diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index c7740e3a997ebc2575bb1827d8a8e55a069cb71f..9e0f12e6f0fdbd44b2af3df328c9eafe3d00a964 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -343,7 +343,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -355,21 +355,90 @@
     "        mot = \"\"\n",
     "        while (k < n) and not (s[k] in lettres) :\n",
     "            k +=1\n",
-    "        mot += s[k]\n",
-    "        k+=1\n",
-    "        while (k < n) and (s[k] in lettres) :\n",
+    "        if k <n :\n",
     "            mot += s[k]\n",
-    "            k +=1\n",
-    "        k+=1\n",
-    "        liste_mots.append(mot)\n",
+    "            k+=1\n",
+    "            while (k < n) and (s[k] in lettres) :\n",
+    "                mot += s[k]\n",
+    "                k +=1\n",
+    "            k+=1\n",
+    "            liste_mots.append(mot)\n",
     "    return liste_mots"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Hé',\n",
+       " 'quoi',\n",
+       " 'charmante',\n",
+       " 'Élise',\n",
+       " 'vous',\n",
+       " 'devenez',\n",
+       " 'mélancolique',\n",
+       " 'après',\n",
+       " 'les',\n",
+       " 'obligeantes',\n",
+       " 'assurances',\n",
+       " 'que',\n",
+       " 'vous',\n",
+       " 'avez',\n",
+       " 'eu',\n",
+       " 'la',\n",
+       " 'bonté',\n",
+       " 'de',\n",
+       " 'me',\n",
+       " 'donner',\n",
+       " 'de',\n",
+       " 'votre',\n",
+       " 'foi',\n",
+       " 'Je',\n",
+       " 'vous',\n",
+       " 'vois',\n",
+       " 'soupirer',\n",
+       " 'hélas',\n",
+       " 'au',\n",
+       " 'milieu',\n",
+       " 'de',\n",
+       " 'ma',\n",
+       " 'joie',\n",
+       " 'Est',\n",
+       " 'ce',\n",
+       " 'du',\n",
+       " 'regret',\n",
+       " 'dites',\n",
+       " 'moi',\n",
+       " 'de',\n",
+       " 'm',\n",
+       " 'avoir',\n",
+       " 'fait',\n",
+       " 'heureux',\n",
+       " 'et',\n",
+       " 'vous',\n",
+       " 'repentez',\n",
+       " 'vous',\n",
+       " 'de',\n",
+       " 'cet',\n",
+       " 'engagement',\n",
+       " 'où',\n",
+       " 'mes',\n",
+       " 'feux',\n",
+       " 'ont',\n",
+       " 'pu',\n",
+       " 'vous',\n",
+       " 'contraindre']"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "split_string(lignes[48])"
    ]
@@ -419,7 +488,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -441,7 +510,7 @@
     "    if l in persos :\n",
     "        Nombre_repliques[l] += 1\n",
     "        dico_scènes[scène_courante][l] += 1\n",
-    "        Nombre_mots[l] += len(lignes[k+1].split()) #problème ponctuation\n",
+    "        Nombre_mots[l] += len(split_string(lignes[k+1])) #problème ponctuation\n",
     "        if not (acte_courant in Nombre_actes[l]) :\n",
     "            Nombre_actes[l].append(acte_courant)\n",
     "dico_acte[acte_courant] = dico_scènes"
@@ -449,29 +518,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "{'    DAME CLAUDE.\\n': 0,\n",
-       " '    BRINDAVOINE.\\n': 38,\n",
-       " '    LA MERLUCHE.\\n': 49,\n",
-       " '    MAÎTRE SIMON.\\n': 186,\n",
-       " '    LE COMMISSAIRE.\\n': 281,\n",
-       " '    ANSELME.\\n': 488,\n",
-       " '    MARIANE.\\n': 854,\n",
-       " '    ÉLISE.\\n': 893,\n",
-       " '    MAÎTRE JACQUES.\\n': 1341,\n",
-       " '    LA FLÈCHE.\\n': 1419,\n",
-       " '    FROSINE.\\n': 2033,\n",
-       " '    VALÈRE.\\n': 2532,\n",
-       " '    CLÉANTE.\\n': 3172,\n",
-       " '    HARPAGON.\\n': 5179}"
+       " '    BRINDAVOINE.\\n': 81,\n",
+       " '    LA MERLUCHE.\\n': 103,\n",
+       " '    MAÎTRE SIMON.\\n': 383,\n",
+       " '    LE COMMISSAIRE.\\n': 575,\n",
+       " '    ANSELME.\\n': 1005,\n",
+       " '    MARIANE.\\n': 1748,\n",
+       " '    ÉLISE.\\n': 1820,\n",
+       " '    MAÎTRE JACQUES.\\n': 2767,\n",
+       " '    LA FLÈCHE.\\n': 2922,\n",
+       " '    FROSINE.\\n': 4177,\n",
+       " '    VALÈRE.\\n': 5205,\n",
+       " '    CLÉANTE.\\n': 6501,\n",
+       " '    HARPAGON.\\n': 10649}"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -482,29 +551,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "{'    DAME CLAUDE.\\n': 0,\n",
-       " '    BRINDAVOINE.\\n': 3,\n",
-       " '    MAÎTRE SIMON.\\n': 5,\n",
-       " '    LA MERLUCHE.\\n': 5,\n",
-       " '    LE COMMISSAIRE.\\n': 17,\n",
-       " '    ANSELME.\\n': 20,\n",
-       " '    MARIANE.\\n': 27,\n",
-       " '    ÉLISE.\\n': 50,\n",
-       " '    FROSINE.\\n': 59,\n",
