diff --git a/.gitignore b/.gitignore index 112aeccc..8c7cc24a 100644 --- a/.gitignore +++ b/.gitignore @@ -14,4 +14,5 @@ Kalman_and_Bayesian_Filters_in_Python6x9.pdf Kalman_and_Bayesian_Filters_in_Python.pdf book_files tmp -.pylint.d \ No newline at end of file +.pylint.d +venv* diff --git a/00-Preface.ipynb b/00-Preface.ipynb index 8a626d0a..b7888a7e 100644 --- a/00-Preface.ipynb +++ b/00-Preface.ipynb @@ -99,7 +99,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } }, "source": [ "## Motivation for this Book\n", @@ -793,11 +796,21 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1]\n" + ] + } + ], "source": [ - "# your solution" + "# your solution\n", + "arr = np.array([0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1,])\n", + "print(arr)" ] }, { @@ -973,7 +986,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.12" }, "nbdime-conflicts": { "local_diff": [ @@ -1028,5 +1041,5 @@ } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } diff --git a/01-g-h-filter.ipynb b/01-g-h-filter.ipynb index ee5225de..c10df2bb 100644 --- a/01-g-h-filter.ipynb +++ b/01-g-h-filter.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -48,7 +48,7 @@ "" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -117,12 +117,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -165,12 +165,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -194,12 +194,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -227,14 +227,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Average of measurements is 164.9353\n" + "Average of measurements is 164.9804\n" ] } ], @@ -256,14 +256,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Average of measurements is 164.9762\n" + "Average of measurements is 165.0896\n" ] } ], @@ -287,12 +287,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -319,12 +319,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -346,12 +346,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -375,14 +375,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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3TuPGjSuV7c+aNUvr169XSkpKqWy/gE3JTn5+fqkGAcC9vbXjW721o3TuDSzK8I5Rds0JBdew6auzmrnha8vzwSv3KYwheADc3KpVqzRu3DhduXKlTPc7ceJEjR49utT3wyyOAAx3NeeW0jPLbn6Wqzm3ymxfcAybvjqrF9YcKFRJLj0jRy+sOaDEZ1uQ8ABAGapUqZIqVapU6vvxsKXRBx98YPMGT58+rc8///y+AwLgfvx8vRTq72vzI8T/p0mBQ/x97HptqL+v/Hy5zuNO8vLNmr3xcJElswuWzd542GqIGwAnZzZL2dnGPO5xP/rP5efna/LkyQoKClJoaKhmzZolSRo6dKh69epl1TY3N1fBwcF6++23Jd0eBpeQkKCEhAQFBASoatWqevnll63uib98+bIGDhyoypUrq0KFCurRo4eOHz8uSUpKStKQIUOUkZEhk8kkk8lk2b8kXbt2TUOHDpWfn58iIyO1YsUKq3hOnz6tJ598UoGBgQoKCtLjjz+u7777zrI+KSlJbdq0UcWKFRUYGKj27dvr5MmTkm4PY2vWrJlNbR+ETb/4iYmJmj17toYMGaLevXurYcOGVuszMjL0+eefa82aNdqyZYvlPwAAbDG8Y227hpVdu3lL0TP+T5K0bWJnVfAmeUHx9qZd0tmM4nsOzZLOZuRob9olxdSpUnaBASg9165JZdBrUKSsLKliRZubr169WhMmTNCePXu0a9cuDR48WO3bt9fw4cPVqVMnnT17VmFht3ueP/nkE127ds1qXsvVq1dr2LBh2rt3r7744guNHDlSkZGRGjFihCRp8ODBOn78uDZs2CB/f39NmTJFPXv21OHDh9WuXTstXrxYM2bM0NGjRyXJqrdl4cKFeuWVV/TSSy/pb3/7m1544QXFxsaqfv36ys3NVffu3RUTE6MdO3bIy8tLc+bMUXx8vL788kt5eHioT58+GjFihN5//33dvHlTe/fulclU+D7JW7du2dzWXjadISQnJ2vDhg1aunSppk2bpooVKyokJES+vr66fPmy0tPTVbVqVQ0ePFhfffWVQkJCHjgwAABKwvmrtg2RtLWdkSiwALieJk2aaObMmZKkevXq6Y033tDWrVs1b9481a9fX3/5y180efJkSdLKlSv1xBNPWCUkERERWrRokUwmk+rXr6///ve/WrRokUaMGGFJcj7//HO1a9dO0u1pWyIiIrR+/Xo98cQTCggIkMlkUmhoaKHYevbsqd/85jeSpClTpmjRokXatm2b6tevrw8//FD5+fl66623LEnJypUrFRgYqKSkJLVq1UoZGRnq1auX6tSpI0mFOkwKZGZm2tzWXjZfDn3sscf02GOP6YcfftDOnTt18uRJXb9+XVWrVlXz5s3VvHlzeXjYNCoOAIAyE+znW6LtjEKBBcAOFSrc7mExat92aNKkidXzsLAwnT9/XpI0fPhwrVixQpMnT9a5c+f0r3/9S5999plV+4cfftiqByQmJkYLFy5UXl6ejhw5Ii8vL7Vt29ayvkqVKqpfv76OHDliV2wFCVFBbIcOHVJqaqr8/PysXpOTk6MTJ07okUce0eDBg9W9e3d169ZNcXFxevLJJy29VHcKCgqyua297B77UbVqVZtLUQMAYLQ2UUEKC/BVekZOkfftmHR7YtQ2UUFlHZrNKLAA2MlksmsomZHKlStn9dxkMlkqIQ8cOFBTp07Vrl279J///EdRUVHq2LGjQ8SWlZWlli1bau3atYVeV61aNUm3e3rGjBmjTZs26cMPP9Rvf/tbbdmyRQ8//HCh19jT1h4MdAcAuDRPD5Nm9o7WC2sOyCRZJQwF10Jn9o522OFg9yqwYNLtAgvdokMd9j2g5Nlbst98x19QlwVJMsm+vxVK9hujSpUq6tOnj1auXKldu3ZpyJAhhdrs2bPH6vnu3btVr149eXp6qmHDhrp165b27NljGcZ28eJFHT16VNHR0ZIkb2/v+5ons0WLFvrwww8VHBwsf3//YtsVjACbNm2aYmJi9N577xWbwNjT1lYkO8CPmOsFcF3xjcKU+GwLzdzwtc5l3rAsD3WCYWAUWEBRHqRk/52fAXv2B2MMHz5cvXr1Ul5engYNGlRo/alTpzRhwgQ999xzOnDggJYuXaqFCxdKun0P0OOPP64RI0boT3/6k/z8/DR16lRVr15djz/+uKTbk4dmZWVp69atatq0qSpUqKAKNgzFGzBggF5//XU9/vjj+t3vfqcaNWro5MmT+sc//qHJkycrNzdXK1as0GOPPabw8HAdPXpUx48f18CBAwttKy0tzea29iLZAX7EXC+Aa4tvFKb2dauq8azNkqRVQ1o7xQ3+rlRgASWnoGR/We4PxoiLi1NYWJgeeughhYeHF1o/cOBAXb9+XW3atJGnp6fGjh2rkSNHWtavXLlSY8eOVa9evXTz5k116tRJ//znPy1D1Nq1a6fnn39e/fv318WLFzVz5kyr8tPFqVChgrZv364pU6aob9++unr1qqpXr66uXbvK399f169f1zfffKPVq1fr4sWLCgsL06hRo/Tcc88VuS1b29qLv1zgR/b+cJhltlwdC/H3sXtIQEn/cNAzBdzbnYlNm6ggh090JNcpsICSZW/JfjimpKSkQsvWr19v9Tw7O1uXL1/WsGHDitxGuXLltHjxYiUmJha5vnLlynr33XfvGkdiYmKh1985X06BlJQUq+ehoaFavXp1kdv09/fXunXrit3nrFmzLElVSEjIXds+CLvPtn73u99p4sSJhbq3rl+/rtdff10zZswoseBwD2bz7TryzurmLZW/+eOVyOxsKdfY3Ht4ixANb2F72fRrN2+p5Sv/liRte6HD/c31kp1t/2uKcf1ypjJ+uFJi27NlfyUZv10c7G/HbsRvHCeMvU2wj8L8fJR+9UbxBRb8fdQm2Me4z6StnPD4Wzhz7D9XocLtG/jh0PLz8/XDDz9o4cKFCgwM1GOPPWZ0SE7JZDbbN82rp6enzp49q+DgYKvlFy9eVHBw8H3d4GS0zMxMBQQEKCMj4643WDmc7GzjJswCcN/yTB7aW+Mhna9UWcFZl9Xmf1/L05xvdFhwYJt+EaMX+rwkySyz6adpHkzmfEkmJa5/VfHHdhkWH5yMnZNeOop7na+dPn1aERERBkRWOr777jtFRUWpRo0aWrVqlbp27VqoTefOndWsWTMtXry47AN0ALb8n9t9WcJsNhc5m+mhQ4cUFOS4ZTsBwBFs+kWMZncdqbP+1SzLwjIvaObWFZysoljxx3Ypcf2rhf52Qq9e5G8HcFG1atXSvfokihoGB2s2JzuVK1eWyWSSyWTSL37xC6uEJy8vT1lZWXr++edLJUgUw8gJs0rA1ZxctXx1m8wm6c//r4U61q7iFOPnC9w5jG3/y3H3N4zNQM4cv7PGvunIBb3wt68Lz5XiX00v/Gq6En/9kOIbVivytY7EWY+/5Nyxx0tqX+T35hOGxbTq8zSt+s93Nrc3y6zzmTclScH+3nbf6zi4XS0Nbh9l12uK48yxPzA7J70EnJnN3/KLFy+W2WzW0KFDNXv2bAUEBFjWeXt7q1atWoqJiSmVIFEMJ5ow6+cKZgK/Wc5bkjT4/a+cbybwcrd03fvHG4IrVpSc6KRJknPH74Sx5+WbNXvLibvPlbLlhLq1qOn4Sb8THn8LZ45dkme5W5bvzTYNq8vT4Pgvm7z1XY49f68m6cfjf/I+isddNnmX2O+eM8cOwHY2f0sW1PWOiopSu3btCs2oCtiKmcDhjpgrBa7ImcsfO3PsAGxn9ycvNjZW+fn5OnbsmM6fP6/8fOubajt16lRiwcH1MBM43BVzpcAVOXP5Y2eOHbZjWgbYnezs3r1bzzzzjE6ePFnopimTyeSU1dhQdri6DXfFXCkAUPaYMBx2JzvPP/+8WrVqpU8//VRhYWFFVmbD/XGHqw9c3Ya7ahMVpLAAX6Vn5BQ/V0qAr9pEUdUSAEqKs08Yjgdn9//I8ePH9be//U1169YtjXjcmjtcfeDqNtyVp4dJM3tH64U1B2SSrBKegp/Smb2jGb4JACXI3uGKV3Ny1XjWZknSa/2aqGO9ak71vVyrVi2NGzdO48aNs6l9wVw+Bw8eVLNmzUo1NqPYney0bdtWqampJDulwB2uPnB1G+4svlGYEp9toZkbvrZ8dqXbf/NGViK0t1fZfMent8uCJLu/exjTDsARFVSKLTB45T6nqxS7b98+VSzhqn+rVq3SuHHjdOXKlRLdblmx6Wz3yy+/tPx79OjRevHFF5Wenq7GjRsXqsrWpEmTko3Qjdh79eHazVuKnvF/kqRtEzs7xXwRXN2Gu4tvFKb2datarhyuGtLa8CuHD9KrfGfSZs/+AMCRuEql2GrVHH+utrLmYUujZs2aqXnz5mrWrJn69eunI0eOaOjQoWrdurXVuubNm5d2vHABBVe3g/19rJaHBvg6zZcJ8CDuTGzaRAUZntwX9CqX1YMx7QAcyb0qxUq3K8Xm5RfV4sF88sknCgwMtBT4SklJkclk0tSpUy1thg8frmeffVaStHPnTnXs2FHly5dXRESExowZo+zsbEvbWrVqafHixZbn33zzjTp06CBfX19FR0fr3//+t0wmk9avX28Vx7fffqsuXbqoQoUKatq0qXbt2iVJSkpK0pAhQ5SRkSGTySSTyaRZs2ZJkt58803Vq1dPvr6+CgkJ0a9//esSPz4lwaZfnLS0srtpHu7BEa9uw3nc+YOzN+0SfzsPiBK8ANyZkZViO3bsqKtXr+rgwYNq1aqVkpOTVbVqVSUlJVnaJCcna8qUKTpx4oTi4+M1Z84cvfPOO7pw4YISEhKUkJCglStXFtp2Xl6e+vTpo8jISO3Zs0dXr17Viy++WGQc06dP14IFC1SvXj1Nnz5dTz/9tFJTU9WuXTstXrxYM2bM0NGjRyVJlSpV0hdffKExY8boL3/5i9q1a6dLly5px44dJXpsSopNyU7NmjVLOw64IUe7ug3n4ApjqgEAjsPISrEBAQFq1qyZkpKS1KpVKyUlJWn8+PGaPXu2srKylJGRodTUVMXGxmru3LkaMGCApfhAvXr1tGTJEsXGxioxMVG+vtb3fW/ZskUnTpxQUlKSQkNDJUm///3v1a1bt0JxTJw4UY8++qgkafbs2XrooYeUmpqqBg0aKCAgQCaTybINSTp16pQqVqyoXr16yc/PTzVr1nTYEV52jyXYsGFDkctNJpN8fX1Vt25dRUVFPXBgAPBzrjKmGgDgOIyuFBsbG6ukpCS9+OKL2rFjh+bOnau//vWv2rlzpy5duqTw8HDVq1dPhw4d0pdffqm1a9daXms2m5Wfn6+0tDQ1bNjQartHjx5VRESEVZLSpk2bImO48577sLDbv6Pnz59XgwYNimzfrVs31axZU7Vr11Z8fLzi4+P1q1/9ShUqVLjv41Ba7E52+vTpI5PJVOSEomazWSaTSR06dND69etVuXLlEgsUgHu715hqk26Pqe4WHUovIQDAZkZXiu3cubPeeecdHTp0SOXKlVODBg3UuXNnJSUl6fLly4qNjZUkZWVl6bnnntOYMWMKbSMyMvKBYriz4FjBHJr5+fnFtvfz89OBAweUlJSkzZs3a8aMGZo1a5b27dunwMDAB4qlpNlUoOBOW7ZsUevWrbVlyxZlZGQoIyNDW7ZsUdu2bfXJJ59o+/btunjxoiZOnFga8QJwU/aMqQYAwFYFlWIlFSqkXxaVYgvu21m0aJElsSlIdpKSktS5c2dJUosWLXT48GHVrVu30MPb27vQduvXr6/Tp0/r3LlzlmX79u2zOz5vb29LAYU7eXl5KS4uTvPnz9eXX36p7777Tp999pnd2y9tdvfsjB07VitWrFC7du0sy7p27SpfX1+NHDlSX3/9tRYvXqyhQ4eWaKAA3JuRY6oBAK7NyHnQKleurCZNmmjt2rV64403JEmdOnXSk08+qdzcXEsCNGXKFD388MNKSEjQ8OHDVbFiRR0+fFhbtmyxvO5O3bp1U506dTRo0CDNnz9fV69e1W9/+1tJP/Xe2KJWrVrKysrS1q1b1bRpU1WoUEGfffaZvv32W3Xq1EmVK1fWP//5T+Xn56t+/folcERKlt09OydOnJC/v3+h5f7+/vr2228l3b5h6ocffnjw6ADgR0aPqQYAuLb4RmH694RYy/NVQ1pr55Rflsm9oLGxscrLy7P04gQFBSk6OlqhoaGWBKJJkyZKTk7WsWPH1LFjRzVv3lwzZsxQeHh4kdv09PTU+vXrlZWVpdatW2v48OGaPn26JBUqZnA37dq10/PPP6/+/furWrVqmj9/vgIDA/WPf/xDv/zlL9WwYUMtX75c77//vh566KEHOxClwO6enZYtW2rSpEl69913LRMXXbhwQZMnT1br1q0lScePH1dERETJRgrArRk9phoA4Hze2vGt3tph+xQq5jt+Yab8/UuZCg1su7vhHaPuq5T/4sWLrebHkW7PufNzrVu31ubNm4vdznfffWf1vEGDBtq5c6fl+eeffy5Jqlu3rqTbvTY/vw8/MDCw0LLExEQlJiZaLbuzPLYjszvZefvtt/X444+rRo0aloTm9OnTql27tj7++GNJt2+gKugmA4CSUDCm+oU1B2SSrBKeshhTDcf0ICcyXRYkldmJDABjXM25pfTM+xvefOdwNnv250jWrVunSpUqqV69ekpNTdXYsWPVvn171alTx+jQyozdyU79+vV1+PBhbd68WceOHbMs69atmzw8bo+K69OnT4kGCTgiJrYse0aOqYZjcvcTGQB35+frpVD/shve7Odr96l1qbp69aqmTJmiU6dOqWrVqoqLi9PChQuNDqtM3df/iIeHh6WmNuCOmNjSOPGNwtS+blU1nnW7G3/VkNYkmm7M3U9kANzd8I613bo3duDAgRo4cKDRYRjKpm/tJUuWaOTIkfL19dWSJUvu2rao2t+AK3GViS2duWfqzjjbRAU5Tdwoee5+IgMAuDubkp1FixZpwIAB8vX11aJFi4ptZzKZ7Ep2tm/frtdff1379+/X2bNntW7dukJD4I4cOaIpU6YoOTlZt27dUnR0tP7+979bJk/KycnRiy++qA8++EA3btxQ9+7d9eabbyokJMTmOABbucrElvRMAQAAd2BTspOWllbkvx9Udna2mjZtqqFDh6pv376F1p84cUIdOnTQsGHDNHv2bPn7++vrr7+2Kpc3fvx4ffrpp/roo48UEBCghIQE9e3b11JtAihJ9kxsGVOnStkFZgdX6ZkCXAEFFoCSlZeXJ09PT6PDQBkoaqLTotz34OObN28qLS1NderUkZfX/W2mR48e6tGjR7Hrp0+frp49e2r+/PmWZXdWj8jIyNDbb7+t9957T7/85S8lSStXrlTDhg21e/duPfzww/cVF1AcZ5/Y0lV6pgBXQYEFoORUq1ZN33//vapXr07C4+Ly8vL0/fffKzg4+J5t7c5Srl27ptGjR2v16tWSpGPHjql27doaPXq0qlevrqlTp9ofcRHy8/P16aefavLkyerevbsOHjyoqKgoTZs2zTLUbf/+/crNzVVcXJzldQ0aNFBkZKR27dpVbLJz48YN3bjx049EZmZmicQM1+fsE1u6Qs8U4EoosACUHF9fXwUHB+vs2bOF5omB6wkODrZpclS7v/WmTZumQ4cOKSkpyaoaW1xcnGbNmlViyc758+eVlZWlefPmac6cOXrttde0adMm9e3bV9u2bVNsbKzS09Pl7e2twMBAq9eGhIQoPT292G3PnTtXs2fPLpE44V6cfWJLZ++ZAlwNBRaAkuXr66saNWoYHQYciIe9L1i/fr3eeOMNdejQQSbTT8NcHnroIZ04caLEAsvPz5ckPf744xo/fryaNWumqVOnqlevXlq+fPkDbXvatGnKyMiwPE6fPl0SIcMNFExsKanQSHlnmNjS2XumAAAA7GF3snPhwoUix8dlZ2dbJT8PqmrVqvLy8lJ0dLTV8oYNG+rUqVOSpNDQUN28eVNXrlyxanPu3DmFhoYWu20fHx/5+/tbPQBbFUxsGezvY7U8NMDX4W/uL+iZKu6TapIU5sA9UwAAAPawO9lp1aqVPv30U8vzggTnrbfeUkxMTIkF5u3trdatW+vo0aNWy48dO6aaNWtKklq2bKly5cpp69atlvVHjx7VqVOnSjQW4OfiG4Xp3xNiLc9XDWmtnVN+6dCJjuT8PVMAAAD2sPuenVdffVU9evTQ4cOHdevWLf3xj3/U4cOH9Z///EfJycl2bSsrK0upqamW52lpaUpJSVFQUJAiIyM1adIk9e/fX506dVKXLl20adMmbdy4UUlJSZKkgIAADRs2TBMmTFBQUJD8/f01evRoxcTEuEUlNmeeFNIVOOvElgU9UzM3fG1VzSmUeXYAAICLsTvZ6dChg1JSUjRv3jw1btxYmzdvVosWLbRr1y41btzYrm198cUX6tKli+X5hAkTJEmDBg3SqlWr9Ktf/UrLly/X3LlzNWbMGNWvX19///vf1aFDB8trFi1aJA8PD/Xr189qUlFXx6SQeBDxjcLUvm5VNZ61WdLtnimS5fvHXCkAADim+6pBWadOHf35z39+4J137tz5nqUBhw4dqqFDhxa73tfXV8uWLdOyZcseOB5nwaSQKAnO2jPliJgrBQAAx2R3sjNw4EB16dJFsbGxql2bK4tlzZEnheTqNtwVc6UAAOCY7P7F9Pb21ty5czVs2DBVr15dsbGx6ty5s2JjY1WvXr3SiBF3cORJIbm6DXfFXCkAADgmu5Odt956S5L0/fffa/v27UpOTtbChQv13HPPKSwsTP/73/9KPEj8xJEnheTqNgAAABzJfZ8tVq5cWVWqVFHlypUVGBgoLy8vVatWrSRjQxEceVJIrm4DAADAkdg9z85LL72kdu3aqUqVKpo6dapycnI0depUpaen6+DBg6URI+7ApJAAAACAbezu2Zk3b56qVaummTNnqm/fvvrFL35RGnGhGAWTQr6w5oBMklWhAiaFBAAAAH5id8/OwYMHNX36dO3du1ft27dX9erV9cwzz2jFihU6duxYacSInymYFDLY38dqeWiAL2WnAQAAgB/Z3bPTtGlTNW3aVGPGjJEkHTp0SIsWLdKoUaOUn5+vvLy8Eg8ShTEpJAAAAHB3dic7ZrNZBw8eVFJSkpKSkrRz505lZmaqSZMmio2NLY0YUQwmhQQAAACKZ3eyExQUpKysLDVt2lSxsbEaMWKEOnbsqMDAwFIIDwAAAADuj93Jzpo1a9SxY0f5+/uXRjwA3NBbO77VWzvSbG5vvqM0R5cFSTIVW5+waMM7RlEmHQAAN2B3svPoo4+WRhwA3NjVnFtKz7y/iXDPZd64r/0BAADXxxT0AAzn5+ulUP+ymwjXz5evPgAA3AG/+AAMN7xjbYaVAQCAEmf3PDsAAAAA4AxIdgAAAAC4JJIdAAAAAC6JZAcAAACASyLZAQAAAOCSqMYG/IiJLQEAAFwLyQ7wIya2BAAAcC0kO8CPnH1iS3qmAAAArJHsAD9y9okt6ZkCAACwRrIDuAhn75kCAAAoaZytAC7C2XumAAAAShqlpwEAAAC4JJIdAAAAAC6JZAcAAACASyLZAQAAAOCSSHYAAAAAuCSqsTkQJoUEAAAASg7JjgNhUkgAAACg5JDsOBAmhQQAAABKjslsNpvv3cy1ZWZmKiAgQBkZGfL39zc6HAAAAPwM52u4HxQoAAAAAOCSSHYAAAAAuCSSHQAAAAAuydBkZ/v27erdu7fCw8NlMpm0fv16q/WDBw+WyWSyesTHx1u1uXTpkgYMGCB/f38FBgZq2LBhysrKKsN3AQAAAMARGZrsZGdnq2nTplq2bFmxbeLj43X27FnL4/3337daP2DAAH399dfasmWLPvnkE23fvl0jR44s7dABAAAAODhDaw/36NFDPXr0uGsbHx8fhYaGFrnuyJEj2rRpk/bt26dWrVpJkpYuXaqePXtqwYIFCg8PL/GYAQAAADgHh79nJykpScHBwapfv75eeOEFXbx40bJu165dCgwMtCQ6khQXFycPDw/t2bOn2G3euHFDmZmZVg8AAAAArsWhk534+Hi9++672rp1q1577TUlJyerR48eysvLkySlp6crODjY6jVeXl4KCgpSenp6sdudO3euAgICLI+IiIhSfR8AAAAAyp6hw9ju5amnnrL8u3HjxmrSpInq1KmjpKQkde3a9b63O23aNE2YMMHyPDMzk4QHAAAAcDEO3bPzc7Vr11bVqlWVmpoqSQoNDdX58+et2ty6dUuXLl0q9j4f6fZ9QP7+/lYPAAAAAK7FqZKd//3vf7p48aLCwsIkSTExMbpy5Yr2799vafPZZ58pPz9fbdu2NSpMAAAAAA7A0GFsWVlZll4aSUpLS1NKSoqCgoIUFBSk2bNnq1+/fgoNDdWJEyc0efJk1a1bV927d5ckNWzYUPHx8RoxYoSWL1+u3NxcJSQk6KmnnqISGwAAAODmTGaz2WzUzpOSktSlS5dCywcNGqTExET16dNHBw8e1JUrVxQeHq5HHnlEr7zyikJCQixtL126pISEBG3cuFEeHh7q16+flixZokqVKtkcR2ZmpgICApSRkcGQNgAAAAfE+Rruh6HJjqPgwwMAAODYOF/D/XCqe3YAAAAAwFYkOwAAAABcEskOAAAAAJdEsgMAAADAJZHsAAAAAHBJJDsAAAAAXBLJDgAAAACXRLIDAAAAwCWR7AAAAABwSSQ7AAAAAFwSyQ4AAAAAl0SyAwAAAMAlkewAAAAAcEkkOwAAAABcEskOAAAAAJdEsgMAAADAJXkZHYAjMJvNkqTMzEyDIwEAAEBRCs7TCs7bAFuQ7Ei6ePGiJCkiIsLgSAAAAHA3V69eVUBAgNFhwEmQ7EgKCgqSJJ06dYoPTxnLzMxURESETp8+LX9/f6PDcTscf+Nw7I3DsTcWx984zn7szWazrl69qvDwcKNDgRMh2ZHk4XH71qWAgACn/PC7An9/f469gTj+xuHYG4djbyyOv3Gc+dhzURr2okABAAAAAJdEsgMAAADAJZHsSPLx8dHMmTPl4+NjdChuh2NvLI6/cTj2xuHYG4vjbxyOPdyRyUz9PgAAAAAuiJ4dAAAAAC6JZAcAAACASyLZAQAAAOCSSHYAAAAAuCS3T3aWLVumWrVqydfXV23bttXevXuNDsktzJ07V61bt5afn5+Cg4PVp08fHT161Oiw3NK8efNkMpk0btw4o0NxC99//72effZZValSReXLl1fjxo31xRdfGB2WW8jLy9PLL7+sqKgolS9fXnXq1NErr7wi6vSUvO3bt6t3794KDw+XyWTS+vXrrdabzWbNmDFDYWFhKl++vOLi4nT8+HFjgnVBdzv+ubm5mjJliho3bqyKFSsqPDxcAwcO1JkzZ4wLGChFbp3sfPjhh5owYYJmzpypAwcOqGnTpurevbvOnz9vdGguLzk5WaNGjdLu3bu1ZcsW5ebm6pFHHlF2drbRobmVffv26U9/+pOaNGlidChu4fLly2rfvr3KlSunf/3rXzp8+LAWLlyoypUrGx2aW3jttdeUmJioN954Q0eOHNFrr72m+fPna+nSpUaH5nKys7PVtGlTLVu2rMj18+fP15IlS7R8+XLt2bNHFStWVPfu3ZWTk1PGkbqmux3/a9eu6cCBA3r55Zd14MAB/eMf/9DRo0f12GOPGRApUPrcuvR027Zt1bp1a73xxhuSpPz8fEVERGj06NGaOnWqwdG5lwsXLig4OFjJycnq1KmT0eG4haysLLVo0UJvvvmm5syZo2bNmmnx4sVGh+XSpk6dqs8//1w7duwwOhS31KtXL4WEhOjtt9+2LOvXr5/Kly+vNWvWGBiZazOZTFq3bp369Okj6XavTnh4uF588UVNnDhRkpSRkaGQkBCtWrVKTz31lIHRup6fH/+i7Nu3T23atNHJkycVGRlZdsEBZcBte3Zu3ryp/fv3Ky4uzrLMw8NDcXFx2rVrl4GRuaeMjAxJUlBQkMGRuI9Ro0bp0UcftfoMoHRt2LBBrVq10hNPPKHg4GA1b95cf/7zn40Oy220a9dOW7du1bFjxyRJhw4d0s6dO9WjRw+DI3MvaWlpSk9Pt/ruCQgIUNu2bfn9NUhGRoZMJpMCAwONDgUocV5GB2CUH374QXl5eQoJCbFaHhISom+++cagqNxTfn6+xo0bp/bt26tRo0ZGh+MWPvjgAx04cED79u0zOhS38u233yoxMVETJkzQSy+9pH379mnMmDHy9vbWoEGDjA7P5U2dOlWZmZlq0KCBPD09lZeXp9///vcaMGCA0aG5lfT0dEkq8ve3YB3KTk5OjqZMmaKnn35a/v7+RocDlDi3TXbgOEaNGqWvvvpKO3fuNDoUt3D69GmNHTtWW7Zska+vr9HhuJX8/Hy1atVKr776qiSpefPm+uqrr7R8+XKSnTLw17/+VWvXrtV7772nhx56SCkpKRo3bpzCw8M5/nBLubm5evLJJ2U2m5WYmGh0OECpcNthbFWrVpWnp6fOnTtntfzcuXMKDQ01KCr3k5CQoE8++UTbtm1TjRo1jA7HLezfv1/nz59XixYt5OXlJS8vLyUnJ2vJkiXy8vJSXl6e0SG6rLCwMEVHR1sta9iwoU6dOmVQRO5l0qRJmjp1qp566ik1btxY/+///T+NHz9ec+fONTo0t1LwG8vvr7EKEp2TJ09qy5Yt9OrAZbltsuPt7a2WLVtq69atlmX5+fnaunWrYmJiDIzMPZjNZiUkJGjdunX67LPPFBUVZXRIbqNr167673//q5SUFMujVatWGjBggFJSUuTp6Wl0iC6rffv2hUqsHzt2TDVr1jQoIvdy7do1eXhY/+x5enoqPz/foIjcU1RUlEJDQ61+fzMzM7Vnzx5+f8tIQaJz/Phx/fvf/1aVKlWMDgkoNW49jG3ChAkaNGiQWrVqpTZt2mjx4sXKzs7WkCFDjA7N5Y0aNUrvvfeePv74Y/n5+VnGaQcEBKh8+fIGR+fa/Pz8Ct0bVbFiRVWpUoV7pkrZ+PHj1a5dO7366qt68skntXfvXq1YsUIrVqwwOjS30Lt3b/3+979XZGSkHnroIR08eFB/+MMfNHToUKNDczlZWVlKTU21PE9LS1NKSoqCgoIUGRmpcePGac6cOapXr56ioqL08ssvKzw8/K4Vw2C7ux3/sLAw/frXv9aBAwf0ySefKC8vz/IbHBQUJG9vb6PCBkqH2c0tXbrUHBkZafb29ja3adPGvHv3bqNDcguSinysXLnS6NDcUmxsrHns2LFGh+EWNm7caG7UqJHZx8fH3KBBA/OKFSuMDsltZGZmmseOHWuOjIw0+/r6mmvXrm2ePn26+caNG0aH5nK2bdtW5Hf8oEGDzGaz2Zyfn29++eWXzSEhIWYfHx9z165dzUePHjU2aBdyt+OflpZW7G/wtm3bjA4dKHFuPc8OAAAAANfltvfsAAAAAHBtJDsAAAAAXBLJDgAAAACXRLIDAAAAwCWR7AAAAABwSSQ7AAAAAFwSyQ4AAAAAl0SyAwAAAMAlkewAgJPr3Lmzxo0bZ3QYAAA4HJIdAAAAAC6JZAcAAACASyLZAQAnkp2drYEDB6pSpUoKCwvTwoULrdb/5S9/UatWreTn56fQ0FA988wzOn/+vCTJbDarbt26WrBggdVrUlJSZDKZlJqaWmbvAwCAskCyAwBOZNKkSUpOTtbHH3+szZs3KykpSQcOHLCsz83N1SuvvKJDhw5p/fr1+u677zR48GBJkslk0tChQ7Vy5Uqrba5cuVKdOnVS3bp1y/KtAABQ6kxms9lsdBAAgHvLyspSlSpVtGbNGj3xxBOSpEuXLqlGjRoaOXKkFi9eXOg1X3zxhVq3bq2rV6+qUqVKOnPmjCIjI/Wf//xHbdq0UW5ursLDw7VgwQINGjSojN8RAACli54dAHASJ06c0M2bN9W2bVvLsqCgINWvX9/yfP/+/erdu7ciIyPl5+en2NhYSdKpU6ckSeHh4Xr00Uf1zjvvSJI2btyoGzduWJInAABcCckOALiI7Oxsde/eXf7+/lq7dq327dundevWSZJu3rxpaTd8+HB98MEHun79ulauXKn+/furQoUKRoUNAECpIdkBACdRp04dlStXTnv27LEsu3z5so4dOyZJ+uabb3Tx4kXNmzdPHTt2VIMGDSzFCe7Us2dPVaxYUYmJidq0aZOGDh1aZu8BAICy5GV0AAAA21SqVEnDhg3TpEmTVKVKFQUHB2v69Ony8Lh93SoyMlLe3t5aunSpnn/+eX311Vd65ZVXCm3H09NTgwcP1rRp01SvXj3FxMSU9VsBAKBM0LMDAE7k9ddfV8eOHdW7d2/FxcWpQ4cOatmypSSpWrVqWrVqlT766CNFR0dr3rx5hcpMFxg2bJhu3rypIUOGlGX4AACUKaqxAYAb2rFjh7p27arTp08rJCTE6HAAACgVJDsA4EZu3LihCxcuaNCgQQoNDdXatWuNDgkAgFLDMDYAcCPvv/++atasqStXrmj+/PlGhwMAQKmiZwcAAACAS6JnBwAAAIBLItkBAAAA4JJIdgAAAAC4JJIdAAAAAC6JZAcAAACASyLZAQAAAOCSSHYAAAAAuCSSHQAAAAAu6f8DRRphMcwQdosAAAAASUVORK5CYII=", 