diff --git a/Aufgabe02Timing.ipynb b/Aufgabe02Timing.ipynb index a3c9a120ec9de7ea0033532b391aa4ecb81ffb1f..2272507cbfcbda525beb074ac934ee1548e8d7ad 100644 --- a/Aufgabe02Timing.ipynb +++ b/Aufgabe02Timing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -65,12 +65,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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iPkqeMg5wVkrpY61sjyRJ7cigW5IkTVgxEd53gScWi341pfTtFjZJkqS2ZPZySZI0GRsZCbi/aMAtSVJ1rumWJEmPiojXA78EXFUtc3hEHEXOHP9HZcWXTVPzJEnqOE4vlyRJj4qIi4GLgAR8DbiDvLXXY4HF5K29HlP2lg+nlM6Z3lZKktQ5HOmWJEnVBHBc8VHNQeC9wPnT1iJJkjqQI92SJOlREfF44OXkPc9/g7xFXGmLswfIW7vtBP4ppXRni5opSVLHMOiWJEmSJKlJzF4uSZIkSVKTGHRLkiRJktQkBt2SJEmSJDWJQbckSZIkSU1i0C1JkiRJUpMYdEuSJEmS1CQG3ZIkSZIkNYlBtyRJkiRJTWLQLUmSJElSkxh0S5IkSZLUJAbdkiRJkiQ1iUG3JEmSJElNYtAtSZIkSVKTGHRLkiRJktQkBt2SJEmSJDWJQbckSWq6iDgnIlJELGp1W6ZDROyIiL3F5xcXP/sRLW6WJKkFDLolScCooKj0+HlEfD8iboiIN0bEE1rdxpkkIp4fEe+PiP+KiAMRkWrU/4OI+Hrx97I7It4wgXv1RMS2iLir+P7vRcSNE7nGBO61ISL6Gn3dDrQZeHPx+QDwGuDBlrVGktQykdK4/8ZLkmaJiDgHuAr4K2APMA84GlgOnArcDbwypfTfLWrijBIRFwMbgP8GngA8M6UUY9T9E+D/ANcANwC95CDubSmly2rcZxlwE/n392HgHuDpwFLgV1NKixvxecru91NgW0rpnIryLnKfeiT5nw9J0ixi0C1JAkYF3SemlG6rOPfbwA7gXuDZKaWHp7+FtUXE4Smlh1rdjnpExFOB/SmlhyPiSuB11YLuiHgc8B3glpTSyrLyfwH6gKenlH40zn2uA04kB/U/rjh3VErp3gZ8lgAeW/wsVYPuRouIx6eUftbMe5Tdq2P6lSSp/Ti9XJJUU0rp/wF/DRwD/O9SeUT8RkR8KCK+XZy2fE9E/FNEPKX8/cU6eyuvW1rrWqX8fxenXT8cEQ9ExNUR8fSKOjsjYiginhcRn42Ih4CN1dofEeuKU+aPqXJuU0T8IiJ+qazsVWX3vz8i/iUinlblM/00Ip4WEduLz++LiM3FUd1xpZR+UOeXFyuApwDvryj/O+DxwMtrvP9XgTsqA+5iG0YF3BExNyL+MiK+FRGPRMTeiNgYEYdV1NtbXLP8koi4DXgY+JPi7/LxwO+VLVP4UPE9Vdd0R8TLImIwIn4WEQ9GxHURcVxFndLP+lcj4lMR8SDw0Yi4slh+eOVni4itxf7YVVb2ZxFxR/GzfT8i/i4inlTxvjH7VUQ8JSI+EhH7I+LHEfHhiHhO8XOdU3aNyj8XP4iIq6JiTXeMrPVeXKz/44j4SbHu4RV1HxcR7yv2xwcj4l+LfS9FnjVRXvdpxT+HPyh+1jsi4vcr6iwvvvfMiLgwIr5bbOt/RkRDZz9I0mxn0C1JqtdHisffKSs7FfgV8gj5G4CrgbOAT0VE1anStUTEhcA/A7uBPwfeA7wI+GxlgEQORq8Hbievn71pjMt+HEjAmVXOnQn8R2m0uBg8fRwoAOuBDwL9wOeq3L+LPN37h8A64DPAWuCPa37Q+j23eLytovy/gOGy82O5C3heRCyp417/ALwD+DLwFvLnWU/+vVZ6FrAVuBF4E/l38BrgEWCw+Pw1wP8d62YR8RrgOuCnwAXkL3Z+nfyzXlRRfS75Z30v+Wd9DfAxqnzxUAxYX0EecS8Uyy4mf1HxffLv6BrgT4D/iIh5Ffc6pF9FxBzg34CzydP0LwQWFp9XOpX8ZUfpz8VW4NXAdWP8ufg4eYnB+uLzc4CLKup8qHitT5F/Vg+Tf3ajRJ5BcQvwYuBK8u/mTuAfI+LNVe79NuB08hr0TeRlBx+tUk+SNFkpJR8+fPjw4QPyf/QTcMI4dX4MfLns9eOq1DmreJ3esrIPAXur1L04/1P06OtjgIPAhop6S4AD5eXAzuJ9/qTOz/cF4LaKshOL13hN8fU84AfALvJ06VK9lxfrvb3iMyXgLyuu+eXK+9TRtivLfw5Vzh0c49y9wNYa1z61+DM9WPwZXEb+4mReRb3nFD/PByvK/6ZYvqKsbG+x7CVV7vdT4EPj9K9FxdfzgR8Bf19R76nFfvb3ZWWln/WmiroBfJccXJeXv6q8DwJHkr8MuAGYU1bvdcV659bqV+QvXhLwprKyOcB/FsvPKSs/vM4/FxcXy/6xou4AcH/Z698s1nt3Rb2riuUXl5X9A/mLhadU1N1a/Lk+rvh6efG9XwMeU1bvjcXyJRPpwz58+PDhY+yHI92SpIn4KXlEDoBUNj06Ih5bnD57S7HoNydx/X5yIPPxiDii9CAn/9pNnmpd7hFy4FGPj5FHfH+1rOzVxWtcW3x9AnAU8P6U0s9LlVJK1wHfoPpU7v9T8XqQPPrfKI8DfjHGuZ8Xz48ppXQj8ALgX8mB9fnk4PN7EfHKsqqnFY/vqrjEFcVj5Wffk1K6Yfymj+tU4EnA1orfdQH4Iof+rgE+UP4ipZSATwCnRcT8slOvBr4HfK74+sXAY4D3pJSGy+p9ENjPoZ+tWr96KfmLnw+W3X+YPHo+Sipb/13nn4tqfegpEbGg7N5w6BKDvy1/URxFP4M8Ih8VP9cbgCdWuf9VKaXy/jVYPDayD0vSrGbQLUmaiPmUbXsUEU+OiPdGxA/I013vI2c+h/wf/Ik6ljx6ubt4rfLHs8kBcbnvVQQM4/kEeTr2q4ttD/KI6PUppf3FOqU139+s8v5vlJ0v+XlK6b6Ksh8Bv0TjPEwOGKt5bPH8uFJKt6aU+ovtej55GvETgG0R8evFaseQfz53Vrz3HvIIaeVn38PUHFs8/j8O/V3/Dof+rg+SR7UrfYz8xcMrAYrB92nAJ4pBOYzxey32nW9z6Ger1q+OAfalQxOq3VnxejJ/Lu6ueF1KjFfqR6XfTeXPvPLeR5K/yPhjDv2Zlr5EqPy51rq3JGmK5ra6AZKkzhAR/4scMJT/R//jwDLyFOTbySPhc4B/Z/QXu2NtlVGZcGxOse7LyCOelX5a8bruLOoppe9HxCB5DfdG8trVZ5DXx05WtTY22j6gKyoyjUfEY8hrj79f74WKgeStwK0R8T/kQOxVwNvLq9V5ualmsC/1j9eQZzJUOljx+pGKUWoAUkq3RE7SdyawhbyW+3HkYHyypvrZ6v1zUTJWP5poXoTStf+F6mvNIW9R14x7S5LGYNAtSarXa4rHGwAiZ/t+EXBRSukdpUoRcWyV9/6IPAJXqXKE8Vvk/+zvSSn9z1QbXMXHgPdHxLPII94PkafiltxVPD6LPAJb7lll56fT7cXjCeQkWpS9nlN2fqJKidkWFo93Fa93LPD1UqViYq4nUf9nrzdo/1bxeG9K6dN1vmcsHwfeVJyO/Wpy/oBbys6X/16/XSosfnHRDdRz/7uAFXHo9mGjMn1P8M9FvUq/m27yLJCq9yaPaD8IdDXgZypJahCnl0uSaoq8T/dfkqe3ljIbl0bIKkfE3lzlEt8CnhgRv1F2zYXkrMnlBorXvagyy3NkT2Fqrile/2zyCO+ONHqv59vIycn+NMq2yYqIl5Gntx+SLXoa/D/gAeC8ivLzyF8ajNumiFgxRsbs0hru0pTrUkD/5op6f1481vvZf0b1L1gq3UBeT72hSvZwIuLIOu8H+cuUw4DfI69//njF+U+T18W/seJn8Qfk2Rv1fLYbyIn2/qisjXPIydjKTeTPRb1Ka+f/rKL8DeUvUs7Ufg1wRrVs9RP8mUqSGsSRbklSpZdFxK+R/414KvDb5KRXdwGvLCUYSyntj4jPAucXg6bvkdfidle55tXkrNmfjIj3AYeTg8b/oSyxU0rpWxHxF+Q1x4siYjt55K6bHKD/PXlro0lJKd0bETeRA8knUDEFOaV0ICIuIE+7/kxEbC3+DN5Eztj97sneu1LkPcNLswdOKJb9RfH1XSmljxTb9HBE/CXwdxHxCXIA1kveL/3ClNIDNW71t8DhEfFJ8rr0x5CnPr+6+JmuKt7nqxHxYeCPi1ujfYa8/vv3gO0ppbG2Y6v0X8CLI+LPyVPf96SUvlhZqdh/ziNvRffliLiaPFL7DHJis88Dr6/nhimlL0fEncAl5OC78vd6X0RsIm/D9e8R8a/kUe8/I0+3/5c6brMd+BJwRXEf62+Q15E/uXSbss9V75+LuqSU/isirgHeXPzi6RbghcAzy+9d9DZyErovRsQHydnJn0z+c/bisvZKkqaJQbckqVJpSuwvyCOsu8ijdFellB6sqLuGHNS9jjyy9x/k9dij1hmnlH4YEaeTM2NfTh4xX0+eyvybFXUvLa43fgsjexV/p3jtf536x+Nj5ODjQUZP1y7d/0MR8RA5eLmMPHL7SeCClNKPG3D/km7yvtTlSq8/w8i+6KSU3h8RB8j7S7+S/PN4C/DeOu6zjjyqfxo5wdZjyMmz3g+8s+Iz/SF5+vU55C857iF/AVK+5ruWPyd/OfJO8trqD5OzkR8ipbQlIr5P/lm/lRwwf4+cQbverPQlHyPvnX1nSunLVe51cUTcRw7k303u239P3obuQK2Lp5QKEfFy8s/898iJzT5J/tl8npxJvqSuPxcT9Fry7+Ns8u/m0+QvTr5Zfu+U0g8i4vnAX5F3A/gz8j7ydzC1/AWSpEmKkcSekiRJmoiI6CMH3yenlD4/zfc+HvgK8L9TSh+tUV2S1CKu6ZYkSapDRDyu4nUXeV31fuCQ0fVm3rvozeQR9882896SpKlxerkkSVJ9/rYY/N5MngrfT14fvyGlNNVtxmo5PyKeB9xE3k7tZcXH36eUvtPke0uSpsDp5ZIkSXWIiDXkdfWLgceS96z/QErpymm496nkHAe/Dswnr8v/CHBJSqlyT3NJUhsx6JYkSZIkqUlc0y1JkiRJUpMYdEuSJEmS1CQzPpFaRATwy+T9WCVJkiRJapQnAN9P46zbnvFBNzng/m6rGyFJkiRJmpH+F/C9sU62NOiOiFOAtwLPAxYCp6eUto9R9/8AfwK8JaX0ngnc5kGA73znOyxYsGBK7W2WAwcO8B//8R/8zu/8DvPmzWt1c6Sq7