNka5RWxeF+OItQUnfs/wNvfPMDADExqZrl0GSK7WVWO3+Zs9tdi0ndd+I0Vu7YhXK7g6t872vexfgqqeelj8bstvfrv/MsReVx0JK7n6g/5O4nCC6oVgVNSeVlSdUeTrxLT2mIsqTaXS7c/vqHekxschxf5RzwlF4yRagGbUPB6FZSeVtSU+LV7/yP/LN48uMvkWQxY2TbFtzke1/zDkWG1cj3HvS+52XmginCvaeOHDmCvLw8yM489GwpIzWVLKlE/YntV3yC4AUT4+6XFfVBwTsWVUOUkmpzyrqCOnfYebjv8gu5ypdlxZ3hTJZUTUl3co5JvahHR9x60fno2LwpAKC40sZVvvc1LyIu1VRFSY00L774IoYNG4aRo6Zj7892kCWVCAdkSSUILvhaUnm5+11RYknlnTilKahGg4RFl/LpdOWNdwF7LSYzVjG7Y3JlzpbURKsFCy4ciD+LS3HgdKGeRMcLgyTBJBngYoqwMlQSDGBQ4OKQxORTzJ+BsvuJsBDbr/gEwQv3Q0JLXyB3f2TRMrrNglzt3pnssW5J1Yr6887u19CuAaeAUlQia6UCnvuehyW1WjF/OPkmbBGNkthePQmCG76JU/yUVLe7X1ATAV1J5awsalYzUUqq00WWVA2ToJhUDbNbPm9LKiBeSTVxVFJ9i/lr/yNrKlE/SEklCB5UiUnlnd0vypLqaYvKd6lx6UqqmCVOdlsNJSn22qFWxayXoIpdS6pDUEMBjyWVt7tfs6CSkkrUD4pJJQguqA+Jv914Ec6VtedWzD9aYlJ5u/ud7rcBiyArpl4j1WSMuXaoVdGz+wXVK7UIStwCxBb0BwCjwQTIgEvha0nVdVTmBKT4iMsmGi+kpBIED9yWjNtuvgxSwtXcxIp394upk+oS7u53J24JsuRGE3oxf6cgS6pJs6TyV5I9rVHFKOjafS8mJhUgSypRX2gFJQguaO42vu+FstuCYjTEVna/6MQpLZPdHOPdpgAvJVVU56cocPfHQuKUb0yqW7VgfBsoEI0PUlIJggfaQ4KzRVN0TKowd78srh0qALjcCpEo+dGEJ3FKVExq7CZOCYtJhft+pzJURD0hdz9BcEFdrEtLHZBcpTAajUhISIi8VPfDySg6uz/G3P0upyrfGOOZ/YBHUReW3R8FllSHMCVVve9dnC2pjGnXPSmpRP2g13yC4IFbWezc+3qkpKSga9euXMRqllST8Ox+MYlTZkE1SjWroSj50YTJLDq7X7Okxp67n2cJqrvuugtlZWUoLy/HxaPS1Y0cLLhE44YsqQTBBd+OU1TMP8JyZTH1WTU0Sy5ZUqPIkioiu98YLe7+yCupVqsVVqsVAKCUWQEF8MTiE0Ro0Gs+QfCAiSnm73H3x1jilGh3v1shivVuU4AncUoWlTgVFdn9YpVUl8JbWdTWG3L3E/WDVlCC4IJmSVW1VB7F/BljXu5+0TGpfJcap+Bi/nqdVEqc0uukOkWVoBLq7hddJ5VfCSoftJdicvcT9YTc/QTBA73jlKqk8rCkKvA8GEVYUmVFgexWyrknTgkuQaVbUqkElafjlKCuS57EqdjL7ucZk/rll19i8+bNUBQFV19sQ/eOoOx+ot6QkkoQXODv7vd+MImok+piHqVAVAkqcUqqZkklJVULeZBFx6QKze4Xc+48Y1K/+eYbPPjggwCAPh3OU5VUcvcT9YR8UQTBA3dRa83dz0NJ9Y5DE1GCyrvsjjhLqtjsfopJBYwCE5cA0e5+0TGpWgmqyLvdfTtOaXVSqZg/UT9oBSUILvhaUnnEpGrWEwkSDAJudadIJVWzpArKrtctqZTdD7M5WiypsefuF9ZxiuqkEmGC3P0EEUGY82ewijcApRQAoLgtfDzd/UbJxK2agDfag9kkGWDgLF9TSCyi2qLKZEnV0CypokpQWUziLLmis/t5xqT6FvNXr3tWsRaQT0FKnB1x+UTjhJRUgoggrOwpwL7D/ZuBa0xqrHabAgCXIrZOqlPvOEVKqqaoi3P3x7Il1e3u51CCyrctaqL6H8dOMMdOIG4sJGNWxMdAND5ISSWISOK2oCLuckjxE7B1axxcLhfi4+MjLjpWC/kDXolTojpOac0EyN2vz4Ewd79JfEyqsLaoBn6WVJ8QpvjLISVbwcqeAViFug6SkkqEACmpBBFJmB0AIMVPgGQdgUGD+IkWraQ6ZJGWVLHZ/TLFpOpo1uTYLEEluE6qKHc/mkBKnAlW/oqqpIISqIjQIF8UQUQUbXG2cJesufhMBtHufgFJW4JLUGmubSMV89cVdZewYv6eElRadQ1usoXHpPLL7veNSdXimtzrnvtlnSCCJepW0BUrVmDKlClo164dJElCbm5u0Md46aWXMHPmTHTp0gVGo7HO+L/ffvsNkyZNQlpaGhITEzFs2DB8+umnIZ4BQXihLc6Slbto0ZZUp9uaybslKiC+45THkhp1Syx3tK5bLlFtUb2uARfneqWiE6d4WlJ9S1BpSqp73aNSVESIRJ27f/HixUhPT0e/fv1QVFQU0jFWrFiBwsJC9O3bF+Xl5cjLy6vxs4cOHcLQoUNhMplw1113oUmTJvj3v/+NcePG4aOPPsKYMWNCPBOCgGdxdlsUNmzYAMYY0tLSMHr06IiKFq+kCnT3Cy/mr2X3k7tf67olKrvf+xrgrSh7LKmNv5h/VlYWzj//fEiShIyMDPdWzYNEllQiNKJOST106BDatWsHAOjRowfKysqCPsb27dvRpk0bGAwGTJgwoVYl9d5770VRURG+//579OnTBwAwe/ZsdO/eHTfddBP2798vpHwP0VjQLAiqRWH69OlwOp3o27cvdu/eHVHJmovPFINKqlN0W1SZLKkamiVVFpzdD/BXFmPJ3X/FFVfgiiuu8N1IllSinkTdCqopqPUhNzc3oGLp5eXleO+99zBy5EhdQQWApKQkXHfddfj999+xa9eueo+HiGF0d79qUdDcYDyL+QtLnIoGS6qo7H4nWVI1THqdUkHWRIMEzc4gypIqLLufoyXVL3pMKimpRGhEnSWVJz/++CPsdjuGDBlS7W+DBw8GAOzatQsDBw6s9ne73Q673ePCKCkpAaAWa1ci/LauKAoYYxGX0xCI+rnQ26GawbyuDUmSwj7mqnOhJU4ZJZOQ+XHI6oPRbDBwla8oil5uyMRZtoZ34pTIazMa7g+DUdUQXS5Z2DjMRiMcLhkOme8YTG7t2Cm7hJy7Ae7yX4rTRz6/68L9cq7YwKJ0jY6GeyQa4DkPwciIaSX15MmTAIBWrVpV+5u27cSJE373XbFiBZYvX15te0FBAWw2WxhHWR1FUVBcXAzGGBeLXDQT3XOhIBOqolhQWAIGg25JdblcyM/PD6+0KnNxtrIQACA7WdhlBcKZc2cBAMylcJWvKApsDvXloKKsTMi5l5aWAwDstkoh8jWi4f4oKqoAoMakipoLk0GCA8DZc0XIz8/nNheVZep1UG6zCTn3Mpsqv9Lhex3yui6agMEKoKS0ELZScfdBbUTDPRIN8JyH0tLSgD8b00pqRYW6eFqt1TOv4+LifD5TlXvvvRcLFy7Ufy8pKUHr1q2RkZGBlJSUCIzWg6IoenB6LN9UQJTPBbMDBep/M5q1BAxJupJqtVqRmZkZVnFV5+LY2QSgFIi3JoRdViAkVKoPpcS4OK7yFUUBk9RroVl6mpBzN5tVC1KTJslC5GtEw/1htaprKGMMTZs2E1KWy2IyocLhQkJiEjIzM7nNRVOH+qIGk1HIdXCupClQAhhMko/8SFwXmzZtwkMPPQTGGO655x41PrU4GbADKUlWpCSIuw9qIxrukWiA5zxo+lUgxLSSmpCQAAA+bnsNzRqqfaYqVqvVr3JrMBi4XOiSJHGTFe1E61wwxQmtKqNkjAPgScDTxhxuvOdCgebyNgmZGxdzl6AyGrnL10oNWc1izl3WYmItYuR7I/r+sFg8dXoZ4xOPXW0MWq1Wt5WI1xisRvUR61JkIedtMqovSzJzVZMf7uvi7Nmzeg7HmTNn1DXInTglwQEpytZnb0TfI9ECr3kI5vgx/Y20bNkSgH+XvrbNXygAQQSEniwgATD7FBLnUTHCkzgluph/LJagcmf3UzF/nwoHLsEZ/uJKUIlOnBJVzF8z5FDiFBEaMb2C9uzZE1arFd988021v+3cuRMA0L9/f97DIhoNmoXeAkmSfJRUPtn9YktQObQyULFYgorqpOp4z4GoDH9RrVE92f1izlsrQSWumL9W1YTqpBKh0aCV1GPHjmH//v1wOkN7S0xKSsJll12G7du344cfftC3l5WVYeXKlejYsaPfzH6CCAi9kL9qTfDOaORhSXVRMX9hHad0SyopqTB4lYASVyvV3fWKs0UzeiypkVdSvdc0fa2jOqlEPYm6mNS1a9fi6NGjANRMeYfDgQcffBAAkJOTg1mzZumfnT17Nnbs2IHDhw/7tE/dtGmTrnQePHgQAPRjpKam4uabb9Y/u2LFCnzyySe46KKLcPvttyMlJQX//ve/ceLECXzwwQdUyJ8IHT81UpOS1OSp+Pj4iIsXXSc1KpRUQUqiTMX8dSRJgslkhNMpC+86xduSGi1tUV2clVSP14g6ThH1I+qU1FWrVmHHjh0+25YsWQIAGDFihI+SWhMbNmzAK6+84vcYOTk5Pkpqhw4d8NVXX+Gee+7BI488AofDgX79+uHjjz+mlqhEPfHtNmWxWIIqvVFfNCXVJDgm1RLT7n5SUgG1XqzTKXOPCdXQY1JjreOUwe3uVyIfk+rP3S9JFjV5lCypRIhEnZK6ffv2en92zZo1WLNmTcDH6dq1K959992AP08QAVHFksobLSY1Fi2pWjF/Ue5+TzF/cvcDHmVd68TFG63zGPeYVGN0WFLFufup4xRRP+g1nyAihR6TKkZJFR2TGhVtUQUpibLbrW020xILeMIuXLLY7H5RiVOxpqR63P0Uk0rUD1pBCSJSCFZSZcXt7jeILkHFf5kR7+5X5ZMlVcWoKamCY1JFlaByiHL3u0N9FChQWGTHUFt2P8WkEqESde5+gmg8+Mak2mw23HzzzZAkCd26dcPtt98eUemxmjilKAyyoj4kxWX3U0yqN8Ld/e7rwMk5JtVi0OTKYIxxT8T1vvdl5oJBity92KNHDyxfvhwGgwFDhgxRN1J2P1FPSEkliEhRJSbV6XRi1apVAICxY8dyUFKjIyaVd+KUd5khUdn9msVQlPxow2QSY8nUEG1JZQBkxmASrKSaUb1LYrjo1q0bHnjgAd+NFJNK1BN6zSeISBE1dVJFufvFFPP3jjsU5u53x14ayZIKwMuSKrhOKu/YUO9rX0RcqreS6uLQdao6mlJM7n4iNGgFJYiI4ek4BUBYW1RRHadEufudXsk5wtz9Tirm743WHlZYTKogS65oJVWSJE/ylBL55KnqAyBLKlE/yN1PEJGiiiWVf1vU2Mzu11pvGg0SjAKStgCPJdVMllQAgMmsJU6Jze7nraSaJM/3Lyp5yiiZIDNXxDP8nU4nysrK9GYl8fHxXjGpZEklQoNWUIKIFFViUrm7+90FvI3Cs/vFWFJFufoBr+x+sqQCAEzG6Mju5504JUlSzHSd+vDDD5Geno6mTZviySefdG/VsvtFhBoQjQFSUgkiQrAqJahEuftFJ06JU1LFLW96dr/AMUQTwmNSNfkCEreip1ZqZBVFv3VSdXc/WVKJ0KAVlCAihm9Mqrcllae7X3xMKt9lxim4kD/gsRhqbu5YxxQldVJ5W1IBwGQQk7Sly+dU0L/WOqkUk0qECCmpBBEpNMuFn5hUPtn9WgkqQe5+Wawl1SRUSSVLqjeaJVUW3HEqNi2p6v0faXd/7R2nyJJKhAatoAQRKdwLs+TH3R8LiVOi3P0Ol1h3v6IwKO5mApTdr2I0Cc7u10pQCVCSRXed4tUa1VtJ1b1Gescph8/6RxCBQtn9BBExfDtOWa1WTJ48GYwxDBo0KOLSRSupDsF1UsW1RPUoI9RxSkWzajsFZ/c7hVpSxSjovGJS/bv7tTqpCgAXADFeHaLhQkoqQUSKKtn9aWlpePvtt7mJ19z9omNSeXecEp04JXspQmRJVTG7Y3NlwTGpLgGKoujsfpPBnd0f4TqptSZOAWpcqqDQI6LhQq/5BBEpqtRJ5Y0svOOUqMQpsSWovF3aZElVMQov5q+5+0VYUsUmTmn3P093v8e176WkUtcpIgRoBSWIiOGb3c8brcOM0RBbMam6u1+QFdPbpW2kxCkAUVCCKqYTp/i7+7WYVEkyQnfYUoY/EQK0ghJEpIgaS2qsKamC3f1aZr/JwKWKQ0PAU4JKsJIqwN0fPUqqCEsqvLpOkZJKBA/FpBJEpNBjUlV32/HjxzFkyBAYDAZcfvnleOaZZyImWmEKFLiVJeHu/lhLnHLXSKV4VB2TwGL6gHd2vzglVVR2v4lTCar+/ftj586dMBgMyMrK8vqLtv6QkkoEDympBBEpqlhSnU4nTpw4AQAoLCyMqGhvq4m47H4xiVOatc4iSEnV3P3k6vegW1KdYhQ1iykKLKmCasTysqQ2adLEf9USyQowUK1UIiRoFSWIiKFZDvi3RRWtpDLGxLv7BSUtaRnsZuo2paMrqcIsqeJKUInO7ucVk1oj1HWKqAekpBJEpKhiSeWrpHoeSCKUVJkxaGcbc+5+mSypVTEJL+YfBZZUYSWo3O7+CJegqhGJuk4RoUPufoKIFFXqpPLsOKXFnxlghEHiryx5P5DFJU4JUlKdWkwqKakaJqPo7H7xManii/lHVkktKCjAtm3bwBhDly5d0K9fP/dfPF2nCCJYSEkliIjh23FK8XpI8XL3i87sB2Ivu1+zpJoEKcnRiMkcJdn9MZg4xUtJ/f333zFjxgwAwMKFCz1KKmX3E/WAXvUJIlLUYkmNuJKquLtNGcRk9jt8lFTexfzdlkzR2f0Uk6pjEl7MX6S7X2wxf5NezD+yMak1l6DSYlLJ3U8EDympBBEphMakRocl1WzgXyvU4RJsSdWUVIpJ1dESp2TBJagcAjLsoyVxKtIlqLxDmHyUVHL3E/WAVlGCiADqIl1zdj+vmFTxSip/a6LwmFSvYv6EilFrSyqoBFU0uPtFK6k8i/l7hzaRJZWoD7SKEkRE8HKtSSJiUt3u/hgr5A9EQXa/rqSSu1/DLNySGsPZ/cLd/RSTSoQOJU4RRCTwthq4LQktW7bEv/71LzDG0Llz54iKF+nuL3c68EvRaQCiLamC6qTKlN1fFU8JKvHZ/b6uaA6y3ffAn5WlyCsvQnZiKlf5RoPbkhrhElTk7iciASmpBBEJfKwGqiUjPT0d8+fP5yJelJLKGMOkravxR6naUUuokirIkqm5tMmS6sGoFdMXpaR6fRcuRdHHwwOt89mHx3/Fh8d/xWsXXoPBmTnc5It395MllQgdetUniIigWVIt3BOHAMClZ/fzVVIdiqwrqC0TUjCrw3lc5QPe7n7BiVOkpOqYzep3IQsu5g/wr5U6pmUndE3NRLxRfVn9rSifq3yj293vEpzdzygmlQgBUlIJIhJUyeznjceSyjcmtdLleRB+Nv4mXN91KFf5gPjEKXL3V0ezXIrrOOX5LpycM/w7p2bi/XHzMb5NVwBApcy3PalJgCWVYlKJcEHufoKIBFVqpAJAZWUl/vjjDxgMBqSnp6N58+ZhF6swGa8ceRB5Fb8D4O/ur3CpDyKLwQgT5/qoGk63ImQRpKRq7n5qi+pBdEyqyWCAJAGM8VdSNRJM6lpQ7uKrrGlrwOHyn/HP/TfhiuwbkZPQNexyzGYzUlNTIUkSEhISvP6irYFkSSWCh5RUgogIvt2mAODnn3/GgAEDAAA33XQTnn322bBLPSv/iYNle/XfW8Txi30DgAq3lUh7IItAdEyq1nHKTMX8dfRi+oIsqZIkwWw0wuGShY1Buye8vQ08yIxrDQMMkJkLhY5T2Ff8dUSU1B49euDcuXPVtkuSFQwgSyoREvSqTxCRwI8llUcxf6dbboo5Hbd2+n+4JGtuROTUhGZJjTeJKX0FeCmJorL7qZh/NbQ6qS5BVkzAE/4hypKqxaRWcLakNo9rg7u7rsTQZuMBAA7FxlU+1Ukl6gNZUgkiEugxqf6V1EgV89eU1HhjMjLjsiMiozYq3FaiRKGWVNF1UlX5Rkqc0tGSyFxOMVZMwLcMlQi0e6KCsyUVAJLMqUi3ZAEQoKRCe2ElSyoRPPSqTxCRgHmy+zV4FPPXlFSrIS4ix6+LSs2SahRnSRVdJ5U6TlVHsyrHtCXV7V2o5GxJ1bAa4gEAdu6WVEqcIkKHLKkEEREEWVIVVUm1uB9IvNGsRAkC3P02pws7Dx7D2fJKAOItqVSCyoPJLDYmFfC8tHzx+xEkxVvROj2Vq3ztnqjgnN2vYTGqL64OOTJK6qlTp3DvvfeCMYZhw4bhuuuuU/+gu/tJSSWCJ+pe9VesWIEpU6agXbt2kCQJubm5IR3n1VdfRd++fREfH4/mzZvjuuuuQ0FBQbXPzZ07F5Ik+f15++2363k2RMzipwRVLFhStXg7EYlTL3yyEze9+i5OnCsBAFjNYt7BNWshWVI9aJZUUXVSAc/18PSWrzH9+XWQObdI1e6JCqcoS6pbSY2QJbWkpASvvPIKXn31VXz55ZfektV/KCaVCIGos6QuXrwY6enp6NevH4qKikI6xpNPPomFCxdixIgRePrpp5GXl4d//vOf+Oabb/Ddd98hMTGx2j5r166ttm3gwIEhySeIumJSI62kalYT3miWVBGJU8fPFgEA2jRtgi6Z6ejVugX3MQCAS+s4JciSG41oCruojlMAcMOFg/D6V7vxw4l8nCuvRLndgZR4fvdJvGhLaoSV1Jo7TlFbVCJ0ok5JPXToENq1awdALWlRVlYW1P5nzpzB/f+/vTuPb6LO/wf+mtxJm7b0orSUo5RrASliAcVSRPBYVkQUVEBABVzcxVVRvz/wQEQW9uv6A7T+dEHAlXV1RVcERFcWAUXKoYKIglzlaoEe9MydzOf3RzJJY48k7WRmWt/Px4OHNpmZz+STycx73p9jnnkGubm52L59u38S6dzcXIwbNw4rV67EggULGqw3derU1u88IX4Np6CSornfKQSpcvVJ9cjX3G9xeMuePXIIru2cLF9zvzCZv5YyqQL/wCkZg9TfDuyNazp1wC0F78Pl8cDicEkapJrU8kxBJRDOCQ7eFpXth57MnzKpJHKKO4sKAWpLbdy4EVarFXPnzg16PvNtt92GrKws/OMf/2h0PcYYampqgu8ACWmpRqagkrK5X64g1SJjc7/V6StbJ9+gLaBen1TKpPoJQSrPM/A8C7F0dAnHh3C8SFau78ZN6sn8BUI/9WhlUuvfeAcFqaA+qaTlFJdJba0DBw4AAK699toG7w0bNgzvvvsu6urqEBsbG/RefHw8amtrodPpMGLECLz44osYOnRok+U4HA44HIE7w5oabz84nuejHujyPA/GGAXUUHBd8IHR/cK+eX4xqljsfeZ5Hk7mvQBpOb0sdSL0tzOqtZKXb/VlUg1ajazHhMvleyStmpP9uFTK76N+w4HT6YJOJ/2lR6gLk06LapsdFrtD0noxqL2f2eZ2yfJ9aH03zE7eDrfHLfpxUT8w9Xg89bbtu2lkTtmPw8Yo5TciNynrIZIy2l2QWlJSAgDIyMho8F5GRgYYYygpKUGvXr0AAGlpaXjssccwePBgxMTE4Pvvv8eKFSuQl5eHrVu3YvTo0Y2Ws3TpUixatKjB62VlZbDbozvFB8/zqK6uBmMsas3GbYXy6sIDIzZCjx3QAbDaPaizlwIAevTogW+++QaMMcTGxqK0tFTUknmeh9VRCwBwWt2ibz8cV+p8N2t2h+Tl11i9zZhOqwVVcMp2TFgsVgCA3W6V5TuoTym/D4cj8Nz4S5cuw2CQPtst1IVe7W3FKL5cilSddHVidXqPT5vHhUuXL0MVpdaUprjqNbeXlBbDVmMX9bio/7Qpu93uP/Y1qEMiAJ4vh610Key4GR5IP4dzU5TyG5GblPVQW1sb9rLtLki1Wr0XCL1e3+A9g8EQtAwALFu2LGiZ8ePHY/LkycjJycGcOXNw4sSJRsuZP38+Hn/8cf/fNTU1yMzMREpKCuLi4lr9OZrD8zw4jkNKSsqv+kcFKLAuHLuB6pX+P02mNJhiU/1/Z2ZmRq1onueBGgY4gaS4FKQmpoZeSex9OO1t1k2J74DUVGnLd/j6gmZ0TEWCmkl+TPx8/CKeX7QRFVe8/egTEuIlr4NfUsrvo35f1Ifnvo87bh+MBx8YIek+CHVhNhmBKzXQmWIl/X7M9fqimpM6SP7AC8YYuDIODAzxSWboVQZRjwubLdDXVavVBurW4wIqABVsiMHfEaO/CMS/IkqZYlDKb0RuUtaDEIuFo90FqSaTCYC3Od5oDJ4rUshwCss0pWfPnpg0aRLeeustHD9+3J91rU+v1zcaCKtUKkkOdI7jJCtL6ZRUF4yVe59Tre4MGG4HZ5oMTsL9cvuyJQaNSZb6sPsGTsVo9ZKXb3V4uxrEGvTg3A7Jj4lvvjmDsnJvhkCtVqFndpoijkkl/D60Wg7Z2R1x8uRl2O0ubNv+I2bNHCn5fnAchxi9bwCT0yVpnZi0OnAAGAAH74ZZhn7jOpUBDt4GN3OA49SiHhfqX/TB9m9XlQkWtxTM8V/AsR3gyxTxu6hPCb8RJZCqHiLZfrv7RtLT0wEAxcXFDd4rLi4Gx3H+ZZojzM9aXl4u6v6Rdo75mjG0A6Ay/wmcOkXS4uUe3W+VaXS/h+dh8/UFNenlGThltXmD5N/echU+fH8u+vdXTpOm3DiOw+sF0/HXv9wDALDZ5BtEY9L55it1SjvKnuO4wDRUMo/wj8bgqaYHTgGc6U5wpvt8b4bf1EtIu8uk5ubmYtWqVSgsLER2dnbQe3v37kXv3r0bDJpqjNDM37Fjx6jsJ2mnmG/KNM7c4K2zZ8/iww8/hEqlwrBhwzBs2DDRi5d7dL8wcErq0f12V6DPY4xOh2qLpMUDCAReyclmxMXJ88QvJVOrVcjskgTAW1eMsajNctGcGL0wul/6QNGk0cHqdvkfeiG1+kGqEQ3nC28Nk8mEu+++GxzHNT7oWOU7J/KRTStJft3adCb13LlzOHbsGFyuwMnm9ttvh9FoREFBQdBo6s2bN+P06dOYMmWK/zWLxdLoIKeDBw9iw4YN6Nu3L3r06BHdD0HaFcb7sgSNBKnHjh3DvHnz8Nhjj+HTTz+NSvmyB6keeSbzt/ia+tUqDjqZHkcqBKkGo/TTb7UVRqP3uOB5BpdLnjlThSmohGNG0rLV7TeTmpiYiPfeew/vvvsuHn300YYLCOdEyqSSCCguk7p+/XqcPXsWgHekvNPpxIsvvggA6Nq1K+677z7/stOmTcOuXbtQVFTkb55PSUnB4sWL8cQTT2D06NG49957UVxcjJdffhl9+vQJ+vGcOHECt956K8aPH4+ePXv6R/evXbsWarUaq1atkuxzk3bCdwLmVA2DVCkm85f7sajCROXCxOVSEaafMul0smTnAMBm8+0DBalNMhoCdWOzOWWZisqkl6e5HwCMGnkn9NervRl+R5TmSm2WP0i1gDEPOI7mESahKS5IXbNmDXbt2hX02rPPPgsAyM/PDwpSmzJv3jwkJSVh+fLleOSRRxAXF4dJkyZh2bJlQU39aWlpGD16NHbs2IF33nkHNpsNnTp1wt1334358+ejT58+4n440v75m/sbdimJ9mT+jDG4fPOkyj+Zv8SZVN/E7DEy9UcFAplUIVtIGlKrVdDrNXA43LBanYiPb34QazTImkmVfUJ/IZManadONav+jTuzAFx0Z8Eh7YPigtSdO3eKsuyMGTMwY8aMZtdPS0vD+vXrwy6PkJCE5n4ZMqke5gYPbyCsU8vTJ9KfSZW4T2r9TKpcAkEqZVKbYzTq4HC4YbPLE6gJA+uEY0bSsmXOpEazuT8UjtOBQQfA6WtxoiCVhNam+6QSojis6T6p0c6k1r/wyJFJ5RmDTabR/UJWTK6R/UCguZ+C1OYZfRP5C/UltRjfjYxF4seiAsrJpEajub+iogKdOnVCWloapk6d2vhC/sFT1C+VhEdxmVRC2rRmBk7Vz6RGM0jVcDqoZejvVT87JHkm1amATKovM0h9UptnNPmyiTJNQ6WITKpHpj6pKm8Li5O3AyKfghhjuHTpEoDgp08F4cwAKmjwFAkbZVIJEZPQJ1WG5n4hOyJXf1Sbxxt0cAg8p1wqVqf8mVSrVRjdT31SmyMMnhLqS2pCn1SrDJlUo390v0yZVHX0mvvr33j/cp7UwEK+vvo0DRUJEwWphIjJ39wv/cApYTCEfIOmAv1RpR5hb/FlxWKoT6riCfVjl61Pqi9IliGTKjwKVa4pqIRZP5weaSfzDyxE01CRyFCQSohIGHMBzDdqVtUwSJWquV+2TKovOyT1HKlA4JGocmVS3W6Pf95PClKbJ8x+IFefVFkzqb7fhk320f0yZ1IpSCVhoj6phIiF1WvCaqRPqtlsRt++fcEYQ1JSkujFCxceueZItfrnSJU+UAxMQSVPgGi31+uPS0Fqs4T6katPqnCMWGTpk9p+J/Ovn0mt32oUvBANnCKRoSCVELH4T7wGcFzDQG3MmDH46aefola83H1Srf45UqUP0gJTUMmTSRX6V2o0Kmi1NEl5c4QnclnlGjhVL5Mq9aNZTf7mfrkyqcJk/uLPkxpeJtXse79W7HFbpJ2i5n5CxNLMoCkpyN0nVcgOydncL1cmlfqjhs+okEyqh2dwuKV9NKvw27DKNLpfMc39NHCKhImCVELEwjc9aEoK8vdJlWcif6D+FFTyZFJtvub++o/9JI2Tu0+qQRtoQLRK/NQpuSfz10dxdH84zf0cDZwiEaIglRCxsKafNiUFYcSuXqanTcn1SFRAAUGqkEk1UZAaitx9UtUqFYy+QFU4bqQi/2T+9eZJFVkkzf0UpJJwUZ9UQsQiNPc3MmgKAHbs2IFly5ZBpVJhzpw5GDdunKjFy55J9ciXSQ08cUqeIFHok2qkOVJDkru5H/AeJzaX23/cSFauWuZMahSb+3U6HdauXQuO49CpU6fGF/IPnKLmfhIeClIJEUszT5sCgJKSEnz++ecAgLFjx4pevNxBqjAYxCjD6H5/JlWmKaiEOT+puT80RQSpOi0qIH0m1d8nVQFTUDWZ7WwhtVqN+++/v/mF/JlUClJJeKi5nxCx+AdONd4nNdqT+cs/ut83ob6MmVS5JvMX+ldSJjU0ufukAvWnoZI2WJR7Mn/h3MDA4IYM++AfOEXN/SQ8FKQSIhLGms+k0mT+0eOfgkqmTKqQFTSZ9LKU35b4M6kyPXEKCBwncmVShUcIS02rChyfLuaQfgdo4BSJEDX3EyIWX3aAa2LgVPSDVGVMQSXHwCm5J/MX5vw0GiiTGooQpAr9eOUgZNwl75Pq+224eB5Ojwc6tbRz6qo4FXQqA5y8HS6R+6UyxvDDDz+AMQaTyYSePXs2XKhecz9jPDiO8mSkeRSkEiKWCDKp9adrEYvcmVS5JvN3uj1we7xdKeQe3W+geVJDEoJUu4zN/f5MqsRPnTKqA8eHzeOEToaZOIQg1RmFTOrAgQMBAMOGDUNhYWHDBfw38AxgVtmm6yNtB93GECKWEAOnpOqTKttjUT3yTOZfv8nWRH1SFU/INtvsTtEH74RLOE6sTmkzqTq1GlrfDarc/VLFbu4Pawoq6AH4fiPU5E/CQEEqIWIJMXAqWs39PONxyXYGdo8FgPSZ1D2Xz2Dkltew53IRAOkzqcKE7HqNGhq1PKc0f59UyqSGZPLNJcvzDE6nW5Z9iJEpkwoEsqnjPl+Dhd9+Jnn5wvmh3H0BNo+4o+yF81pTQSrHcTR4ikSEglRCxCJTc/+Wkjfx6onHUeuuBBCYsFsqH5/9AectVXDxPNQch97xKZKWL2TD5JojFaDHokZCX29wm1z9UuXKpAJA/8Q0AMAVhxX/OPktnB5pH82q950fdtX9C//35z/A7rGKtm0hSG3qiVMAaPAUiQgFqYSIRcgMSDwF1VnLMQCASR2Hbrr+SNY3MZF2lFy0ej/3EwNGYs+4P6FHXLKk5Vt82bAYmfqjAhSkRkKtVsHgb/KXp8lb6JNqkSGTunbEPdh68yzoVN5BU5dt0gZr1yTeiARtCjioYOctKHMUi7btUJlU70K+8yMFqSQMNHCKELGEeOLUgAED8Oijj4LnefzmN78RrdhqVzkA4IHui8DV6KHipB0xfMlaAwAYmJSBZEOMpGUDSsmkUp/USBgNWtjtLtkm9Jczk6pVqdE7IRVppjicq6vEJVsNMmMTJCv/6sRRyEkYif/381O46DqNamcZMk2NjMRvgbCCVHrqFIkABamEiIAxD8C8fUKbClKvvfZaXHvttaKW6/DY/P3K4rVJqIG0J37GGC7avEFqJ1PjnzvaLDLPkQoE5vykTGp4jCYdKqussgWpMTJmUgWdjGacq6v0t0RILVaVCOA0qnw3uWIQujFRJpWIhZr7CWklVlcAVjYq8EIT86RGQ7WrAgBgUJlgUJskK1dQ63L4RymnGeMkL//j737Cxm9/BCDfyH4g0LeSgtTwCI+PtcnVJ9WXdT95uQJvfLEPZbUWyfehk8n7e7