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" ] @@ -406,12 +406,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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kpAQ5OTlo1qwZ13HLnFKpxI0bN+Dl5aVXNtDrN82vv/6q/vPMmTMxa9YsXLlyBd27dwcA/Pjjj3j33Xfx5ptv1rHsmh07dgyXLl3Cnj17NK738fFBWVkZcnNzNUZ5cnJyEBERYZRaSDdL+JabSBtL2EulXjttkTREEfjzT91h5to1oLYNxAXhfqDRto4mMBCo6cNHWcOHdbIct27dYtixENbW1mjWrBlu3ryp1ywtvd41O3bsCEEQIIr3Z28vWLCg2nFjxozBqFGjDChXP1u2bEF4eDjCwsI0rg8PD4etrS0OHTqEkSNHAlB1drtw4QJWrlxZ73VQzSzhW24ibSxhLxWDOm2RNCorgexs3XvQXLsGPNCwRytBAJo1090UICAA4AwJMmEMO5bDkP/Xer3LpqUZ51v7wsJCXLlyReNxzp07Bzc3NwQGBgJQra/57LPPsGbNmmr3d3FxwaRJkzB37ly4u7vDzc0N8+bNQ/v27dVd26jhWMK33ESWiq15TYBSCeH6dXS5fhHN8nJg8+YZIDPjfqDJyADKymo+h5UV4O+vc8oZ/P0BOzsjPxEiooal1ydGhUJhlAf/+eef0adPH/XlqkYC48aNw7Zt2wAAu3fvhiiKGD16tNZzrF27FjY2Nhg5cqR649Ft27Yx4UvAEr7lJrJkbM1rZEolcOOG7jU0GRloVF6O/1Yd/5WWc1hbq0ZhdG2s6e8P2No2wJMhIjIden3C3Ldvn94nHDZsmN7HRkdHa0yT02bq1KmYOnWqztsdHBywYcMGbNiwQe/HJSKiumFr3kdQUaEKNLqmnGVmqo6pgWhjg8zG7rjh4oWufTrDpnlzzXDTrBlgwy+PiIgepNdvxREjRuh1MkEQoFQqH6UeIiIycebcmldZef9LtlNpd+o3rJWXA9ev627bfP26ahSnJra2qoX/OvahKfbwQuTSwwBUXc5sODJOZPaio6PRsWNHrFu3TupSqgkKCkJsbCxiY2ONcv4lS5YgISEB586dM8r5q+j1m7KystKoRRARERnbgQtZiNt3UX15/NbT8DVkOl5ZmWoURteUs+vXVY0DamJnpwox2tbPKBSqDmg1TclmlzMiMoJt27YhNjYWd+/ebdDHnTdvHmbMmGH0x+FXQ0REJHsHLmTh+V1nqnWYy84rwfO7ziD+X50xsJWbKtDomnJ244aqtXNN7O11h5mgIMDHR9U4gIiI0KRJEzRp0sToj6NX4Nm9ezeeeeYZvU6YmZmJjIwM9OzZ85EKIyIiqg/KShFL9/+mtZ22CEAQRSx9/zD6bZoA68pappw5OOhu2RwUBHh5MdBQgzB07zvxgX8BfVYnGtwZ1ez2vhNF/TbKNQZHR1WLdwNUVlZiwYIF+PDDD2FnZ4dp06ZhyZIlmDhxInJycvDVV/e7lFRUVMDf3x/Lly/HxIkTER0djdDQUADArl27YG1tjeeffx7Lli2D8Hcdubm5mDVrFvbv34/S0lJERUVh/fr1aNWqFRITEzFhwgQAUB8fFxeHJUuWAADu3buHiRMn4rPPPoOrqytefvlljfX1N27cwJw5c3Dw4EFYWVmhV69eeOeddxAUFAQASExMxIIFC3Dx4kXY2tqiXbt2+OSTT6BQKKpNaavp2EehV+CJj4/HkiVLMGHCBAwbNgxt27bVuD0vLw8//PADdu3ahcOHD2PLli2PVBQREZHBios1N9H8e2TmVK6IrI7/1nk3URCQ1dgNp5qFoMftq7rDjEKhCjQGfpAhMoZH2fvuwS6LhjyeWbl3D2iAkQOtCguBxo0Nusv27dsxZ84c/PTTTzh58iTGjx+Pnj17YvLkyYiMjERWVhZ8fVVTb7/55hsUFhaq96Csuv+kSZPw008/4eeff8bUqVOhUCgwZcoUAMD48eNx+fJl7Nu3D87Ozli4cCEGDx6M3377DREREVi3bh1effVVXLp0CQA0Rl3WrFmDZcuW4aWXXsJ///tfPP/884iMjESbNm1w79499OnTB71798bRo0dhY2OD119/HQMHDsSvv/4KKysrjBgxAlOmTMGnn36KsrIynDp1Sh2sHlRRUaH3sYbSK/AkJSXhq6++woYNG/DSSy+hcePG8Pb2hoODA3Jzc5GdnQ1PT09MmDABFy5cgJeX1yMXRkSWw9BvKh+V2X1TSSr37uleP5OeDvz5p9a75bSNBDrWfvqcXf8H9G5t0oHGqE0XyKwYuvddfTweGU+HDh0QFxcHAGjVqhU2btyI7777Dm+++SZat26NnTt3YsGCBQCArVu34umnn9YIJQEBAVi7di0EQUDr1q1x/vx5rF27FlOmTFEHnR9++AEREREAgI8//hgBAQFISEjA008/DRcXFwiCAB8fn2q1DR48GP/5z38AAAsXLsTatWuRmJiINm3aYPfu3bCyssKHH36oDiZbt25F06ZNkZiYiC5duiAvLw9DhgxBixYtAKDawEmV/Px8vY81lN5/e4cMGYIhQ4bg9u3bOH78ONLT01FcXAwPDw906tQJnTp1ghWH8YmoDh7lm8q6Ph6ZoMLC6oHmwcu3btV+DienautnvFyDgUu139WrmadJh51HbrpAsmLo3ncWx9FR9TtFqsc2UIcOHTQu+/r6IicnBwAwefJkbN68GQsWLEBOTg6+/vprfPfddxrHd+/eXWMkpEePHlizZg2USiVSUlJgY2ODxx57TH27u7s7WrdujZSUFINqqwpFVbUlJyfjypUrcHJy0rhPSUkJrl69iv79+2P8+PEYMGAA+vXrh5iYGIwcOVI9WvUgNzc3vY81lMFx3d3dHcOHD3/kByYiqmLoN5UiRPWUDG9ne4PnovObSokUFOhu2ZyeDty+Xfs5nJ2B4GDtU86CgoCmTauFlm6VInzf+h7ZeSVa1/EIUG2e2i3Yrc5Pzdj0arrA0EN0nyAYPK1MSrYPbQgsCIK6S/LYsWPx4osv4uTJkzh58iSCgoLQu3dvvc+ta89LURT1mi5WU22VlZUIDw/Hxx9/XO1+np6eAFQjPjNnzsSBAwewZ88evPzyyzh06BC6d+9e7T6GHGsIvusTkeQM/abyXlkFQl79HwDgyLxoOHIvEtOQl6c9zFRdvnOn9nO4uupeP1MVaAxkbSUgbmgInt91BgKgERqq3urjhoaY7NSwWpsuAFi6/zf0C/Ex2edARHXn7u6OESNGYOvWrTh58qS6wcCDfvzxx2qXW7VqBWtra4SEhKCiogI//fSTekrb7du3kZqaqp4yZmdnV6e9NDt37ow9e/bAy8sLzs7OOo+rmg22aNEi9OjRA5988onOEGPIsfripwQiItLP3btAejqsL1/FxNP/g3/en7BL+QDI+DvQ6LN/g5ub7pbNCgXg4mKU0geG+iL+X50Rt++ixoJtHzOYEnYq7Q6y8nRP+RQBZOWV4FTaHfRo4d5whRFRg5k8eTKGDBkCpVKJcePGVbs9MzMTc+bMwXPPPYczZ85gw4YNWLNmDQDVmqDhw4djypQpeP/99+Hk5IQXX3wRzZo1U8/aCgoKQmFhIb777juEhYXB0dERjnpMzXv22WexatUqDB8+HK+99hr8/f2RkZGBL774AvPnz0d5eTk2b96MYcOGwc/PD5cuXUJqairGjh1b7VxpaWl6H2soBh4iIlK1cM3N1b1+Jj0dyM8HANgDeLXqfskPncfDo+YuZw/N825IA0N90bOlB9ovOQgA2Dahq1ks+s8p0G99m77H0X1s7UzmIiYmBr6+vmjXrh38/Pyq3T527FgUFxejW7dusLa2xowZMzRaR2/duhWzZs3CkCFDUFZWhsjISHzzzTfq6WoRERGYNm0aRo0ahdu3b2u0pa6Jo6Mjjh49ioULF+KJJ55AQUEBmjVrhr59+8LZ2RnFxcX4/fffsX37dty+fRu+vr6YPn06nnvuOa3n0vdYQzHwEBFZAlFUrZHRtX7m2jXVGpvaeHlBqVDg23x7XHfxwsRno2HXsoUq0AQGStcGVk8PhptuwW4mH3YAwMtJv/Vt+h5Xn8w9MLC1M5mCxMTEatclJCRoXC4uLsbdu3cxadIkreewtbXFunXrEB8fr/V2V1dX7Nixo8Y64uPjq90/PT292nFVe+ZU8fHxwfbt27We09nZGXv37tX5mEuWLFEHK29v7xqPfRQGB57XXnsN8+bNqzbMVVxcjFWrVuHVV1/VcU8iIjIaUVR1MaupbXNRUe3n8fHR3gxAoVD9ODqitKwC0/9eQzV22gDYcQ2VUXULdoOvi4NJNl0w98DA1s5k6iorK5GdnY01a9bAxcUFw4YNk7oks2Twv7ylS5di2rRp1QLPvXv3sHTpUgYeIqJa1GkvFVEEcnJqnnJWXFz7g/v6al8/UzVC06hRXZ4SGZEpN10w98DA1s5k6jIyMhAcHAx/f39s27YNNjYMzXVh8Kumq4XdL7/8Ajc3023pSVQbbn5JDUHnXiqPt8VAT0F3mLl2DSip5Zt0QQD8/HSvoQkIABwaftoTPTpTbbrAwEBkXEFBQTrbSlfRNiWONOkdeFxdXSEIAgRBwD/+8Q+N0KNUKlFYWIhp06YZpUiSJ1PbMZybX5JRVVbiwLEUPP9t+t/rGO7/Xc++W4znPz6D+ITlGJh6Uvc5BAHw99c95SwgALC3N+7zIMmYa9MFIiKp6R141q1bB1EUMXHiRCxduhQuD7QOtbOzQ1BQEHr06GGUIkl+THHHcHPf/JIjVBJTKoGsLJ3rZ5SZ17F0YjxEJ49qG2OKggBBrMTSvlPRr/QmrHXtQePvD9jZNfATI1Nijk0XiIikpvcnrqqe38HBwYiIiKi26yqRvkx1x3Bz3/ySI1RGplQCN27onnKWkQFU6H5NTgW0R5azp87bRcEKWc6eOPVdcoPvpWLunbaIiIhqYvAntKioKFRWViI1NRU5OTmorKzUuD0yMrLeiiP54Y7hxmPuI1SSq6gArl/XvX4mM7PGQAMAsLFRLfzXsn4mp7wpcCiz1jKk2EvF3DttERHpwtkPBNQh8Pz4448YM2YMrl27Vm0RlSAIUCqV9VYcyQ93DDcecx+hMrryclVo0RZm0tNVYae231+2tvfbM2ubcubnB1hba72r19XbAGoPPFLspWLunbaIiHTh7AcC6hB4pk2bhi5duuDrr7+Gr6+v1o5tRLpwx3AymrIyVaDR1bb5xg3goRHpauzsdIeZoCBVS2crqzqVZ8p7qbDTFhHJFWc/EFCHwHP58mX897//RcuWLY1RD8mcKe8YTiautFS1TiY9HdZXrmLu0UT45/0J+2PLVcHm5k3VXjU1sbfXHWaCggBv7zoHmtqY8l4qRERyZegXOgUl5epOiG892cHsOiEGBQUhNjYWsbGxeh2fnp6O4OBgnD17Fh07djRqbVIyOPA89thjuHLlCgMP1Ykpf8tNEisuVgeaatPO0tNVHdD+Zg9ghrZzNGqkPchUXeflZbRAow9T3UuFiIhMs4OsoU6fPo3GjRvX6zm3bduG2NhY3L17t17P25D0Cjy//vqr+s8zZszA3LlzkZ2djfbt21fr1tahQ4f6rZBkhd9yW7B79+4HGW3raLKzaz+HoyMQFARloAIf/2mFGy6emDOlP+xbtlCFGk/Pai2fTQ33UiEiMj2m2kHWUJ6euruBWjK9vurs2LEjOnXqhI4dO+LJJ59ESkoKJk6ciK5du2rc1qlTJ2PXSzJQ9S23l7PmBok+Lg5m8wuFtCgsBC5eBL75Bti0CViwABg5EujWTTVVrHFjICQEGDwYeP554K23gD17gJ9+uh92mjQBQkOBIUOA6dOBVauAzz4DTp8Gbt1SP0bpl/vwav/n8f5jT0H51NOqx/DyMvmwU4V7qRARmY7aOsgCqg6yD26YXl/279+Ppk2bqrsenzt3DoIgYP78+epjnnvuOYwePRoAcOLECURGRqJRo0YICAjAzJkzUVRUpD42KCgI69atU1/+/fff0atXLzg4OCAkJASHDx+GIAhISEjQqOOPP/5Anz594OjoiLCwMJw8qdoEOzExERMmTEBeXh4EQYAgCFiyZAkAYNOmTWjVqhUcHBzg7e2Np556qt5fn/qi1whPWlrDtfOzdJbSPpHfcpuhggLdozPp6cBff9V+DicnIDhY97QzV1e9QsuDbzqn0u7w7w4REdWZlB1kIyMjUVBQgLNnzyI8PBxJSUnw8PBAUlKS+pjExETMnj0b58+fx4ABA7Bs2TJs2bIFt27dwvTp0zF9+nRs3bq12rkrKysxYsQIBAYG4qeffkJBQQHmzp2rtY7Fixdj9erVaNWqFRYvXozRo0fjypUriIiIwLp16/Dqq6/i0qVLAIAmTZrg559/xsyZM7Fz505ERETgzp07OHbsWL2+NvVJr8CjUCiMXQf9zZLaJ/JbbhOTl6c7zKSnA3fu1H6Opk11r58JClLd/oijMHKYY01ERKZDyg6yLi4u6NixIxITExEeHq4ON0uXLkVBQQGKioqQmpqK6OhoLF++HGPGjFE3JGjVqhXWr1+PqKgoxMfHw8FBs+HTwYMHcfXqVSQmJsLHxwcA8MYbb6Bfv37V6pg3bx4ef/xxAMDSpUvRrl07XLlyBW3atIGLiwsEQVCfAwAyMjLQuHFjDBkyBE5OTlAoFCY908vgpgX79u3Ter0gCHBwcEDLli0RHBz8yIVZKrZPJKO5e1cjzNj+kYb3D5yCf14OGr1/R3V7bVxddYcZhUIVaIxILnOsiYjIdEjdQTY6OhqJiYmYM2cOjh07htdffx2ff/45jh8/jrt378Lb2xtt2rRBcnIyrly5go8//lh9X1EUUVlZibS0NLRt21bjvJcuXUJAQIBGUOnWrZvWGh5cg+/rq3ofzcnJQZs2bbQe369fPygUCjRv3hwDBw7EwIED8c9//hOOjo51fh2MyeBPuyNGjIAgCFo3HRVFEYIgoFevXkhISICrq2u9FWopuHkk1YkoArm52kdmqn7y8zXuYgtgwMPncXfX3bJZoQCcnY36NGpS2xxrAao51v1CfDhaaEEMnQYsPvA3qM/qRIO/JOIu6kTyI3UH2ejoaGzZsgW//PILrKysEBISgqioKCQlJSE3NxdRUVEAVFPUnnvuOcycObPaOQIDA6tdV/W5XB8PNiGruk9lDXvXOTk54cyZM0hMTMTBgwfx6quvYsmSJTh9+jSaGvnLz7ow+NPxoUOHsHjxYrzxxhvqlHjq1Cm8/PLLeOWVV+Di4oLnnnsO8+bNw5YtW+q9YCKLJIrA7du6w8y1a6o1NrXx9FSHl/KAQCw7X4TMpj7Y9NIINGrZQrXGxkRJOceaTNejTAN+sDW4IY9HRPIidQfZqnU869atQ1RUFARBQFRUFFasWIHc3FzMmjULANC5c2dcvHhR761h2rRpg4yMDPz555/w9vYGoGpbbSg7Ozsolcpq19vY2CAmJgYxMTGIi4tD06ZN8f333+OJJ54w+DGMzeDAM2vWLGzevBkRERHq6/r27QsHBwdMnToVFy9exLp16zBx4sR6LZRI1kRRtehfW5Cp+vMDXVh08vKqecrZA735y8sqsOPv0UGxXShg4qODUs6xJtNl6DTg+ng8IpIfKfdJq1rHs2vXLrzzzjsAVCHo6aefRnl5OaKjowEACxcuRPfu3fHCCy9gypQpaNy4MVJSUnDo0CFs2LCh2nn79euHFi1aYNy4cVi5ciUKCgqwePFiANB75AdQdX4rLCzEd999h7CwMDg6OuL777/HH3/8gcjISLi6uuKbb75BZWUlWrdu/egviBEY/Jv76tWrcNYyrcXZ2Rl//PEHANUiqr/06dhEZClEEcjJ0R1m0tNVG2/WxsdHe5gJCgICA1X71MiU1HOsyTQZOg2YiEgXKTvI9unTB2fOnFGHG1dXV4SEhODmzZvqtTkdOnRAUlISFi9ejN69e0MURbRo0QKjRo3Sek5ra2skJCRg8uTJ6Nq1K5o3b45Vq1Zh6NCh1Roc1CQiIgLTpk3DqFGjcPv2bcTFxSEmJgZffPEFlixZgpKSErRq1Qqffvop2rVr98ivhTEYHHjCw8Mxf/587NixQ7250a1bt7BgwQJ07doVAHD58mX4+/vXb6VEpqyyEsjKqnnKWYkeIw9+frpbNgcGAgb8gpIbqedYExGR+XmUdX4LP/+1wdb5rV69GqtXr9a47ty5c9WO69q1Kw4ePKjzPOnp6RqX27Rpg+PHj6sv//DDDwCgnhYXFBRUbV1+06ZNq10XHx+P+Ph4jesSExN11mFqDA48W7ZswfDhw+Hv74+AgAAIgoCMjAw0b94cX375JQCgsLAQr7zySr0XSySZqkDzQJixu/oHdnx/Bs3yc9Bo3V9AaS3rAQQBaNZMezOAoCAgIMCiA01tpJ5jTWQMbLpAZFyWvs5v7969aNKkCVq1aoUrV65g1qxZ6NmzJ1q0aCF1aQ3K4MDTunVrpKSk4H//+x9SU1MhiiLatGmDfv36wcrKCoCqkxuRWVEq74/QaJtylpEBlJVp3EUQrGDr3w4XvFsgp9AN3W6mwNrPV/eUs4AAwM6uQZ+W3Eg5x5rIGCz9wxiRsVn6Or+CggIsWLAAmZmZ8PDwQExMDNasWSN1WQ2uTv9XBEFQ99wmMgtKJXDjhu71MxkZQEUtHwSsrFShJSgIB1pHYIlrF2TDXn2zr7M94oa144duI5NyjjVRfbP0D2NExmbp6/zGjh2LsWPHSl2G5PT6zbd+/XpMnToVDg4OWL9+fY3HausNTmR0FRXA9eu6189kZtYeaKytVetktK2fUShU09FsbXVvfplfalabXyor7z+DU2l3zCo0PFhnt2A3s6mb6GGW/mGMiKgh6BV41q5di2effRYODg5Yu3atzuMEQTAo8Bw9ehSrVq1CcnIysrKysHfv3mrT4VJSUrBw4UIkJSWhsrIS7dq1w//93/+pN1gqLS3FvHnz8Omnn6K4uBh9+/bFpk2b2DRBbsrLVYFGV9vm69dVozg1sbVVj9BonXbm5wfY1PxPQi6bXx64kIW4fRfVl8dvPQ1fTgsjIiIiGdIr8KSlpWn986MqKipCWFgYJkyYgCeffLLa7VevXkWvXr0wadIkLF26FC4uLkhJSdFopRcbG4v9+/dj9+7dcHd3x9y5czFkyBAkJyfD2tq63molIysrAzKv6Z5yduOGqnFATWxtNUdnHh6p8fVVjeI8AjlsfqlzhCqvxKxGqIiIiB6mVCr5+c9CaNsMVZc6T+YtKytDWloaWrRoAZtavhXXZdCgQRg0aJDO2xcvXozBgwdj5cqV6uuaN78/9J+Xl4ctW7Zg586diImJAQDs2rULAQEBOHz4MAYMGFCnusgISktV62QeCDN2f/yBz47+oupytvK2aq+amtjba26i+fBIjY+Pap2NEZn75pdyGaEiIiJ6mKenJ27cuIFmzZox9MicUqnEjRs34OXlpdfxBieVe/fuYcaMGdi+fTsAIDU1Fc2bN8fMmTPh5+eHF1980dBTalVZWYmvv/4aCxYswIABA3D27FkEBwdj0aJF6mlvycnJKC8vR//+/dX38/PzQ2hoKE6cOKEz8JSWlqL0gRbC+fn59VKzRSspuR9otE05u3mz2l1sAHR98AoHB91hRqEAvL2NHmhqY+6bX8phhIqIiEgbBwcHeHl5ISsrq9o+MiQ/Xl5eem+ganDgWbRoEX755RckJiZqdGmLiYlBXFxcvQWenJwcFBYW4s0338Trr7+Ot956CwcOHMATTzyBI0eOICoqCtnZ2bCzs4Orq6vGfb29vZGdna3z3CtWrMDSpUvrpU6LUVysOc3s4SlnNbzeao6OGmGmzD8Qc37KxQ1nL3y8/Bk4+vup9qoxYea++aW5j1CZKu6lQkRkGhwcHLiOm6oxOPAkJCRgz5496N69O4QHPpyGhITg6tWr9VZY5d/rNYYPH47Zs2cDADp27IgTJ07gvffeQ1RUlM77iqKoUdvDFi1ahDlz5qgv5+fnIyAgoJ4qN1NFRfdDjLZOZzk5tZ+jcWPde9AEBQEeHhqBpqKsAl+9+j/VBW9vkw87gPlvfmnuI1SminupEBERmS6DA8+tW7e0zpcrKiqqMWQYysPDAzY2NggJCdG4vm3btjh+/DgAwMfHB2VlZcjNzdUY5cnJyUFERITOc9vb28Pe3l7n7bJUWKi7ZXN6OnDrVu3ncHKqMdB8ePEuPjyefv/4cgCXAVzOB/BrtdOZ67fc5rz5pbmPUJkq7qVCRERkugx+1+zatSu+/vprzJgxAwDUIeeDDz5Ajx496q0wOzs7dO3aFZcuXdK4PjU1FQqFAgAQHh4OW1tbHDp0CCNHjgQAZGVl4cKFCxqNDixBk9J7EC6cB25c1z7t7Pbt2k/i7AwEB2sfnVEoAFfXGkdhCkpvW8y33Oa6+aW5j1CZKu6lQkREZLoMDjwrVqzAwIED8dtvv6GiogLvvPMOLl68iJMnTyIpKcmgcxUWFuLKlSvqy2lpaTh37hzc3NwQGBiI+fPnY9SoUYiMjESfPn1w4MAB7N+/H4mJiQAAFxcXTJo0CXPnzoW7uzvc3Nwwb948tG/fXt21Te6E9evxwX/34J6dA859notu1y/CWtTRvtnVVXeYCQoCmjZ9pFos7Vtuc9380pxHqIiIiIgMJYh1aGNx/vx5rF69GsnJyaisrETnzp2xcOFCtG/f3qDzJCYmok+fPtWuHzduHLZt2wYA+Oijj7BixQpcv34drVu3xtKlSzF8+HD1sSUlJZg/fz4++eQTjY1HDVmTk5+fDxcXF+Tl5cHZ2dmg5yClAxeysOTTU8hW3v/g71uSh7g7P2Ogp6AZaBQKwMVFslrl6F5ZBUL+XoP022sD4GhnXtOMCkrKzW6Eqoq5v/ZERGQ4c/28RtKrU+CRG3P8B6Rr88iqj6vcPNL4zP1DtznXb861ExFR3Zjj5zUyDQZvavLss8/igw8+wOXLl41RD+mhts0jAdXmkcpKi8+yRERERGThDA48TZo0wZo1a9C6dWv4+flh9OjReO+99/D7778boz7SwpDNI4mIiIiILJnBgef999/H77//jps3b+Ltt9+Gi4sL3nnnHbRr1w6+vpxC1RC4eSQRERERkX4MDjxVnJyc4OrqCldXVzRt2hQ2Njbw8fGpz9pIB24eSURERESkH4MDz8KFC9G9e3d4eHjg5ZdfRllZGRYtWoQ///wTZ8+eNUaN9JCqzSN19dMSAPhy80giIiIiIsP34Vm1ahU8PT0RFxeH4cOHo23btsaoi2rAzSNJbj489gc+PJam9/HiA3/r+6xOhKAz/ms3uXcwNwolIiKyEAYHnrNnzyIpKQmJiYlYs2YNrK2tERUVhejoaERHRzMANRBuHklyUlBSgez8uq05e/DvvyGPR0RERJbB4MATFhaGsLAwzJw5EwDwyy+/YN26dZg5cyYqKyuhVCrrvUjSbmCoL3q29DDbzSOJqjg52MDHueHWnDk5cN8eIiIiS1Gnd/2zZ88iMTERiYmJOHbsGPLz89GxY0f06dOnvuujWjwYbroFuzHskFma3Ls5p5gRERGRURgceFxdXVFYWIiwsDBER0djypQpiIyM5I63RERERERkcgwOPDt37mTAISIiIiIis2Bw4BkyZIgx6iAiIiIiIqp3dd54lIiIiIiIyNQx8BARERERkWyxNyvR37j5JREREZH8MPAQ/Y2bXxIRERHJDwMP0d/MffNLjlARERERVcfAQ/Q3c9/8kiNURERERNUx8BDJhLmPUBEREREZAz+xEMmEuY9QERERERkD21ITEREREZFsMfAQEREREZFsMfAQEREREZFsMfAQEREREZFsMfAQEREREZFssUubieHmkURERERE9YeBx8Rw80giIiIiovrDwGNiuHkkEREREVH9EURRFGs/TN7y8/Ph4uKCvLw8ODs7S10OERERET2En9eorti0gIiIiIiIZIuBh4iIiIiIZIuBh4iIiIiIZIuBh4iIiIiIZIuBh4iIiIiIZIuBh4iIiIiIZIuBh4iIiIiIZIuBh4iIiIiIZEvSwHP06FEMHToUfn5+EAQBCQkJGrePHz8egiBo/HTv3l3jmNLSUsyYMQMeHh5o3Lgxhg0bhuvXrzfgsyAiIiIiIlMlaeApKipCWFgYNm7cqPOYgQMHIisrS/3zzTffaNweGxuLvXv3Yvfu3Th+/DgKCwsxZMgQKJVKY5dPREREREQmzkbKBx80aBAGDRpU4zH29vbw8fHRelteXh62bNmCnTt3IiYmBgCwa9cuBAQE4PDhwxgwYEC910xERERERObD5NfwJCYmwsvLC//4xz8wZcoU5OTkqG9LTk5GeXk5+vfvr77Oz88PoaGhOHHihM5zlpaWIj8/X+OHiIiIiIjkx6QDz6BBg/Dxxx/j+++/x5o1a3D69Gn8v//3/1BaWgoAyM7Ohp2dHVxdXTXu5+3tjezsbJ3nXbFiBVxcXNQ/AQEBRn0eREREREQkDUmntNVm1KhR6j+HhoaiS5cuUCgU+Prrr/HEE0/ovJ8oihAEQeftixYtwpw5c9SX8/PzGXqIiIiIiGTIpEd4Hubr6wuFQoHLly8DAHx8fFBWVobc3FyN43JycuDt7a3zPPb29nB2dtb4ISIiIiIi+TGrwHP79m1kZmbC19cXABAeHg5bW1scOnRIfUxWVhYuXLiAiIgIqcokIiIiIiITIemUtsLCQly5ckV9OS0tDefOnYObmxvc3NywZMkSPPnkk/D19UV6ejpeeukleHh44J///CcAwMXFBZMmTcLcuXPh7u4ONzc3zJs3D+3bt1d3bSMiIiIiIsslaeD5+eef0adPH/XlqnU148aNQ3x8PM6fP48dO3bg7t278PX1RZ8+fbBnzx44OTmp77N27VrY2Nhg5MiRKC4uRt++fbFt2zZYW1s3+PMhIiIiIiLTIoiiKEpdhNTy8/Ph4uKCvLw8ruchIiIiMkH8vEZ1ZVZreIiIiIiIiAzBwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLLFwENERERERLJlI3UBpkAURQBAfn6+xJUQERERkTZVn9OqPrcR6YuBB8Dt27cBAAEBARJXQkREREQ1KSgogIuLi9RlkBlh4AHg5uYGAMjIyOA/oAaWn5+PgIAAZGZmwtnZWepyLA5ff+nwtZcOX3tp8fWXjrm/9qIooqCgAH5+flKXQmaGgQeAlZVqKZOLi4tZ/gKQA2dnZ772EuLrLx2+9tLhay8tvv7SMefXnl9MU12waQEREREREckWAw8REREREckWAw8Ae3t7xMXFwd7eXupSLA5fe2nx9ZcOX3vp8LWXFl9/6fC1J0sliOztR0REREREMsURHiIiIiIiki0GHiIiIiIiki0GHiIiIiIiki0GHiIiIiIiki2LDzybNm1CcHAwHBwcEB4ejmPHjkldkkVYsWIFunbtCicnJ3h5eWHEiBG4dOmS1GVZpBUrVkAQBMTGxkpdisW4ceMG/vWvf8Hd3R2Ojo7o2LEjkpOTpS5L9ioqKvDyyy8jODgYjRo1QvPmzfHaa6+hsrJS6tJk6ejRoxg6dCj8/PwgCAISEhI0bhdFEUuWLIGfnx8aNWqE6OhoXLx4UZpiZaam1768vBwLFy5E+/bt0bhxY/j5+WHs2LG4efOmdAUTGZlFB549e/YgNjYWixcvxtmzZ9G7d28MGjQIGRkZUpcme0lJSXjhhRfw448/4tChQ6ioqED//v1RVFQkdWkW5fTp09i8eTM6dOggdSkWIzc3Fz179oStrS2+/fZb/Pbbb1izZg2aNm0qdWmy99Zbb+G9997Dxo0bkZKSgpUrV2LVqlXYsGGD1KXJUlFREcLCwrBx40att69cuRJvv/02Nm7ciNOnT8PHxwf9+vVDQUFBA1cqPzW99vfu3cOZM2fwyiuv4MyZM/jiiy+QmpqKYcOGSVApUcOw6LbUjz32GDp37oz4+Hj1dW3btsWIESOwYsUKCSuzPLdu3YKXlxeSkpIQGRkpdTkWobCwEJ07d8amTZvw+uuvo2PHjli3bp3UZcneiy++iB9++IGjyRIYMmQIvL29sWXLFvV1Tz75JBwdHbFz504JK5M/QRCwd+9ejBgxAoBqdMfPzw+xsbFYuHAhAKC0tBTe3t5466238Nxzz0lYrbw8/Nprc/r0aXTr1g3Xrl1DYGBgwxVH1EAsdoSnrKwMycnJ6N+/v8b1/fv3x4kTJySqynLl5eUBANzc3CSuxHK88MILePzxxxETEyN1KRZl37596NKlC55++ml4eXmhU6dO+OCDD6QuyyL06tUL3333HVJTUwEAv/zyC44fP47BgwdLXJnlSUtLQ3Z2tsZ7sL29PaKiovgeLIG8vDwIgsCRZpItG6kLkMpff/0FpVIJb29vjeu9vb2RnZ0tUVWWSRRFzJkzB7169UJoaKjU5ViE3bt3Izk5GT///LPUpVicP/74A/Hx8ZgzZw5eeuklnDp1CjNnzoS9vT3Gjh0rdXmytnDhQuTl5aFNmzawtraGUqnEG2+8gdGjR0tdmsWpep/V9h587do1KUqyWCUlJXjxxRcxZswYODs7S10OkVFYbOCpIgiCxmVRFKtdR8Y1ffp0/Prrrzh+/LjUpViEzMxMzJo1CwcPHoSDg4PU5VicyspKdOnSBcuXLwcAdOrUCRcvXkR8fDwDj5Ht2bMHu3btwieffIJ27drh3LlziI2NhZ+fH8aNGyd1eRaJ78HSKi8vxzPPPIPKykps2rRJ6nKIjMZiA4+Hhwesra2rjebk5ORU+8aJjGfGjBnYt28fjh49Cn9/f6nLsQjJycnIyclBeHi4+jqlUomjR49i48aNKC0thbW1tYQVypuvry9CQkI0rmvbti0+//xziSqyHPPnz8eLL76IZ555BgDQvn17XLt2DStWrGDgaWA+Pj4AVCM9vr6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", 