-       " '    LA FLÈCHE.\\n': 64,\n",
-       " '    MAÎTRE JACQUES.\\n': 83,\n",
-       " '    VALÈRE.\\n': 99,\n",
-       " '    CLÉANTE.\\n': 160,\n",
-       " '    HARPAGON.\\n': 344}"
+       " '    BRINDAVOINE.\\n': 6,\n",
+       " '    MAÎTRE SIMON.\\n': 10,\n",
+       " '    LA MERLUCHE.\\n': 10,\n",
+       " '    LE COMMISSAIRE.\\n': 34,\n",
+       " '    ANSELME.\\n': 40,\n",
+       " '    MARIANE.\\n': 54,\n",
+       " '    ÉLISE.\\n': 100,\n",
+       " '    FROSINE.\\n': 118,\n",
+       " '    LA FLÈCHE.\\n': 128,\n",
+       " '    MAÎTRE JACQUES.\\n': 166,\n",
+       " '    VALÈRE.\\n': 198,\n",
+       " '    CLÉANTE.\\n': 320,\n",
+       " '    HARPAGON.\\n': 688}"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -515,12 +584,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 221,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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7duxIk6Rt27alrV27tkX37t2j/qoRlk0BAMAxr+qet6rPF1544Wc///nPyyTp8ssv75WRkREkacCAATtvvvnmTVXtFi1a1Oq73/3uyenp6SGE4Ouvv37z0KFDd61cubJ51T1vVW2vu+66zZMmTdp4NK/rcBDeAABAg7Rvnrkv2V8VUl+b8vLyJTVtf+utt1bWtH3kyJE7JOm+++775L777vvk4P15eXl7d+/evbShtR4LCG8AAKBB6vtONjQu7nkDAACICOENAAAgIoQ3AACAiBDeAADAl8q0adOO/9a3vpWd6joOV9IfWLB9saRPQgjczAgAAI45Y8aM+XTnzp1pu3fvdmZmZkh1PQ1V78yb7Xtsl9hebnuZ7TPrOeQNSXfY7pmcEiXbQ2wvtb3P9hXJ6hcAABz7Bg8enDd79uy21bdNnjy503XXXXeyJP3kJz/p1KJFiwFbtmxJr9o/b968NsOGDfurLDJ48OC83Nzcvo8++uiJZ5xxxmmXXHJJD0m6/fbbu3bq1On0/Pz83qecckqfJ598MqvqmNGjR+dmZ2f3q3oHav/+/fMb72rrV+fMm+2zJY2UNCCEsMd2B0nN6zomhLBL0pjklShJ+lDSjZK+l+R+AQBAA/VaPaBga8WnSVu9y0o7ft+feyytdcXua1/72pYZM2ZkjR49envVttmzZ2c98MAD6yRp1qxZJ/Tt2/fz55577vjvfOc7W+o737Rp01YPGTJk18Hbx48f/8nkyZM/WbFiRYuzzz6794033ritRYsWQZKmTJmy7qabbtp2eFeYXPXNvHWRtDmEsEeSQgibQwjrJcn2INtv2i62/ZbtNrbTbT9oe5HtFbbHJdpeYHu+7Vm2S20/Z9uJfQNtL7C9xPYrtrscXEQIYU0IYbmkiqRePQAAaLBkBrdD6e/666/f9vrrr7f74osvLEkrV65svnHjxmYXX3zxzpKSkha7du1Kmzx5ctmvfvWrrLr6OVT9+vXbk5mZWbF58+b0+lsfffWFt1cl5dh+3/bPbQ+VJNvNJc2UdGsIoUDScElfSPqGpO0hhEGSBkkaZ7tHoq/+km6T1FtSD0nn2m4m6TFJV4QQBkp6VtL9Sb1CAAAQtRNPPLG8oKDg89mzZ7eTpKlTp2YVFRVtS0tL09SpU7NGjRq19ZJLLtn5wQcfZJaVldUbLMeMGdOjagl03LhxJx28/4033mjVrVu33dnZ2fvf/DBp0qSTqo4pKirqntwrbJg6LzCEsNP2QEnnSxomaabtuyQtkfRxCGFRot12af/DCt1tX5Toorkqg9o+SW+FENYl2i2TlCvpU0l9Jf02MRGXLunjw70Y22MljZWktA7HH243AADgGHPllVdunTlzZvvrrrvu0zlz5mQ988wzayTphRdeyJozZ86q9PR0jRgxYtu0adPaT5w4cVNdfdW2bPrEE090njZtWsd169Y1nz179p+r74tp2VQhhPIQwvwQwo8kTZA0WpIl1fR0hiXdE0K4IPHTN4TwWmLfnmrtylUZHC2pJIRwRuKnXwjh4sO9mBDCUyGEwhBCYVqb4w63GwAAcIy59tprP/3jH//Y9o033mi1e/futPPOO2/XwoULW65du7bFJZdccmp2dna/uXPnZs2aNeuwl07Hjx//yZo1a97513/919V///d/333Xrl1O5jUkS53hzXae7V7VNp0haa2kUkldbQ9KtGtjO0PSK5LGJ5ZDq46vK0WtlNQx8WCEbDez3efwLwcAADRF7dq1qzjrrLN2fPOb38wdNWrUVkmaNm1a1h133LG+rKxsRVlZ2YqNGzcu37BhQ/P333+/zocr63PDDTd82q9fv88ff/zxE5JTfXLVN/PWWtJU2+/aXq7K+9V+HELYK+kqSY/ZLpb0W0mZkp6R9K6kpbbfkfSE6liaTfRzhaQHEv0sk3TOwe0SD0esk/Q1SU/aLmngdQIAgMhdffXVW1euXNny+uuv3ypJL774YtaVV175afU2I0aM2DZ16tQsSfrTn/7UtnPnzqdX/bz22mvHSQfe83bOOeecWtO5fvzjH3/8+OOPn1heXi7pwHve8vPze+/evTtls3IOIbrvpjskzXqcFNpPuSXVZah88JOpLkGStKXn6lSXAABoRLaXhBAKG6Pv4uLiNQUFBZurPh/trwr5MiouLu5QUFCQW9O+pL9hAQAANG0ErdTi3aYAAAARIbwBAABEhPAGAAAQEcIbAABANbt37/a5557ba82aNc1SXUtNCG8AAADVZGZmhmeffXZtcXFxZqprqQnhDQAAHPNatWrVv7Z9eXl5vS+99NJa3zd6++23d+3UqdPpVd/R9u1vfztbkgYPHpz3hz/8oVX1tvPmzWvTpk2bMy677LKed955Z05+fn7vF198sY0kffjhhxkjR47skZOT0/eUU07pM3To0J7Lly9vsXLlyua9evXqc/A5f/jDH3aWpNGjR+dmZ2f3qzp///79849kLPiqEAAA0CAl8/67oHzvvqRliPTmGfv6jDz/sL5+ZOnSpZkhBC1cuLDN9u3b09q2bVtRU7vx48d/Mnny5E8Opc/CwsKdv//971dV31ZRUaGioqKe11xzzZZ58+atlqQ333yz5fr165t17959b319JvPdqMy8AQCABklmcDvS/qZOnZp15ZVXbhkyZMj2GTNmHJ/MuqqbN29em4yMjPCDH/xg/0vvzznnnC8uueSSnY11ztoQ3gAAQLReeumlrDFjxmy75pprts6cObPWl9I/8cQTnauWLWfPnt22rj4XL17cuvqrsEpKSlosX768ZUFBwa7ajvnoo49aVD9m2rRpHavvr/56raKiolqXeA8Fy6YAACBKCxYsaJWVlbXv1FNP3dujR4+93/rWt3I3bdqU3rFjx/KD2x7psukLL7xQ5zE5OTl7SktL3636fPvtt3etvp9lUwAA8KU3ffr0rNWrV2dmZ2f369atW7/PP/88ffr06e0b41z9+vX7ori4uFX9LRsf4Q0AAESnvLxc8+bNy3r77bdLysrKVpSVla2YMWPGqueff77WpdMjcemll+7Yu3evH3744Q5V2xYsWNDq17/+devGOF9dCG8AAOCYt3v37rTOnTufXvVz3333de7cufPe7t27/6WqzYgRI3asWrUqc+3atYf85bqXX355r6o+R4wY0UP663vefvnLX7ZPS0vT3Llz//f1119vm5OT07dnz559fvSjH3U9+eST/1LfOaQD73nLz8/vvXv3bjd8FCo5hHC4xx7TmvU4KbSfckuqy1D54CdTXYIkaUvP1akuAQDQiGwvCSEUNkbfxcXFawoKCjZXfT6WviqkqSouLu5QUFCQW9M+HlgAAAANQtBKLZZNAQAAIkJ4AwAAiAjhDQAA1KeioqLisG+wR8MkxrrG13xJhDcAAFC/dzZt2tSOANf4KioqvGnTpnaS3qmtDQ8sAACAOu3bt++bGzZseGbDhg19xcRPY6uQ9M6+ffu+WVsDwhsAAKjTwIEDN0oqSnUdqER6BgAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAiDiGkuoZGUVhYGBYvXpzqMgAAOCpsLwkhFKa6DjQ+Zt4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIhmpLqCxbPnkbU37WdtUl3FIvtfpnlSXUKON19yZ6hIAAMBBmHkDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiCQ9vNm+2HZBsvsFAADAIYQ32/fYLrG93PYy22fWc8gbku6w3TM5JUq2b7f9bqKG1213S1bfAAAAMcmoa6ftsyWNlDQghLDHdgdJzes6JoSwS9KY5JUoSXpbUmEIYZftb0n6J0lXJfkcAAAAx7z6Zt66SNocQtgjSSGEzSGE9ZJke5DtN20X237Ldhvb6bYftL3I9grb4xJtL7A93/Ys26W2n7PtxL6BthfYXmL7FdtdDi4ihPD7RCiUpP+RdFKyBgAAACAm9YW3VyXl2H7f9s9tD5Uk280lzZR0awihQNJwSV9I+oak7SGEQZIGSRpnu0eir/6SbpPUW1IPSefabibpMUlXhBAGSnpW0v311PQNSb9p4HUCAAA0CXUum4YQdtoeKOl8ScMkzbR9l6Qlkj4OISxKtNsuVT6sIKm77YsSXTRXZVDbJ+mtEMK6RLtlknIlfSqpr6TfJibi0iV9XFs9tq+TVChpaC37x0oaK0kntHc9lw4AABCfOsObJIUQyiXNlzTf9gpJN0haKinU0NyS7gkhvHzARvsCSXuqbSpPnNuSSkIIZ9dXh+3hku6RNLRqGbeGWp+S9JQkdc9Jr6k+AACAqNW5bGo7z3avapvOkLRWUqmkrrYHJdq1sZ0h6RVJ4xPLoVXHH1fHKVZK6ph4MEK2m9nuU0Md/SU9KakohLDx0C8PAACgaalv5q21pMdsH6/Kpc9VksaGEPbaviqxr6Uq73cbLukZVS6HLk08kLBJ0ldr6zzRzxWSHrXdLlHPzySVHNT0wUQtzyeWVz8MIRQ16EoBAACagPrueVsi6Zxa9i2SdFYNu+5O/FQ3P/FTdeyEan9eJmlIPXUMr2s/AADAlwWvxwIAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAi4hBCqmtoFIWFhWHx4sWpLgMAgKPC9pIQQmGq60DjY+YNAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIpKR6gIay2dlO/SbSfNTXQYilj0gpLoEHMNOHzUs1SUA+JJi5g0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACISNLDm+2LbRcku18AAAAcQnizfY/tEtvLbS+zfWY9h7wh6Q7bPZNTomR7vO0VifO/Ybt3svoGAACISUZdO22fLWmkpAEhhD22O0hqXtcxIYRdksYkr0RJ0n+EEJ5I1FQk6Z8lXZLkcwAAABzz6pt56yJpcwhhjySFEDaHENZLku1Btt+0XWz7LdttbKfbftD2osRM2bhE2wtsz7c9y3ap7edsO7FvoO0FtpfYfsV2l4OLCCFsr/bxOEkhGRcPAAAQmzpn3iS9KumHtt+X9JqkmSGEBbabS5op6aoQwiLbbSV9IekbkraHEAbZzpT0pu3fJvrqL6mPpPWS/ijpXNsLJT0m6bIQwibbV0m6X9LfHVyI7Zsl3a7Kmb8LayrW9lhJYyWpU9vOhzwIAAAAsagzvIUQdtoeKOl8ScMkzbR9l6Qlkj4OISxKtNsuVT6sIKm77YsSXTSX1EPSPklvhRDWJdotk5Qr6VNJfSX9NjERly7p41pqeVzS47avkTRJ0g01tHlK0lOS1KtLHrNzAACgyalv5k0hhHJJ8yXNt71ClaFpqWpeurSke0IILx+w0b5A0p5qm8oT57bY+yn8AAAPHElEQVSkkhDC2Q2o+T8l/aIB7QEAAJqMOu95s51nu1e1TWdIWiupVFJX24MS7drYzpD0iqTxtptVO/64Ok6xUlLHxIMRst3Mdp8a6qhew1ck/bn+SwMAAGh66pt5ay3pMdvHq3Lpc5WksSGEvYn70x6z3VKV97sNl/SMKpdDlyYeSNgk6au1dZ7o5wpJj9pul6jnZ5JKDmo6wfZwSX+RtE01LJkCAAB8GTiEpnlrWK8ueeHRbzyZ6jIQsewBTfPfDSTH6aOGpboE4AC2l4QQClNdBxofr8cCAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiGSkuoDG0i67jUZMuSDVZQAAACQVM28AAAARIbwBAABEhPAGAAAQEcIbAABARAhvAAAAESG8AQAARITwBgAAEBHCGwAAQEQIbwAAABEhvAEAAESE8AYAABARwhsAAEBECG8AAAARIbwBAABEhPAGAAAQEcIbAABARDJSXUBj+axsh34zaX6qywC+tDZ1KEp1CTiKvtfpnlSXAHxpMPMGAAAQEcIbAABARAhvAAAAESG8AQAARITwBgAAEBHCGwAAQEQIbwAAABEhvAEAAESE8AYAABARwhsAAEBECG8AAAARIbwBAABEhPAGAAAQEcIbAABARAhvAAAAESG8AQAARITwBgAAEBHCGwAAQEQIbwAAABEhvAEAAESE8AYAABARwhsAAEBECG8AAAARIbwBAABEhPAGAAAQEcIbAABARAhvAAAAEUl6eLN9se2CZPcLAACAQwhvtu+xXWJ7ue1lts+s55A3JN1hu2dySjyglitsB9uFye4bAAAgBhl17bR9tqSRkgaEEPbY7iCpeV3HhBB2SRqTvBL319JG0nckLUx23wAAALGob+ati6TNIYQ9khRC2BxCWC9JtgfZftN2se23bLexnW77QduLbK+wPS7R9gLb823Psl1q+znbTuwbaHuB7SW2X7HdpZZa7pP0T5J2J+XKAQAAIlRfeHtVUo7t923/3PZQSbLdXNJMSbeGEAokDZf0haRvSNoeQhgkaZCkcbZ7JPrqL+k2Sb0l9ZB0ru1mkh6TdEUIYaCkZyXdf3ARtvtLygkhzDuyywUAAIhbncumIYSdtgdKOl/SMEkzbd8laYmkj0MIixLttkuVDytI6m77okQXzVUZ1PZJeiuEsC7RbpmkXEmfSuor6beJibh0SR9Xr8F2mqT/J+nG+i7G9lhJYyWpU9vO9TUHAACITp3hTZJCCOWS5kuab3uFpBskLZUUamhuSfeEEF4+YKN9gaQ91TaVJ85tSSUhhLPrKKGNKgPe/ETAO1HSXNtFIYTFB9X6lKSnJKlXl7ya6gMAAIhancumtvNs96q26QxJayWVSupqe1CiXRvbGZJekTQ+sRxadfxxdZxipaSOiQcjZLuZ7T7VG4QQPgshdAgh5IYQciX9j6S/Cm4AAABfBvXNvLWW9Jjt41W59LlK0tgQwl7bVyX2tVTl/W7DJT2jyuXQpYkHEjZJ+mptnSf6uULSo7bbJer5maSSI7ssAACApqm+e96WSDqnln2LJJ1Vw667Ez/VzU/8VB07odqfl0kackjVVra/4FDbAgAANDW8HgsAACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACIiEMIqa6hURQWFobFixenugwAAI4K20tCCIWprgONj5k3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiEhGqgtoLJ+V7dBvJs1PdRlNyg29Fx5xH+WDn0xCJWioLT1Xp7oEAECSMPMGAAAQEcIbAABARAhvAAAAESG8AQAARITwBgAAEBHCGwAAQEQIbwAAABEhvAEAAESE8AYAABARwhsAAEBECG8AAAARIbwBAABEhPAGAAAQEcIbAABARAhvAAAAESG8AQAARITwBgAAEBHCGwAAQEQIbwAAABEhvAEAAESE8AYAABARwhsAAEBECG8AAAARIbwBAABEhPAGAAAQEcIbAABARAhvAAAAEUl6eLN9se2CZPcLAACAQwhvtu+xXWJ7ue1lts+s55A3JN1hu2dySpRs32h7U+L8y2x/M1l9AwAAxCSjrp22z5Y0UtKAEMIe2x0kNa/rmBDCLkljklfifjNDCBMaoV8AAIBo1Dfz1kXS5hDCHkkKIWwOIayXJNuDbL9pu9j2W7bb2E63/aDtRbZX2B6XaHuB7fm2Z9kutf2cbSf2DbS9wPYS26/Y7tKYFwwAABCz+sLbq5JybL9v++e2h0qS7eaSZkq6NYRQIGm4pC8kfUPS9hDCIEmDJI2z3SPRV39Jt0nqLamHpHNtN5P0mKQrQggDJT0r6f5aahmdWLqdZTvncC8YAAAgZnUum4YQdtoeKOl8ScMkzbR9l6Qlkj4OISxKtNsuVT6sIKm77YsSXTRXZVDbJ+mtEMK6RLtlknIlfSqpr6TfJibi0iV9XEMp/yVpRmLpdrykqZIuPLiR7bGSxkpSp7adD3EIAAAA4lFneJOkEEK5pPmS5tteIekGSUslhRqaW9I9IYSXD9hoXyBpT7VN5YlzW1JJCOHsemrYUu3j05IeqKXdU5KekqReXfJqqg8AACBqdS6b2s6z3avapjMkrZVUKqmr7UGJdm1sZ0h6RdL4xHJo1fHH1XGKlZI6Jh6MkO1mtvvUUEf1++CKJL1X/6UBAAA0PfXNvLWW9Jjt41W59LlK0tgQwl7bVyX2tVTl/W7DJT2jyuXQpYkHEjZJ+mptnSf6uULSo7bbJer5maSSg5p+x3ZRooatkm5s0FUCAAA0EQ6haa4u9uqSFx79xpOpLqNJuaH3wiPuo3ww/5+kwpaeq1NdAoBGZntJCKEw1XWg8fF6LAAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAiDiGkuoZGUVhYGBYvXpzqMgAAOCpsLwkhFKa6DjQ+Zt4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACJCeAMAAIgI4Q0AACAihDcAAICIEN4AAAAiQngDAACICOENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICIOIaS6hkZhe4eklamuo4npIGlzqotoYhjT5GNMk48xTb7GGNNuIYSOSe4Tx6CMVBfQiFaGEApTXURTYnsxY5pcjGnyMabJx5gmH2OKI8GyKQAAQEQIbwAAABFpyuHtqVQX0AQxpsnHmCYfY5p8jGnyMaY4bE32gQUAAICmqCnPvAEAADQ5TTK82b7E9krbq2zflep6YmM7x/bvbb9nu8T2rYntWbZ/a/vPif9tn+paY2M73fbbtuclPjOmR8j28bZn2S5N/DN7NuN6+Gx/N/Hv/Tu2Z9jOZDwbzvaztjfafqfatlrH0fbExO+slbb/JjVVIxZNLrzZTpf0uKQRknpL+rrt3qmtKjr7JN0RQjhN0lmSbk6M4V2SXg8h9JL0euIzGuZWSe9V+8yYHrlHJL0cQsiXVKDK8WVcD4PtbEnfkVQYQugrKV3S1WI8D8e/SbrkoG01jmPi79erJfVJHPPzxO8yoEZNLrxJGixpVQhhdQhhr6T/lHRZimuKSgjh4xDC0sSfd6jyl2G2KsdxaqLZVElfTU2FcbJ9kqSvSHqm2mbG9AjYbitpiKR/laQQwt4QwqdiXI9EhqSWtjMktZK0Xoxng4UQ/iBp60GbaxvHyyT9ZwhhTwjhA0mrVPm7DKhRUwxv2ZI+qvZ5XWIbDoPtXEn9JS2U1DmE8LFUGfAkdUpdZVH6maQfSKqoto0xPTI9JG2S9MvEcvQzto8T43pYQghlkh6S9KGkjyV9FkJ4VYxnstQ2jvzeQoM0xfDmGrbxSO1hsN1a0mxJt4UQtqe6npjZHilpYwhhSapraWIyJA2Q9IsQQn9Jn4slvcOWuAfrMkndJXWVdJzt61Jb1ZcCv7fQIE0xvK2TlFPt80mqnPZHA9hupsrg9lwIYU5i8ye2uyT2d5G0MVX1RehcSUW216hyKf9C2/8uxvRIrZO0LoSwMPF5lirDHON6eIZL+iCEsCmE8BdJcySdI8YzWWobR35voUGaYnhbJKmX7e62m6vyJtC5Ka4pKratynuI3gsh/HO1XXMl3ZD48w2SXjratcUqhDAxhHBSCCFXlf9M/i6EcJ0Y0yMSQtgg6SPbeYlNF0l6V4zr4fpQ0lm2WyX+HrhIlfe8Mp7JUds4zpV0te0WtrtL6iXprRTUh0g0yS/ptf23qry/KF3SsyGE+1NcUlRsnyfpvyWt0P/dn3W3Ku97+5Wkk1X5l/zXQggH35CLeti+QNL3QggjbZ8gxvSI2D5DlQ+BNJe0WtJNqvwPU8b1MNj+iaSrVPnU+duSvimptRjPBrE9Q9IFkjpI+kTSjyS9qFrG0fY9kv5OleN+WwjhNykoG5FokuENAACgqWqKy6YAAABNFuENAAAgIoQ3AACAiBDeAAAAIkJ4AwAAiAjhDQAAICKENwAAgIgQ3gAAACLy/wEQTOPp0IDo9AAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 576x576 with 1 Axes>"
       ]
@@ -532,7 +601,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x576 with 1 Axes>"
       ]
@@ -544,7 +613,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x576 with 1 Axes>"
       ]
@@ -556,7 +625,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x576 with 1 Axes>"
       ]
@@ -568,7 +637,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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4o8m+fftCJKmkpCRk06ZN4UlJSTxe5wSx9AwAABq8wDWKge9DhgzZ84c//KFAkq6++uqUsLAwJ0m9e/cuveuuu3YG+i1fvjzq3nvvbR8aGuqcczZ69OiiQYMGleXn5zcOXKMY6HvTTTcVTZkyZcd3eV4NXZ0HRTMbJmm7c67G29wBAMCZKaZxRHldPx6ntj4VFRUrvbZ/+umn+V7br7zyyn2S9Otf/3r7r3/96+3V27t06XL44MGDq0621nNNrf/IZvaQpBskVUiqlHSHc25ZDbt8KOk5M5vmnFtfF0Wa2cWS/ltSD0nXOefm18W4AADg5NX2zEOcPWoMimY2QNKVkno75w6ZWUtJNb5f0TlXJmlM3ZUoSfpa0i2S/rOOxwUAAMBx1HYzS1tJRc65Q5LknCtyzm2VJDPrZ2Yfm1mOmX1qZk3MLNTMZpjZcjPLNbM7/H0vMbOlZjbfzPLM7BUzM39bHzP7wMxWmtk7Zta2ehHOuY3Ouc9VNaMJAACA70BtQfFdSQlmts7M/mBmgyTJzBpLmivpHudcuqShkg5Iuk3SXudcP0n9JN1hZh39Y/WS9AtJqZI6SvqemTWS9JSka5xzfSS9JOnROj1DAAAAnJIal56dc6Vm1kfS9yUNljTXzCZLWilpm3Nuub/fXunojSxJZnapf4jGqgqF5ZI+dc5t8ff7TFKipN2Sukn6m3+CMVTStlM9GTMbK2msJLVuGneqwwAAgLNYVlZW808++eS8Z599tqC+a2noar2ZxTlXIWmppKVmlivpZkmrJDmP7ibpIefc28dsNLtE0qGgTRX+Y5ukNc65AadSvEetz0t6XpJS2nbxqg8AAJzjxowZs7u0tDTk4MGDFhERQV6oQY1Lz2bWxcxSgjb1lLRJUp6kdmbWz9+viZmFSXpH0jj/knJg//NqOES+pFb+m2ZkZo3MLO3UTwcAAJxtLrjggi4LFixoGrxt2rRprW+66ab2kvSrX/2qdXh4eO9du3aFBtqXLFnSZPDgwZ28xkpMTOw2a9asNj179ux6+eWXd5SkCRMmtGvdunUPn8+XmpycnDZ79uzYwD4ZGRmJ8fHx3QPvhO7Vq5fv9J1tw1LbjGK0pKfMrLmqlo/XSxrrnDtsZj/2t0Wq6vrEoZJeVNWS8ir/zSo7JV11vMH941wjaZaZNfPX89+S1gT38wfShZJiJI0ws1855wiUAADUg5SveqcXV+6us+coxoY0L/+y46rjPnLnRz/60a45c+bEZmRk7A1sW7BgQewTTzyxRZLmz5/folu3bvtfeeWV5j//+c931Xa8rKysry6++OKy6tvHjRu3fdq0adtzc3PDBwwYkHrLLbeUhIeHO0maPn36lltvvbXk1M7wzFXbNYorJV10nLblki70aHrQ/wm21P8J7Ds+6O/PJF1cSx3LJZ1fUx8AAPDdqMuQeCLjjR49uuSxxx6LP3DggEVGRrr8/PzGO3bsaDRs2LDSNWvWhJeVlYX85je/2fz444+3PZGgWJvu3bsfioiIqCwqKgqNj4+v9WHgZzPe9QwAABq0Nm3aVKSnp+9fsGBBM0nKzMyMHTlyZElISIgyMzNjR40aVXz55ZeXbtiwIaKgoKDWEDtmzJiOgWXkO+644xsTUR9++GFUhw4dDgaHxClTppwf2GfkyJFJdXuGDRfvegYAAA3etddeWzx37tyYm266affrr78e++KLL26UpIULF8a+/vrr60NDQzV8+PCSrKysmAceeGBnTWMdb+n5ueeei8vKymq1ZcuWxgsWLPgyuO1cXXpmRhEAADR4N9544+6PPvqo6Ycffhh18ODBkIEDB5YtW7YsctOmTeGXX3555/j4+O5vvPFG7Pz582NrH83buHHjtm/cuHH1H//4x69uv/32pLKyMqvLczgTERQBAECD16xZs8oLL7xw309/+tPEUaNGFUtSVlZW7MSJE7cWFBTkFhQU5O7YsePzwsLCxuvWravxdcO1ufnmm3d37959/zPPPNOibqo/cxEUAQDAGeG6664rzs/Pjxw9enSxJC1atCj22muv3R3cZ/jw4SWZmZmxkvTJJ580jYuL6xH4/P3vfz9POvYaxYsuuqiz17EeeeSRbc8880ybiooKScdeo+jz+VIPHjx4Tsw2mnNn53MmU9p2cbNum13fZZyQ4bOfre8S6s7OufVdAQCck8xspXOu7+kYOycnZ2N6enpR4Pt3/XgcnH45OTkt09PTE6tv52YWAABwUgh15w6WngEAAOCJoAgAAABPBEUAAAB4IigCAADAE0ERAAAAngiKAACgwTOzPlddddXRdywfOXJEMTEx6YMHD+4U3O/SSy9N7tmzpy9424QJE9q1bt26h8/nS01OTk6bPXv20be3ZGRkJL788ssxge9bt24NCwsL6z1jxoyWwWPEx8d3/4//+I/kwPeXX345JiMjI1GSZs2a1SImJiY9+DmLK1eujKizk69HPB4HAACclOHP703fc7DuMkSzCJW/NbZpjY/ciYyMrMzPz48sLS216Ohot3DhwqZxcXFHgvsUFRWFrlmz5ryoqKiKvLy8xj6f73Cgbdy4cdunTZu2PTc3N3zAgAGpt9xyS0l4ePg3HiadlZUVk56evn/evHkt7rvvvqLgttzc3KgVK1ZE9O3b92D1/UaMGFGSlZX19cmffcPGjCIAADgpdRkST2a8Sy+9dM+8efOaS9KcOXNiMzIyioPbs7OzY4YOHbr76quvLg68naW67t27H4qIiKgsKioK9WqfN29e7MyZMzcXFhY22rBhQ6Pgtrvuumv7tGnT2p7YWZ0dCIoAAOCMMHr06OK5c+fGlJWV2RdffBE1YMCA/cHt8+bNi73pppuKb7755uIFCxZ4BsUPP/wwqkOHDgfj4+PLq7etX7++UVFRUaPBgweXjRw5sqR62BwzZkzx6tWro1avXh1efd8333wzJnjpubS09Kx4xR9BEQAAnBH69+9/YMuWLeEvvPBC7NChQ/cEt23evDls06ZN4cOGDSvt0aPHobCwMLd8+fKj1wk+99xzcYmJid0uueQS38MPP7zVa/zMzMzYkSNHlkhVoXT+/PnHBMWwsDD9/Oc/L5w2bVqb6vuOGDGiJC8vb23gEx0dfVa8I5mgCAAAzhiXX3757l/+8pcJY8aMOWbZOTMzM3bv3r2hCQkJ3ePj47sXFBSEZ2dnHw1648aN275x48bVf/zjH7+6/fbbk8rKyr4x47dgwYLYuXPntoiPj+8+atSoTvn5+ZG5ubnHzB7eeeedxcuWLWuyadOmxqfvLBsOgiIAADhj3HnnnUUTJ07cesEFFxwI3j5//vzYhQsXfllQUJBbUFCQu2zZsrWLFi36xvLzzTffvLt79+77n3nmmRbB23NycsLLyspCd+zY8XlgjPHjxxdmZWUdM0Z4eLi78847t8+ePbv16TnDhoWgCAAAzhjJyclHpk6duiN4W35+fuOtW7c2HjJkyNFrFn0+3+Ho6OiK999//7zqYzzyyCPbnnnmmTYVFRVHt2VmZra44oorSoL7XXfddSWvv/76N8LmPffcU1RRUXHMjGT1axT/9re/feO4ZyJz7qxYQv+GlLZd3KzbZtd3GSdk+Oxn67uEurNzbn1XAADnJDNb6ZzrezrGzsnJ2Zienn70UTH18XgcnF45OTkt09PTE6tv5zmKAADgpBDqzh1nbVBsFt9Ew6dfUt9lnJgzpU4AAHBO4RpFAAAAeCIoAgAAwBNBEQAAAJ4IigAAAPBEUAQAAGeErKys5mbW51//+leEVPX8RDPr8+ijjx59+PWYMWPaz5o1q4Ukvffee+f16NHD5/P5Ujt27Jg2YcKEdpI0a9asFjExMenBzz1cuXJlRH5+fuOUlJS06sfNyMhIjIyM7FVSUnI0N916660JZtZn27ZtYZIUGhraJ3i8Bx988Buv+TsTnbV3PQMAgNOj5/J/pu8uL6+zDNE8LKz8s34X1/rInddeey22d+/epdnZ2bG9evXaKkmxsbHls2fPbj1x4sSdERERxzwc+rbbbkuaM2fOvwcMGHCgvLxcOTk5R9/9PGLEiJKsrKyvg/vn5+cf97V8CQkJh+bMmdP8Zz/7WXFFRYU++uijJq1btz4SaA8PD6/My8tbezLnfSZgRhEAAJyUugyJJzrenj17QlasWBH98ssvb1y4cGFMYHtsbGz5wIED91V/JZ8kFRcXh7Vv3/6IJIWFhalPnz4HT7XGjIyM4vnz58dK0l//+tcm/fr1Kw0LCzs731oShKAIAAAavFdeeaX5JZdcsqdHjx6HmjdvXvHhhx9GBdoefvjhbU8//XRceXn5MfuMHTt2e9euXbtddtllyTNmzGhZVlZ29LV71V+5V1paeswr+arr3LnzoV27doXt3Lkz9NVXX4294YYbioPbDx06FBI83gsvvBBzvLHOJARFAADQ4P3lL3+Jvf7660ukqtm97Ozso+9g9vl8h3v27Ll/9uzZx7yXeebMmds++eSTL4YOHbr3L3/5S4tLLrmkc6BtxIgRJXl5eWsDn+jo6FpnB0eMGFHy0ksvxa5ateq8yy+/vDS4LbD0HPjcfvvtJccb50zCNYoAAKBBKywsDP2///u/puvWrYscP368KioqzMzcvffeuyPQ5+GHHy689tprk/v3778veN+0tLRDaWlpOydMmLCzRYsWPQsLC0NPtY6bb7655IILLuh6zTXX7AoNPeVhzijMKAIAgAYtOzs7ZtSoUbu2bt2aW1BQkFtYWPj5+eeff3jjxo1Hbz7p1avXwZSUlAPvvfdes8C21157rVllZaUkKTc3NyI0NNS1bNmy4lTrSElJOfzggw8W/OIXv9j5rU7oDMKMIgAAaNDmzZvX4v77798WvO2HP/xhyWOPPdY2eNvUqVO3fe9730sNfP/zn//cYvLkyQkRERGVYWFh7sUXX9wQFlYVffzXKEYH+j711FOb2rdvf2TDhg3hcXFxPQLbH3/88c3Bx7jvvvuKvGoMXKMY+D5kyJA9f/jDHwpO8ZQbDHPu7Lxhp2/fvm7FihX1XQYAAN8JM1vpnOt7OsbOycnZmJ6efjQg1dfjcXD65OTktExPT0+svv2snVHcU7BPb01ZWt9loAFb/Kfh9V0CzkHPHRpZ3yV8N3bOre8KcBoR6s4dXKMIAAAATwRFAAAAeCIoAgAAwBNBEQAAAJ4IigAAAPBEUAQAAA1eaGhon+B3Kefn5zdesmRJkyZNmvTs2rVralJSUtrYsWPPD94nOzu7eefOnVOTkpLSOnfunJqdnd080Pbee++d16NHD5/P50vt2LFj2oQJE9pJ0qxZs1qMGTOmvSRNmDChXWRkZK+CgoKjT4mJiorqdbyaHnzwwTan/5f4bp21j8cBAACnx48qr0/fq311liGaqkn5vJA5NT5yJ/Au5eBtX375ZXjfvn1L//GPf6wvLS217t27p7777rslw4YN2//JJ59EPvTQQ+e/++6763w+3+G8vLzGw4YN69y5c+dD/fv3P3DbbbclzZkz598DBgw4UF5erpycnAiv4zZv3rx8+vTpcc8+++w3Hp7tVdPZhhlFAABwUuoyJNbVeNHR0S4tLe3A119/3ViSnnjiiTYTJkzY5vP5DkuSz+c7fO+99xY+/vjjbSSpuLg4rH379kckKSwsTH369DnoNe7111+/64033ojdvn37ufFy52oIigAAoMELvCLP5/OlXnbZZcnV23fu3Bm6YcOG8GHDhu2TpHXr1kX079+/LLjPhRdeuH/dunURkjR27NjtXbt27XbZZZclz5gxo2VZWZl5HTc6Orri+uuvL/rNb34TV1NNPp8v9YUXXoipm7NtOFh6BgAADd7xlnlXrFgR3blz59SNGzdG3HXXXYXt27cvlyTnnIWEHDsf5pyTWVUenDlz5rZbb721eMmSJU3/8pe/tJg3b16LTz/9NN/r2JMnT96Rnp6eOnXq1MITqelswowiAAA4Y/Xt27d03bp1a1esWLEmMzOz1ccffxwpSZ07dz7wySefRAX3/fTTT6NSUlKOLjGnpaUdmjRp0s6PP/44Py8vL7KwsNBzeblly5YVV199dfHMmTNbn96zaXgIigAA4IzXo0ePQ/fcc8+2wDWIkyZNKvw39xtTAAAgAElEQVT973/fNj8/v7Ek5efnN/6v//qvtvfff3+hJL322mvNKisrJUm5ubkRoaGhrmXLlhXHG/+hhx7anpmZ2aqiosJzifpsxdIzAAA4K0ycOHFnx44d2+Tl5TW+6KKLDkybNm3LiBEjOh05csQaNWrkfv3rX2+56KKLDkjSn//85xaTJ09OiIiIqAwLC3MvvvjihrCw48eitm3blg8fPrzkj3/849FrFQPXKAa+DxkyZM8f/vCHb9wdfSYz51x913BapLTt4mbdNru+y0ADtvhPw+u7BJyDnjs0sr5L+G7snFvfFZxzzGylc67v6Rg7JydnY3p6elHge308HgenV05OTsv09PTE6tuZUQQAACeFUHfu4BpFAAAAeCIoAgAAwBNBEQAAAJ4IigAAAPBEUAQAAIAngiIAADhrHTlyRJdddlnyFVdc0bGi4rjP08Zx1PnjccxsmKTtzjlunQcAAPVq9erVEY888sjWQ4cOheTl5YWnpaUdqu+aziS1ziia2UNmtsbMPjezz8ysfy27fChpopl1qpsSJTObYGZr/TW8Z2Yd6mpsAADQ8JlZn6uuuiop8P3IkSOKiYlJHzx48DF549JLL03u2bOnL/C9V69eBxcsWBCzdOnS6N/85jdxPp8vNTk5OS0iIqK3z+dL9fl8qS+//HJMRkZGYnx8fHefz5fapUuX1MWLFzcJjHHBBRd0SUxM7Bbof/nll3esXt+sWbNajBkzpn3wti5duqSOGDEiqXrfhx9+OC4pKSktJSUlrUuXLqlPP/10C0k6ePCg/eQnP0lISEjo1r59+26DBw/u9OWXXx59BWFKSkpa8DgTJkxo9/DDD8dJUnD9Pp8vtVevXj5J2rx5c9jgwYM7denSJTU5OTlt0KBBJ5XPapxRNLMBkq6U1Ns5d8jMWkpqXNM+zrkySWNOpogT8C9JfZ1zZWZ2p6TfSvpxHR8DAACcgInd49P3lxTX2arkeTGx5b/LLahxJTIyMrIyPz8/srS01KKjo93ChQubxsXFHQnuU1RUFLpmzZrzoqKiKvLy8hr7fL7Dwe3Z2dlfS1Wh68orr0zJy8tbG2hbsmRJs+nTp2+59dZbS958880m48eP7/DDH/5wdaA9Kyvrq4svvrjsRM9p1apVEc45LVu2rMnevXtDmjZtWilJv/3tb1u9//77TVeuXPlFbGxs5a5du0JfffXV5pL085//PL60tDRkw4YNq8PCwvTkk0+2GDlyZKfVq1evrfloVQL1B2+bNGlS/JAhQ/ZOnTp1hyQtW7Ys8kTPQap9RrGtpCLn3CFJcs4VOee2SpKZ9TOzj80sx8w+NbMmZhZqZjPMbLmZ5ZrZHf6+l5jZUjObb2Z5ZvaKmZm/rY+ZfWBmK83sHTNrW70I59w//AFUkv5P0vknc5IAAKDu1GVIPJnxLr300j3z5s1rLklz5syJzcjIKA5uz87Ojhk6dOjuq6++ujgzMzP2VOu59NJLS3fs2NHoVPeXpMzMzNhrr71218UXX7x3zpw5zQPbf//737eZPXv217GxsZWS1KJFi4q777571759+0L+8pe/tHzuuec2B945fc899+yKioqqWLx4cdNTraOwsLBRQkLC0cDcv3//Ayezf21B8V1JCWa2zsz+YGaDJMnMGkuaK+ke51y6pKGSDki6TdJe51w/Sf0k3WFmgenZXpJ+ISlVUkdJ3zOzRpKeknSNc66PpJckPVpLTbdJeutkThIAAJz5Ro8eXTx37tyYsrIy++KLL6IGDBiwP7h93rx5sTfddFPxzTffXLxgwYJTDooLFixoNnTo0N3B28aMGdMxsKx7xx131DphtXjx4tgxY8aU3HDDDcVz586NlaSSkpKQ/fv3h3pdJ7l27drwtm3bHg4EyICePXuWrV69OuJE6p4yZcr5gRpHjhyZJEl33XXXjrvvvjuxf//+nSdNmtRm48aNJxWAa0zwzrlSM+sj6fuSBkuaa2aTJa2UtM05t9zfb6909EaWJDO71D9EY1WFwnJJnzrntvj7fSYpUdJuSd0k/c0/wRgqadvx6jGzmyT1lTToOO1jJY2VpNZN42o5dQAAcCbp37//gS1btoS/8MILsUOHDt0T3LZ58+awTZs2hQ8bNqw0JCREYWFhbvny5RH9+vU7eKLjT5ky5fypU6eeX1xcHPbBBx98Edx2MkvPH3zwQVRsbGx5586dD3fs2PHwnXfembhz587Q0NBQ588731BZWSkzc9W3O1e16Xj7BW/3WnrOyMjYO3DgwNyFCxc2e/vtt5v16dMnNTc3d027du3KT+Rcar2ZxTlX4Zxb6pz7paTxkjIkmaRvnIx/+0POuUv8n27Oub/724LTc4WqQqpJWuOc6+n/dHfODfOqw8yGSnpI0sjAUrhHrc875/o65/o2jWpW26kBAIAzzOWXX777l7/8ZcKYMWOOWXbOzMyM3bt3b2hCQkL3+Pj47gUFBeHZ2dknNas4ffr0LZs2bcqdPHlywS233PKNm1BOVHZ2duxXX30VER8f371Dhw7d9+/fH5qdnR0TGxtbGRkZWbl27dpv3O+RlpZ2aOvWreElJSXHZLPPP/88qn///mVxcXHle/bsCQ1uKy4uDm3ZsmWtgS8uLq5i3LhxxYsWLdrQo0eP/e+++270iZ5LjUHRzLqYWUrQpp6SNknKk9TOzPr5+zUxszBJ70ga519SDux/Xg2HyJfUyn/TjMyskZmlVe9kZr0kzVZVSNxxoicHAADOLnfeeWfRxIkTt15wwQXHXGs3f/782IULF35ZUFCQW1BQkLts2bK1ixYtOunl59DQUE2ZMmVHZWWlLViw4KSvDayoqNCSJUti//Wvf60J1DJnzpz18+bNi5WkX/ziF9vGjRvXobi4OESSiouLQ2bOnNmyadOmlddcc03RnXfemVBeXpX9nn766Rbh4eGVl112WWmzZs0qW7dufSRwN/b27dtDly5d2mzIkCGlNdXzxhtvNNm3b1+IVLX0vWnTpvCkpKTDNe0TrLaLR6MlPWVmzVW1fLxe0ljn3GEz+7G/LVJV1ycOlfSiqpaUV/lvVtkp6arjDe4f5xpJs8ysmb+e/5a0plrXGf5a5vmnWL92zo080ZMEAABnh+Tk5COBO3gD8vPzG2/durXxkCFDjl6z6PP5DkdHR1e8//77NU1YeQoJCdGkSZO2zpw5s01GRsZeqeoaxYiIiEpJio2NLf/444/XBe9TXl5u4eHhlW+99VaTuLi4w0lJSUfvyB4+fPi+n/zkJ0mbNm1qdP/99+8sLS0N6d27d2qjRo1cWFiYu/vuuwsl6amnniq48847z+/YsWO3gwcPhsTGxpavWLHii5CQqnm9zMzMDT/72c/aT5o0KUGSJk2atDX4escpU6ac/8QTTxy9Kfizzz77Yvny5VH33ntv+9DQUOecs9GjRxcNGjTohO/etsDa99kmpW0XN+u22fVdBhqwxX8aXt8l4Bz03KFz5P+4O+fWdwXnHDNb6ZzrezrGzsnJ2Zienl4U+F4fj8dp6G677baElJSUg5MnT95ZF+N9/fXXYcOGDev805/+dMd//ud/FtW+x7eTk5PTMj09PbH69jp/MwsAADi7nemhrq5dfPHFKUeOHLHf/va3W+tqzPbt25cHP+exvhAUAQAAvoV//vOfX9Z3DadLrXc9AwAA4NxEUAQAAIAngiIAAAA8ERQBAADgiaAIAAAavKioqF7Vt02YMKFd69atewTeb+zz+VKLiopCq/f7/PPPwwcNGtSpffv23Tp27Jh2xRVXdNy8eXOYJL3zzjvR3bt375qUlJSWlJSUNnPmzJbB45tZn9WrV4cHtv3qV79qbWZ9/vnPf0ZJUnx8fPc+ffp0CT6ez+dLTUlJSZOkJUuWNBk8eHAnqeo1g4MHD+7UpUuX1OTk5LRBgwZ1kqoe0n3LLbckpKSkpHXu3Dm1W7duXfPy8o6+veWjjz6KNLM+1R8AHvhN8vPzG0dERPT2+XypycnJaVdffXXioUOHLHD8Jk2a9Az+jRYtWtTkRH937noGAAAnp/Nt6SoprbsMERNdrnV/PKVH7owbN277tGnTth+vvayszEaMGJHy+OOPb77hhhv2SNKbb77ZpLCwMMw5p1tuuSVp3rx5/x44cGDZtm3bwoYOHZpy/vnnH7nuuuv2SFJKSsqBrKys2N/+9rfbJGnx4sWxycnJx7w/ev/+/aHr169v1KlTpyOrVq2KOF4tkyZNih8yZMjewAPDly1bFilJL774YmxhYWGjvLy8NaGhofr3v//dqGnTppWB/bKzs1v07t279NVXX40NPAC8uoSEhEN5eXlry8vLNXDgwM4vvfRSzJ133lksSX379i39xz/+sf5Ef9NgzCgCAICTU5ch8XSMF+T555+P7d27d2kgJErSiBEj9vXr1+/g7373u9Y//vGPdw0cOLBMktq2bVv+2GOPbZkxY0abQN8rrrhi9//8z/80l6S1a9c2btKkSXlsbOwx71e+6qqrirOysmIlKSsrKzYjI+OY91AHFBYWNkpISDj6+rz+/fsfkKRt27Y1iouLOxIaWjUZmpycfKRVq1YVklRZWaklS5bEZGVlbfzf//3fpmVlZVbT+YaFhal37977CwoKGp3UD3UcBEUAAHDGeu655+ICS6r9+/fvXL199erVkb179/Z8Zd0XX3wR2bdv32PaBg4cWLZ+/frIwPemTZtWtGvX7vDy5csjMjMzY6+55pqS6uPccMMNJW+++WaMJL3zzjvNR40atdvreHfdddeOu+++O7F///6dJ02a1Gbjxo2NJGn06NHFf//735v7fL7U22+//fyPPvro6PH/9re/RSckJBxKS0s71L9//33z5s1rVtPvUVZWZitXrjxvxIgRR2ceV6xYER289LxmzZrwmsYIRlAEAABnrHHjxm3Py8tbm5eXt3bZsmXrat/j/3POycy+8S5js2Mn7a699tri7Ozs2L/+9a8xN