noa4mQmlndAUCgJUYMYfVJ9d3Es9q/gq+4G4yvFq180v5QkEpIKzDGwCxrAP6i9wV1FjhOukCl2lUGAIjXSTtYSSBcYBN0Rsmnnjp+qRwLNvwHO46eBgAkxkg/56TATn1SIyL3U6eSfMfKpepavLptD1bt2C/5PqT5gtRLNpmCVFUiAKDaKX6Q2lwmldP6ujqxWsB1EHB8JVr5pP2hIJWQ1uArfM38HLjEDeCS/i1p8VW+C0yCVtrBSoJLvkEfaUbpm/pPlXqzyGnxZtyfNxgP3yhuV4pICAOAqE9qeIR6ssk0of+grhl48rcjkNerG4DAsSQl4TdzSa7mfl8mtcp3oyuGsPqkmqaDS94K6Md4//acFa180v5QkEpIa3jOeP+rSgenGwhO1XST+6uvvgqO48BxHP75z3+KUnyVP5MqT5AqZFKFpkspXbjibSYcktUZT/x2BLomJ0i+DwDgcnngcnmnETIZ9SGWJkC9TKpMfVJVKg4z8gZj1g1DAASOJSnJ3tyvEoJU8TKpp06dQklJCb744osml+E4DpwmG5x2AACAuc+IVj5pf2jgFCGt4fZlATRdQy4ajSmohP5kCVp5mvuFpso0GQZNnfcFFp0T4yUvu776gZYwtRJpnhCkWmUKUgVdfMfOxapauDweaNXSzYzhz6TK1dyv9jb3W9zVcPEOaFWtv8Hq1CmC6e803bz/pUwqaQZlUglpBSZkUtXdQi8bhSdOyd7cbxWa++XLpGbKHaT6+lVqtWpotdJO/9VWyd3cL0g2x0CvUYNnDBerpG12F/qkltstkk/oDwB6zuR/+pQwAFNSat+NPWVSSTMoSCWkNXyZVC7CTKpYT5xSysApOZv75c+k+vqjUhY1bHI39ws4jvMfP1I3+SfpTdCp1GAASu3S90vlOA7xvptbMQdPhU0IUlkVGF8lffmkTaDmfkJaw+N9Xr0cmVSe8f4MSLw2qdXbawn/wCmJm/tdHo8/8yVnJnXL1kPYvfs4AO/cnyQ8Jl+QunffSXjcPGbMyEN8nDyzM3ROjMep0iuSB6kcxyHNaMY5SxUuWWvROSZB0vIBIF6bjDLHBdEGTxUUFMBqtaJDhw6YNWtWs8tyKhOYKhXgS703+7oEUfaBtC8UpBLSQowxwHPO+4fQvyrU8j5iBKl17ip4mBscVIjTJgLNDKiNFuFpU50kbu6/WFULnjHoNWokm6V/yhUAVNfYsHzFZxC+1pRk6bPJbVVKivempqSkCh+XfIeUVDMm3yPP7AzCTc55GQZPpZnicM5S5X8ghtSEbkJiDZ567rnnUFlZiZ49e4YMUgF4b+75Ut8A1IGi7ANpXyhIJaSl+MsAswFQA+rOoRcXeeCUMGgqTtsBak4DnjUzgXYU1DrtqHN7m2ulzqSerwg09YvVvzdSp0+XgjEgMTEG9949DMOGZcuyH23RyPy+AIDdX5/A7q+P49SpUtn2JTMxAQBw/kqV5GXLPcJf7Ob+sJ44VZ+mK+DaD+Y+A3l+xUTpKEglpKWEkf3qDHBc6P6I9U/cYvRJFQZNxcs0aOqir6k/XmeASSNtU/eFyioA8vZHPX3aG1j17ZuOOyfkyrYfbZFOp8FNYwYgPt6E3V8fx+ki8ebqjFSgT6r0gaLcc6XG+zOp4tR/WE+cqr+8upu3AYhG+JMmUJBKSEv5R/aHHjQFiNfcX+O6gr8XvYgrzksApJ9+ysPzePbbT/Fd+QUA8ozsP6+Akf1FvsAqq5s8g9bag6zu3ro7f74CTqcbOp30lyQhSD1fUQXGmKSZeaEFYtPZIzheXYb5OTeiX4c0ycoXmvuL6o5g2U8zMTrtXlyTeGOLt9eiTCpAI/xJk2h0PyERYnwdWN3rYLaPvC+E0R8VEK+5/2DlDlyyn4GTtwMAusb0bfG2WqKw9Az+dfoQTtR4M7l9EzpKWj5Qf/qpBMnLFpwSgtSsVNn2oa1LTjbDbDaA5xnOnZNhGiQEgtQ6hxPVNoekZf8mwRuQVjptKCw9g9d/+lrS8jsaukKvMoIHj1r3Fey4/H74AWYjIs2k+gecek6Dr30ZzPl9i8sm7RNlUgmJELO8DlhW+//mNOH1Rbznnntw9dVXg+d5DB48uMXlH6kuBACMSZuMq+KvR6JeuswLAPznws8AgNEZvXBP1iAMSekiWdk8z1BSVYMzZZUA5Gvu93h4nDnjDVK7d6dMaktxHIfu3VJw+IfzOF1Uiuxs6W94DFoNUuNiUFpjwXdnijG0RyZi9NJ0Xxmc3Bkfjb4fP1RexHPffoadF0/B7nbBoJFmOjOTxown+65CpbMUq04uQJWrDCW208gw9WjR9sJ6LGp9mi4AtACzApa/gdk+AFJ2geNopgziRUEqIRFgzAnY/u39w/A7cJoegOH2sNbNyspCVlZWq8q/4riEEttpcFAhN3EMYjTSBmkensfnxd4gdWr2YOSlte7zRGr+hs+w5dAx/99yBakXL1bB4fA2T2ekd5BlH9qLrCwhSJW3X2ppjQVz12+C2aDHx49OQ8f42KiXy3EcrkpKx4DETvjb0UIUW6vx1eXTGJPRO+plC4zqGBiN3dE77mocqS7EkerCFgepkTb3c5wBSHgFzLkPsG8C+ArAsR0w3Nqi8kn7o7jm/qVLl2LixInIysoCx3Ho1q1bi7bz9ttvY9CgQTAajejYsSNmzpyJsrLGT4L79u3D6NGjYTabERcXh1tuuQWHDh1q+Ycg7Zdju/dEqkoFF/8XcLF/AKcySVb8jzV7AQDdY/tJHqACwMGKYpTbLYjTGjA0Jby+uGI5W16FT773BqgmnRZDe2SiW7I8AeLpIu+gqW5dk6FWK+402qZkdfd2lzh9Wr4gdfzV/RBn1EOjUqHW7sA7hQclLZ/jONzc2RuYCi0VUusX750C7MfqwhY3+Ufc3A+AM9wIVdwCwHgPAIBZ/9Wiskn7pLiz64IFC/DFF1+gR48e6NChZReg5cuXY/r06YiPj8fKlSvx0EMP4b333sPIkSNhsViClt27dy/y8/NRVFSEF154AYsWLcKJEyeQl5eHH374QYyPRNoBxpi3L6r1Pe8LxjvDGtEvljJ7MfaUb8G3V74AAPSPl3ZOSZ4x/FR5Ce+fPgQAGJXeEzoJn3MOAO/sOQjGgBG9u+PAoj9i7cy7oJEpQDzt749KTf2tJQyeKpIxk3pnbn8UPvcwlk/5HQBgw/4fYHVK+8jWmzv3AQBsLz6B7yuKUeWwSVp+b/NgaDgdKpwX8cXlf+Gn6n0RT2sXcXN//XWNdwHgAOceMNdxb6sV+dVTXHP/qVOn/E2i/fv3R11dXUTrl5eX45lnnkFubi62b98Ote9Cmpubi3HjxmHlypVYsGCBf/lHHnkEOp0OX375JTIyMgAAkyZNQt++fTFv3jx8/vnnIn0y0lYx92mwqj8C7pO+VzhwxokRb+fkyZM4deoUOI7D1VdfjeTk8KaOOmM5irdOvwAXcwil4zdxQyMuv6VqXQ7M/PJf+Kb8vP81IesjBavThSt1Vvz72x8BANOuHyRZ2b9UdKYMmzYfxDffeJ80RoOmWk/o01txpQ5/+d8tGDiwC26+aYAs89/m9+mOzMR4nL9Sjff3HcbtV/8GCSaDJPsyKCkDyYYYlNstmPDft2DSaPHG9RMxvGP3qJcNAHq1ET3NOThasx9flL4