Kdqd/ZRdQL7qdqdfVSdoF366f79+3n6058ONWZVt3qk+/HAV4F/AgbGqhQRpwNLge9P9kYLFixo66D78MMPZ8GCBf7lprZlP1W7s4+qE9hP1e7so+oEndZPWxp0p5SuB64HyEuvDxURTwP+FngJcN20NU6SJEmSpClq6+zlETEH+AjwNymlO1rdHkmSJEmSJqLV08truQA4CLyv3jdExGHAYWVFT4A8BeHAgQONbV2DlNrVru2TwH6q9mcfVSewn6rd2UfVCdqln9Z7/xgns/m0iohEWSK1iHgeeTr5b6aUvl8s2wu8Z7xEahFxMXBRZfmWLVs4/PDDG95uSZIkSdLs89BDD7FmzRqAJ6aU9o9Vr52D7jcD7wKGy6p1FV9/J6W0aIzrVBvp/u7999/f1onUbrzxRk499dSOSASg2cl+qnZnH1UnsJ+q3dlH1QnapZ/u37+fI444AmoE3e08vfwjwKcrym4oll811ptSSo8Aj5RelxK0zZs3r+3/4uiENkr2U7U7+6g6gf1U7c4+qk7Q6n5a771bvU/3fGBxWVF3RBwPPJBSuhv4YUX9A8A9KaVvTl8rJUmSJEmanFaPdJ8A3FT2+l3F44eBc6a9NZIkSZIkNVCr9+neCVTfoLt6/UVNa4wkSZIkSQ3W1vt0S5IkSZLUyQy6JUmSJElqEoNuSZIkSZKaxKBbkiRJkqQmMeiWJEmSJKlJDLolSZIkSWoSg25JkiRJkprEoFuSJEmSpCYx6JYkSZIkqUnmtroBkiRJkiQBUCjA4CDs2wcLF0JvL3R1tbpVU+JItyRJkiSp9QYGYPFiWLEC1qzJx8WLc3kHM+iWJEmSJLXWwACsXg09PXDzzfDgg/nY05PLOzjwNuiWJEmSJLVOoQBr18LKlbB9OyxdCvPn5+P27bl83bpcrwMZdEuSJEmSWmdwEPbuhQ0bYE5FiDpnDqxfD3v25HodyKBbkiRJktQ6+/bl45Il1c+Xykv1OoxBtyRJkiSpdRYuzMehoernS+Wleh3GoFuSJEmS1Dq9vbBoEWzcCMPDo88ND8OmTdDdnet1IINuSZIkSVLrdHXBFVfAjh3Q1zc6e3lfXy7fvLlj9+ue2+oGSJIkSZJmiUIhJ0Tbty9PF+/tzcF0fz9s25azmC9bNlK/uzuX9/e3rs1TZNAtSZIkSWq+gYEcVO/dO1K2aFEe5e7vz49Vq6oH5R3M6eWSJEmSpOYaGIDVq6GnZ/T08Z6eXD4wkOt1dcHy5XD22fnY4QE3GHRLkiRJkpqpUMgj3CtXwvbtsHQpzJ+fj9u35/J163K9GcigW5IkSZLUPIODeUr5hg0wpyIEnTMH1q+HPXtyvRnIoFuSJEmS1Dz79uXjkiXVz5fKS/VmGINuSZIkSZrpCgXYuRO2bs3H6ZzKvXBhPg4NVT9fKi/Vm2EMuiVJkiRpJhsYgMWLYcUKWLMmHxcvHkle1my9vTlL+caNMDw8+tzwMGzalLcG6+2dnvZMM4NuSZIkSZqp6s0a3kxdXXlbsB07oK9vdDv6+nL55s0zIlN5NQbdkiRJkjQTtVPW8P5+2LYNdu2CZctgwYJ8HBrK5f39zW9Di8xtdQMkSZIkSU1Qyhq+devYWcOXLcv1li9vfnv6+2HVqny/ffvyGu7e3hk7wl1i0C1JkiRJM1E7Zg3v6pqeAL+NOL1ckiRJkmaiWZ41vF0YdEuSJEnSTDTLs4a3C4NuSZIkSZqJZnnW8Hbhmm5JkiRJmqlKWcPXrs1J00q6u2d81vB2YdAtSZIkSTPZLM0a3i4MuiVJkiRpppuFWcPbhWu6JUmSJElqEoNuSZIkSZKaxOnlkiRJktTJCgXXa7cxg25JkiRJ6lQDAzkz+d69I2WLFuWtwiaSmdzAvWmcXi5JkiRJnWhgAFavhp6e0Xtw9/Tk8oGB+q+zeDGsWAFr1uTj4sX1v1/jMuiWJEmSpE5TKOQR7pUrYft2WLoU5s/Px+3bc/m6dbneeBoVuGtMBt2SJEmS1GkGB/OU8g0bYE5FWDdnDqxfD3v25HpjaVTgrnEZdEuSJElSp9m3Lx+XLKl+vlReqldNIwJ31WTQLUmSJEmdZuHCfBwaqn6+VF6qV00jAnfVZNAtSZIkSZ2mtzdnKd+4EYaHR58bHoZNm6C7O9cbSyMC93KFAuzcCVu35qPT0gGDbkmSJEnqPF1deVuwHTugr290ErS+vly+efP42341InAvMQP6mAy6JUmSJKkT9ffDtm2waxcsWwYLFuTj0FAur7VPdyMCdzADeg1zW90ASZIkSdIk9ffDqlU52dm+fXkqeG9v7UC5/P3btuUs5suWjZR3d9cXuFdmQC8lZCtlQO/ryxnQV62qv00zjEG3JEmSJHWyri5Yvnzy759K4F7KgL5169gZ0Jcty/Wm0sYOZtAtSZIkSbPdZAN3M6DX5JpuSZIkSdLkNDoD+gxk0C1JkiRJrdLp22w1MgP6DGXQLUmSJEmtMBO22WpUBvQZzKBbkiRJkqZbJ26zNdao/FS3LpvhTKQmSZIkSdOpE7fZGhjIbd67d6Rs0aI8yt3fP/Wty2YwR7olSZIkaTqVttnasGHsbbb27Mn12kG9o/KlDOhnn52PBtyAQbckSZIkTa9O2marclR+6VKYP39kVH7lyjwq32kJ4KaRQbckSZIkTaeJbrPVygznnTYq34YMuiVJkiRpOk1km61WZzjvpFH5NmXQLUmSJEnTqd5ttq69tvUZzic6Kq9DmL1ckiRJ0uxTKLQ203Zpm621a/P2WiXd3bl81ao8ot3qDOflo/Ll7YBDR+VVlSPdkiRJkmaXVk/ZLunvhzvvhJtugi1b8nH37lzeLmup6x2VN1P5mAy6JUmSJM0e9W5/NV3G2marndZSl0bld+3Ko/ILFuTj0FAu7+9vfhs6mNPLJUmSJM0OldtftWrKdj3K11IvXXro+eleS93fn38urZyS36FaOtIdEadExL9FxPcjIkVEX9m5eRFxWUTsioifFev8c0T8cgubLEmSJKlTtcuU7XpMJMP5dBlrVF7javX08scDXwVeV+Xc4cBvAn9dPPYDzwL+ddpaJ0mSJGnmmOiU7Vbuj+1a6hmjpdPLU0rXA9cDRETluZ8Ap5aXRcTrgS9FxDNSSndPVzslSZIkzQATmbI9MJCnou/dO3J+0aIcCE9kDfNUsqTXynDuWuqO0Glrup8IJODHY1WIiMOAw8qKngBw4MABDhw40NTGTVapXe3aPgnsp2p/9lF1Avup2t2M76NLlzJ30SLSO99J4ZprDtn+quuSS4jubgr33EPXmjWk005j+CMfIR13HHHHHcy59FJi9WoKV19NOv30mreLT36SrgsuIMoC97RoEYXLLqvr/QC84hVw2mnE5z73aOCeTj45B+4z9fdUQ7v003rvHymlJjelPhGRgNNTStvHOP9Y4PPAN1JKvzvOdS4GLqos37JlC4cffnhjGitJkiSpIy28+WZOvPxy7jnhBHafcQYPHnMMT7jrLo695hqOvu02bl23juM+/GH2H3MMX1q//pDA/PmbNrHg7rv59PvfP+6I9aj7rF7N/mc8gwV3382x27bl+5x/Pvte8IJp+MRqloceeog1a9YAPDGltH+seh0RdEfEPOAa4H8By8f9QNVHur97//33s2DBgsY2ukEOHDjAjTfeyKmnnsq8efNa3RypKvup2p19VJ3Afqp2N1v6aNUR6O5uCpdeCk9+MnNPPZWDg4Okk0469L233MLcU07h4I03kl74wuo3KBSY++xnk447rvqI+hlnEF/7Gge/9jXXZE9Cu/TT/fv3c8QRR0CNoLvtp5cXA+6PA8cAvz3ehwFIKT0CPFL2fgDmzZvX9n9xdEIbJfup2p19VJ3Afqp21/Z9dCrrpAHOPBPOOGPUNaK3l7ldXTlpGjD3+OOh2s/g+OPz+fvuq34e4POfh717ia1bmXPYYYeev/BCWLaMebfckrOAa1Ja3U/rvXdbB91lAfexwIqU0g9b3CRJkiRJrdSoBGel7a8qNWJ/7IlmSdeM1up9uudHxPERcXyxqLv4+hnFgHsbcALwu0BXRBxdfDymVW2WJEmS1CIDA7B6NfT0jN5Cq6cnlw8MTP0ejdgfuzxwr6aewF0zRqv36T4B+ErxAfCu4vN3AE8DXklex307sK/ssazyQpIkSZJmsEIhj3CvXAnbt+dR6Pnz83H79ly+bt3U99JuxP7YjQjcNWO0NOhOKe1MKUWVxzkppb1jnIuU0s5WtluSJEnSNBsczFPKN2wYnZgM8uv162HPnlxvqkr7Y+/alffHXrAgH4eG6tsfuxGBu2aMtl7TLUmSJEnA9K+T7u+HVasmn7CtFLivXZsD9pLu7voCd80YBt2SJEmS2l8jEpxN1FjJ1kpqZVGfauCuGcGgW5IkSVL7K18nvX37IXtfT/s66XqzqNcK3DXjtTqRmiRJkiTV1k7rpKcji7pmDEe6JUmSJHWGiayTrjX1e7Iqs6iXRtxLWdT7+nIW9VWrnEYuwKBbkiRJUiepZ510vVO/J6OURX3r1rGzqC9blus5rVw4vVySJElSpymtkz777HysDLibOfV7urOoq+MZdEuSJEmaGSqnfi9dCvPnj0z9XrkyT/0uFCZ/j/Is6tU0I4u6OppBtyRJkqSZoTT1e8OGsad+79mT601WeRb14eHR51qRRV1tz6BbkiRJ0swwHVO/2ymLujqCQbckSZKkmWG6pn6Xsqjv2pWTpi1YkI9DQ4dmUdesZ/ZySZIkSTND+dTv8u28oPFTv+vJoi5h0C1JkiRppihN/V69Ok/1Xr8+TykfGsoB944deSS6UYFxKYu6NA6DbkmSJEkzR2nq99q1ecp3SXe3U7/VEgbdkiRJkmYWp36rjRh0S5IkSZp5nPqtNmH2ckmSJEmSmsSgW5IkSZKkJjHoliRJkiSpSQy6JUmSJElqEoNuSZIkSZKaxKBbkiRJkqQmMeiWJEmSJKlJDLolSZIkSWoSg25JkiRJkprEoFuSJEmSpCYx6JYkSZIkqUnmtroBkiRJkjRKoQCDg7BvHyxcCL290NXV6lZJk2LQLUmSJKk+0xEMDwzA2rWwd+9I2aJFcMUV0N/f2HtJ08Dp5ZIkSZJqGxiAxYthxQpYsyYfFy/O5Y28x+rV0NMDN98MDz6Yjz09ubyR95KmiUG3JEmSpPFNRzBcKOQR7pUrYft2WLoU5s/Px+3bc/m6dbme1EEMuiVJkiSNbbqC4cHBPKV8wwaYUxGmzJkD69fDnj25ntRBDLolSZIkjW26guF9+/JxyZLq50vlpXpShzDoliRJkjS26QqGFy7Mx6Gh6udL5aV6Uocw6JYkSZI0tukKhnt7c5byjRtheHj0ueFh2LQJurtzPamDGHRLkiRJM0GhADt3wtat+diohGPTFQx3deVtwXbsgL6+0Qnb+vpy+ebN7tetjmPQLUmSJHW6Zm7n1ehgeLwvB/r7Yds22LULli2DBQvycWgol7tPtzqQQbckSZLUyaZjO69GBcP1fDnQ3w933gk33QRbtuTj7t0G3OpYc1vdAEmSJEmTVLmdVym7eGk7r76+vJ3XqlVTn5bd35+vMziYk6YtXJinlNd73dKXAytX5lHuJUty0L5xYy4vD967umD58qm1V2oTBt2SJElSpypt57V169jbeS1blus1IoidbDA8nV8OSG3G6eWSJElSp+qUva2na69vqQ050i1JkiR1qvLtvJYuPfR85XZehcLkp4fXq9o9OuXLAakJHOmWJEmSOtVEtvNqZobzkrHusXt3Pt/svb6lNmTQLUmSJHWqerfzuvba5mc4Hy+L+kUXwVFHNX+vb6kNGXRLkiRJnazWdl6rVo1OYrZ0KcyfP5LEbOXKnMSsfL/siapMlFZ5j1e8Itdr1F7fUgdxTbckSZLU6cbbzmvnzvoznP/Wb03u/vVmUX/72+Gqq/Lzku7uie31LXUYg25JkiRpJhhrO6/pSGJW7z2OPRbuvLP5ydykNmLQLUmSJM1kE81w3ux7THavb6lDuaZbkiRJmskmkuG8ne8hdSiDbkmSJGkmqzfD+VSmeE/HPaQO5fRySZIkaaYrZThfu7Z5Scym4x5SBzLoliRJkjpBoTC1BGTjZThvlOm4h9RhDLolSZKkdjcwkEeQ9+4dKVu0KE/pnsgI8nQkMTNRmjSKa7olSZKkdjYwAKtXQ0/P6LXSPT25fGCgcfcqFHjKrl3E1Vfn/b0LhcZdW5qlHOmWJEmS2lWhkEe4V66E7dthTnHMbOnS/LqvD9aty1O6pzqFe2CAuWvXcvJUR9MljeJItyRJktSuBgfzlPING0YC7pI5c2D9etizJ9ebiuJoejruOD572WUceOCB5o2mS7OMQbckSZLUrvbty8clS6qfL5WX6k1G2Wh64Zpr+NGzngXz54+Mpq9cmUfTnWouTYpBtyRJktSuFi7Mx6Gh6udL5aV6kzFdo+nSLGXQLUmSJLWr3t68rnrjRhgeHn1ueBg2bcr7YPf2Tv4e0zGaLs1iBt2SJElSu+rqyonMduzISdPKs5f39eXyzZunlkRtOkbTpVnMoFuSJElqZ/39sG0b7NoFy5bBggX5ODSUy6eaWXw6RtOlWcwtwyRJkqTxFAp5PfO+fXm0t7d36ttzTVR/f94WrBntKI2mr15N1xln8Eu9vfna3/xmDrh37MjB/XR/ZmmGMOiWJEnS7FUroB4YyJm9m713dT2BfVcXLF/euHuWK46mx9q1nHLddfC2t+Xy7u7GjKZLs5jTyyVJkjQ7DQzA4sWwYgWsWZOPixeP7Eld3Luanp7Ra6kbvXd1rXZMl/5+Dn7963zur/+ag//8z3DTTbB7twG3NEUtDboj4pSI+LeI+H5EpIjoqzgfEfGOiNgXEQ9HxKcj4tgWNVeSJEkzRa2A+hOfeHTvarZvz3tWN2Pv6ukK7OvV1cUPe3pIZ52VR9WdUi5NWatHuh8PfBV43RjnzwfeCPwpcBLwM+CGiHjs9DRPkiRJM06hUDugfuMb69+7ulCAnTth69Z8rBaIV6tTTzsaEdhLaqmWrulOKV0PXA8QEaPORS54M/DOlNK1xbLXAj8A+oCrp7GpkiRJmm7NSmA2OJgD6q1bxw6oly3Lr2vtXX3ttXDuueOv+R5rXXjpfbXaMTjYvLXckpqu1SPd4+kGjgY+XSpIKf0E+CLwglY1SpIkSdOgmeuc9+3Lx1oBNdTeu/q97x1/avh408cvuqi+dpTaK6kjtXP28qOLxx9UlP+g7NwhIuIw4LCyoicAHDhwgAMHDjS0gY1Sale7tk8C+6nan31UncB+Wp/45CfpOuss0mmnMfyRj5COO4644w7mXHopsXo1hauvJp1++uSvf+SRzAUO3n476aSTDj1/++3MBdLRR5Pe+U4K11wzeiR6eJiud76TmDuX9JKXUPjEJ0bOP+958IlP0HXGGcTatZAS6bTTqtdZvpw5t9zCwf/6L1JpZL1KOw4eeSRpmvqMfVSdoF36ab33j5RSk5tSn4hIwOkppe3F18uAzwO/nFLaV1bv40BKKb16jOtcDFxUWb5lyxYOP/zwJrRckiRJDVMo8OLzzmP/McfwpfXrDwl2n79pEwvuvptPv//9k59qXuc97njtazlx82buOeEEdp9xBg8ecwxPuOsujr3mGo6+9VYC+Oxll/GjZz3rkFv80je+wSnFbbfGrPO1r3HKhg388FnP4nObNjXns0pqmoceeog1a9YAPDGltH+seu0cdP8K8C3guSml28vqfQa4PaX0pjGuU22k+7v3338/CxYsaFLrp+bAgQPceOONnHrqqcybN6/VzZGqsp+q3dlH1Qnsp7XFZz7D3FNP5eDgYPVR6FtuYe4pp3DwxhtJL3zh5O9TPpp+wQUjo+mXXUZ86lOPjqbHJz9J1wUXEGXrsVN3N8OveAVd73sfBx54ICc/q/Tgg8x7ylMAatZJETXbMV3so+oE7dJP9+/fzxFHHAE1gu52nl6+B7gHeBFwO0BELCBnMf/AWG9KKT0CPFJ6XUrQNm/evLb/i6MT2ijZT9Xu7KPqBPbTcdx3HwBzjz8eqv2Mjj8+n7/vvurnK42VjO3MM2HuXGLtWuaccspI/e5u2LaNuaUkaGeeCWecMeoa0dtL1+AgvO99zPvmN3O28Urf/OajT2vViYsvJq66avx2TDP7qDpBq/tpvfduadAdEfOBxWVF3RFxPPBASunuiHgP8BcRsZschP818H1g+zQ3VZIkSdNh4cJ8HBqqHqiWEpiV6o1nrKzhpczi/f2walXtDOldXYdmD+/tzdfauDFv71UxNZxNm/J5GL9OdzdceGF+NCNTu6SWa3X28hOArxQfAO8qPn9H8fXlwN8Cfw/cCswHXppS+vk0t1OSJEnToTyYHR4efa48UO3tHf8642UNL2UWh5GA+uyz87HeQLerKwfvO3ZAX9/oe/T15fIrrqhdZ/PmfK3JtkNS22v1Pt07gRjnfAL+qviQJEnSTFcKZlevzoHp+vV566yhoRxw79gB27aNH5QWCnmEe+XK0SPMS5fm1319sG5dHuWeSnDb35/bsnbtyL7e8OjU8Ef36a6njqQZq53XdEuSJGk2qjeYHcvgYJ5SvnXr6CndkF+vX5+vOzh46LTxybS11hT1eqexS5qRDLolSZLUfqYSqO4r7ja7ZEn186Xyffuqn5+oamu+J1NH0oxk0C1JkqT2NNlAtZHJ2CRpilqdSE2SJElqrEYlY5OkBjDoliRJUmcqFGDnzrx2e+fO/BrqyyxeyhouSU3m9HJJkiR1nnr24DZruKQ24Ei3JEmSOku9e3D398Odd8JNN8GWLfm4e7cBt6Rp5Ui3JEmSOsdE9+A2a7ikFnOkW5IkSZ2jtAf3hg1j78G9Z0+uJ0ltwKBbkiRJnWO69+CWpCky6JYkSVLnKN+Duxr34JbUZgy6JUmS1Dncg1tShzHoliRJUudwD25JHcbs5ZIkSeos7sEtqYMYdEuSJKnz9PfnbcEGB3PStIUL85RyR7gltRmDbkmSJHUm9+CW1AEMuiVJkjpFoeDIriR1GBOpSZIkdYKBAVi8GFasgDVr8nHx4lwuSWpbBt2SJEntbmAAVq+Gnp7R2bp7enK5gbcktS2DbkmSpHZWKOQs3StXwvbtsHQpzJ+fj9u35/J163I9SVLbMeiWJElqZ4ODsHcvbNgAcyr+6zZnDqxfD3v25HqSpLZj0C1JktTO9u3LxyVLqp8vlZfqSZLaikG3JElSO1u4MB+HhqqfL5WX6tVSKMDOnbB1az46LV2SmsqgW5IkqZ319sKiRbBxIwwPjz43PAybNkF3d65XixnQJWnaGXRLkiS1s64uuOIK2LED+vpGZy/v68vlmzfX3q/bDOiS1BIG3ZIkSe2uvx+2bYNdu2DZMliwIB+HhnJ5f//47zcDuiS1zNxWN0CSJEl16O+HVatylvJ9+/Ia7t7e2iPcMJIBfevWsTOgL1uW6y1f3ozWS9KsZdAtSZLUKbq6JhcUt2MG9EJhcl8gSFKHcXq5JEnSTNfoDOj1GC9LugndJM0iBt2SJEkzXSMzoNdjvKDahG6SZhmDbkmSpJmuURnQ6zFeUH3GGXDeeSZ0kzSrGHRLkiTNBlPNgF6PWlnSX/ACuPdeuOCCsRO67dmT13pL0gxhIjVJkqTZYioZ0OtRK0v6S16SR73376/+/lYkdJOkJjPoliRJmk0mmwG9HrWypJ94Yj7eeiu87GWHnm9GQjdJajGnl0uSJKkxamVJX7AgH2+4YXoSuklSGzDoliRJUmPUypJ++eVw1FEjCdyamdBNktqEQbckSZIao54s6R/4QPMTuklSG3FNtyRJkhqnlCV97docTJd0d48OqpuZ0E2S2ohBtyRJkhqrnizpzUzoJkltxKBbkiRJjWdQLUmAQbckSZImqlBwargk1cmgW5IkSaONF1QPDOT12nv3jtRftCgnUDMJmiQdwuzlkiRJGjEwAIsXw4oVsGZNPi5enMsHBmD1aujpGZ2ZvKcnlw8MtLr1ktR2DLolSZKUjRdUn3EGnHcerFwJ27fD0qUwf34+bt+ey9ety6PkkqRHGXRLkiTNJIUC7NwJW7fmY71BcKGQp42PFVS/4AVw771wwQUwp+K/kHPmwPr1sGdPnpYuSXrUpNd0R8RjgKOoCNxTSndPtVGSJEmahKmstx4czO/burV6UP2Sl+RR7/37q79/yZJ83Ldvko2XpJlpwiPdEXFsRAwCDwN3AXuKj73FoyRJkqbbVNdbl4LlUvBc6cQT8/HWW6ufHxrKx4ULJ952SZrBJjO9/EPAMLASeB7wm8XHc4tHSZIkVSoUiM98hqd99rPEZz7T2LXPtaaG17PeuhQsl4LnSgsW5OMNN8Dw8Ohzw8OwaRN0d+dM55KkR00m6D4e+JOU0vUppdtTSl8tfzS4fZIkSZ2vmBF87qmncsK73sXcU08dyQhebrLrsUtTwzdsmPx6697ePBV948bqQfXll8NRR+XR876+0aPpfX2wYwds3ux+3ZJUYTJB99eAIxrdEEmSpBmpbNr3wcFBdmzdysHBwUOnfY+3VVcttaaG17Peuqsrr/3esWPsoPoDH4Bt22DXLli2LI9+L1uWR8e3bXOfbkmqYjKJ1C4ALo+IDcAu4ED5yZTSGNk1JEmSZpmKad+pUKDwwx+STjopT/vu68vTvoeH4cwzc72tW3OQPDSUR51Xr64d0JZPDV+69NDz9a637u/P91q7NgfTJd3do9uwalUeNd+3L1+zt9cRbkkaw2SC7k8Xj/9ZUR5AAvwbV5IkCQ7NCF4+Xbw07XvZMnjDG0bWY5emh5fWY5cC81Wrxg5sy6eGl18DJr7eur+/dlDd1QXLl0/gByFJs9dkgu4VDW+FJEnSTFTvtO977hl/PfayZTkIHivQLU0NX706B+nr14+Mlm/alKeGb9tW/2i0QbUkNcyEg+6U0mea0RBJkqQZp95p3zC19dhQ/9RwSdK0mkwiNSKiNyL+JSK+EBFPK5a9JiJObmzzJEmSOlitjOCbNsHRR+fXY23VNZH9r/v74c474aabYMuWfNy924BbklpowkF3RJwB3AA8TN6X+7DiqScCGxrXNEmSpA5XkRE8brmFuQ8/TNxyy0hG8Pe9r3ZgPpH9r0tTw88+Ox9NcCZJLTWZNd1/AfxpSumfI+KssvLPF89JkiSppGza99xTTuHlpfLyad9dXY1bjy1JaiuTCbqfBXy2SvlPgCdNqTWSJEmVCoXO356qmBH84E03cfv113P8y17G3BUrRj6H67ElacaaTNB9D7AY2FtRfjLw7ak2SJIk6VEDAzkQ3bt3pGzRojxlu9MC0a4u0gtfyPd+9jOe88IXHvrFQT1bdUmSOs5kEql9EHhvRJxE3pf7lyPid4HNwAca2ThJkjSLDQzkKdc9PXDzzfDgg/nY05PLBwZa3cLGcz22JM04kxnpvpQcrP8ncDh5qvkjwOaU0t82sG2SJGm2KhTyCPfKlbB9+8j+1UuX5td9fbBuXR4ZNjCVJLWxCY90p+wS4MnAEmApcGRK6S8b3ThJkjRLDQ7mKeUbNowE3CVz5uRkY3v25HqSJLWxyYx0A5BS+gXwtQa2RZIkKdu3Lx+XLKl+vlReqidJUpuqK+iOiLoXTaWUOiyriSRJajsLF+bj0FCeUl5paGh0PUmS2lS908t/UvbYD7wIOKHs/POKZT9paOskSdLs1Nubs5Rv3AjDw6PPDQ/n/au7u3M9SZLaWF1Bd0rp3NID+AHwcaA7pdRfHNn+FeBq4P5GNi4iuiLiryNiT0Q8HBHfioi/jIho5H0kSVKb6erK24Lt2JGTppVnL+/ry+WbN5tETZLU9iazpvv3gZNTSoVSQUqpEBHvAr4AvLVRjQMuAM4Dfg+4gzy6fhV5RP19DbyPJElqN/39sG1bzmK+bNlIeXd3Lu+0fbolSbPSZILuucCvAd+sKP81Jrfv93iWAdemlK4rvt4bEWcDz2/wfSRJUjvq78/bgg0O5qRpCxfmKeWOcEuSOsRkgu6rgH+MiF8FvlQsOwl4W/FcI30B+OOIeGZK6X8i4jnAycCfj/WGiDgMOKys6AkABw4c4MCBAw1uXmOU2tWu7ZPAfqr2Zx+d4X7rt0aeDw8fus67Q9hP1e7so+oE7dJP671/pJQmdOGImAOsA94ElFKG7gPeC1xRPu18qor32gicDxSALuDClNKmcd5zMXBRZfmWLVs4/PDDG9U0SZKk0QoFnvK1r/HYH/2In//SL/HDX/91R+QlaQZ76KGHWLNmDcATU0r7x6o34aB71JsjFgCMd4OpiIizgL8hrxO/AzgeeA/w5ymlD4/xnmoj3d+9//77WbBgQTOaOWUHDhzgxhtv5NRTT2XevHmtbo5Ulf1U7c4+qlaKT36SrgsuIPbufbQsLVpE4bLLSKef/miZ/VTtzj6qTtAu/XT//v0cccQRUCPonsz08kc1K9gu8zfApSmlq4uvd0XEMcB6oGrQnVJ6BHik9LqU6HzevHlt/xdHJ7RRsp+q3dlH1TSFQvW15QMDcNZZsHIlbN0KS5bA0BCxcSNzzzqratI3+6nanX1UnaDV/bTee0846I6IpwKbyftyHwWM2r4rpdTIeVSHA5WLtgo0PmGbJEnS2AYGchb1spFsFi2Cyy+H88/PAff27TCn+F+UpUvz674+WLcuJ4NzqrkkzUqTGen+EPAM4K/Ja7knPz+9tn8DLoyIu8nTy59LTqL2T028pyRJ0oiBAVi9+pCRbDZuhDPPzHW2bh0JuEvmzIH16/N2Z4ODsHz5tDddktR6kwm6TwZ6U0q3N7gt1byBHNy/nzyq/n3g/wLvmIZ7S5Kk2a5QyCPcY41kn3gifPnL8OxnV3//kiX5uG/fdLRWktSGJhN0f4eKKeXNklJ6EHhz8SFJkjQ5Y63HrnV+cDBPKR9rJPv3fz8H3R/9KPzZnx1636GhfFy48NBzkqRZYTJro98MXBoRixrbFEmSpCYYGIDFi2HFClizJh8XL87ltc6XRqhLI9aVfvd38/Ef//HQvcOHh2HTJujuzkG8JGlWmkzQ/TFgOfCtiHgwIh4ofzS2eZIkSVNQWo/d0wM33wwPPpiPPT25/Pzzxz+/e3e+TmnEutLXv56PX/lKTppWfo2+PtixAzZvNomaJM1ik5le/uZGN0KSJKnhaq3HXrUK3v1uePnLx848ftVVOUv5xo2j68DokezLL4e3vjUnTSvp7q66XZgkaXaZcNCdUqq6P7YkSVJbqbUe+6UvzSPRL3vZ+JnH3/52uPjiHISvXz+SvXzTpvz+UmB9+unjrxuXJM1Kk9mn+xnjnU8p3T355kiSJDVIrfXYj3vc6GOl0vuOPTYH1mvXjj+S3dXltmCSpENMZnr5Xsbfm9uvdCVJUuuVMoYPDeUp45Uefnj0sVJ55vHly/N0dEeyJUkTNJmg+7kVr+cVy/4cuHDKLZIkSWqE3t7x12P/+7/D3Llw/fXwp3869nrtUuZxR7IlSZMw4ezlKaWvVjxuSyl9EFgHvLHxTZQkSRpHoQA7d+a12zt35teQg+QrrsjrrqtlFr/uOnjLW/LRzOOSpCaZzEj3WL4JnNjA60mSJI1vYCCvtd67d6Rs0aIcbPf350et9dhLl9Zery1J0iRNJpHagsoiYCFwMbC7AW2SJEmqrbQH98qVeZS7lFV848ZcXgqa+/vHX49d67wkSVMwmZHuH3NoIrUAvgOcPdUGSZIk1VRrD+6+Pli3LgfTXV2112O7XluS1CSTCbpXVLweBu4D7kwpHZx6kyRJkmqotQd3aY/twUGDaUlSS00m6J6TUrqp2omIeF1K6e+m2CZJkqTx1dqDu1ReqidJUotMOHs5MBARz6ssjIg3AZum3iRJkqQayvfgrqZ8j21JklpoMkH3W4HrI+LXSgURsRZ4B/DyRjVMkiRpTOV7cA8Pjz5XbY9tSZJaZDL7dP8DsBn4dEQsiogLgL8CTkspDTa6gZIkSYeotQe3e2xLktrEpPbpTildHhFPAW4DuoCXpJRuaWjLJEmSxlPPHtySJLVYXUF3RLyxSvH3gIeAzwLPj4jnA6SU3te45kmSJI3DPbYlSW2u3pHut4xRXgB+q/iAvH+3QbckSapPoTD1gNk9tiVJbayuoDul1N3shkiSpFlmYCBPDd+7d6Rs0aK8Vtup4ZKkGWIy2csBiIjHRMSzImJS68IlSdIsNjAAq1dDT8/oJGg9Pbl8YKDVLZQkqSEmHHRHxOER8Y/k9dx3AM8olv9tRLytwe2TJEkzTaGQR7hXroTt22HpUpg/Px+3b8/l69blepIkdbjJjHRvAp4DLAd+Xlb+aeDVDWiTJEmayQYH85TyDRtgTsV/RebMgfXrYc+eXE+SpA43manhfcCrU0q3REQqK78D+NWGtEqSJM1c+/bl45Il1c+Xykv1JEnqYJMZ6T4SuLdK+ePJ2cslSZLGtnBhPg4NVT9fKi/VkySpg00m6L4NeHnZ61Kg/YfAzVNukSRJmtl6e3OW8o0bYXh49LnhYdi0Cbq7cz1JkjrcZKaXbwCuj4hfL77/TcXny4AXNrJxkiSpjU12j+2urrwt2OrV0NeX13AvWZJHuDdtgh07YNu2ie/XLUlSG5rwSHdK6XPA8eSAexfwO+Tp5i9IKf1XQ1snSZLa08AALF4MK1bAmjX5uHhx/Vt99ffnwHrXLli2DBYsyMehoVzuPt2SpBliUntsp5S+BfxRg9siSZI6QWmP7ZUrYevWkVHqjRtzeXnQPN5oeH8/rFo1udFySZI6xISD7oj4TeBASmlX8fUq4Fzga8DFKaVfNLaJkiSpbVTusV3a8qu0x3ZfX95je9UquPbaXHfv3pH3L1qUp5aXgvKuLli+fDo/gSRJ02oyidT+L/BMgIj4FeBjwEPAq4DLG9c0SZLUdurdY/uSS/Kod08P3HwzPPhgPvb05PJ6p6FLktThJhN0PxO4vfj8VcBnUkprgHOAMxrTLEmS1Jbq3WP7yitHRsOXLoX580dGw1euzKPhhcJ0tFiSpJaaTNAdZe97MfCp4vPvAEc0olGSJKlN1bvH9n331R4NHxxsXjslSWoTk92n+y8i4jXkLcKuK5Z3Az9oVMMkSVIbqmeP7SOPzK9rjYaXRs0lSZrBJhN0vxn4TeBK4JKU0p3F8tXAFxrULkmS1I5Ke2zv2JGTppWv1+7ry+Wvf32uW2s0vDRqLknSDDbh7OUppf8Geqqceivg4ixJkma60h7ba9fmvbVLurtz+apVcNVVeTS8PMM5jIyGd3fnUXNJkma4Se3TXU1K6eeNupYkSWpztfbYvuKKnKW8ry+v4S7t5b1pUx4N37bN/bglSbNCXUF3RDwAPDOldH9E/AhIY9VNKT25UY2TJEltbLw9tmuNhpf26ZYkaYard6T7LcCDxedvbk5TJEnSjFJrNFySpFmgrqA7pfThas8lSZLGNd5ouCRJs0C908sX1HvBlNL+yTdHkiRJkqSZo97p5T9mnHXcRVGs45wxSZIkSZKoP+he0dRWSJKk6VUouNZakqRpUO+a7s80uyGSJGmaDAzkrOJ7946ULVqUt/kqzypuYC5J0pTNqadSRPxGvY9mN1iSJE3BwEDeP7unB26+GR58MB97enL5wMBIvcWLYcUKWLMmHxcvHjkvSZLqUu/08tvJ67WjRj3XdEuS1K4KhTzCvXIlbN8Oc4rfvS9dml/39cG6dTA8DGeemett3QpLlsDQEGzcmANz99mWJKlu9Qbd3U1thSRJar7BwTylfOvWkYC7ZM4cWL8eli2DN7yhdmC+apVTzSVJqkO9a7rvanZDJElSk+3bl49LllQ/Xyq/5x7YsGH8wHxw0P23JUmqQ737dL8SuD6ldKD4fEwppX9tSMskSVJjLVyYj0NDeeS60tDQyPNagXkpgJckSeOqd3r5duBo4N7i87G4pluSpHbV25uzlG/cOHrqOOR13Js2wdFH55HuWoF5KYCXJEnjqit7eUppTkrp3rLnYz0MuCVJalddXXlbsB078trs8uzlfX25/H3vGwnMh4dHv78UmHd35wBekiTVVO9ItyRJmgn6+3P28bVr89rsku7ukazkXV05S3lfX17DXcpevmlTDsy3bTOJmiRJdao76I6I19ZTL6X0z5NvjiRJarr+/px9fHAwr81euDCPXJcC6XoCc0mSVJeJjHR/CPgpcJCx9+tOgEG3JEntrqtr/OzjtQJzSZJUl4kE3V8Hngr8C/BPKaX/bk6TJEnqYIXCzAlUawXmkiSpproSqQGklI4DXg48DvhsRNwWEedFxIKmtU6SpE4yMACLF8OKFbBmTT4uXpzLG6lQgJ07YevWfCwUGnt9SZLUMHUH3QAppS+mlP4EWAi8DzgT2BcRH42Iw5rRQEmSOsLAQE4+1tMzOit4T08ub1TgPV2BvSRJaogJBd0lKaWHiwnTLgK+BJwFHN7IhkmS1DEKhZx0bOXKvP/10qUwf34+bt+ey9etm/qI9HQF9pIkqWEmHHRHxNMiYkNE7AauBm4Fjksp/ajhrZMkqRMMDsLevbBhA8yp+Kd1zpy87daePbneZE1XYC9Jkhqq7qA7Is6MiOuB3cCJwFrg6Sml81NK32hWAyVJanv79uXjkiXVz5fKS/UmYzoCe0mS1HATyV5+NXA38G7gB8Ai4HURo3cPSym9r1GNkySpIyxcmI9DQ3nkudLQ0Oh6tVTLgD4dgb0kSWq4iQTdd5P34V4zTp1ETrAmSdLs0dsLixbBxo15qnf5SPTwMGzaBN3duV4tAwN5GvnevSNlixbBuefm5/UG9jNp6zJJkjrYRLYMW5RS6q7x+JVmNlaSpLbU1QVXXAE7dkBf3+gkZ319uXzz5lxvvO2+xkuUdtFFcNRRObAfHh59/8rA3gznkiS1jUllL5ckSRX6+2HbNti1C5YtgwUL8nFoKJf3948fDNdKlPaKV+T71Arsr73WDOeSJLWRtg+6i9nS/yUifhgRD0fErog4odXtkiTpEP39cOedcNNNsGVLPu7ePRJwjxcMX3JJ7URp994LF188dmC/apUZziVJajMTWdM97SLil4DPAzcBLwPuA44F3J5MktSeurpg+fLRZZWj2KWguhQM9/XBlVfmslqJ0o49Ngf21dZr79yZA/etW8cO3Jcty++tbKMkSWqKtg66gQuA76SUzi0r29OqxkiSZrnJJicrbfdVKxiG+hKlVQvswQznkiS1oXafXv5K4LaI+ERE3BsRX4mIP2p1oyRJs9BUkpPVGwwfeWR9idLGUr51WTUT3bpMkiRN2aRGuiNiDrAYOIqKwD2l9NkGtKvkV4DzgHcBG4ETgfdFxC9SSh8eo22HAYeVFT0B4MCBAxw4cKCBTWucUrvatX0S2E/V/prZR+OTn6TrrLNIp53G8Ec+QjruOOKOO5hz6aXE6tUUrr6adPrpY7//yCOZCxy8/XbSSScdev7225kLFM47jzl//dekV76S4QsuGLnPZZcRn/pUvs/w8KFBecnSpcxdtIj0zndSuOaaQ7Yu67rkEqK7m4NLl4J/llvCv0vV7uyj6gTt0k/rvX+klCZ04YhYCmwBjgGi4nRKKTVsE9CI+AVwW0ppWVnZ+4ATU0ovGOM9FwMXVZZv2bKFww8/vFFNkyTNFoUCLz7vPPYfcwxfWr/+kED2+Zs2seDuu/n0+98/9lTzCVxj4Ze+xHFXXcXj77330So/e+pTueOcc9j3gqr/9I2y8OabOfHyy7nnhBPYfcYZPHjMMTzhrrs49pprOPq227j1/PPruo4kSRrfQw89xJo1awCemFLaP1a9yQTdtwP/Qw5s9wGjLpBS+slEGzvOve4Cbkwp/WFZ2XnAX6SUnjbGe6qNdH/3/vvvZ8GCBY1qWkMdOHCAG2+8kVNPPZV58+a1ujlSVfZTtbtm9dH4zGeYe+qpHBwcrD5KfcstzD3lFA7eeCPphS8c+zrlo+VjjWKXRssLBeJzn3t07Xg6+eT61o6X3+uCC4i9ex8tS93dFC69dNwReTWff5eq3dlH1QnapZ/u37+fI444AmoE3ZOZXn4ssDqldOdkGzcBnweeVVH2TOCusd6QUnoEeKT0OiIPxs+bN6/t/+LohDZK9lO1u4b30fvuA2Du8cdDtesef3w+f9991c+XnHkmzJ1LrF3LnFNOGSnv7oZt25jb3z9SNm8evPjFk2/zmWfCGWeMSvoWvb3MnUDgruby71K1O/uoOkGr+2m9955M0P1F8nru6Qi63w18ISI2AB8Hng/8cfEhSVLzlScnq5VVvJb+/ryX9mQyoE/UWBnOJUnStJpM0P23wBURcTSwCxi1ejyl9N+NaFjxWrdGxOnAJuCvyNuFvTml9NFG3UOSpHH19sKiRTmrePke21B/VvFyBsOSJM0qkwm6ryke/6msLJGTqiWgoV/Xp5R2ADsaeU1JkurW1QVXXAGrV0NfX95Te8mSPMK9aRPs2AHbtjVntFqSJHW8yQTd3Q1vhSRJ7ay/PwfWa9fCsmUj5cX12JSvx5YkSSoz4aA7pTRmEjNJkmas6VyPLUmSZoy6gu6IeCVwfUrpQPH5mFJK/9qQlkmSNN0KhfGDatdjS5KkCap3pHs7cDRwb/H5WBq+pluSpGkxMJCnj5ftbc2iRXk9t9PHJUnSJM2pXQVSSnNSSveWPR/rYcAtSeo8AwM5UVpPD9x8Mzz4YD729OTygYFWt1CSJHWouoJuSZJmrEIhj3CvXJm3BFu6FObPz8ft23P5unW5niRJ0gQZdEuSZrfBwTylfMOG0XtwQ369fj3s2ZPrSZIkTZBBtyRpdtu3Lx+XLKl+vlReqidJkjQBBt2SpNmhUICdO2Hr1nwsTRdfuDAfh4aqv69UXqonSZI0ARPep1uSpLZUKPCUXbuI/fvh6U8fvd3XeJnJV63KzzduzGu4y6eYDw/Dpk3Q3Z2vJ0mSNEETHumOiEJEHFWl/CkRYZYZSdL0Gxhg7rOfzcl/+ZfMfe1rYcUKWLw4B9u1MpNfe20OvnfsgL6+0XX6+nL55s2j9+uWJEmq02RGumOM8sOAX0yhLZIkTVwxqE6nncbgeefxgj/6I+Z985t55PqMM+Coo0Yyk5dGsUuZyfv6cmby3bth27Y8Gr5s2ci1u7tzuft0S5KkSao76I6INxafJuAPI+KnZae7gFOAbzSwbZIkja9su6/CJz7Bj/7930dv93XyyXnE+oILxs5MvmxZzkze35+nmg8O5qRpCxeOnqIuSZI0CRMZ6X5L8RjAnwLlU8l/AewtlkuSND1K231t3Vo9qH7JS3LQvX9/9fdXZibv6oLly5vVWkmSNAvVHXSnlLoBIuImoD+l9KOmtUqSpHKFQvUR6FrbfZ14Yj7eeiu87GWHnjczuSRJarIJJ1JLKa0w4JYkTZuBgZwUbcUKWLNmdJK0Wtt9LViQjzfckDORlzMzuSRJmgZ1Bd0R8a6IeHzZ8zEfzW2uJGlWqZV5/L77Rrb7qhZUX355TqRWykRuZnJJkjTN6p1e/lxgXtnzsaSpNUeSpKKyJGljZh6/4AL4m7+BM8+k64wz+KXe3jxq/c1v5lHsHTty9nEwM7kkSWqJuoLulNKKas8lSWqaWknSSpnHjzgCtm0j1q7llOuug7e9LdepDKrNTC5JklpgMvt0AxARi4FfBT6bUno4IiKl5Ei3JKkxaiVJK888fvbZHDztNL64eTNLjzmGuU9/+qFBtZnJJUlSC0w46I6IpwAfB1aQp5MfC3wb+MeI+FFKaW1jmyhJmpXKk6QtXXro+crM411d/LCnh3TaaTBv3qH1JUmSWmDC2cuBdwMHgGcAD5WVfwx4aSMaJUkSvb3jJ0kz87gkSeoAkwm6fwe4IKX03Yry3cAxU2+SJEnk6eBXXJGToZl5XJIkdajJrOl+PKNHuEueDDwyteZIklSmvz8nQzPzuCRJ6lCTCboHgdcCf1l8nSJiDnA+cFOjGiZJEpADazOPS5KkDjWZoPt84D8j4gTgMcDlwHHkke7famDbJEnKzDwuSZI61ITXdKeUhoBnAp8DriVPNx8AnptS+lZjmydJkiRJUuea1D7dKaWfAJc0uC2SJEmSJM0odY90R8R/RsSYGWsi4oiI+HZjmiVJkiRJUuebyPTyFcDHI+LtY5zvwi3DJEmTUSjAzp2wdWs+FgqtbpEkSVJDTHRN93nAmyPikxHx+GY0SJI0ywwMwOLFsGIFrFmTj4sX53JJkqQON9Gg+1pgKTlb+S0R8SuNb5IkaUYZbxR7YABWr4aeHrj5ZnjwwXzs6cnlBt6SJKnDTSZ7+deBE4HvALdGxIsb3ipJ0sww3ih2oQBr18LKlbB9OyxdCvPn5+P27bl83TqnmkuSpI424aAbHs1e/nLgg8CnIuItDW2VJKnz1RrFvuQS2LsXNmyAORX/HM2ZA+vXw549MDjYkuZLkiQ1wkS2DEujXqSUgLdFxO3APwC/3cB2SZI6WeUodimoLo1i9/XBlVfmsiVLql+jVL5vX5MbK0mS1DwTGemOaoUppauBk4GehrRIktT5Bgdrj2Lfd19+PTRU/Rql8oULm9ZMSZKkZpvolmEPVDuRUrodeB5wbgPaJEnqdKXR6Vqj2EceCRs3wvDw6PPDw7BpE3R3Q29v89opSZLUZHUH3Smlz6SUDo5z/ocppX9uTLMkSR2tNDpdaxT79a+HHTvydPPydd99fbl882bo6pqOFkuSJDXFpBKpSZI0rt5eWLSo9ij2hRfCtm2waxcsWwYLFuTj0FAu7+9vSfMlSZIaZSKJ1CRJqk9XF1xxRc5S3teX13AvWZKD6U2b8ij2tm25Xn8/rFqV14Hv25dHyXt7HeGWJEkzgkG3JM1mhULtYLeeOtX09+fAeu3aPHpd0t196Ch2VxcsX96QjyRJktRODLolabYaGMgB8d69I2WLFuUR6lJAXE+d8YJyR7ElSdIs55puSZqNBgby1O+entEJzHp6cvnAQP11Fi+GFStgzZp8XLw4l5eURrHPPjsfDbglSdIs4ki3JM02hUIevV65ErZvH9lHe+nS/LqvL5+H8eucd17ea3vlSti6dWTN9saNOSg3EZokSZJBtyTNOoODebr41q0jwXTJnDk56VlpDfZYdc4/P08TX7Zs7KB83bo8tdyRbUmSNIs5vVySZpt9+/JxyZLq58vLx6qzf38+vuQlYwfue/bkAF+SJGkWM+iWpNlm4cJ8HBqqfr68fKw6t96ajyeeWP18KVgvBfiSJEmzlEG3JM02vb05A/nGjTA8PPrc8HDeR3vRovHr3HBDfr5gQfV7lIL1UoAvSZI0Sxl0S9Js09WVt/zasSOvvS7PTN7Xl8uvuGL8OjffDEcdBZddNnbg3t2dA3xJkqRZzERqkjQb9ffn7OJr144kTYMcKJdnHR+rzjXX5OerV+cgfP36kezlmzblYH3bNpOoSZKkWc+gW5Jmq/7+nF18cDCvvV64MI9MlwfKterUE7hLkiTNYgbdkjSbdXXB8uWTr1NP4C5JkjSLGXRLkqamnsBdkiRpljLolqR2VShMfQS5EdeQJEnSpJm9XJLa0cAALF4MK1bAmjX5uHhxLp/Oa0iSJGlKDLolqd0MDOSs4D09o7fq6unJ5aWguVCAnTth69Z8LBQmfg1JkiQ1ldPLJamdFAo5G/jKlbB9O8wpfje6dGl+3dcH69blvbDf+lbYu3fkvYsW5b21V62q7xqrVjnVXJIkqckc6ZakdjI4mAPpDRtGguWSOXPyfth79sCZZ449in3JJfVdY3Bwuj6VJEnSrOVItyS1k3378nHJkurnn/3sfHzuc8cexb7yyvGvUSov3UuSJElN40i3JLWThQvzcWio+vmPfjQf/+APxh7Fvu++8a9RKi/dS5IkSU1j0C1JzTBekrPxzvf25rXZGzfmddvlhofhn/4pP//d361+39Io9pFHjn2NTZuguzvfS5IkSU1l0C1JjVZrq67xznd15WRoO3bkqeLla7b7+uDLX87X+PrXq9+7NIr9+tePfY0dO2DzZpOoSZIkTQODbkmzS60R6KmqtVXX+efX3sqrvx+2bYNdu2DZMliwIB+HhuDjHx9/JLw0in3hhWNfY9u2fA9JkiQ1nYnUJM0eAwN5K61q22w1Igittd3XqlXw7nfDy19eeyuv/v58HBzMCc8WLszTwbu68mP16lx//fo8pXxoKAfcO3bkoLqra/xrSJIkaVo40i1pdqg1Al2a+j0Vtbb7eulL4eBBeNnL6tvKq6sLli+Hs8/Ox1KwPN5IeOUo9ljXkCRJ0rToqKA7It4WESki3tPqtkjqIJUj0EuXwvz5IyPMK1fmEeapTjWvtd3X4x43+lhpIlt59ffDnXfCTTfBli35uHu308YlSZLaTMdML4+IE4E/Af671W2R1GFKI9Bbt449wrxsWa63fPnk71O+3dfSpYeef/jh0cdKE93KqzSKLUmSpLbVESPdETEf+CjwR8CPWtwcSe2sWqK0WiPQExlhHk+t7b7+/d9h7ly4/nq38pIkSZolOmWk+++A61JKn46IvxivYkQcBhxWVvQEgAMHDnDgwIEmNnHySu1q1/ZJ0Bn9ND75SbouuIAoS5SWFi1i+LWvpQs4ePvtpJNOOvR9t9/OXODgkUeSpvj54rLL6DrrLNIrX8nwBReQjjuOuOMO5lx2GfGpTzH8lrcw593vHvN84eqrScPDhwblqqkT+qhkP1W7s4+qE7RLP633/pFSanJTpiYizgIuBE5MKf08InYCt6eU3jxG/YuBiyrLt2zZwuGHH97ElkpqpYU338yJl1/OPSecwO7Vq9n/jGew4O67OXbbNo6+9VZ+8cQn8sAzn8mX1q8fPcV8eJjnb9rEgrvv5tPvf39DEo0tvPlmjrvqKh5/772Plv3sqU/ljnPOYd8LXlDzvCRJktrfQw89xJo1awCemFLaP1a9tg66I+LpwG3AqSml/y6W7WT8oLvaSPd377//fhYsWNDcBk/SgQMHuPHGGzn11FOZN29eq5sjVdXW/bRQYO6zn0067jgK11xzSFDddcYZxK23wn33kU47bewR5tNPb2ib4nOfe3SrrnTyyaMD+lrnNWFt3UelIvup2p19VJ2gXfrp/v37OeKII6BG0N3u08ufBxwFfDkiSmVdwCkR8XrgsJTSqHTDKaVHgEdKr0vvmzdvXtv/xdEJbZTasp9+/vOwdy+xdStzDjvs0PMXXpgTpb397cRVVzHnlFNGznV3w7ZtzG101u958+DFL578eU1aW/ZRqYL9VO3OPqpO0Op+Wu+92z3o/k+gp6LsKuAbwGWVAbekWareRGnHHpu32RocfHSEmd5eR5glSZLUNG0ddKeUHgSGyssi4mfAD1NKQ9XfJWnWqbVVV/lWXG6zJUmSpGnUEVuGSdK4am3V5VZckiRJapG2HumuJqW0vNVtkNRmurrgiitg9Wro64P16/OU8qGhHHDv2AHbtjVuGnmh4BR1SZIk1aXjgm5Jqqq/PwfWa9fmpGklxURpNCpR2sBAvkfZXuAsWpSD/kYnY5MkSVLHc3q5pJmjvz8nSrvpJtiyJR93725swL16NfT0wM03w4MP5mNPTy4fGGjMfSRJkjRjONItaWZpRKK0atPHIY9wr1wJ27eP7AW+dGl+3dcH69bBqlVONZckSdKjDLolqdxY08fPPTeXbd06EnCXzJmT15EvW5aDdbOjS5Ikqcjp5ZJUMt708YsuynVq7QVe2jNckiRJwqBbkrJCYfT08aVLYf78kenjL3hBrvfVr1Z/f/le4JIkSVKRQbckQZ4WvncvbNhQffr45Zfn5+ef717gkiRJqptBtyTByLTwsaaPP+c5+XjzzTlpWvn0876+vBf45s0mUZMkSdIoBt2SBCPTwkvTxCuVyi++GHbtyknTFizIx6Ghxu4FLkmSpBnDoFuSIE8LX7QINm4cf/r4hRc2dy9wSZIkzShuGSZJkKeFX3FFzl7e15e3AFuyJI9ib9qUp49v2zYyfdxtwSRJklQHg25JKunvz4H12rV52nhJd7fTxyVJkjQpBt2SVK6/H1atytnM9+3La717e02QJkmSpEkx6JakSl1dTh+XJElSQ5hITZIkSZKkJjHoliRJkiSpSQy6JUmSJElqEoNuSZIkSZKaxKBbkiRJkqQmMXu5pM5RKLiVlyRJkjqKI92SOsPAACxeDCtWwJo1+bh4cS6XJEmS2pRBt6T2NzAAq1dDTw/cfDM8+GA+9vTkcgNvSZIktSmDbkntrVCAtWth5UrYvh2WLoX58/Nx+/Zcvm5dridJkiS1GYNuSe2jUICdO2Hr1nwsreHeuxc2bIA5FX9lzZkD69fDnj25niRJktRmTKQmqT0MDOQR7b17R8oWLYK+vvx8yZLq7yuV79vXxMZJkiRJk+NIt6TGqDZKXa/x1my/5z25ztBQ9feWyhcunELjJUmSpOYw6JY0dVPJLF7Pmu25c+GSS2B4ePR7h4dh0ybo7s7bh0mSJEltxqBb0tRMNbN4rTXbGzbAwYNw3XV5qnn5Pfr6YMcO2LzZ/bolSZLUllzTLWnyKkepS0FzaZS6ry9nFl+1auyguLQWu9aa7Te9KV9z2bKRc93dsG0b9PdP/bNIkiRJTWDQLWnySqPUW7eOnVl82bJcr7c3H/fty+uve3tzIF5aiz00lIP1SqU126tW5RHtateQJEmS2pRBt6TJq3eU+tpr4dxzD81MfsUVOZhetAg2bhw9Wg6Hrtnu6oLlyxv+MSRJkqRmcU23pMkrH6WuplT+3veOveb72mtz8L1jh2u2JUmSNOM40i1p8np7xx+l3rgxZx5/6UvHX/O9e3dem712rWu2JUmSNKM40i1p8rq6ao9SHzwIF1449prvPXvyOu3+frjzTrjpJtiyJR937zbgliRJUkdzpFvS1PT3jz1K/eY3w3veU3vNd2ltuGu2JUmSNMM40i1p6sYapV61Kp+vtea7tDZckiRJmmEc6ZbUGNVGqWut+S7PTC5JkiTNQI50S2qeetZ8m5lckiRJM5hBt6TaCgXiM5/haZ/9LPGZz0ChUP97S2u+d+3Ka74XLMjHoSEzk0uSJGnGc3q5NNMVCjk7+L59ee10b+/ERpYHBmDtWubu3csJAO96V54yfsUV9QfM/f15ffdU2iFJkiR1IEe6pZlsYAAWL4YVK2DNmnxcvDiX1/v+1auhp4eDg4Ps2LqVg4OD0NOTy+u9Doys+T777Hw04JYkSdIsYNAtzVRlAfOotdT1BsyFQt4GbOVK2L6ddNJJFB73ONJJJ+WkaCtXwrp1E5tqLkmSJM0yBt3STFQRMLN0Kcyfn4/1BsyDg7B3L2zYMDrrOOTX69fDnj25niRJkqSqDLqlmagRAfO+ffm4ZEn186XyUj1JkiRJhzDolmaiRgTMCxfm49BQ9fOl8lI9SZIkSYcw6JZmokYEzL29OUv5xo0wPDz63PAwbNoE3d25niRJkqSqDLqlmagRAXNXV94WbMcO6OsjbrmFuQ8/TNxyC/T15fLNm81CLkmSJI3DoFuaiSoC5lHZyycSMPf3w7ZtsGsXc085hZeffTZzTzklj5Rv21b/Pt2SJEnSLDW31Q2Q1CSlgHntWli2bKS8u3tiAXN/P6xaxcGbbuL266/n+Je9jLkrVjjCLUmSJNXBoFuayYoBM4ODOWnawoV5SvlEA+auLtILX8j3fvYznvPCFxpwS5IkSXUy6JZmuq4uWL58/DqFwtQDc0mSJEmHMOiWWqkdgt2BgTwFfe/ekbJFi/KacNdsS5IkSVNiIjWpVQYGYPFiWLEC1qzJx8WLc/l0tmH1aujpGZ1sracnl09nWyRJkqQZyKBbaoV2CHYLhTzCvXIlbN8OS5fC/Pn5uH17Ll+3LteTJEmSNCkG3dJ0a3SwWyjAzp2wdWs+1vu+wcE8pXzDBphT8VfBnDmwfj3s2ZPrSZIkSZoUg25pujUy2J3KFPV9+/JxyZLq50vlpXqSJEmSJsygW5pujQp2pzpFfeHCfBwaqn6+VF6qJ0mSJGnCDLql6daIYLcRU9R7e3OW8o0bYXh49LnhYdi0Cbq7cz1JkiRJk2LQLU23iQS7Y63XbsQU9a6uvC3Yjh3Q1zd6tLyvL5dv3ux+3ZIkSdIUuE+3NN1Kwe7q1Tm4Xb8+TykfGsoB944dsG0bXHvt2PtnP/JIfj3VKer9/flea9fCsmUj5d3dudx9uiVJkqQpcaRbaoVSsLtrVw52FyzIx6GhXA7jr9fevTvXacR67P5+uPNOuOkm2LIlH3fvNuCWJEmSGsCRbqlV+vth1ao8BXzfvhwgl9ZPL148sl67NH28tF67rw+uumpkinp5HZjceuyuLli+vFGfTJIkSVKRI91SK5WC3bPPzseurvrWa+/dC+ee63psSZIkqc050i21m3q3FDv2WNdjS5IkSW2urYPuiFgP9AO/BjwMfAG4IKX0zZY2TGqm8i3Fli499Hz5eu3ly6tPUXeEW5IkSWoLbR10Ay8E/g64ldzWjcB/RMSvp5R+1tKWSc1SvqVYPeu1XY8tSZIkta22XtOdUnppSulDKaU7UkpfBc4BngE8r7Utk5rI/bMlSZKkGaPdR7orPbF4fKClrZCazf2zJUmSpBmhY4LuiJgDvAf4fEppjM2JISIOAw4rK3oCwIEDBzhw4EBT2zhZpXa1a/s0BYUC8bnPPbreOp18cv0j1K94BZx2WvX3t6Cv2E/V7uyj6gT2U7U7+6g6Qbv003rvHymlJjelMSLiA8DLgJNTSt8dp97FwEWV5Vu2bOHwww9vXgOlCgtvvpnjrrqKx99776NlPzvqKO4491z2veAFLWyZJEmSpKl66KGHWLNmDcATU0r7x6rXEUF3RFwJrAJOSSntqVG32kj3d++//34WLFjQxFZO3oEDB7jxxhs59dRTmTdvXqubowaIT36SrrPOIp12GsNvexvpuOOIO+5gzqWXEp/6FIWrryadfnqrmzkh9lO1O/uoOoH9VO3OPqpO0C79dP/+/RxxxBFQI+hu6+nlERHA3wKnA8trBdwAKaVHgEfKrgHAvHnz2v4vjk5oo+pQKMAFF8DKlcT27cwpZR8/+WT413+Fvj7mvu1tcMYZHZkMzX6qdmcfVSewn6rd2UfVCVrdT+u9d1tnLydvF/a/gTXAgxFxdPHxuBa3Sxrb4CDs3QsbNoze7gvy6/XrYc+eXE+SJEnSjNbuQfd55IzlO4F9ZY9Xt7BN0vj27cvHJUuqny+Vl+pJkiRJmrHaenp5Sila3QZpwhYuzMehIVi69NDzQ0Oj60mSJEmasdp9pFvqPL29sGgRbNwIw8Ojzw0Pw6ZNeb/t3t6WNE+SJEnS9DHoliarUICdO2Hr1nwsFHJ5VxdccQXs2AF9fXDzzfDgg/nY15fLN2/uyCRqkiRJkiamraeXS21rYADWrs0J00oWLcrBdn9/fmzblussWzZSp7s7l/f3T3eLJUmSJLWAI93SRA0MwOrV0NMzehS7pyeXDwzkev39cOedcNNNsGVLPu7ebcAtSZIkzSKOdEsTUSjk0euVK2H79pEtwZYuza/7+mDdOli1Kk8f7+qC5ctb115JkiRJLeVItzSWamu23YNbkiRJ0gQ40i1VM9aa7b6+/Nw9uCVJkiTVwZFuqdJ4a7bf855cp7TXdiX34JYkSZJUxqBbs9NY231VrtleuhTmzx9Zs71yJcydC5dc4h7ckiRJkmoy6NbsMzAAixfDihWwZk0+Ll6cy2ut2d6wAQ4ehOuucw9uSZIkSTUZdGt2qbXd17XX5nq11my/6U2wa1feg3vBgnwcGnIPbkmSJEmjmEhNs0c9231dfXUuGxrK5ZVKa7ZXrcoj2oODOWnawoV5Srkj3JIkSZLKGHRr9ihNHd+6deztvpYtg6OPho0bRwfmcOiabffgliRJklSD08s1M1VLlFbaxqvW1PGzzsprs12zLUmSJGmKHOnWzDPWHtvnnpuf1zN1vLc3X2PZspHz3d2u2ZYkSZI0IY50a2YZL1HaRRfBUUflqeO1tvvq74c774SbboItW/Jx924DbkmSJEkT4ki3Ok+hUD2BWT2J0r74xZGp4+vX5ynlQ0M54N6xI49kl6aOu2ZbkiRJ0hQZdKuzjDV1/Ior4MlPri9R2tvfDldd5dRxSZIkSU3n9HJ1jkbtsX3ssU4dlyRJkjQtHOlWZ2jkHtsLFzp1XJIkSdK0cKRbnaG0x/aGDWNPHb/nnpE9tmslSpMkSZKkaWDQrc7gHtuSJEmSOpBBtzrDwoX5WJoiXql8j+1t22DXrpwobcGCfBwaMlGaJEmSpGnnmm51ht7enKV848bRa7rh0KnjXV05+K62rZgkSZIkTSODbnWGrq68Ldjq1e6xLUmSJKljGHSr/RQK1Uep+/tzYL12rXtsS5IkSeoIBt1qLwMDOajeu3ekbNGiPMrd358fTh2XJEmS1CFMpKb2MTCQp4/39IzOPN7Tk8sHBnK90tTxs8/ORwNuSZIkSW3KoFvtoVDII9wrV+ZEaUuXwvz5+bh9ey5fty7XkyRJkqQOYdCt6VUowM6dsHVrPpaC6MHBPKV8w4bRmckhv16/HvbsyfUkSZIkqUO4plvTZ7z12o88kl8vWVL9vaXyffua2UJJkiRJaihHujU9aq3X3r071xsaqv7+UvnChdPTXkmSJElqAINuNV8967WvuiqPem/cCMPDo98/PJz34u7uzpnKJUmSJKlDGHSr+epZr713L5x7LuzYAX19o0fD+/py+ebNZiqXJEmS1FFc063GKhQO3UO7tA671nrtY4+FbdvyqPiyZSPnu7tzeX9/c9suSZIkSQ1m0K3GGStR2rnn5udDQ3lKeaXy9drLl8OqVYcG7o5wS5IkSepATi9XY4yXKO2ii+Coo+pfr93VlYPvs8/ORwNuSZIkSR3KoFtTVytR2itekeu5XluSJEnSLOP0ctWv2nrtrq6RRGlbt46dKG3ZMnj723OWctdrS5IkSZolDLpVn7HWa19xBTzySH5dT6K0O+90vbYkSZKkWcPp5aptvPXaq1fD7t25XikhWqXyRGmu15YkSZI0ixh0a3y11muvXJmnjC9aVH+iNEmSJEmaJQy6Nb7Seu0NG8Zer713b94WzERpkiRJkjSKa7o1olqitH378rl61mtv25ZHxU2UJkmSJEmAQbdKxkqUdu65+fnQUJ5SXql8vfby5bBqlYnSJEmSJKnI6eWzRaEAO3fmbb127syvS8ZLlHbRRXDUUfWv1zZRmiRJkiQ9yqB7NhgYgMWLYcUKWLMmHxcvzuW1EqW94hX5Gq7XliRJkqQJM+ie6Wpt93XJJbUTpd17L1x8MezalddrL1iQj0NDrteWJEmSpHG4pnsmqxzFLgXVpVHsvj648spcVk+itDvvdL22JEmSJE2AQfdMVtrua+vWsUexS5nG60mUVlqvLUmSJEmqi9PLZ4pqidLq3e7ryCPrT5QmSZIkSaqbQfdMMFaitN278/nSaHWlUvnrX2+iNEmSJElqAoPuTteI7b4uvDAnRDNRmiRJkiQ1lGu6O1k9idK++MWRUez16/OU8qGhHHDv2JGD6q6uHFivWmWiNEmSJElqIIPuTlZvorS3vx2uumokaRrkEe7KUWwTpUmSJElSQxl0d4JCofoIdL2J0tzuS5IkSZJawqC73Q0M5Cnke/eOlC1aBFdckYNncLsvSZIkSWpTJlJrZ+MlSVu9Gu67LwfgbvclSZIkSW3JoLtdVSZJW7oU5s8fSZK2ciVccAH8zd+43ZckSZIktSmnl7erepOkHXFEToi2dm3tRGmSJEmSpGll0N2u6k2Stm8fnH22231JkiRJUhsy6G4HhQJP2bWL2L8fnv70HDBPJEkamChNkiRJktqQQXerDQwwd+1aTq7MTn755SNJ0rZvHz3F3CRpkiRJktQRTKTWSsXs5Om44/jsZZdx4IEHRrKTv/rV8KpXmSRNkiRJkjqYQXerlGUnL1xzDT961rMOzU6+bRt8/OOwa1dOkrZgQT4ODZkkTZIkSZI6QEdML4+I1wFvBY4Gvgq8IaX0pda2aoomkp38zjtNkiZJkiRJHajtg+6IeDXwLuBPgS8CbwZuiIhnpZTubWXbpmQi2clNkiZJkiRJHakTppf/OfDBlNJVKaWvkYPvh4Dfb22zpqg8O3k1ldnJJUmSJEkdp61HuiPiMcDzgE2lspTScER8GnjBGO85DDisrOgJAAcOHODAgQNNbO0ELV3K3EWLSO98JweuvhpgpH3Dw3RdcgnR3c3BpUuhndqtWavUP9vqz5FUxj6qTmA/Vbuzj6oTtEs/rff+kVJqclMmLyJ+GfgesCyldHNZ+eXAC1NKJ1V5z8XARZXlW7Zs4fDDD29iaydu4c03c+Lll3PPCSew+4wzePCYY3jCXXdx7DXXcPRtt3Hr+eez7wVVv1uQJEmSJLXQQw89xJo1awCemFLaP1a9mRh0Vxvp/u7999/PggULmt3kCYtPfpI555/PnLvuerQsdXdTuPRS0umnt7Bl0mgHDhzgxhtv5NRTT2XevHmtbo50CPuoOoH9VO3OPqpO0C79dP/+/RxxxBFQI+hu6+nlwP1AAXhqRflTgXuqvSGl9AjwSOl1RAAwb9689vyL48wzOfDKV/KFzZtZeswxzH3604neXuaanVxtqm3/LElF9lF1Avup2p19VJ2g1f203nu3ddCdUvpFRPwX8CJgO0BEzCm+vrKFTWusri5+2NNDOu008C83SZIkSZox2jroLnoX8OGIuA34EnnLsMcDV7WyUZIkSZIk1dL2QXdK6WMRcSTwDuBo4HbgpSmlH7S0YZIkSZIk1dD2QTdASulKZtJ0ckmSJEnSrDCn1Q2QJEmSJGmmMuiWJEmSJKlJDLolSZIkSWoSg25JkiRJkprEoFuSJEmSpCYx6JYkSZIkqUkMuiVJkiRJahKDbkmSJEmSmsSgW5IkSZKkJjHoliRJkiSpSQy6JUmSJElqEoNuSZIkSZKaxKBbkiRJkqQmMeiWJEmSJKlJDLolSZIkSWqSua1uwHTZv39/q5swpgMHDvDQQw+xf/9+5s2b1+rmSFXZT9Xu7KPqBPZTtTv7qDpBu/TTemPMSCk1uSmtFRFPA77b6nZIkiRJkmak/5VS+t5YJ2dD0B3ALwMPtrot43gC+YuB/0V7t1Ozm/1U7c4+qk5gP1W7s4+qE7RTP30C8P00TmA946eXFz/8mN86tIP8vQAAD6aU2ncevGY1+6nanX1UncB+qnZnH1UnaLN+WvP+JlKTJEmSJKlJDLolSZIkSWoSg+728Ajw9uJRalf2U7U7+6g6gf1U7c4+qk7QUf10xidSkyRJkiSpVRzpliRJkiSpSQy6JUmSJElqEoNuSZIkSZKaxKC7DUTE6yJib0T8PCK+GBHPb3WbNPNExPqIuDUiHoyIeyNie0Q8q6LOYyPi7yLihxHx04i4JiKeWlHnGRFxXUQ8VLzO30TE3Io6yyPiyxHxSETcGRHnTMNH1AwTEW+LiBQR7ykrs4+q5SLiaRHxL8V++HBE7IqIE8rOR0S8IyL2Fc9/OiKOrbjGkyPioxGxPyJ+HBH/GBHzK+r8RkQMFv9/8J2IOH+6PqM6W0R0RcRfR8SeYh/8VkT8ZZRtbmw/1XSKiFMi4t8i4vvFf9v7Ks5PW3+MiFdFxDeKdXZFxGlN+dBlDLpbLCJeDbyLnH3vN4GvAjdExFEtbZhmohcCfwcsBU4F5gH/ERGPL6vzbuAVwKuK9X8ZGCidjIgu4DrgMcAy4PeAc4B3lNXpLta5CTgeeA/wDxHxkqZ8Ks1IEXEi8CfAf1ecso+qpSLil4DPAweAlwG/DqwFflRW7XzgjcCfAicBPyP/2/7YsjofBY4j/328EjgF+Puy+ywA/gO4C3ge8Fbg4oj446Z8MM00FwDnAa8Hnl18fT7whrI69lNNp8eT45zXjXF+WvpjRCwDtgL/CDwX2A5sj4glU/6E40kp+WjhA/gicGXZ6znA94C3tbptPmb2AzgSSMApxddPBH4BrC6r82vFOkuLr18GFICnltX5U+AnwGOKry8DhirudTXw763+zD464wHMB/4HeDGwE3hPsdw+6qPlD+BSYHCc8wHsA9aVlT0R+DlwVvH1s4v99oSyOi8FhoFfLr4+D3ig1G/L7v2NVv8MfLT/A9gB/GNF2TXAvxSf2099tOxR7Fd9Za+nrT8CHwN2VLTnFuD/NPMzO9LdQhHxGPK3MJ8ulaWUhouvX9CqdmnWeGLx+EDx+Dzy6Hd5f/wGcDcj/fEFwK6U0g/KrnMDsID8zWOpzqcZ7Qbs06rf3wHXpZQq+5F9VO3glcBtEfGJ4vKFr0TEH5Wd7waOZnQ//Qn5S/byfvrjlNJtZe/7NPk/jyeV1flsSukXZXVuAJ5VHG2XxvMF4EUR8UyAiHgOcDJwffG8/VTtZDr7Y0v+D2DQ3VpHAF3ADyrKf0DueFJTRMQc8pTaz6eUhorFRwO/SCn9uKJ6eX88mur9lTrqLIiIx02t5ZrpIuIs8lKb9VVO20fVDn6FPJqyG3gJ8AHgfRHxe8XzpX423r/tRwP3lp9MKR0kfwk6kb4sjeVS8gyeb0TEAeAr5FlDHy2et5+qnUxnfxyrTlP769zaVSTNQH8HLCF/6y21hYh4OvBe4NSU0s9b3R5pDHOA21JKG4qvv1JcC/inwIdb1yxplDOB3wXWAHdQzF8REd9PKdlPpWnmSHdr3U9x7WFF+VOBe6a/OZoNIuJKcvKJFSml75adugd4TEQ8qeIt5f3xHqr3V+qosz+l9PAUmq6Z73nAUcCXI+JgRBwkJ0t7Y/H5D7CPqvX2AV+rKPs68Izi81I/G+/f9nvIff1RkTPsP5mJ9WVpLH8DXJpSujqltCul9BFyIsrSLCL7qdrJdPbHseo0tb8adLdQcb3BfwEvKpUVp/2+CLi5Ve3SzFTciuFK4HTgt1NKeyqq/Bc5G295f3wW+T+Spf54M9BTkV3/VGA/I/8Jvbn8GmV17NOq5T+BHvKITOlxGzlbaem5fVSt9nngWRVlzyRnywXYQ/7PW3k/XUBec1jeT58UEc8ru8Zvk/9f9sWyOqdExLyyOqcC30wplWdKl6o5nLzWtVyBkf/720/VTqazP7bm/wCtzl432x/Aq8mZ+X6PnJXv/5K3HXlqq9vmY2Y9gPcDPyaPHB5d9nhcWZ0PkP/juII86vgF4Atl57uAXeSEE88hr2e8F9hYVqebvM3D5eTM0n8GHARe0uqfgY/Oe1CWvbz42j7qo6UP4ETylz8bgMXk6bs/A363rM4FxX/LX0n+Imk78G3gsWV1rge+DDwf+C1yxv4tZeefSP5P6D+TkwC+unifP271z8BH+z+ADwHfBV4OLCJ/4X4fcFlZHfupj2l7kHcmOb74SMBbis+fUTw/Lf2RvJ3oAfJWj78GXEzeGWVJUz9/q38BPhLkPRTvAh4hf1NzUqvb5GPmPYp/wVV7nFNW57Hk9d4PFP+SGgCOrrjOMcCngIeK/4BvBuZW1FlOTtryCPCt8nv48DGRB4cG3fZRHy1/kJfo7CJ/af514I8qzgd5b/h7inU+DTyzos6TgS3Ag+Qt7f4JmF9R5zeAweI1vgtc0OrP7qMzHsATyAlT7wIeLv49905Gb6VkP/UxbY/iv7vV/h/6oeL5aeuPwKuAbxb/DzAEnNbszx/FG0uSJEmSpAZzTbckSZIkSU1i0C1JkiRJUpMYdEuSJEmS1CQG3ZIkSZIkNYlBtyRJkiRJTWLQLUmSJElSkxh0S5IkSZLUJAbdkiRJkiQ1iUG3JKltRcTFEXF7jTo7I+I9jb7ubBQRH4qI7a1ux1ja5fcWEcsjIkXEk1rdFklS+zPoliSNKSJeEBGFiLiu1W1R40TEomLQeHzFqTcB50x/i9pLROwt/nwqH29rddsmapzftSRpmsxtdQMkSW3tD4C/Bf4gIn45pfT9VjeoXUTEvJTSgVa3Y6Ii4jFjnUsp/WSK1w6gK6V0cCrXaRN/BXywouzBVjREktTZHOmWJFUVEfOBVwMfAK6jYgS0bIrtiyLitoh4KCK+EBHPKqtTdcSw7PxlEfE/xfd+OyL+OiLmVWnLa4rX+klEXB0RT5jgZ3lbRPwgIh6MiH8EHlulzh9GxNcj4ufx/9u7/9irqzqO48+XuMzUqWsabk4rXBMq1CQTpaGztgxXYU1hLH9EknNMM+gPTJJgNEODYPRDh+wrikZJoNUycwkzjSaIYiaRxlcyfkT94RdQKOndH+dcOny+997v9/K9l7X2emxn33s/53zOPZ9zPt99977nc85X2ijphiKvNlt4paTVkvYCE+rUcU2DGdIZOb/Xo/CSVkrqatL2syQ9kdveI2mdpBFF/mclvShpX+6jKZXzuyVNl7REUg9wN7A5Z6/P7VuVyx70eLmkIyRNk7RZ0puSnpf0uSK/dg9cKmkdsA8Y1cJ5De+dXK5d43Z57sM3cltGNurvwq6I2F5JexoVljRK0pP5ev8iaYGkYyrjcGseh92SXpX0KUknSXo4H9tQjm0L9d4iaXHupy2SJhVV1B3rvvrOzMzax0G3mZk1cgWwMSL+CNwPfEGS6pSbDUwBRgBvAYuLvA8Dp+R0KrAGeLLI30UK5oeRHm2+Dri5Uv8Q4DPAZTmNBvr9mK+kK4AZwC25jduAGyplJgAzga8BQ3PZWZKurlR3OzA/l/llnY9bxn+v9xRgPKlPnupve+tYCrxG6stzcxv+ldt9LvAj4IfAB/N1zpJ0TaWOqcDzwDnALOC8fPxjuZ2XN/jsacBVwPXA+4F5wP2SRlfK3U4ak6HAhhbOa3jvtHncZgN3AmcDm4AHJbXtaT9JQ4BHgeXAcNKXVaOAhZWiN5PuhXNIX2TdBywh/X59CHgFWFL7PWuh3inA2lzv94DvF19g1B3rFvrOzMwGKiKcnJycnJx6JVJwcFN+fSSwE7ioyL8ICOCS4tgn87G316lvPtANnNTkM6cCa4v3M4A9wHHFsTnAmuL9KuA7Tep8Gvhu5dga4Lni/cvA+EqZW4Gn8+t35+u6qYX+GwL8A/hqs7YCK4GuJvX0AFc3yFsKPFY5Ngd4sXjfDayolKldz9mV413Ayvz6qNz3IytlFgEPVO6BTxf5rZzX8N5p87hNLPKH5WNnNunzbtKs/e5K+mil/ScU13ZXpY5RwP7ierqB+4r8wbmOmcWx8/OxwQOoV8AO4Po+xrpp3zk5OTk5tS95TbeZmfWSZ8nOA8YCRMRbkpaR1nivqhTfULzeln+eDGwp6puUz70gInYWx68EbiQFqMeSgvueSv3dEVGupd2W6++vocAPKsd+C1yc23BM/vx7JJVreI8Eqmuc1/bnAyUdD/wM+HlE3NFCW+uZCyyS9HngceDHEfFKzhsKPFwp/xTwZUmDImJ/K+2uOAN4B/CrygMObwPWV8qW9bdyXrN7p53j1uhzNtLYHaQvIUp/bVD2LGB4nj2uEemJwvcAL9Vpx47884U6x04Gth9KvRERkrbT5Hekxb4zM7MBctBtZmb1TCT9jdhaBE4C9kmaHAdvuFVuJlZbr31g+ZKki0mbsY2PiA3F8ZGkmdrbSI9qvw6MIz0qW6puVha0d3nUsfnndcDvKnn7K+8brumtkTSI9Jh5DzCpkv1vUj+Weq1hL0XEDEkPAGOAS4FvSBoXESv6akuhz3bXUeuXMfQONvc1qb+V85reO/1sX3/G7VA+5+8R8XILbbkLWFAnb0vx+kA7cnDcV9tarreop9n1tdJ3ZmY2QA66zczsIHmt61Wk4PexSvZK0jrl6gxko7rOAB4CvhkRP6lkXwC8GhGzi/KnH2Kzm3kJ+Ahp7WzN+bUXEbFD0lbgvRGxtA2fN4+0vnpEROyt5O0krasFDgToHwCeaFZhRGwirUWeJ+lB4FpgBenaLqwUvxDYVMxy1/PP/HNQkzJ/IAXJp0XE6mbta9N5VYd73AbiWWBYC0H64ay311j/j/Wdmdn/PQfdZmZWdRlwInBPZUYbSctJs+B9Bt2SjgZ+Snqk+G5Jg2t5EbEd+BNwmqRxwDOkmdGx7bqIwnygS9Ja0qPXE0ibe/25KHMbsEDS66SNq44ibd51YkTM7e8HSbqWtNnXWCCKa94dEbuBXwNzJY0hbZr1FeCEJvUdTXrM+SHSLtSnkjZUW56LfBt4RtJ00uz6SGAylQ3H6vgb8CbwCUmvAXurYx0RuyTdSQr0jwB+AxxPCup7IuLeehUf6nl1HLZxa+C48p7N3oiI6vIHgG8BayQtJK3D3kNaO/7xiJg8gDa0o95GY93JvjMzs4J3Lzczs6qJwOPVICxbDoyQNLwf9bwLOBO4BNhKWktbS0TEI6RZ4YXAc6SZ71kDbXxVRCzL9c4B1gGnk/4NWllmEfBF0gzyC8Bq0q7qm2nNaNKM4iMcfL1Tc/5i4F7S7O1qUgDZbJZ7P/DOXH4TaafyX5ACJiLiWdIu8+OA35N2o/56RHQ1a2Sk/6N9I/Al0thU14XXTCf13TTSzPOjpC9H+uqXQz2vbOPhHLd6ZnLwGG7LbanX1g2ksX8faXf+9fn8Af1f+3bU22isO9x3ZmZWUET0XcrMzMzMzMzMWuaZbjMzMzMzM7MOcdBtZmZmZmZm1iEOus3MzMzMzMw6xEG3mZmZmZmZWYc46DYzMzMzMzPrEAfdZmZmZmZmZh3ioNvMzMzMzMysQxx0m5mZmZmZmXWIg24zMzMzMzOzDnHQbWZmZmZmZtYhDrrNzMzMzMzMOsRBt5mZmZmZmVmH/AdFnCk+ONj9ygAAAABJRU5ErkJggg==", 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", "text/plain": [ "<Figure size 1000x700 with 1 Axes>" ] @@ -110,11 +110,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "\n", "num_list = range(1000)\n", "\n", "n_list = [100*i+10 for i in range(100)]\n", @@ -134,12 +133,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 1000x700 with 1 Axes>" ] @@ -167,6 +166,72 @@ "plt.savefig(\"HeapSortGraph.png\", dpi=200)\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# InsertionSort" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "num_list = range(1000)\n", + "\n", + "n_list = [10*i+10 for i in range(100)]\n", + "t_list = [0]*len(n_list)\n", + "for i, n in enumerate(n_list):\n", + " for j in range(10):\n", + " array = random.choices(num_list, k=n)\n", + "\n", + " t0 = time()\n", + " sorted_array = InsertionSort(array)\n", + " t1 = time()\n", + "\n", + " t_list[i] += t1 - t0\n", + "\n", + "t_list_ms = [t/1e+6 for t in t_list]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x700 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,7), dpi=100)\n", + "ax = fig.add_subplot(111)\n", + "\n", + "fig.suptitle(\"InsertionSort\", fontsize=24)\n", + "ax.set_title(\"Dauer von 10 Sortiervorgängen\")\n", + "ax.set_xlabel(\"Anzahl der zu sortierenden Elemente\")\n", + "ax.set_ylabel(\"Zeit in Millisekunden\")\n", + "\n", + "ax.grid(\"both\")\n", + "\n", + "ax.plot(n_list, t_list_ms, \"or\", fillstyle=\"none\")\n", + "\n", + "fig.tight_layout()\n", + "plt.savefig(\"InsertionSortGraph.png\", dpi=200)\n", + "plt.show()" + ] } ], "metadata": {