9544zeCYqtWrSqaNWtW/vzzz8d06tTpQHR0dGX1PpKUkZGxd/369bm33nprUX5+fmSfPn1St27dGpacnHxk/fr1q6dNm7YlJCREV1xxRZfFixc3kaQ///nPsddcc02xJF133XXFr732WqzX2Js3bw73+XypLVq06BkfH384MFspVS09B36jvLy8tcHvh64NQREAAJy10tLSDq5atSrKq61r164Hli9ffl7wto8++igqOTn5QPC26667bvf8+fNbxMfHH46NjfUMgddcc03J/fff3+H666/3XHYOiIuLqxg3blzxokWLNvTo0WP/u+++Gy1JkZGR7tprr907e/bsLffcc8+2119/vXl5ebneeuutmBkzZrSLj4/vft9997X/4IMPmpWUlHwjvwWuUczLy1u9atWq6FdeeaXGmccTRVAEAABnrdtvv33XypUro1977bWjwWn+/PlNP/3008iJEyfunDt3bouPP/44UpIKCwtDH3zwwfMnTpxYGDxGdHS0e+SRR7ZMnTp12/GOc+ONN5bcddddhaNGjfK82USS3njjjSb79u0LkaSSkpKQTZs2hSclJR3+8MMPowLL0BUVFcrNzY3s0KHD4cWLFzf1+XxlhYWFnxcUFORu3bo19/LLLy959dVXmx/vGB06dDgybdq0LTNmzGh74r/S8REUAQBAg3fw4MGQuLi4HoHPI488Eicde42iz+dLzc/Pbxy8X3R0tFu8ePH6Z555pnWHDh26JScnp/3pT39q2bZt2yMdOnQ48tJLL20YO3ZsYlJSUtqFF17YdfTo0UXBN74EjB07tiRw04uXmJiYykcffbQwIiLiG0vZAcuXL4/q2bNn186dO6decMEFXUePHl00aNCgssLCwrAf/OAHnVJSUtJ8Pl9aWFiYJk+evOPVV1+NHTly5DHXO2ZkZJTMnTu3RU2/1U033bT7wIEDIW+//Xa09M1rFF9++eWYmvYPZs4d93zOaCltu7hZt82u7zLQgC3+0/D6LgHnoOcOjazvEr4bO+fWdwXnHDNb6ZzrezrGzsnJ2Zienl50dEMDejwO6kZOTk7L9PT0xOrbeY4iAAA4OYS6cwZLzwAAAPBEUAQAAIAngiIAAKhNZWVlZY1vBMGZy/9v6/nYH4IiAACozeqdO3c2IyyefSorK23nzp3NJK32audmFgAAUKPy8vKfFhYWvlhYWNhNTDKdbSolrS4vL/+pVyNBEQAA1KhPnz47JJ0jz3ZCsLP2OYp9+/Z1K1asqO8yAAD4TpzO5yji3MX0MQAAADwRFAEAAOCJoAgAAABPBEUAAAB4IigCAADAE0ERAAAAngiKAAAA8ERQBAAAgCeCIgAAADwRFAEAAOCJoAgAAABPBEUAAAB4IigCAADAU1h9F3C67CnYp7emLK3vMoCz0k23/KS+SwDOWj+6ZFt9lwAcxYwiAAAAPBEUAQAA4ImgCAAAAE8ERQAAAHgiKAIAAMATQREAAACeCIoAAADwRFAEAACAJ4IiAAAAPBEUAQAA4ImgCAAAAE8ERQAAAHgiKAIAAMATQREAAACeCIoAAADwRFAEAACAJ4IiAAAAPBEUAQAA4ImgCAAAAE8ERQAAAHgiKAIAAMATQREAAACe6jwomtkwM0uv63EBAADw3ao1KJrZQ2a2xsw+N7PPzKx/Lbt8KGmimXWqmxIlMxtnZrn+439oZql1NTYAAAC8hdXUaGYDJF0pqbdz7pCZtZTUuKZ9nHNlksbUXYmSpFedc8/5axop6b8kXV7HxwAAAECQ2mYU20oqcs4dkiTnXJFzbqskmVk/M/vYzHLM7FMza2JmoWY2w8yW+2cA7/D3vcTMlprZfDPLM7NXzMz8bX3M7AMzW2lm75hZ2+pFOOf2Bn09T5Kri5MHAADA8dU4oyjpXUkPm9k6SX+XNNc594GZNZY0V9KPnXPLzayppAOSbpO01znXz8wiJH1sZn/zj9VLUpqkrZI+kvQ9M1sm6SlJP3TO7TSzH0t6VNJPqhdiZndJmqCqGc0hXsWa2VhJYyWpddO4E/4RAAAA8E01BkXnXKmZ9ZH0fUmDJc01s8mSVkra5pxb7u+3V6q6kUVSkpld6h+isaSOksolfeqc2+Lv95mkREm7JXWT9Df/BGOopG3HqeUZSc+Y2Q2Spki62aPP85Kel6SUtl2YdQQAAPgWaptRlHOuQtJSSUvNLFdVAW2VvJd/TdJDzrm3j9lodomkQ0GbKvzHNklrnHMDTqLm1yQ9exL9AQAAcApqvEbRzLqYWUrQpp6SNknKk9TOzPr5+zUxszBJ70gaZ2aNgvY/r4ZD5Etq5b9pRmbWyMzSPOoIruEHkr6s/dQAAADwbdQ2oxgt6Skza66q5eP1ksY65w77ryd8yswiVXV94lBJL6pqSXmV/2aVnZKuOt7g/nGukTTLzJr56/lvSWuqdR1vZkMlHZFUIo9lZwAAANSt2q5RXCnpouO0LZd0oUfTg/5PsKX+T2Df8UF/fybp4lrquKemdgAAANQ9XuEHAAAATwRFAAAAeCIoAgAAwBNBEQAAAJ4IigAAAPBEUAQAAIAngiIAAAA8ERQBAADgiaAIAAAATwRFAAAAeCIoAgAAwBNBEQAAAJ4IigAAAPBEUAQAAIAngiIAAAA8ERQBAADgiaAIAAAATwRFAAAAeCIoAgAAwBNBEQAAAJ4IigAAAPBEUAQAAIAnc87Vdw2nRd++fd2KFSvquwwAAL4TZrbSOde3vuvA2YUZRQAAAHgiKAIAAMATQREAAACeCIoAAADwRFAEAACAJ4IiAAAAPBEUAQAA4ImgCAAAAE8ERQAAAHgiKAIAAMATQREAAACeCIoAAADwFFbfBZwuewr26a0pS7/TY96cuuy4bRUXzD5uW9+OqcdtS2r/Xo3HfG7LgdoLAwAAOAXMKAIAAMATQREAAACeCIoAAADwRFAEAACAJ4IiAAAAPBEUAQAA4ImgCAAAAE8ERQAAAHgiKAIAAMATQREAAACeCIoAAADwRFAEAACAJ4IiAAAAPBEUAQAA4ImgCAAAAE8ERQAAAHgiKAIAAMATQREAAACeCIoAAADwRFAEAACAJ4IiAAAAPBEUAQAA4KnOg6KZDTOz9LoeFwAAAN+tWoOimT1kZmvM7HMz+8zM+teyy4eSJppZp7op8ZharjEzZ2Z963psAAAAHCuspkYzGyDpSkm9nXOHzKylpMY17eOcK5M0pu5KPFpLE0k/l7SsrscGAADAN9U2o9hWUpFz7pAkOeeKnHNbJcnM+pnZx2aWY2afmlkTMws1sxlmttzMcs3sDn/fS8xsqZnNN7M8M3vFzMzf1sfMPjCzlWb2jpm1PU4tv5b0W0kH6+TMAQAAUKPaguK7khLMbJ2Z/cHMBkmSmTWWNFfSPc65dElDJR2QdJukvc65fpL6SbrDzDr6x+ol6ReSUiV1lPQ9M2sk6SlJ1zjn+kh6SdKj1Ysws16SEpxzS2oq1szGmtkKM1uxt2zPiZw/AAAAjqPGpWfnXKmZ9ZH0fUmDJc01s8mSVkra5pxb7u+3V6q6kUVSkpld6h+isapCYbmkT51zW/z9PpOUKGm3pG6S/uafYAyVtC24BjMLkfR7SbfUdjLOueclPS9JKW27uNr6AwAA4PhqDIqS5JyrkLRU0lIzy5V0s6RVkryCmEl6yDn39jEbzS6RdChoU4X/2CZpjXNuQA0lNFFVmFzqD5NtJL1hZiOdcytqqx8AAACnpsalZzPrYmYpQZt6StokKU9SOzPr5+/XxMzCJL0jaZx/STmw/3k1HCJfUiv/TTMys0ZmlhbcwTm3xznX0jmX6JxLlPR/kgiJAAAAp1ltM4rRkp4ys+aqWj5eL2msc+6wmf3Y3xapqusTh0p6UVVLyqv8N6vslHTV8Qb3j3ONpFlm1sxfz39LWvPtTgsAAADfVm3XKK6UdNFx2pZLutCj6UH/J9hS/yew7/igvz+TdPEJVVvV/5IT7QsAAIBTxyv8AAAA4ImgCAAAAE8ERQAAAHgiKAIAAMATQREAAACeCIoAAADwRFAEAACAJ4IiAAAAPBEUAQAA4ImgCAAAAE8ERQAAAHgiKAIAAMATQREAAACeCIoAAADwRFAEAACAJ4IiAAAAPBEUAQAA4ImgCAAAAE8ERQAAAHgiKAIAAMATQREAAACeCIoAAADwZM65+q7htOjbt69bsWJFfZcBAMB3wsxWOuf61ncdOLswowgAAABPBEUAAAB4IigCAADAE0ERAAAAngiKAAAA8ERQBAAAgCeCIgAAADwRFAEAAOCJoAgAAABPBEUAAAB4IigCAADAE0ERAAAAnsLqu4DTZU/BPr01ZWl9l3FGuumWn9R3Caimy/98dlrG3dpvxWkZF6fm8h/9oMb257Yc+I4qAYAqzCgCAADAE0ERAAAAngiKAAAA8ERQBAAAgCeCIgAAADwRFAEAAOCJoAgAAABPBEUAAAB4IigCAADAE0ERAAAAngiKAAAA8ERQBAAAgCeCIgAAADwRFAEAAOCJoAgAAABPBEUAAAB4IigCAADAE0ERAAAAngiKAAAA8ERQBAAAgCeCIgAAADwRFAEAAOCpzoOimQ0zs/S6HhcAAADfrVqDopk9ZGZrzOxzM/vMzPrXssuHkiaaWae6KVEys1vMbKf/+J+Z2U/ramwAAAB4C6up0cwGSLpSUm/n3CEzaympcU37OOfKJI2puxKPmuucG38axgUAAICH2mYU20oqcs4dkiTnXJFzbqskmVk/M/vYzHLM7FMza2JmoWY2w8yWm1mumd3h73uJmS01s/lmlmdmr5iZ+dv6mNkHZrbSzN4xs7an84QBAABwYmoLiu9KSjCzdWb2BzMbJElm1ljSXEn3OOfSJQ2VdEDSbZL2Ouf6Seon6Q4z6+gfq5ekX0hKldRR0vfMrJGkpyRd45zrI+klSY8ep5YM//L3fDNLONUTBgAAwImpcenZOVdqZn0kfV/SYElzzWyypJWStjnnlvv77ZWqbmSRlGRml/qHaKyqUFgu6VPn3BZ/v88kJUraLambpL/5JxhDJW3zKOVNSXP8y9/jJGVKGlK9k5mNlTRWklo3jTvBnwAAAABeagyKkuScq5C0VNJSM8uVdLOkVZKcR3eT9JBz7u1jNppdIulQ0KYK/7FN0hrn3IBaatgV9PUFSU8cp9/zkp6XpJS2XbzqAwAAwAmqcenZzLqYWUrQpp6SNknKk9TOzPr5+zUxszBJ70ga519SDux/Xg2HyJfUyn/TjMyskZmledQRfN3iSElf1H5qAAAA+DZqm1GMlvSUmTVX1fLxekljnXOHzezH/rZIVV2fOFTSi6paUl7lv1llp6Srjje4f5xrJM0ys2b+ev5b0ppqXX9uZiP9NRRLuuWkzhIAAAAnrbZrFFdKuug4bcslXejR9KD/E2yp/xPYd3zQ359JuriWOh6Q9EBNfQAAAFC3eIUfAAAAPBEUAQAA4ImgCAAAAE8ERQAA/l97dx9jWX2XAfx5XCA2lIoKNFhQSgQUibwtFUSRtoSgJW3/aH1JjMQYqUlNaKwa2poYTfjLxFSbakMQbWKrNKi1MbGUVNGqqbCLVMqbEqwWwS5oEaoGLP784x7osPx2lsKydzJ8PsnN3HvOuWe+82R29tnzMgtMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMdYyx7hleFDt37hy7du1a9xgAcFC03T3G2LnuOdheHFEEAGBKUQQAYEpRBABgSlEEAGBKUQQAYEpRBABgSlEEAGBKUQQAYEpRBABgSlEEAGBKUQQAYEpRBABgSlEEAGDqkHUP8GL5z399LH/6Czete4wt66Gj3njQP+cHvub+fa574JxdB3GSF+aSt75hn+s+8PgLyPWh657/e3k/SwEAAAg0SURBVAHgReCIIgAAU4oiAABTiiIAAFOKIgAAU4oiAABTiiIAAFOKIgAAU4oiAABTiiIAAFOKIgAAU4oiAABTiiIAAFOKIgAAU4oiAABTiiIAAFOKIgAAU4oiAABTiiIAAFOKIgAAU4oiAABTiiIAAFMHvCi2vbjt6Qd6vwAAHFz7LYpt39P2jrZ/3/a2tt+1n7f8VZJ3tv3WAzPi03P8YNs7l1k+fCD3DQDAsx2y2cq25yW5NMlZY4zH2x6V5LDN3jPG+O8kP3bgRkzanpTkXUnOH2N8se0xB3L/AAA82/6OKB6b5OExxuNJMsZ4eIzxQJK0Paft37T9TNub2x7RdkfbX2l7S9vb275t2fbCtje1vb7t3W0/1LbLurPb/kXb3W1vaHvsZI6fTPL+McYXlzn2HKgAAACY219R/ESS49v+Q9vfaPt9SdL2sCTXJblijHF6kouS/E+Sn0jy6BjjnCTnJHlb2xOXfZ2Z5B1JTk1yYpLz2x6a5H1J3jLGODvJtUmumsxxcpKT2/5120+3veQFfM0AADwHm556HmN8qe3ZSb43yWuTXNf2yiS7kzw4xrhl2e7RZHUjS5JXt339sovDsiqFX05y8xjj/mW725KckOSRJKcluXE5wLgjyYP7mPOkJBcmOS7Jp9qeNsZ4ZONGbS9PcnmSHPOKVz7nEAAAeLZNi2KSjDGeTHJTkpva3p7ksiS3JhmTzZvkPWOMjz9jYXthksc3LHpy+dxNcscY47z9jHF/kk+PMf43yT+1vSer4njLXrNeneTqJDnp2FNm8wEA8Bxteuq57SnLjSRPOSPJPye5O8k3tT1n2e6ItockuSHJTy2nlJ96/+GbfIp7khy93DSTtoe2/Y7Jdh/N6ohmlhtqTk5y33P5AgEAeH72d0Tx5Une1/bIrE4f35vk8jHGE21/aFn3sqyuT7woyTVZnVK+dblZ5aEkb97Xzpf9vCXJr7f9umWe9ya5Y69Nb0hycds7szoa+XNjjH//6r5UAAC+Gvu7RnF3ku/ex7pbkpw7WfXu5bHRTcvjqff+9IbntyW5YD9zjCQ/szwAADgI/Bd+AABMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMKYoAAEwpigAATCmKAABMdYyx7hleFDt37hy7du1a9xgAcFC03T3G2LnuOdheHFEEAGBKUQQAYEpRBABgSlEEAGBKUQQAYEpRBABgSlEEAGBKUQQAYEpRBABgSlEEAGBKUQQAYEpRBABgSlEEAGBKUQQAYEpRBABgSlEEAGBKUQQAYEpRBABgSlEEAGCqY4x1z/CiaPtYknvWPccWdlSSh9c9xBYmn83JZ3Py2Zx8Nvd88/mWMcbRB3oYXtoOWfcAL6J7xhg71z3EVtV2l3z2TT6bk8/m5LM5+WxOPmwlTj0DADClKAIAMLWdi+LV6x5gi5PP5uSzOflsTj6bk8/m5MOWsW1vZgEA4IXZzkcUAQB4AbZlUWx7Sdt72t7b9sp1z7Nuba9tu6ftZzcs+4a2N7b9x+Xj169zxnVpe3zbP297V9s72l6xLJdPkrZf2/bmtp9Z8vmlZbl8Nmi7o+3ftf2T5bV8Nmj7uba3t72t7a5lmYyStD2y7fVt715+Dp0nG7aSbVcU2+5I8v4k35/k1CQ/0vbU9U61dr+T5JK9ll2Z5JNjjJOSfHJ5/VL05STvHGN8e5Jzk7x9+X6Rz8rjSV43xjg9yRlJLml7buSztyuS3LXhtXye7bVjjDM2/NoXGa38WpKPjzG+LcnpWX0fyYYtY9sVxSSvSXLvGOO+McYTSX4/yZvWPNNajTH+Msl/7LX4TUk+uDz/YJI3H9ShtogxxoNjjFuX549l9UP6VZFPkmSsfGl5eejyGJHP09oel+QNSa7ZsFg++/eSz6jtK5JckOS3kmSM8cQY45HIhi1kOxbFVyX5/IbX9y/LeKZXjjEeTFZlKckxa55n7dqekOTMJH8b+TxtOa16W5I9SW4cY8jnmd6b5OeT/N+GZfJ5ppHkE213t718WSaj5MQkDyX57eXShWvaHh7ZsIVsx6LYyTK3drOpti9P8gdJ3jHGeHTd82wlY4wnxxhnJDkuyWvanrbumbaKtpcm2TPG2L3uWba488cYZ2V1SdDb216w7oG2iEOSnJXkN8cYZyb5rzjNzBazHYvi/UmO3/D6uCQPrGmWrewLbY9NkuXjnjXPszZtD82qJH5ojPGHy2L57GU5JXZTVte7ymfl/CRvbPu5rC5zeV3b3418nmGM8cDycU+SP8rqEiEZrf6+un85Sp8k12dVHGXDlrEdi+ItSU5q++q2hyX54SQfW/NMW9HHkly2PL8syR+vcZa1adusrg+6a4zxqxtWySdJ26PbHrk8f1mSi5LcHfkkScYY7xpjHDfGOCGrnzV/Nsb40cjnaW0Pb3vEU8+TXJzks5FRxhj/luTzbU9ZFr0+yZ2RDVvItvyF221/IKvrhnYkuXaMcdWaR1qrtr+X5MIkRyX5QpJfTPLRJB9J8s1J/iXJW8cYe9/wsu21/Z4kn0pye75yjdm7s7pOUT7td2Z1Mf2OrP5h+ZExxi+3/cbI5xnaXpjkZ8cYl8rnK9qemNVRxGR1qvXDY4yrZLTS9oysboQ6LMl9SX48y5+1vMSzYWvYlkURAIAXbjueegYA4ABQFAEAmFIUAQCYUhQBAJhSFAEAmFIUAQCYUhQBAJhSFAEAmPp/jLza/v/LleIAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 576x576 with 1 Axes>"
       ]
@@ -583,7 +652,7 @@
     "import matplotlib.patches as mpatches\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
-    "\n",
+    "colors = np.random.rand(14,3)\n",
     "for acte in range(1,6) :\n",
     "    plt.figure(figsize=(8,8))\n",
     "    x = np.zeros((len(dico_acte[acte]),len(persos)))\n",