PABiadAtuS58V9ufv27cvOnTogNTUyH8XnKYzmO56wPkVWMXvABgA8xPgYqZFvC3SfiguSG1tn72NGzfCarVi7ty5/gAVAG677TZkZWXhH//4hz9IPXnyJA4cOIAHHnjAH6ACQEZGBiZOnIh169bh0qVLSEuTdmBKcxhjsFvsuHCuGNY6K7gQ823GmeNgMgWao10uFyquhDeKNiU5JagOLRYLautCz+enUWsaBGBXrlyB0xX6zthkNCEuLnhKo0uXLzW5PON5VFRUwFpnRWJiEvR6vf89h8OByqrKkGUCQFrHet8xs6O2chfsdYcAuKF2bQKHwOf2qG+B2+oGcAY6rQ6JiYlB2yovL4fb425QxquvvIpXXn0FAPDxxk0YM3pM8GfxZR88cKPIegRFth/gYk78WFsIF3MgTdcNSbp0dDf2h8ZphM1pb1AXdqsDdos95HERygVrNfaWnYXF48R/So7jcNVF6FUaJOlN6BGbhKFxGbBZ7KE31AKMMbg8PGwuF9Z9/R3e2/8D3L7mw+zURAxMS222bDHrob5jxy/iuec/gsUaOI67ZSZGrR7EEK26EFuXzEScO38F/9l2BP/ZdgQnTlzCgzPyRA0Ow62Lu3MH4K//2Y2Xtn6Jl7Z+iQEZHfHEzdejZ2oSVCoOmijW4x96Xoc1p/bD6nbiitOGWV++j1nZQxCj0aFPfCpyOqRDq2p9C0ZTdTEyfhJ0zAgHb8MxywHsq/gMFbbLiNMkIkXXGX1ihiBWnQCg8RlKPv5ok///Sy+VwWK1NFjml7QaLZKSvI915tQzoMV+XLlihctdB5Q+D4/6SzBVBhiXAl4zFFAFWi9iY2IRGxvoO8zzPErLwnswRGKHROh0On9dVJZXoiaM6xsHDh07Bg/wq66uhs0eOvNt0BuQkJAQ9FppaWlYGetoX8sZz8PlciElRVmtQxxrzXwTUSZkUs+cORP2Og899BBWrVqFEydOIDs7eNT1lClT8O6776KmpgaxsbF49913MXnyZKxevRozZ84MWnb16tWYPXs2tmzZgrFjxzYox+FwwOEITFdSU1ODzMxMVFZWNgiyxGS32HHs0g0YO+IgLl0K3Ry1eGkXTLw7EDCeOG7DbbccDausXbv7oVO6d5QlxwFr3yzF0iXFIdfL7mnAZ5/3CXqCyIxpp/DVV6FPAA8+mIxnns0Ieq17t/CmJXn7792Rnx8H4fmgu3bVYtr0orDWvXyuH+LUbmg4HioOmLewDCtWVYVcL3NIGn63YlTQa+9N+QSVRc0/YvG2lTcgc0gn/99qFQ+j1gWNuvGTVWmNGV/9nA0PH6Umdo6BaQGmBsCh4e2rCzAe1kBdF92MElNz8BjVgLqRcjwM8T/UwlAmYTOgSgXoNN4fgE7j/bu6DlxZNWB3gLtcSU/KEQGLMYAlxwN6HVimLwvndAE8A1xuwO2RbF94NVCZmwC3uZEcDmNQ2XmoXHxUH0PMOAb7bzzwJP+iEA8AHuAYABfAeaJ39HVPKUNuVuOT7PMMsLu0cLqbznPtX3UY36w7ErKcjv2TMWHVTf6/VeDxwczPcfmnKyHXnfd4R/zpT4GAsbragwFX/RhyPQDY+FE2Bg3yPlKZAdi8uRJz554LuZ7ZrMLhHwaAsUDdP/XUOXywIfT+/nZsAl4p6Bb02vBhP+Ly5dDX8j8v64K7JiX5/z7+sw2/u/VYM2sE7NrTHx3TvNdyxoB1b17G/y5teC1//c0e0Pa6F/cPXxTWdluqpqYGHTp0QHV1dch4SXGZ1NYqKSkBgKDMqCAjIwOMMZSUlKBXr14hlwWA4uLGg7KlS5di0aKGX2RZWRns9uhlVuxWB3rF1ECjCu8Mmaq1o6cxEBw6DeHPA9jVYEGmMRAQJGnCW1fH8ehuCL6DNqjCu8iY1W500VvD3sf6krUOdK63brI2/M+arA0OfBwsvGyJRs2jQ0zwHbSaC31XnJapQoKp6Ttvm1uDC7UdYHdr4XBrUFSdCE+sClG9MtbHAM6iAufkwPEc1GUaMLUKbonHaqltPMznPdDXCHWqBzrom10nqipqoPrhFDiPtI+gbe84ix2cLyPN11nBencFdL4+3wZppyNSAUj62QPAA48WqOusgT1R5b1R4TjwRjV4Y/T7Y2uKGTiXG7yeB1QAH+vxXrHVvrOADmBRPB+cciSj9qweKaY6qDgeHU21SDZ5z+sqDjDpXDDpmg6u9Nrw+vQ2eg4N8/pmVruQoQusG6ML/2YmVedAZ30g0EzShnfzq+LQ4BoVq27YctaYGLW7wbUxnOsFAKTo7OhhDHR/tEVwLe9usCDDGFg+Rdf4uhl6G0r4yygtje5jimtrw3/CWrsLUq1W78FTv9lXYDAYgpaJZNlfmj9/Ph5//HH/30ImNSUlJaqZVMYY3tozGl0HMaT0aPogFX7ix1T9sPZkJgAOYEBFWS1y8sKbMPrD4htgthj9f5/WFyHn+qO+7Td9B98hNRarjo/w/eVdTpe1DwM9oZ8PXRHfHX871j/otYHXb2l2HcYYwHHYVTcMp4+l+vfvfF0prrq+8BcLC/8TvP8rf5yAWpcJTl4Dxjgc1x9G1tAfG1kyWHLXDFiK8oNey+hbjviUqibW4NAlpzdMXB4sp+vvlwq82wh4vBdm5tGjIzh/2eH0AGVgcDic0Ov13vUiSLJw4GBgGujgvfjGQAu9QQMYfAskhL8tYYstoeY4JBoMiNXpwAHQq9URN/kyxlBTU4u4OHOrm4t1Wg3i4ozQ6dTQaNTokpkoS1/JluJ5HuXl5UhOThblUbxSqay04EqlBTzPUFtnh8XS+kn2W3NcOD0e8IzB6fGgwm6HzR1eUNLEnrRoLR4M1W4HGBg8YLBzLrgRwc0Sq/+/wrlCV+8s04ga3z/f6jUqFzjOA3A8OI0dnLqJwI5jMMea0WNo6BuMhIzUBufQTtnVMMaU/XK3oeJ4qDgeHAA158EZQ0/8v6N9/O87bU5cNXyrbx+aL/fTijx8d6wDODB4PB4UOS9h4PXfhdxfnV6DVcduDrqUWFO/x8Drzze3GgDAk5GGVcevDtq9bldvR0qNMN6g6WPjJ24A1pzo7P/bey3fHaJE7/Y+LMlHrMXgL/OMvgiD8hrOIlFozcENSeNa1Kc4EkJ8FY52F6QKfTYcDgeMRmPQe0KGU1im/rK/9Mtlf0mv1zca3KpUqqhfDO4fvhJj3yxFampqi8r6n7taWPAIAPNbturvR4RepilzvlrR5Hs8z6O0tIm6GAn8ZVYLC23YwyN8t/+pFSu3XLN18StC9RDA8zwMNgNMZlObqguT2YSMLuL2jaPjIkCSughv+ugm1m35OfTx374S0fL+urghFaq5LauLOfmhl2nKQ624Nv6fyMfvel2PBtdyKX8fkWy/3f1S09PTATTeTF9cXAyO4/zLhFoWaLwrACGEEEIIia52F6Tm5uYCAAoLCxu8t3fvXvTu3ds/GjDUshzHterxlYQQQgghpGXadJB67tw5HDt2DC5XoIP27bffDqPRiIKCAng8gU7UmzdvxunTpzFlyhT/a9nZ2bjmmmuwYcMG/yAqwDv4asOGDRg1apSipp8ihBBCCPm1UFyf1PXr1+PsWe+0F2VlZXA6nXjxxRcBAF27dsV9993nX3batGnYtWsXioqK/I9PTUlJweLFi/HEE09g9OjRuPfee1FcXIyXX34Zffr0waOPPhpU3sqVK3HDDTcgLy8Pc+fOBQC8+uqr4HkeL7/8cvQ/MCGEEEIIaUBxQeqaNWuwa9euoNeeffZZAEB+fn5QkNqUefPmISkpCcuXL8cjjzyCuLg4TJo0CcuWLQua+BcArrvuOuzcuRPPPPMMnnnmGXAch+uuuw4bNmzAwIEDxftghBBCCCEkbIoLUnfu3CnKsjNmzMCMGTPC2s61116L7du3h10uIYQQQgiJrjbdJ5UQQgghhLRPFKQSQgghhBDFoSCVEEIIIYQoDgWphBBCCCFEcShIJYQQQgghikNBKiGEEEIIURwKUgkhhBBCiOJQkEoIIYQQQhRHcZP5t1WMMQBATU1N1MvieR61tbUwGAxQqX7d9xlUFwFUF15UDwFUFwFUFwFUFwFUF15S1oMQJwlxU3MoSBVJbW0tACAzM1PmPSGEEEIIUbba2lrEx8c3uwzHwgllSUg8z6OkpARmsxkcx0W1rJqaGmRmZuL8+fOIi4uLallKR3URQHXhRfUQQHURQHURQHURQHXhJWU9MMZQW1uL9PT0kFlbyqSKRKVSoXPnzpKWGRcX96v+UdVHdRFAdeFF9RBAdRFAdRFAdRFAdeElVT2EyqAKfr0dMAghhBBCiGJRkEoIIYQQQhSHgtQ2SK/XY+HChdDr9XLviuyoLgKoLryoHgKoLgKoLgKoLgKoLryUWg80cIoQQgghhCgOZVIJIYQQQojiUJBKCCGEEEIUh4JUQgghhBCiOBSkEkIIIYQQxaEgVWH+9re/YcqUKejTpw/UanXIp1f9/PPPGD9+PDp06ICYmBjk5eXhiy++iKhMMbYhhbfeegscxzX7r7i4OOR2ZsyY0eT6H3zwgQSfRBzdunVr8nOUl5eHvZ19+/Zh9OjRMJvNiIuLwy233IJDhw5Fb8dFVFxcjKVLlyI/Px+dOnVCTEwM+vXrhyeffBIVFRVhb6ctHRM8z2P58uXo06cPDAYDMjMzMW/ePFgsFknWV4rjx4/jueeew7Bhw5CSkgKz2YycnBwsWbIk7M8ycuTIJr/3b775JsqfQFxNfY7Y2Niwt7F161Zcd911iImJQWJiIiZOnIiioqIo7rX4nn/++WavEVqtNuQ22tpxsXTpUkycOBFZWVngOA7dunVrdnkxzvlSXTfoiVMKs3TpUlRUVGDQoEGwWCy4cOFCk8ueOnUK1113HTQaDZ566inEx8dj9erVuPnmm/Hpp59i9OjRIcsTYxtSGTFiBNavX9/g9YsXL+Kpp57CoEGDkJGREfb2GtvWkCFDWrWPUuvTpw+efvrpBq+bzeaw1t+7dy9GjhyJjIwMvPDCCwCAgoIC5OXlYc+ePRgwYICo+yu2zZs34/nnn8fYsWPx5JNPwmw2Y//+/VixYgXee+89HDhwAGlpaWFvry0cE4899hheeeUV3HHHHZg3bx6OHj2KV155BQcPHsR///vfkI8ZbO36SrF27Vq89tprGDduHKZMmQKtVosdO3bgmWeewfvvv4+9e/fCaDSG3E5ycjKWL1/e4PWsrKxo7HZU5eXlYfbs2UGvhROUAcC///1v3HXXXRg4cCBeeuklVFdXY8WKFRg+fDi++eYbpKenR2OXRTdhwgRkZ2c3eP3w4cN46aWXcNttt4W1nbZ0XCxYsACJiYm4+uqrUVVV1eyyYpzzJb1uMKIoRUVFzOPxMMYYGzt2LGvuK5o4cSJTqVTs4MGD/tdqa2tZly5dWK9evRjP8yHLE2Mbcvvzn//MALCCgoKwlp8+fXqz9dpWdO3aleXn57dqG7m5ucxsNrMLFy74X7tw4QIzm81szJgxrdzD6Dty5Ai7ePFig9dXr17NALB58+aFtZ22ckwcOXKEcRzHJkyYEPT6K6+8wgCwd955J6rrK8mBAwdYVVVVg9effvppBoC9+uqrIbeRn5/PunbtGoW9kx4ANn369Bat63Q6WXp6OuvSpQurra31v37w4EGmUqnYrFmzRNpL+cyePZsBYFu2bAm5bFs7Lk6dOuX//379+jW772Kc86W8bij/rPwr1lyQWldXx/R6PRs1alSD91544QUGgO3bt6/Z7YuxDbnxPM+ys7OZ0WhklZWVYa0jBCQ8z7Pq6mr/TUFbIwSpLpeLVVdXR7z+iRMnGAD2wAMPNHjvgQceYBzHNRoAtgU1NTUMALv55pvDWr6tHBNCAPbll18GvW6z2ZjJZGK33nprVNdvCw4fPswAsIceeijkskIw4vF4WHV1dZu4KW+KEKQ6HI6gQDMc27ZtYwDYCy+80OC9UaNGsbi4OOZ0OsXaVcnV1dWxuLg41rlzZ+Z2u0Mu35aPi+aCVDHO+VJfN9pGuw5p4PDhw3A4HLj22msbvDds2DAAwIEDB6K+Dbnt2rULJ0+exJ133omEhISI1o2Pj0d8fDyMRiPGjBmDffv2RWcno2jfvn0wmUyIj49HQkICpk+fjpKSkrDWFb7bpr5/xhi+/fZbUfdXKkI3mY4dO0a0ntKPiQMHDkClUjXogmAwGJCTkxPy99ra9duCSL/74uJixMbGIj4+HrGxsZgwYQKOHTsWzV2Mmg8++AAmkwlmsxmpqamYO3cuqqurQ64X6lxQU1OD48ePi76/UtmwYQNqamowY8YMqNXqsNZpT8eFQIxzvtTXDeqT2kYJgUhjfTCF10INIhJjG3Jbs2YNAGDmzJlhr5OWlobHHnsMgwcPRkxMDL7//nusWLECeXl52Lp1q6L64TanX79+mDlzJvr27QuXy4WdO3fizTffxPbt27F///6Qfcjaw/fflIULFwIApk+fHtbybeWYKCkpQXJycqOPLszIyMCePXvgdDqh0+misr7SeTweLF68GBqNBpMnTw65fPfu3TF8+HBcddVVUKvV2LdvHwoKCrB9+3bs3r1b8X2y6xsyZAgmTpyI7Oxs1NTUYOvWrSgoKMCuXbuwZ8+eZgdQhXsu6NevX3R2PsrWrFkDjuPwwAMPhLV8ezou6muLcQMFqVFQVVWFFStWhL38I488gsTExIjKsFqtANDoxcZgMAQtE81ttIRY9VNVVYUPP/wQ2dnZyM/PD3t7y5YtC/p7/PjxmDx5MnJycjBnzhycOHEi7G21Vmvq4pNPPgl675577sGIESMwZcoULFy4EKtXr252W3J9/40R8zfz8ssvY8OGDZg9ezZGjRoV1vaUdEw0x2q1Nvls7frfWVNBZmvXV7pHH30UhYWF+POf/4zevXuHXH7dunVBf991110YN24cRo4ciccffxzbtm2L1q6K7pdZ/2nTpuGqq67C008/jZUrVzY6wFKgpHOB2H7++Wfs3r0bN954I7p37x7WOu3puKivLcYNFKRGQVVVFRYtWhT28lOnTo04SDWZTAAAh8PR4D273R60TDS30RJi1c8///lP2Gw2PPjgg63ep549e2LSpEl46623cPz4cfTq1avV2wyH2MfK5MmT8fTTTzcIYBsj1/ffGLHq4c0338STTz6JsWPHoqCgoFX7JNcx0RyTyYTS0tJG3wvnO2vt+kr27LPPoqCgALNnz8b8+fNbvJ28vDyMGDECO3bsgM1mC2uGAKV68sknsWjRInzyySfNBqlKOheIrSWtbY1pD8dFW4wbqE9qFHTr1g3MOygtrH+NTZcRitCU21haXXgt1HRMYmyjJcSqnzVr1kCj0WDGjBmi7ReAiOYYFaNMsY+Vbt26hfUZ5Pr+GyNGPaxduxazZ8/GTTfdhA8//DDsqXdC7Rcg7THRnPT0dJSXlzd6gSguLkZycnKzWdDWrq9Uzz//PF588UXcf//9eOONN1q9vW7dusHj8aCyslKEvZOPVqv1f+fNUdK5QExutxtvv/02kpKScMcdd7R6e239uGiLcQMFqW3UgAEDoNfrUVhY2OC9vXv3AgCuueaaqG9DLocOHcJ3332HsWPHRjQPZnOEJt1IB9sozcmTJ8P6DLm5uQDQ5PfPcRwGDx4s+v5Fw9q1azFz5kyMHj0aGzdubLJJO1JKOyZyc3PB8zz2798f9LrdbsehQ4dC/l5bu74SPf/881i0aBGmT5+ON998M+QDUMJx4sQJaDSaiFu4lMZut+PChQshj99Q54K4uDhFtCREavPmzbh8+TKmTp0qyjmhrR8XYpzzJb9uiDZPABFdqHlS77rrLqZSqdihQ4f8rwlznPbs2TNo2oyqqip29OhRVlZW1uJtKMkf/vAHBoBt2rSpyWXKysrY0aNHg+ZSrKurYzabrcGy3333HdPpdKxv375R2V+xVVRUNPp6QUEBA8DmzJkT9HpjdcEYY9dccw0zm82suLjY/1pxcTEzm83sxhtvFH/Ho2DdunVMpVKxG2+8kVmt1maXbevHxOHDh5ud53T9+vX+106ePMmOHj3a4vXbgkWLFjEA7L777mt22rCSkhJ29OhRZrFY/K9VVVU1Oh3Rli1bGIA2NR1XeXl5o68/8cQTDAD7y1/+4n+tsbpwOp2sU6dODeZJPXToEFOpVOzBBx+M3s5HkXANPXz4cKPvt8fjItQ8qZGc85Vw3aAgVWE2bdrEFi9ezBYvXsx69+7NAPj//uXk1CdOnGAdOnRgqampbOnSpey1115jOTk5TK1Ws88++yxo2XXr1jEAbOHChS3ehlLYbDaWkJDA0tPTm53zbuHChQwAW7dunf+1gwcPsrS0NPb73/+evfzyy+yNN95gc+bMYXq9nhmNRvbVV19J8Alab/ny5ax///7siSeeYAUFBWzFihVs/PjxDADr0aMHKy0tDVq+sbpgjLGvv/6a6XQ6lpWVxZYvX86WL1/OsrKyWExMTNCNi1J9/PHHTKVSsYSEBLZq1Sq2fv36oH8fffRR0PLt4Zj44x//yACwO+64g61evZo9/vjjTKPRsPz8/KBArWvXro3e5Ia7vtIJN2RdunRhf//73xt8959//rl/WWEe3B07dvhf++ijj1j37t3ZI488wlasWMEKCgrYtGnTmEqlYsnJyeznn3+W4VO1zKOPPsqGDRvG5s+fz15//XX20ksvsRtuuIEBYEOHDg26eWusLhhj7P3332ccx7GcnBz22muvsaVLl7LU1FTWsWPHoEnb24ri4mKmVqvZkCFDmlymvRwXb7/9tj9OSE1NZQkJCf6/33777aBlIznnK+G6QUGqwgg/msb+NXZ39NNPP7Fx48ax+Ph4ZjQa2fDhw9m2bdsaLNdUkBrJNpTinXfeYQDYggULml2usR/YxYsX2dSpU1nv3r2Z2WxmGo2GZWZmsmnTpjXIOinZ7t272W233cYyMzOZwWBger2e9enTh/3P//xPow81aOpkwxhje/bsYaNGjWIxMTEsNjaW3XTTTezbb7+N/ocQgfC5wv3NtIdjwu12s7/+9a+sV69eTKfTsfT0dPbYY481mMC9qSA13PWVrrlzJYCgp7E1Foz89NNPbOLEif6Lq3DRffjhh9tcULZx40Z20003sfT0dKbX65nJZGIDBw5kS5YsadBK0FSQyhhjmzdvZkOHDmVGo5ElJCSwO++8k508eVKiTyGuJUuWMABs1apVTS7TXo6L/Pz8sH4HgnDP+Uq4bnCMMSZGtwFCCCGEEELEQgOnCCGEEEKI4lCQSgghhBBCFIeCVEIIIYQQojgUpBJCCCGEEMWhIJUQQgghhCgOBamEEEIIIURxKEglhBBCCCGKQ0EqIYQQQghRHApSCSGEEEKI4lCQSgghhBBCFIeCVEIIIYQQojgUpBJCCCGEEMWhIJUQQgghhCgOBamEENJOuN1uDB8+HDExMTh27FjQe6tWrQLHcXjuuedk2jtCCIkMxxhjcu8EIYQQcZw9exY5OTno2rUr9u3bB71ejx9//BG5ubkYPHgwdu7cCbVaLfduEkJISJRJJYSQdqRr165Ys2YNvv/+e8ybNw82mw133303DAYD3nnnHQpQCSFtBmVSCSGkHXr44Yfx+uuv47rrrsOePXvw4YcfYsKECXLvFiGEhI2CVEIIaYfsdjv69++PU6dOYdasWVi1apXcu0QIIRGh5n5CCGmHvv/+e5w7dw4AcOTIEbjdbpn3iBBCIkNBKiGEtDM1NTW49957kZycjCVLlqCwsBALFy6Ue7cIISQiGrl3gBBCiLhmz56Ns2fPYtu2bRg1ahQOHjyIZcuWYfTo0bjhhhvk3j1CCAkL9UklhJB2ZM2aNZg5cyYWLFiAJUuWAACqqqqQk5MDl8uFw4cPIykpSea9JISQ0ChIJYSQduLYsWMYPHgwcnJysGvXLmg0gcaywsJCjBgxArfeeis2bdok414SQkh4KEglhBBCCCGKQwOnCCGEEEKI4lCQSgghhBBCFIeCVEIIIYQQojgUpBJCCCGEEMWhIJUQQgghhCgOBamEEEIIIURxKEglhBBCCCGKQ0EqIYQQQghRHApSCSGEEEKI4lCQSgghhBBCFIeCVEIIIYQQojgUpBJCCCGEEMX5/5zG/hx9oKdcAAAAAElFTkSuQmCC",
          "text/plain": "<Figure size 700x500 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "2baa8fcce98342f69058cec0b22c6f4a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "DropdownModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "DropdownModel",
       "_options_labels": [
        "comparaison",
        "exact",
        "approx"
       ],
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "DropdownView",
       "description": "Afficher:",
       "description_allow_html": false,
       "disabled": false,
       "index": 0,
       "layout": "IPY_MODEL_42415f47c22e4ca9b4502cdc5d323325",
       "style": "IPY_MODEL_5d1efb4cfc3c4c28a53f6d8cb7f3b160",
       "tabbable": null,
       "tooltip": null
      }
     },
     "40ec2479b7774cbcb5b51f2c98bbc022": {
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