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" ] @@ -439,12 +439,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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7qk1TpzoLEhFQ/P3eD5oZi4yMDGbOnEnv3r2xWCykpKR4fH/BggVYLBaPx/jx4z2eU1JSwrx58+jVqxcdOnRg9OjRfPzxx42+rqZprFixggEDBtCuXTsGDhzI008/ja7r3h6iz1gsFjp16iR/uZiQZG9ukr95SfbmZlGKTl9/jeW11+DWWyEqyrlx+pFHYNOmphcV8fGwaBF8/DF8/z3k5sJrr8GsWVJUBKhgeu/79apQZ8+eJSEhgTvvvJM5c+bU+5wbb7yRNWvWuL6OiIjw+P68efOoqKhg48aNREVF8eGHHzJ37lx2795NYmJivW0+//zzvPXWW6xdu5b4+Hh2797NnXfeSefOnVmyZIn3BuhDdrud1NRUbrrppoC/QoDwLsne3CR/85LsTUbX4cAB54zE1q2obduwnD5tvJ1hw9x7JKZNg+hor3dV+FYwvfcDZimUxWJhw4YNzJo1y3VuwYIFlJeXXzKTcbGOHTuyevVq5s2b5zrXvXt3XnjhBe6+++56f+Y//uM/6NmzJ++++67r3Jw5c2jfvj1//etf6/2Zmpoaai66McyZM2eIjY2lrKyMrl274nA4ALDZbB7HmqZhsVhcx1arFavV2uCx3W7HZrO5jsPCwrBYLK5jcM642Gw2qqurCQsLIyIiAqUUmqYRHh6Orus4HA7Xsa7rhIWFNXjscDhQSrmO6xtHa4zp4uPw8HAZUwNjstlsnDt3jjZt2jQ6vmAaUyjm5Msx1dbW0r59e1ffQ2FMoZiTt8fkcDjQNM31Oz8UxhSKOTV7TJoGBw9iy8hAbd0KGRlYSksxSg0ZAklJWK69FvvEiYT17Ss5BfmYlFKcPXuWjhcu5dvaYzp79mxwLIVqivT0dKKjoxkyZAj33nsvJ0+e9Pj+5MmTWb9+PWVlZei6zrp166ipqSEpKanBNidPnsz//d//cejQIQD27dvH9u3buemmmxr8mZUrV9K5c2fXIzY2FoC8vDwA8vPzyc/PByA3N5fDhw8DkJOTQ2FhIQDZ2dkUFRUBkJWVRXFxMeBcElZ64ZfHli1bKC8vByAtLY3KykoAUlNTqa6uRtM0UlNT0TQNTdP45JNPAKisrCQtLQ2A8vJytmzZAkBpaSkZGRkAFBcXk5WVBUBRURHZ2dkAFBYWkpOTA8Dhw4fJzc3125iqq6tJTU2VMV1mTEePHmX//v0hNaZQzMlXYzp79mzIjSkUc/L2mDIzMwkLC6OkpCRkxhSKOTV5TErxzaefcmLFCrjtNlTPntgSEmDxYiz/+EfTi4rBgzl+881UrF4Nx4+T9vvfc3rlSpg7l7TcXMkpRMZU13d/janJVIAA1IYNGzzOrVu3Tm3atEnt379fbdy4USUkJKj4+HhVXV3tek55ebm64YYbFKDCwsJUp06dVFpaWqOvpeu6WrZsmbJYLCosLExZLBb17LPPNvoz1dXVqqKiwvUoKipSgCorK1NKKaVpmtI07ZJju93ucexwOBo9rq2t9TjWdd3jWNd1VVtbq2pqalRKSoo6e/asa0y1tbVKKaUcDofHsd1ub/RY0zSP4/rG0RpjuvhYxtTwmGpra1VKSoo6f/58yIwpFHPy1ZjOnTunUlJSVG1tbciMKRRz8sWY6rKvrq4OmTGFYk4Njqm2Vqkvv1SON99UjttuU6pnT6XA8EMfMECpu+9W2l/+ohzffCM5mWBMdZ/56r5u7TFVVFQoQFVUVKjLCeilUD9UXFxMv379WLduHT/+8Y8BWLx4MdnZ2Tz77LNERUWRkpLCK6+8QmZmJiNHjqy3nXXr1vHoo4/y4osvEh8fz969e3nooYd4+eWXmT9/fpP6GwhXhdIuWgYhzEOyNzfJ37wk+yCjFBw54r4hXXo6XPiXa0P694fkZNS0aWiTJxM2cKDkbzL+fu8b+czr183bRsXExNCvXz/XFE1BQQGvv/46eXl5xMfHA5CQkEBmZiZvvPEGb731Vr3tPProoyxbtoz//M//BGDkyJF88803rFy5ssmFRSCo+0MmzEeyNzfJ37wk+wCmFBQWuouIrVvh+HHj7cTGui//mpTkLCwutK9VVwfXBzfhNcHy3g/4PRYXO3XqFEVFRcTExABw7sKt6H94e3ObzdbopWPPnTtn+GcCjaZppKWloWmav7siWplkb26Sv3lJ9gHo6FFYswbmz4d+/WDQILjnHnj//aYXFX36wM9/Du++CwUF8M03sHYtLFjgLiqQ/M0smLL361Koqqoqjhw5AkBiYiIvv/wyycnJdOvWjW7duvHUU08xZ84cYmJiOHr0KE888QTHjh0jPz+fyMhI7HY7w4cPJyYmhpdeeonu3buTkpLCo48+yqZNm1ybsa+77jpmz57NokWLAOfVpv7973/zxz/+kfj4eHJycrjvvvu46667eP7555vUd38vhRJCCCFEKzt2zHNp09GjxtuIifGckRg0yHnHayECVNAshdq9ezfJycmur5cuXQrA/PnzWb16Nfv37+e9996jvLycmJgYkpOTWb9+PZGRkQCEh4eTmprKsmXLmDlzJlVVVcTFxbF27VqPKzwVFBS4duED/OEPf+C///u/eeCBBzh58iS9e/dm4cKF/PrXv26lkbeckjuwmpZkb26Sv3lJ9n7w7beehcTXXxtvo2dPdxGRnAyDBzerkJD8zSuYsg+YzdvBxt8zFna7nbS0NKZPnx7wN0sR3iXZm5vkb16SfSs4ccKzkLiwqsKQ6GhnEVFXSFx5pVdmJCR/8/J39kY+80ph0Uz+LiyEEEII0UIlJc4Coq6YuHB/K0O6d3cXEcnJzjtdB/i/KgthRNAshRLNp+s65eXldOnS5ZKN6CK0SfbmJvmbl2TvBSdPehYSX35pvI1u3WDaNPfypvh4aIU8JH/zCqbsDRUWFRUVbNiwgczMTI4ePcq5c+fo0aMHiYmJ3HDDDUycONFX/RQ/4HA42LVrF9dee23A/yET3iXZm5vkb16SfTOUlsK2be6lTQcOGG+jSxfPQmLkyFYpJH5I8jevYMq+SUuhiouL+fWvf80HH3xAr169GDduHH369KFdu3aUlZWRl5fHnj176NevH08++SRz585tjb77lSyFEkIIIQLMqVOQkeEuJPbvN95G584wdap7edNVV4HN5u2eChE0vL4UKiEhgV/84hdkZ2czYsSIep9z/vx5UlJSePnllykqKuKRRx4x3nPRZLquU1paSlRUVMBXr8K7JHtzk/zNS7Kvx+nTnoVEbq7zRnVGREZ6FhKjRgVkISH5m1cwZd+kwuLAgQP06NGj0ee0a9eOn/3sZ/zsZz/j+++/90rnRMN0XScvL4+pU6cG/B8y4V2SvblJ/uYl2QMVFc5Com6PxN69xguJDh1gyhT30qbRoyEI7mgs+ZtXMGUvV4VqJlkKJYQQQvjYmTOwfbuziNi6FXJyQNeNtdG+PUye7C4kxowBuVyrEE3m06tCrV27lqioKG6++WYAfvWrX/H2228zfPhwPvroI/r169e8XgtDdF2nuLiYmJiYgK9ehXdJ9uYm+ZuXKbKvrIQdO9xLm/bsAYfDWBvt2sGkSe5C4uqrQ6KQMEX+ol7BlL3h3j377LO0a9cOgJ07d/L666/zwgsvEBUVxcMPP+z1Dor66bpOQUEButF/uRFBT7I3N8nfvEIy+7NnIS0NHn8cJkyArl1hxgx44QXIzm5aUdG2LVx7LTz9NGRmQnk5bN4MTzwBEyeGRFEBIZq/aJJgyt7wUqj27dvz5ZdfcsUVV/DYY49RXFzMe++9x4EDB0hKSjLN/gpZCiWEEEIYdO4cZGW590hkZ4OmGWujTRtnEVK32XrcOGdxIYTwCZ8uherYsSOnTp3iiiuuIC0tzTVL0bZtW86fP9+8HgvDdF2nqKiI2NjYgJ8WE94l2Zub5G9eQZn9+fOwc6e7kPj8c7DbjbURHg7jx7uXNo0f71zuZDJBmb/wimDK3nBh8aMf/Yh77rmHxMREDh065NprceDAAfr37+/t/okG6LrO8ePH6dOnT8D/IRPeJdmbm+RvXkGRfXW1s3io2yOxcyfU1hprIzzcOQtRV0hMmODcgG1yQZG/8Ilgyt7wUqjy8nJWrFhBUVER//Vf/8WNN94IwJNPPklERATLly/3SUcDjSyFEkIIYXo1Nc7lTBcXEtXVxtoIC3NusK4rJCZOdF4SVggREIx85pXLzTaTvwsLh8NBYWEhAwYMwBaAN/IRviPZm5vkb14BkX1tLeza5S4ksrKcy52MsNlg7Fj3HolJk6BjR1/0NqQERP7CL/ydvU/3WACcPn2ad999l/z8fCwWC0OHDuWuu+6iW7duzeqwME4pxenTp2X5mQlJ9uYm+ZuXX7K322H3bvceiR07nBuwjbBanfeOuLiQkJl+w+S9b17BlL3hGYtt27Zxyy230LlzZ8aOHQvAnj17KC8vZ+PGjUybNs0nHQ00/p6xEEIIIbxO05z3jqgrJLZvd14S1giLBRITnUVEcrLz5nSdO/uku0II3/PpUqgRI0YwceJEVq9e7ZqOcTgcPPDAA+zYsYO8vLzm9zyI+LuwcDgcHD58mMGDB8uUqMlI9uYm+ZuXT7J3OJx3s65b2pSZ6bxJnREWCyQkuPdITJ0KXbp4p3/CRd775uXv7H26FKqgoIC///3vHgOz2WwsXbqU9957z3hvRbPJ5X3NS7I3N8nfvFqcvcMB+/a5C4mMDDhzxng7V13lWUjIUuhWIe998wqW7A0XFqNHjyY/P58rr7zS43x+fj6jRo3yVr/EZdhsNhITE/3dDeEHkr25Sf7m1azsdR1ycz0LifJy4y8+YoR7j8S0adC9u/E2RIvIe9+8gin7JhUWubm5ruMHH3yQJUuWcOTIEcaPHw/AZ599xhtvvMFzzz3nm16KSzgcDvLz8xk2bJhMiZqMZG9ukr95NSl7XYe8PPceiW3b4PRp4y82fLi7kJg6FaKjW9J14QXy3jevYMq+SYXFqFGjsFgsXLwd41e/+tUlz7v99tuZO3eu93onhBBCiIYpBQcPOouIukLi1Cnj7Vx5pXtpU1IS9Ozp7Z4KIUygSZu3v/nmmyY32K9fvyY/NyMjgxdffJE9e/ZQXFzMhg0bmDVrluv7CxYsYO3atR4/c8011/DZZ5+5vi4pKeHRRx9l8+bNVFZWcuWVV/LEE0/wk5/8pNHXPn78OI899hiffPIJ58+fZ8iQIbz77ruMGTOmSX339+ZtIYQQJqQUfPmle2lTejp8/73xdgYP9iwkYmK8208hRMjw+uZtI8WCEWfPniUhIYE777yTOXPm1PucG2+8kTVr1ri+joiI8Pj+vHnzqKioYOPGjURFRfHhhx8yd+5cdu/e3eB6tNOnTzNp0iSSk5P55JNPiI6OpqCggC5BdBULh8NBbm4uV111VcBPiwnvkuzNTfI3GaXg0CHYuhV961Yc//d/hDdnRmLQIM9Cok8fb/dU+Ji8980rmLJvUmGxcePGJjd4yy23NPm5M2bMYMaMGY0+p02bNvTq1avB7+/cuZPVq1czbtw4AFasWMErr7zCF1980WBh8fzzzxMbG+tRsFzupiM1NTXU1NS4vj5z4SoaDofD4782m83jWNM0LBaL69hqtWK1Whs8ttvt2Gw213FYWBgWi8V1DLjabNu2rev5Sik0TSM8PBxd13E4HK5jXdcJCwtr8NjhcKCUch3XN47WGNPFx+Hh4TKmBsZksVho06YNDocjZMYUijn5akyaptG2bVuAkBlTKObU7DHpOtqXXxK+YwdqyxbYtg1LcTEA1guPplADBqCmTcN67bU4pkyB2FjPMYHkFGRjAudnIl3XGx1fMI0pFHPyxZiUUq5/WPfXn72matLvqFmzZjXpMXv2bEMv3hTp6elER0czZMgQ7r33Xk6ePOnx/cmTJ7N+/XrKysrQdZ1169ZRU1NDUlJSg21u3LiRsWPH8tOf/pTo6GgSExN55513Gu3HypUr6dy5s+sRGxsL4LpvR35+Pvn5+YBzs/vhw4cByMnJobCwEIDs7GyKiooAyMrKovjCXxYZGRmUlpYCsGXLFsovXLEjLS2NygvXE09NTaW6uhpN00hNTUUpRf/+/fnXv/4FQGVlJWlpaQCUl5ezZcsWAEpLS8nIyACguLiYrKwsAIqKisjOzgagsLCQnJwcAA4fPuzarN/aY9I0jerqalJTU2VMjYyp7hfRgQMHQmZMoZiTr8aUnp5Oz549sdlsITOmUMypyWOy26k5eJC8hx+Gn/8cFRtLeHw83HcflnXrXEXFZV1xBWdmz+brX/8ajh7lq9RU9j34IMybR35VleQUAmOy2WyUl5dz4sSJkBlTKObkizHZ7XaOHDmCzWbz25iayvAN8nzFYrFcssdi/fr1dOzYkX79+lFYWMh///d/o2kae/bsoU2bNgBUVFQwd+5c/vWvfxEWFkb79u35+OOP+dGPftTga9X9a9/SpUv56U9/SnZ2Ng899BB//OMf+cUvflHvz9Q3YxEbG0tZWRldu3Zt9QoWnIGPHDmSdu3ahUxVXnccSv/S4O0xAXzxxRckJCS4Zi6CfUyhmJOvxlRdXU1ubi6jR492vU6wjykUc2p0TN9+C1u3orZuxbJtG5YLH0CMUH37YklORp86FX3aNMLi4nDouuQUwmNSSrFnzx4SExOJiIgIiTGFYk6+GJOmaXzxxReMGTPG1X5rjuns2bO+u/O2r9RXWPxQcXEx/fr1Y926dfz4xz8GYPHixWRnZ/Pss88SFRVFSkoKr7zyCpmZmYwcObLediIiIhg7dqyrmgPnZXR37drFzp07m9Rff2/edjgcFBYWMmDAAGy2wF5vJ7xLsjc3yT8IHTvm3my9dSsYuCCKS+/e6ElJlMbH0/0nP8E2eLDzjtfCNOS9b17+zt7rm7fXrVvHf/7nfzbpxYuKijh27BiTJk1q0vONiImJoV+/fq4pmoKCAl5//XXy8vKIj48HICEhgczMTN544w3eeuutBtsZPny4x7lhw4bx97//3et99hWbzUZcXJy/uyH8QLI3N8k/CHz7rbuISE+Hr7823kavXu7N1snJEBeH1WJB7iZhXvLeN69gyr5JeyxWr17N0KFDef75511rsC5WUVFBamoqt99+O2PGjKGsrMzrHQU4deoURUVFxFy4LN65c+cAsFo9h2Gz2dB1vcF2Jk2axFdffeVx7tChQz67+pUvaJpGVlaWa1mUMA/J3twk/wB04gR8+CHce6/zMq6xsTBvHvz5z00vKqKj4bbbYPVqyM93t3nffc42LRbJ3uQkf/MKpuybNGOxbds2Nm3axB/+8AeeeOIJOnToQM+ePWnbti2nT5+mpKSEHj16cOedd5KXl0d0E+/QWVVVxZEjR1xfFxYWsnfvXrp160a3bt146qmnmDNnDjExMRw9epQnnniCqKgo1ybxoUOHEhcXx8KFC3nppZfo3r07KSkpbN68mU2bNrnave6665g9ezaLFi0C4OGHH2bixIk8++yz3HbbbWRnZ/P222/z9ttvN/l/nL9ZrVb69OlzSVElQp9kb26SfwAoKfGckTh0yHgbUVHu2YikJBg27LJLmyR7c5P8zSuYsje8x+LUqVNs376do0ePcv78eaKiokhMTCQxMdHwgNPT00lOTr7k/Pz581m9ejWzZs0iJyeH8vJyYmJiSE5O5re//a3rikzg3NW+bNkytm/fTlVVFXFxcTzyyCPMmzfP9Zz+/fuzYMECnnrqKde5TZs28fjjj3P48GEGDBjA0qVLuffee5vcd3/vsRBCCNFKTp5034xu61bnDeqM6tbNs5AYPhyC4EOCEEIY+cwbMJu3g42/C4u6abGJEye6rh4gzEGyNzfJvxWUlnoWEgcPGm+ja1eYNs1dTIwY0eJCQrI3N8nfvPydvdc3b4vAY7VaGTRoUFBMiwnvkuzNTfL3gVOnICPDvbRp/37jbXTuDFOnOouI5GQYORK8fPUWyd7cJH/zCqbsZcaimfw9YyGEEKKZTp/2LCRyc8HoX4WRke5CIikJRo3yeiEhhBCBQGYsTEDTNDIyMpg6dapMiZqMZG9ukn8zVFR4FhJ79xovJDp2hClT3IVEYiK08v9/yd7cJH/zCqbsA7t3okFWq5URI0YExbSY8C7J3twk/yY4cwYyM917JHJyoJFLkNerQweYPNm9R2LMmFYvJH5Isjc3yd+8gil7w0uhnn76aR555BHat2/vcf78+fO8+OKL/PrXv/ZqBwOVLIUSQogAUVkJO3Y4i4itW2HPHuOFRLt2noXE2LEQHu6T7gohRDDx6VWhbDYbxcXFl9yr4tSpU0RHR+NwOIz3OAj5u7Cw2+1s2bKFa6+9lnD5y89UJHtzk/yBs2fdhUR6OuzaBUb/7mnbFiZNchcSV18NERG+6K3XSPbmJvmbl7+z9+keC6UUlnpu4rNv3z66detmtDnRTDabjauvvhqbbBY0Hcne3EyZ/7lzkJXlLiSys8HoHWjbtIEJE9x7JK65xnkuiJgye+Ei+ZtXMGXf5MKia9euWCwWLBYLQ4YM8SguHA4HVVVV3H///T7ppLiU1WqVQs6kJHtzM0X+58/Dzp3uPRKffw52u7E2IiJg/Hh3ITF+vHOWIoiZInvRIMnfvIIp+yYXFq+++ipKKe666y5+85vf0LlzZ9f3IiIi6N+/PxMmTPBJJ8Wl7HY7aWlpTJ8+XaZETUayN7eQzL+6Gj77zF1IfPYZ1NYaayM83DkLUbe0acIE576JEBKS2Ysmk/zNK5iyN7zHYtu2bUycODHgB+Zr/t5joZSisrKSyMjIepemidAl2ZtbSORfU+NczlS3tCkry3nOiLAwGDfOs5Do0MEXvQ0YIZG9aDbJ37z8nb1PN28D6LrOkSNHOHnyJPoPrrwxdepUo80FJX8XFkIIETRqa50brC8uJM6fN9aGzea8UlNdITFpkvPeEkIIIXzKp5u3P/vsM26//Xa++eYbfliTWCwW01wVyt/sdjupqancdNNNpp89MhvJ3tyCIn+7HXbvdhcSO3Y4N2AbYbU67x1Rt0di8mTn3a5NLCiyFz4j+ZtXMGVveMZi1KhRDBkyhN/85jfExMRcMiVz8d6LUObvGQulFNXV1bRt21amRE1Gsje3gMxf05z3jqjbI7F9u/OSsEZYrc67WdcVElOmgMwGewjI7EWrkfzNy9/Z+3TG4vDhw3z88cfExcU1u4PCOwL9tu7CdyR7c/N7/prmvJt1XSGRmQlVVcbasFhg1Cj30qYpU6BLF+/3NcT4PXvhV5K/eQVL9obvDX7NNddw5MgRX/RFGKBpGqmpqWhGr+Uugp5kb25+yd/hgC++gFWr4D/+A7p3d26c/tWv4JNPml5UJCTAkiWQkgKlpc42X34ZZs6UoqIJ5L1vbpK/eQVT9k1aCpWbm+s6LigoYMWKFTz66KOMHDnykrVeV111lfd7GYACYSmUpmmEhYXJlKjJSPbm1ir56zrk5rr3SGRkQHm58XZGjHAvbZo2zVmQiGaT9765Sf7m5e/svb4UatSoUVgsFo/N2nfddZfruO57snm7ddX9IRPmI9mbm9fz13XIy3Mvbdq2DU6fNt7O8OGehUSPHt7rowDkvW92kr95BUv2TephYWGhr/shDNI0jbS0tKC4QoDwLsne3LySv1Jw4IBnIXHqlPF2hg71LCR69mxef0STyHvf3CR/8wqm7Jt1Hwvh/6VQQgjRZEpBfr5nIfH998bbGTLEvdk6KQl69fJyR4UQQgQan14VauPGjfWet1gstG3blri4OAYMGGC0WWGQv+/CKPxHsje3JuWvFBw65Cwi6vZJnDxp/MXi4tyFxLRp0KdPS7ouWkje++Ym+ZtXMGVvuLCYNWvWJfstwHOfxeTJk0lJSaFr165e66jwpGkamZmZTJ8+PeCnxYR3SfbmVm/+SsGRI+4iIj0diouNNz5ggHs2IikJYmO913HRYvLeNzfJ37yCKXvDl5vdvHkzV199NZs3b6aiooKKigo2b97MuHHj2LRpExkZGZw6dYpHHnnksm1lZGQwc+ZMevfujcViISUlxeP7CxYswGKxeDzGjx/v8ZySkhLmzZtHr1696NChA6NHj+bjjz9u8nhWrlyJxWLhoYceavLPBILw8HBuvvnmgP8DJrxPsje38PBwbr7pJsKPHYM//Ql+/nNnATBkCCxcCB991PSiol8/WLAA/vIXOHoUvv4a3n0X5s2ToiIAyXvf3CR/8wqm7A3PWCxZsoS3336biRMnus5dd911tG3blvvuu48DBw7w6quvelw1qiFnz54lISGBO++8kzlz5tT7nBtvvJE1a9a4vo6IiPD4/rx586ioqGDjxo1ERUXx4YcfMnfuXHbv3k1iYmKjr79r1y7efvvtoLxErq7rlJeX06VLF6xWw/WhCGKSvUkVFkJ6OmrLFvStW7EdP268jdhY94xEcjL07+/tXgofkve+uUn+5hVM2RvuXUFBQb0bNzp16sTXX38NwODBgyktLb1sWzNmzOCZZ57hxz/+cYPPadOmDb169XI9unXr5vH9nTt3snjxYsaNG8fAgQNZsWIFXbp04Ysvvmj0tauqqrjjjjt45513mrRkq6amhjNnzng8ANfldR0OR73HmqZ5HOu63uix3W73OK5bclZ3rJTCbrejaRrZ2dlUV1cDuM6D8w/gxcd1N1Rp6NjhcHgc+2tMFx/LmBoek8PhIDs7m9ra2pAZUyjm1OIxFRSgr1kDCxag+veHgQPhrruwvP9+k4sK1bs3+s9+Bn/6E+rwYexHjsDatejz52O/sF9CcgqeMdXU1LBr1y7X3wGhMKZQzMlXY6r73V/3WqEwplDMyRdjqvvM53A4/DampjJcWIwZM4ZHH32U7y+6osj333/Pr371K66++moADh8+TN++fY02Xa/09HSio6MZMmQI9957Lyd/sAFx8uTJrF+/nrKyMnRdZ926ddTU1JCUlNRou7/85S+5+eabuf7665vUj5UrV9K5c2fXI/bCMoG8vDwA8vPzyc/PB5w3FDx8+DAAOTk5rsv1ZmdnU1RUBEBWVhbFF5YrZGRkuAqxLVu2UH7hRlRpaWlUVlYCkJqaSnV1NZrmvPuixWJh2rRpbN68GYDKykrS0tIAKC8vZ8uWLQCUlpaSkZEBQHFxMVlZWQAUFRWRnZ0NOC8nnJOTAzizq7shYmuPSdM0qqurSU1NlTE1Mqbw8HD69+/vGkcojCkUczI8pm+/pfDppzn3s5/BwIGExcVhvesuWLsWyzff0BSqZ0/0uXPZ+8AD2A8coPrwYf537ly4+24qo6NJu/D7QnIKzjHt3LmTG264gdLS0pAZUyjm5KsxhYeH06lTJ0pKSkJmTKGYky/G5HA4qKmpITw83G9jajJl0JdffqmuvPJKFRERoQYNGqTi4uJURESEGjp0qPrqq6+UUkpt2LBBvffee4baBdSGDRs8zq1bt05t2rRJ7d+/X23cuFElJCSo+Ph4VV1d7XpOeXm5uuGGGxSgwsLCVKdOnVRaWlqjr/XRRx+p+Ph4df78eaWUUtOmTVNLlixp9Geqq6tVRUWF61FUVKQAVVZWppRSStM0pWnaJcd2u93j2OFwNHpcW1vrcazrusexruuqtrZWaZqmSkpKXP8v6s4rpZTD4fA4ttvtjR5rmuZxXN84WmNMFx/LmBoek8PhUMXFxa6fDYUxhWJOlx3TsWNKvf++ctx1l9IHDVLKuQXb0EPv2VPpc+cqtXq1qt2/X+kOh+QUwmOqqalR3333nbLb7SEzplDMyVdjcjgc6sSJE66fDYUxhWJOvhiTpmnq+PHjynHR7/jWHFNFRYUCVEVFhbqcZt3HQinFv/71Lw4dOoRSiqFDh/KjH/2oReu+LBYLGzZsYNasWQ0+p7i4mH79+rFu3TrX8qnFixeTnZ3Ns88+S1RUFCkpKbzyyitkZmYycuTIS9ooKipi7NixpKWlkZCQAEBSUhKjRo3i1VdfbXJ//X0fC03TyMjIYOrUqUFxJ0bhPZJ9kCoudl+xaetWuPAvQob06IE+bRqHe/dm0D33EDZiBAT4pQeF98h739wkf/Pyd/ZGPvMGzA3ymlJYgHP/xj333MNjjz1GQUEBcXFx5OXlER8f73rO9ddfT1xcHG+99dYlP5+SksLs2bOx2Wyucw6HA4vFgtVqpaamxuN7DfF3YSGECHDffee8EV3dJWC//NJ4G927O+8fkZzsfAwfLoWEEEKIVuX1G+T9/ve/57777qNt27b8/ve/b/S5Dz74YNN7atCpU6coKioiJiYGgHPnzgFcMlNis9lcG2J+6LrrrmP//v0e5+68806GDh3KY4891qSiIhDouk5xcTExMTEBf4UA4V2SfYD6/nvPQuLgQeNtdO3qLiSSkmDECPhBxpK/eUn25ib5m1cwZd+kwuKVV17hjjvuoG3btrzyyisNPs9isRgqLKqqqjhy5Ijr68LCQvbu3Uu3bt3o1q0bTz31FHPmzCEmJoajR4/yxBNPEBUVxezZswEYOnQocXFxLFy4kJdeeonu3buTkpLC5s2b2bRpk6vd6667jtmzZ7No0SIiIyMZMWKERz86dOhA9+7dLzkfyHRdp6CggJ49ewb8HzLhXZJ9gDh1yllI1C1tunAhB0M6d/YsJK666pJC4ockf/OS7M1N8jevYMq+SYXFxTvCDe8Ob8Tu3btJTk52fb106VIA5s+fz+rVq9m/fz/vvfce5eXlxMTEkJyczPr164mMjAScNwxJTU1l2bJlzJw5k6qqKuLi4li7di033XSTq92CgoImXf42mISFhTF16lR/d0P4gWTvJ6dPexYSF66mYUinTjB1qvs+EgkJYHCWVPI3L8ne3CR/8wqm7Ju9x6K2tpbCwkIGDRpkyk1E/t5joes6RUVFxMbGBnz1KrxLsm8l5eWQmeksIrZuhX37nNdiMiIyEqZMcRcSo0ZBC39fSv7mJdmbm+RvXv7O3ut7LC527tw5Fi9ezNq1awE4dOgQAwcO5MEHH6R3794sW7aseb0Whui6zvHjx+nTp4/8gjEZyd5HKipg+3b3HomcHGhgr1aDOnSAyZPdS5vGjGlxIfFDkr95SfbmJvmbVzBlb3jGYsmSJezYsYNXX32VG2+8kdzcXAYOHMjGjRt58sknXTfeCHX+nrEQQrRQZaVnIbFnj/FCon17mDTJXUiMHQvh4b7orRBCCOEXPp2xSElJYf369YwfPx7LRZc9HD58OAUFBcZ7K5rF4XBQWFjIgAEDguZKVsI7JPtmqqqCHTvceyR27waHw1gbbdt6FhJXXw0REb7obYMkf/OS7M1N8jevYMrecGHx/fffEx0dfcn5s2fPehQawreUUpw+fZr+/fv7uyuilUn2TXTunGchsWsXaJqxNtq0gYkT3Xskxo1znvMjyd+8JHtzk/zNK5iyN7wUatq0afzkJz9h8eLFREZGkpuby4ABA1i0aBFHjhzh008/9VVfA4oshRIiwJw/Dzt3upc2ff452O3G2oiIgAkT3IXENdc4ZymEEEIIk/LpUqiVK1dy4403cvDgQTRN47XXXuPAgQPs3LmTbdu2NbvTwhiHw8Hhw4cZPHhwwE+LCe+S7C+orobPPnMXEp99BrW1xtoID3cWD3VLmyZMgHbtfNFbr5H8zUuyNzfJ37yCKXvDhcXEiRPZsWMHL730EoMGDSItLY3Ro0ezc+dORo4c6Ys+igacP3/e310QfmLK7GtqnLMQdYXEzp3Oc0aEhTmXM9UVEhMnOjdgBxlT5i8Ayd7sJH/zCpbsm30fC7OTpVBC+FhtLWRnu/dIZGU5ZymMsNmcG6zrColJk5yXhBVCCCFEk/h0KdQdd9xBUlISSUlJDB48uNmdFC3jcDjIz89n2LBhAT8tJrwrZLO3250brOsKiR07nPsmjLBanZd8rdsjMWmS8yZ1ISRk8xeXJdmbm+RvXsGUveHComPHjqxatYqFCxfSq1cvpk2bxrRp00hKSmLo0KG+6KMQIhRpmvPeEXVLm7Zvh7NnjbVhtUJiorOISE523pxOZhCFEEIIv2j2UqiSkhLS09NJT09n27ZtHDp0iOjoaIqLi73dx4AkS6GEMEjTnHezriskMjOd95YwwmKBUaPcS5umTIEuXbzfVyGEEEIAPl4KVScyMpKuXbvStWtXunTpQlhYGL169Wpuc8Igh8NBbm4uV111VcBPiwnvCprsHQ7Yu9ezkDhzxng7CQnuQmLqVOja1csdDS5Bk7/wOsne3CR/8wqm7A0XFo899hjbtm1j3759jBgxgqlTp/L4448zdepUusi/HLaqdgF+WUzhOwGZva7Dvn3uPRIZGVBRYbydkSPdeySmToXu3b3d06AXkPmLViHZm5vkb17Bkr3hpVBWq5UePXrw8MMPc+uttzJs2DBf9S2gyVIoYXq6Dvv3exYSp08bbyc+3rOQ6NHD2z0VQgghRDP5dClUTk4O27ZtIz09nVWrVmGz2Vybt5OSkkxbaLQ2TdPIyckhMTGRsLBmr2gTQchv2es6HDzoLCK2boVt26CszHg7w4a5C4lp0yA62utdDWXy3jcvyd7cJH/zCqbsDfcuISGBhIQEHnzwQQD27dvHq6++yoMPPoiu6zgcDq93UlzKYrHQtWtXLBaLv7siWlmrZa8U5Oe790ikp0NpqfF2hgxx75FISgLZi9Ui8t43L8ne3CR/8wqm7JtV9uTk5LiuCJWZmcmZM2cYNWoUycnJ3u6faIDNZiMuLs7f3RB+4LPslYKvvnIvbUpPh5MnjbcTF+dZSPTu7d1+mpy8981Lsjc3yd+8gil7w4VF165dqaqqIiEhgaSkJO69916mTp0q+wxamaZpZGdnM27cuICfFhPe5bXslYLDhz0LiZIS4+0MHOhe2pSUBH37Nr9P4rLkvW9ekr25Sf7mFUzZG+7dX//6VykkAoDVaqVPnz5YrVZ/d0W0smZnrxQUFHgWEidOGO9A//6ehcQVVxhvQzSbvPfNS7I3N8nfvIIp+2bfIM/s5KpQIuApBUePuouIrVvh22+NtxMb676zdVKSs7AQQgghhCm0yg3yhH9pmkZWVhYTJ04M+Gkx4V2NZv/NN56FxLFjxl+gTx93EZGcDAMGOO94LQKCvPfNS7I3N8nfvIIpe7/OqWRkZDBz5kx69+6NxWIhJSXF4/sLFizAYrF4PMaPH+/xnJKSEubNm0evXr3o0KEDo0eP5uOPP270dVeuXMnVV19NZGQk0dHRzJo1i6+++srbw/Mpq9XKoEGDgmJaTHiXR/ZFRfDXv8Jddzn3OvTvD3feCWvXNr2oiImB22+Ht9927rmoa/Puu51tSlERUOS9b16SvblJ/uYVTNn7tew5e/YsCQkJ3HnnncyZM6fe59x4442sWbPG9XVERITH9+fNm0dFRQUbN24kKiqKDz/8kLlz57J7924SExPrbXPbtm388pe/5Oqrr0bTNJYvX8706dM5ePAgHTp08N4AfahuvZ0wmePHsaan06duVqKgwHgbPXt67pEYMkSKhyAi733zkuzNTfI3r2DK3q+FxYwZM5gxY0ajz2nTpg29Grnu/c6dO1m9ejXjxo0DYMWKFbzyyit88cUXDRYWn376qcfXa9asITo6mj179jB16lSDo/APTdPIyMhg6tSpAT8tJlqguNhzs/Xhw8bb6NHDs5AYOlQKiSAm733zkuzNTfI3r2DKPuDnVNLT04mOjmbIkCHce++9nPzBdfUnT57M+vXrKSsrQ9d11q1bR01NDUlJSU1+jYqKCgC6devW4HNqamo4c+aMxwNw3RDQ4XDUe6xpmsexruuNHtvtdo/jur31dcdKKex2OxaLhfj4eFfbdecBdF33ONY0rdFjh8PhceyvMV18bNoxffcd+kcfoS9c6CwAevd2LlN6550mFxWqe3eYMwfHa6/h2LcPvvsO7cMPnW0OG4bmcEhOQTwmXdeJj4/HarWGzJhCMSdfjEnXdUaMGOF6rVAYUyjm5KsxWa1Whg0bRp1QGFMo5uSLMVksFoYOHYrVavXbmJoqoAuLGTNm8MEHH7BlyxZWrVrFrl27uPbaa6mpqXE9Z/369WiaRvfu3WnTpg0LFy5kw4YNDBo0qEmvoZRi6dKlTJ482fULuz4rV66kc+fOrkdsbCwAeXl5AOTn55Ofnw9Abm4uhy98CMzJyaGwsBCA7OxsioqKAMjKyqK4uBhw7jUpvXBH4y1btlBeXg5AWloalZWVAKSmplJdXY2maaSmpqLrOp06dXLNvlRWVpKWlgZAeXk5W7ZsAaC0tJSMjAwAiouLycrKAqCoqIjs7GwACgsLycnJAeDw4cPk5ub6ZUyaplFdXU1qaqppxpT5j3/A3/5G9T33UDNoEPTqhfX227G+/bbzZnVNoHXuTMV118Frr5G/fj1fZWTAxx/zxYQJFLZvDxaL5BRCY9q6dSvh4eFYrdaQGVMo5uSLMW3fvp3o6Gi+++67kBlTKObkqzFZrVYKCws5fvx4yIwpFHPyxZhqa2vZtWsXVqvVb2NqMhUgALVhw4ZGn3PixAkVHh6u/v73v7vOLVq0SI0bN079+9//Vnv37lVPPfWU6ty5s8rNzW3S6z7wwAOqX79+qqioqNHnVVdXq4qKCtejqKhIAaqsrEwppZSmaUrTtEuO7Xa7x7HD4Wj0uLa21uNY13WPY13XVW1traqpqVGffPKJOnv2rFJKuc4rpZTD4fA4ttvtjR5rmuZxXN84WmNMFx+H7JhOnlT2deuUWrRI6fHxSjkvCmvooXfpokrGj1e1L7yg1N69SqutlZxMNKZz586pTz75RNXW1obMmEIxJ1+M6dy5c+rTTz9V1dXVITOmUMzJV2Oqra1Vn3zyiaqurg6ZMYViTr4YU91nvrqvW3tMFRUVClAVFRXqcgLmPhYWi4UNGzYwa9asRp83ePBg7rnnHh577DEKCgqIi4sjLy+P+Ph413Ouv/564uLieOuttxpta/HixaSkpJCRkcGAAQMM9dff97HQdZ3y8nK6dOkSFFcJMK2yMsjIcO+RuPCvA4Z06gRTp7r2SOgjR1JeWSnZm5S8981Lsjc3yd+8/J19yN7H4tSpUxQVFRETEwPAuXPnAC75n2yz2Vzr1uqjlGLx4sVs2LCB9PR0w0VFILBarY3uCRF+Ul7uWUjs2+ecZzAiMhKmTHFvtk5MBJvN9W0rje8HEqFN3vvmJdmbm+RvXsGUvV9L3qqqKvbu3cvevXsB59qvvXv3cuzYMaqqqnjkkUfYuXMnR48eJT09nZkzZxIVFcXs2bMBGDp0KHFxcSxcuJDs7GwKCgpYtWoVmzdv9pj5uO6663j99dddX//yl7/k/fff58MPPyQyMpKSkhJKSko4f/58aw6/Rex2O//85z9dm3aEn1RUwKZN8MgjMGYMdOsGt94Kr74Ke/c2rajo0AFuvBGeew4+/9w5y/HPfzrbHDvWo6gAyd7sJH/zkuzNTfI3r2DK3q9LodLT00lOTr7k/Pz581m9ejWzZs0iJyeH8vJyYmJiSE5O5re//a1r4zQ4N58sW7aM7du3U1VVRVxcHI888gjz5s1zPad///4sWLCAp556CnAuu6rPmjVrWLBgQZP67u+lUEopKisriYyMbHA8wgcqKyEz030J2C++gEZmx+rVvj1Mnuy+BOyYMRAe3uQfl+zNTfI3L8ne3CR/8/J39kY+8wbMHotg4+/CQrSSqirYscNZRGzdCnv2gMFLr9GuHUya5C4kxo6FH9zoUQghhBAiEBn5zCu7f4KU3W7nf/7nf4JiWiyonD0LmzfDE0/AxInQtatzmdLzz0N2dtOKijZtnAXE008791ucPu1sc/lyZ5stLCoke3OT/M1Lsjc3yd+8gil7mbFoJn/PWCilqK6upm3btjIl2hLnzsHOne7N1tnZYPSNGxEBEya4N1tfcw20beuL3gKSvdlJ/uYl2Zub5G9e/s4+ZK8KJTwF+m3dA1J1tbOQqNsj8fnnUFtrrI3wcBg/3r20afx453KnViTZm5vkb16SvblJ/uYVLNnLUqggdfEdGUUjampg2zb4zW+chUCXLnDttc5lSpmZTSsqwsKceySWL4d//9t9Sdmnn3YWFq1cVEj25ib5m5dkb26Sv3kFU/ayFKqZAmEplKZphIWFyZToxWprncuZ6pY2ZWU5ZymMsNng6qudRUNysnNfRIcOPuluc0j25ib5m5dkb26Sv3n5O3tZCmUSdX/ITK22FnbvdhcSO3aA0fuR2GzOS77W7ZGYPBk6dvRFb71Gsjc3yd+8JHtzk/zNK1iyl6VQQUrTNNLS0oJiWsyr7Hb47DNYuRJuuMF51aZJk2DFCucypaYUFVar85KvjzzivBFdWZlzr8VzzzmvABUERYUpsxeA5G9mkr25Sf7mFUzZy1KoZvL3UijT0DTnTejqNltv3+68t4QRFgskJro3W0+e7NxrIYQQQgghGiVLoUzA33dh9BmHA/budd+QLjPTebdrIywWSEhwFxJTpjhnNkJEyGYvmkTyNy/J3twkf/MKpuxlKVSQ0jSNzMzMoJgWa5TDATk58PLLcMst0L27c5nSo49CamrTi4qRI+HBB2HDBigtdbb5yivONkOoqIAQyl40i+RvXpK9uUn+5hVM2ctSqGaSpVDNpOuwf797s/W2bc7LtxoVH+/ebD1tGkRFebmjQgghhBBClkKZgK7rlJeX06VLF6zWAJ540nU4cMC9R2LbNudmaaOGDfMsJKKjvd3ToBE02QufkPzNS7I3N8nfvIIp+8DunWiQw+Fg165dOBwOf3fFk1LOQuKNN+AnP4GePeGqq9zLlJpaVFx5JSxcCOvWQUkJHDzobPOnPzV1UQEBnL1oFZK/eUn25ib5m1cwZS9LoZpJlkJdoBR8+aV7RiI9Hb7/3ng7gwe7N1tPmwa9e3u5o0IIIYQQwihZCmUCuq5TWlpKVFRU606LKQWHD7uLiPR054yCUQMHupc2JSVB377e7WcI81v2IiBI/uYl2Zub5G9ewZR9YPdONEjXdfLy8tB13bcvpBQcOQLvvAN33OEsAK68Eu6/371MqSn694c774S1a+Gbb6CgAP70J/j5z6WoMKjVshcBSfI3L8ne3CR/8wqm7GUpVDOF7FIopaCw0HNp07ffGm8nNtY5I1E3K9G/v3f7KYQQQgghfE6WQpmArusUFxcTExPT8mmxo0c9C4ljx4y30aePZyExYIDzRnXC67yavQg6kr95SfbmJvmbVzBlL4VFkNJ1nYKCAnr27Gn8D9mxY56FxNGjxjsQE+NZSAwaJIVEK2lR9iLoSf7mJdmbm+RvXsGUvSyFaqagWgp1/Li7iNi6Fb7+2ngbPXu6i4jkZOdVnKSQEEIIIYQIabIUygR0XefYsSKuuCL20upVKfj0U+d9I7ZudW6+Nio62n3FpuRk54ZtKSQCgq7rFBUVERtbT/Yi5En+5iXZm5vkb17BlL1fe5eRkcHMmTPp3bs3FouFlJQUj+8vWLAAi8Xi8Rg/frzHc0pKSpg3bx69evWiQ4cOjB49mo8//viyr/3mm28yYMAA2rZty5gxY8jMzPTm0HymstJ5r7mBAy1cfXUvBg608OCDzvMuy5fDTTc5r+TU1KKie3eYMwdef915g7uSEli/Hv7rv2DoUCkqAoiu6xw/fjworg4hvE/yNy/J3twkf/MKpuz9uhTqk08+YceOHYwePZo5c+awYcMGZs2a5fr+ggUL+O6771izZo3rXEREBN26dXN9/aMf/YiKigpef/11oqKi+PDDD3nyySfZvXs3iYmJ9b7u+vXrmTdvHm+++SaTJk3ij3/8I3/60584ePAgV1xxRZP67o+lUJWVMGEC5OfDxX+2rFYYNgx27oTISJzLlk6ebLyxbt2cN6KrW94UH+9sSAghhBBCiAuMfOb16yfJGTNm8Mwzz/DjH/+4wee0adOGXr16uR4XFxUAO3fuZPHixYwbN46BAweyYsUKunTpwhdffNFgmy+//DJ3330399xzD8OGDePVV18lNjaW1atXe21svrB8+aVFBTi/zs+HFSsunBg9+tIf7tIFbr0VXnkF9u513h37H/+AxYth5EgpKoKIw+HgyJEjOBwOf3dF+IHkb16SvblJ/uYVTNkH/KfJ9PR0oqOjGTJkCPfeey8nf/Av8ZMnT2b9+vWUlZWh6zrr1q2jpqaGpKSketurra1lz549TJ8+3eP89OnTycrKarAfNTU1nDlzxuMBuEJ2OBz1Hmua5nFcN43V0LHdbvc4rptQstvt/O//qkuKijq6Dv/zP87n6h98gGPxYrjjDvSXXkLLzobSUvR//ANt0SJISEC/8Lp1/b34uDXHpJRCKXXJMeBxrOu6x3Fdfxs6DuUxKaUoKyu77PiCaUyhmJMvx1RWVubR91AYUyjm5O0x2e12Tp8+7dH3YB9TKObkqzEppTh16tRlxxdMYwrFnHwxJl3XOXXq1CXja80xNVVAFxYzZszggw8+YMuWLaxatYpdu3Zx7bXXUlNT43rO+vXr0TSN7t2706ZNGxYuXMiGDRsYNGhQvW2WlpbicDjo2bOnx/mePXtS0shdpFeuXEnnzp1dj9jYWADy8vIAyM/PJz8/H4Dc3FwOHz4MQE5ODoWFhQBkZ2dTVFQEQFZWFsXFxYBzr0lpaSkAW7Zsoby8HIC0tDQqL2ye+Oc/U6mtbXzVWlVVNUpBOfDvm2+G99+ndN48MiorwWajuLjYVTwVFRWRnZ0NQGFhITk5OQAcPnyY3NzcVhlTamoq1dXVaJpGamoqmqZRXV1NamoqAJWVlaSlpQFQXl7Oli1bAGeGGRkZAKYcU1hYGJ06deLgwYMhM6ZQzMlXY9q2bRtxcXGEhYWFzJhCMSdfjCkrK4urr76a77//PmTGFIo5+WpMYWFhOBwO1zhCYUyhmJMvxqRpGiUlJYSFhfltTE2mAgSgNmzY0OhzTpw4ocLDw9Xf//5317lFixapcePGqX//+99q79696qmnnlKdO3dWubm59bZx/PhxBaisrCyP888884y68sorG3zt6upqVVFR4XoUFRUpQJWVlSmllNI0TWmadsmx3W73OHY4HI0e19bWehzruu467t9fV85LPtX/6NfP+VyHw6Fqa2tdx3a7vdFjTdM8jusbh6/GpOu60nX9kmOllMexjMk9Jk3T1IEDB1RNTU3IjCkUc/LVmKqrq9XBgweVpmkhM6ZQzMkXY6qurlb5+fmqtrY2ZMYUijn5akx1v/vrXisUxhSKOfliTHa7XeXl5SlN0/wypoqKCgWoiooKdTlBdbnZmJgY+vXr56qkCgoKeP3118nLyyM+Ph6AhIQEMjMzeeONN3jrrbcuaSMqKgqbzXbJ7MTJkycvmcW4WJs2bWjTps0l5202m8d/f3gcFhZm6Dg8PLzB45kz4Y03Lt1jAc4tErfearlwbHVdjqwpxw31vTXG1NixxWJxHcuY3P11OBzU1NS06p89X4+pqccyJudxdXV1SI0pFHPyxZjCwsI4f/48VqvV1bdgH1Mo5uSrMdX97q9rJxTG1NRjs4/JYrFQW1vr1zE1VUAvhfqhU6dOUVRURExMDADnzp0DuOSavjabrcFLckVERDBmzBg2b97scX7z5s1MnDjRB732nt/9znn1px/us667KtQzz/inX6J12Ww2EhMTPd78wjwkf/OS7M1N8jevYMrer4VFVVUVe/fuZe/evYBz7dfevXs5duwYVVVVPPLII+zcuZOjR4+Snp7OzJkziYqKYvbs2QAMHTqUuLg4Fi5cSHZ2NgUFBaxatYrNmzd7XLb2uuuu4/XXX3d9vXTpUv70pz/x5z//mfz8fB5++GGOHTvG/fff35rDNywy0nlJ2UWLoH9/RXS0nf79FYsWXXSpWRHyHA4HeXl5QXF1COF9kr95SfbmJvmbVzBl79elULt37yY5Odn19dKlSwGYP38+q1evZv/+/bz33nuUl5cTExNDcnIy69evJ/LCJ+jw8HBSU1NZtmwZM2fOpKqqiri4ONauXctNN93karegoMC1WQZg7ty5nDp1iqeffpri4mJGjBhBamoq/fr1a6WRN19kJLz2Grz8ss7Bg18xfPiwoKhghRBCCCFEaPPrDfKCmT9ukCeEEEIIIURrMvKZN6g2bweSunqs7n4Wra1uWmzEiBEyY2Eykr25Sf7mJdmbm+RvXv7Ovu6zblPmIqSwaKa66w3X3c9CCCGEEEKIUFVZWUnnzp0bfY4shWomXdc5ceIEkZGRWCyWVn/9M2fOEBsbS1FRkSzFMhnJ3twkf/OS7M1N8jcvf2evlKKyspLevXtfciXWH5IZi2ayWq307dvX392gU6dO8gvGpCR7c5P8zUuyNzfJ37z8mf3lZirqBNV9LIQQQgghhBCBSQoLIYQQQgghRItJYRGk2rRpw5NPPkmbNm383RXRyiR7c5P8zUuyNzfJ37yCKXvZvC2EEEIIIYRoMZmxEEIIIYQQQrSYFBZCCCGEEEKIFpPCQgghhBBCCNFiUlgIIYQQQgghWkwKiwD25ptvMmDAANq2bcuYMWPIzMxs9Pnbtm1jzJgxtG3bloEDB/LWW2+1Uk+FtxnJ/h//+Ac/+tGP6NGjB506dWLChAn861//asXeCm8z+t6vs2PHDsLCwhg1apRvOyh8xmj2NTU1LF++nH79+tGmTRsGDRrEn//851bqrfA2o/l/8MEHJCQk0L59e2JiYrjzzjs5depUK/VWeEtGRgYzZ86kd+/eWCwWUlJSLvszAfuZT4mAtG7dOhUeHq7eeecddfDgQbVkyRLVoUMH9c0339T7/K+//lq1b99eLVmyRB08eFC98847Kjw8XH388cet3HPRUkazX7JkiXr++edVdna2OnTokHr88cdVeHi4+uKLL1q558IbjOZfp7y8XA0cOFBNnz5dJSQktE5nhVc1J/tbbrlFXXPNNWrz5s2qsLBQff7552rHjh2t2GvhLUbzz8zMVFarVb322mvq66+/VpmZmSo+Pl7NmjWrlXsuWio1NVUtX75c/f3vf1eA2rBhQ6PPD+TPfFJYBKhx48ap+++/3+Pc0KFD1bJly+p9/q9+9Ss1dOhQj3MLFy5U48eP91kfhW8Yzb4+w4cPV7/5zW+83TXRCpqb/9y5c9WKFSvUk08+KYVFkDKa/SeffKI6d+6sTp061RrdEz5mNP8XX3xRDRw40OPc73//e9W3b1+f9VH4XlMKi0D+zCdLoQJQbW0te/bsYfr06R7np0+fTlZWVr0/s3Pnzkuef8MNN7B7927sdrvP+iq8qznZ/5Cu61RWVtKtWzdfdFH4UHPzX7NmDQUFBTz55JO+7qLwkeZkv3HjRsaOHcsLL7xAnz59GDJkCI888gjnz59vjS4LL2pO/hMnTuTbb78lNTUVpRTfffcdH3/8MTfffHNrdFn4USB/5gvz66uLepWWluJwOOjZs6fH+Z49e1JSUlLvz5SUlNT7fE3TKC0tJSYmxmf9Fd7TnOx/aNWqVZw9e5bbbrvNF10UPtSc/A8fPsyyZcvIzMwkLEx+pQer5mT/9ddfs337dtq2bcuGDRsoLS3lgQceoKysTPZZBJnm5D9x4kQ++OAD5s6dS3V1NZqmccstt/CHP/yhNbos/CiQP/PJjEUAs1gsHl8rpS45d7nn13deBD6j2df56KOPeOqpp1i/fj3R0dG+6p7wsabm73A4uP322/nNb37DkCFDWqt7woeMvPd1XcdisfDBBx8wbtw4brrpJl5++WX+8pe/yKxFkDKS/8GDB3nwwQf59a9/zZ49e/j0008pLCzk/vvvb42uCj8L1M988s9bASgqKgqbzXbJv1KcPHnykgq1Tq9evep9flhYGN27d/dZX4V3NSf7OuvXr+fuu+/mb3/7G9dff70vuyl8xGj+lZWV7N69m5ycHBYtWgQ4P2wqpQgLCyMtLY1rr722VfouWqY57/2YmBj69OlD586dXeeGDRuGUopvv/2WwYMH+7TPwnuak//KlSuZNGkSjz76KABXXXUVHTp0YMqUKTzzzDOyUiGEBfJnPpmxCEARERGMGTOGzZs3e5zfvHkzEydOrPdnJkyYcMnz09LSGDt2LOHh4T7rq/Cu5mQPzpmKBQsW8OGHH8r62iBmNP9OnTqxf/9+9u7d63rcf//9XHnllezdu5drrrmmtbouWqg57/1JkyZx4sQJqqqqXOcOHTqE1Wqlb9++Pu2v8K7m5H/u3DmsVs+PcTabDXD/67UITQH9mc9Pm8bFZdRddu7dd99VBw8eVA899JDq0KGDOnr0qFJKqWXLlql58+a5nl936bGHH35YHTx4UL377rsBc+kxYYzR7D/88EMVFham3njjDVVcXOx6lJeX+2sIogWM5v9DclWo4GU0+8rKStW3b1/1k5/8RB04cEBt27ZNDR48WN1zzz3+GoJoAaP5r1mzRoWFhak333xTFRQUqO3bt6uxY8eqcePG+WsIopkqKytVTk6OysnJUYB6+eWXVU5OjutSw8H0mU8KiwD2xhtvqH79+qmIiAg1evRotW3bNtf35s+fr6ZNm+bx/PT0dJWYmKgiIiJU//791erVq1u5x8JbjGQ/bdo0BVzymD9/fut3XHiF0ff+xaSwCG5Gs8/Pz1fXX3+9ateunerbt69aunSpOnfuXCv3WniL0fx///vfq+HDh6t27dqpmJgYdccdd6hvv/22lXstWmrr1q2N/j0eTJ/5LErJfJkQQgghhBCiZWSPhRBCCCGEEKLFpLAQQgghhBBCtJgUFkIIIYQQQogWk8JCCCGEEEII0WJSWAghhBBCCCFaTAoLIYQQQgghRItJYSGEEEIIIYRoMSkshBBCCCGEEC0mhYUQQoiAk5SUxEMPPeTvbgghhDBACgshhBBCCCFEi0lhIYQQQgghhGgxKSyEEEL41dmzZ/nFL35Bx44diYmJYdWqVR7ff//99xk7diyRkZH06tWL22+/nZMnTwKglCIuLo6XXnrJ42fy8vKwWq0UFBS02jiEEMLspLAQQgjhV48++ihbt25lw4YNpKWlkZ6ezp49e1zfr62t5be//S379u0jJSWFwsJCFixYAIDFYuGuu+5izZo1Hm3++c9/ZsqUKQwaNKg1hyKEEKZmUUopf3dCCCGEOVVVVdG9e3fee+895s6dC0BZWRl9+/blvvvu49VXX73kZ3bt2sW4ceOorKykY8eOFBcXExsbS1ZWFuPGjcNut9OnTx9efPFF5s+f38ojEkII85IZCyGEEH5TUFBAbW0tEyZMcJ3r1q0bV155pevrnJwcbr31Vvr160dkZCRJSUkAHDt2DICYmBhuvvlm/vznPwOwadMmqqur+elPf9p6AxFCCCGFhRBCCP+53KT52bNnmT59Oh07duT9999n165dbNiwAXAukapzzz33sG7dOs6fP8+aNWuYO3cu7du392nfhRBCeJLCQgghhN/ExcURHh7OZ5995jp3+vRpDh06BMCXX35JaWkpzz33HFOmTGHo0KGujdsXu+mmm+jQoQOrV6/mk08+4a677mq1MQghhHAK83cHhBBCmFfHjh25++67efTRR+nevTs9e/Zk+fLlWK3Of/e64ooriIiI4A9/+AP3338/eXl5/Pa3v72kHZvNxoIFC3j88ceJi4vzWFolhBCidciMhRBCCL968cUXmTp1KrfccgvXX389kydPZsyYMQD06NGDv/zlL/ztb39j+PDhPPfcc5dcWrbO3XffTW1trcxWCCGEn8hVoYQQQoSEHTt2kJSUxLfffkvPnj393R0hhDAdKSyEEEIEtZqaGoqKirjvvvuIiYnhgw8+8HeXhBDClGQplBBCiKD20UcfceWVV1JRUcELL7zg7+4IIYRpyYyFEEIIIYQQosVkxkIIIYQQQgjRYlJYCCGEEEIIIVpMCgshhBBCCCFEi0lhIYQQQgghhGgxKSyEEEIIIYQQLSaFhRBCCCGEEKLFpLAQQgghhBBCtJgUFkIIIYQQQogW+//pkCTlTbGQ1QAAAABJRU5ErkJggg==\n", + "image/png": 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", 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" ] @@ -466,12 +466,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -510,14 +510,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -549,7 +549,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -608,7 +608,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -628,13 +628,13 @@ " 172.6]" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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rk5+zMxw4AJmZsH49XLoE2RfXbdmymO5O5EUCKSGEEEIIUeQ02ebw6LIWhc0m+z6LMpYgQa/X41WzFhUcXLj2/Vj0t2KxsHfGrkFn7Bp2wdazKRoLNXjKMEKTao6M7lyLwS2qYavVqOs+XblyJ205qEkiXngB5s+HsWOhQoUSujuRFwmkhBBCCCFEkevQoQMrV64E4Ouvv+bbb781ld26dcuUPhwoE8kmMjMzCQ0NRVEUgoKCuHHjBtb2Lnh6NcOjZgtc3GujyQoIo8IBiLVz5qWne/Bsp5pqYGkwqD1Lx4+DgwOMHAn29ncuMnkyvP46WFkV+/2J+5NASgghhBBCFLmxY8cyc+ZMdDod3333HTdu3ODxxx9n+/btvPnmm1y+fBmAXr16Ub9+/RJube50Oh1btmxBURRCQkKIiYmhZs2aPPXUU1Ru1JHnJr1AldOhcDo01/Oj7F3Y99yBO71zFhbQoYMaSCUlgaLA6NF3TsgeVIlSRwIpIYQQQghR5KpWrcq8efOYPHkyAIGBgQQGBpod4+TkxNdff10Crctbeno6GzduJDAwkOXLlxMfH0/dunUZN24cAQEBVKnTmL8P/Mvvey7Rz6ky7qmJWGDMUY8BsNWl4ebiYF7w4osQEaG+DhpUPDclCkXZGoAqhBBCCCHKrEmTJvHjjz9SqVKlHGWtW7dmx44deHt7l0DLzKWmphISEsLTTz9N5cqVGTRoEHv27OHll1/myJEjnD5zlseemcw3xw10n7eNr7dcID41k8+7P51rEAXqH92OGam0v3zMvKBdO1i3DoYPlyF8ZYz0SAkhhBBCiGLzwgsv8Mwzz7B8+XJOnjzJpUuXePHFF+nSpYtZQorilpyczJo1a1AUhdWrV5OcnEyzZs2YOnUqAQEBeHt7c/VmKsv+ieDF1Vu5kZhuOrdLvUqMbO+F0dCCo6GLaXIjDEujwVSuR4MWI0ZA+89+6N2rBO5QFDYJpIQQQgghRLGytbVlxIgR6HQ61qxZQ4cOHUokiEpMTGTVqlUEBgaydu1aUlNTadWqFW+99Rb+/v40bNgQnd7AljNRzFv4D9vPRWO83eFUyd6agLY1GNnOi1put+cyxcQQ2bgOlpHnza6jxcjVgf5U/3oe1K5dzHcpiooEUkIIIYQQ4pERHx/PypUrURSF9evXk5GRQfv27Zk5cyb+/v7Uub3AbURcCp9tOMuyfyKISjLvfRrVviZ9vKtgbZltlsyWLfDEE3jExmJ0d4fYODQGPUYLLbRuRfUVf0MJ9riJwieBlBBCCCGEKNdiYmJYvnw5iqKwefNmdDodXbp04eOPP2b48OHUrFkTAJ3ewPqTkSzZd4XQ83d6n9wqWhPQxpMn23ne6X26W/36kJYGgCY1FQx6ddugh1mzJIgqhySQEkIIIYQQ5c6NGzcICQlBURS2bt2KwWCge/fufP755wwbNozq1aubjo2IS2HZPxH8dcC896lrPTdGtvfK2fuUG09PNWDatw8+/xyGDIF//lGTSfj6FtVtihIkgZQQQgghhCgXrl27RlBQEIqisGPHDjQaDT179uTbb79l6NChVKlSxXSsTm9g8+ko/tz/AL1PmzbBwoXw22/qWlBZJk260/M0ezZMnKi+Sm9UuSSBlBBCCCGEKLOuXLlCYGAgiqKwe/duLC0t6d27Nz/++CNDhgzBzc3N7PiH7n1691215wmga1cYP/5OWfaAqXdvOHWqMG5RlFISSAkhhBBCiDLl4sWLpuBp//79WFtb07dvXxYtWsSgQYNwcXExOz6r92nJ/ivsuKv36fG2au9TzUp59D7drVevO4HUmjXmgZR4pEggJYQQQgghSr1z586hKAqKonD48GFsbW3p378/kyZNYuDAgTg6OuY4JyIuhaX/XOGvA/8SfVfv06gOXvRunI+5T0ajeU+Tjw9MmQJNmsCYMYV0d6IsKtFAKjQ0lHnz5nHw4EGuX79OcHAwQ4cONZXntZ7A3LlzmTZtGgDp6en897//5c8//yQ1NZVevXrx3XffUaNGjeK4BSGEEEIIUQSMRiOnTp1CURQCAwM5fvw49vb2DBgwgOnTp+Pn50fFihVznKf2Pt1gyf6Ih+t9SkmBDz+ExET49lvzss8/L4Q7FGVdiQZSycnJtGjRgjFjxuDv75+j/Pr162bv165dy7hx48yOnTx5MitXrmTp0qVUqlSJ1157jYEDB3Lw4EG0Wm2R34MQQgghhCgcRqORo0ePmobtnTlzBgcHBwYPHswHH3xA3759qVChQq7n5tX71K2+OvcpX71PWQwG6NwZjh5V348cqc6HEiKbEg2k/Pz88PPzy7Pcw8PD7P3y5cvp2bOnaaG0hIQEfv75Z37//Xd69+4NwOLFi/H09GTTpk307du36BovhBBCCCEemtFo5ODBg6ZU5WFhYTg7OzN06FDmzZtHnz59sLGxyfXcrN6nP/ZdYeeFmIeb+5SdhQWMG6dm3bO2hpMnJZASOZSZOVI3btxg9erVLFq0yLTv4MGD6HQ6fLPl5q9WrRpNmzZl9+7deQZS6enppKff+U9FYmIiADqdDp1OV0R3UDKy7qe83dejQJ5d2SXPrmyS51Z2ybMrewwGA/v37+fvv/9m6dKlREdHU6lSJYYMGcJXX32Fj48P1tbWpuPvfrZX4lL4++BVlENXibmVYdrfpW4lnmxXg8caupt6n/L1daFXF88l+2imF17A4swZDC+9BA0bgnx9mSnP33f5vacyE0gtWrQIBwcHhg8fbtoXGRmJtbV1jswsVapUITIyMs+65syZw8yZM3Ps37BhA3Z2doXX6FJk48aNJd0E8YDk2ZVd8uzKJnluZZc8u9JNr9dz5swZ9uzZw549e4iNjcXZ2ZmOHTvSuXNnmjRpglarJTMzk02bNuU83wDH4zXsuaHhTMKdIXoOVkY6VDbSqbIBN9sbGC7fYNPl/LfL8eJFWn7/PRE+PoQPGGBe6OsLYWHqh8hVefy+S0lJyddxZSaQ+uWXX3jqqaewtbW977FGozHPRBUA06dPZ+rUqab3iYmJeHp64uvrm2vGl7JMp9OxceNG+vTpg5WVVUk3RxSAPLuyS55d2VSen9uNGze4dOkSFSpUoHHjxuXu/srzsyvrMjMz2bFjB0FBQYSEhHDjxg2qV6/OyJEjGTJkKJoq9dm+/wjdOrWhY113tBY5/37Lq/epa71KjGhbg16N3LHS5nPu090uX8YyIABNZibOkZE0fustqF79QW/3kVKev++yRqvdT5kIpHbs2MHZs2dZtmyZ2X4PDw8yMjKIj48365WKioqic+fOedZnY2OT61hbKyurcveFkKU831t5J8+u7JJnVzaVp+d28OBBZsyYwerVqzHenjxStWpVJkyYwLRp0/Kcd1JWladnV5bpdDq2bNmCoiiEhIQQExNDzZo1eeqppwgICKBDhw5sOHWDd1ee4nrCcUDLb+ePUNXJlvcHedOvaVV0egObTt24ve5TjKlut4o2PNG2Bk+288KrUiGMIqpXD0aPhp9/RlOjBlaJiVCr1sPX+wgpj993+b2fMhFI/fzzz7Rp04YWLVqY7W/Tpg1WVlZs3LiRJ554AlAz/Z04cYK5c+eWRFOFEEKIUmHdunUMHTrUbE4wqL8n3333XbZu3crq1avzNdJDiPtJT09n48aNBAYGsnz5cuLj46lbty7jxo0jICCANm3amEYLrTtxnZcWH8J4Vx2RCWmMX3yIvk2qcPDyTWJumWfee6qDF70aV3nw3ieAmzfB2dl839y50KABTJ6sJpYQIp9KNJC6desWFy5cML0PDw/nyJEjuLq64uXlBahda3///TefffZZjvOdnJwYN24cr732GpUqVcLV1ZX//ve/NGvWzJTFTwghhHjUxMfH8+STT5qCqBo1ajBw4EAiIiJYu3YtBoOBLVu28MEHHzB79uwSbq0oq1JTU1m/fj2KorBy5UoSExNp2LAhEyZMICAggBYtWuSYaqE3GJm58lSOIAow7Vt/8gYA7g53ep88XR+y9ykzE775Bt59F1atgh497pS5usLrrz9c/eKRVKKB1IEDB+jZs6fpfda8pdGjR7Nw4UIAli5ditFoZOTIkbnW8cUXX2BpackTTzxhWpB34cKFsoaUEEKIR9avv/5KQkICAAMHDkRRFNMwvt27d9OjRw8yMzP54YcfePfdd/Ncl0eIuyUnJ7NmzRoURWH16tUkJyfTtGlTpk6dSkBAAN7e3vecp74/PI7rCWn3vc6U3vWZ0LPew/U+ZffXXzBliro9fjwcOQLlbGirKH6F9NX5YHx8fDAajTk+soIogBdffJGUlBScnJxyrcPW1pb58+cTGxtLSkoKK1euxNPTs5juQAghhCh91qxZY9qeO3eu2Vyozp078/jjjwMQFxfHvn37ir19omxJTEzkzz//xN/fH3d3d5544gnOnz/PW2+9xZkzZzh+/Djvv/8+TZo0uWcQBRCVdP8gCqCWm33hBVEATz4JHTqo2z16SCpzUSjKxBwpIYQQQuRfUlKSabtevXo5yhs0aJDrsUJkiY+PZ+XKlSiKwvr168nIyKB9+/bMnDkTf39/6tSp80D13ifOMqns8BBz94xGCA+H7G20sICffoLERLhHQjIhCqJEe6SEEEIIUfhq1qxp2s7eOwXqEiGrV682vc+akyxETEwMP//8M35+flSpUoXRo0cTGxvLxx9/zKVLl9i3bx/Tpk17oCAqU2/gf6EXef3vY/c8TgNUdbKlfW3XB7uJS5dg0CBo0QIiIszLmjaVIEoUKumREkIIIcqZZ599lr///huAl19+GTs7O3r37k1cXBwzZ87kwIEDALRo0YLmzZuXZFNFCbtx4wYhISEoisLWrVsxGAx0796dzz//nGHDhlG9ENZUOnwlnreCT3D6uro2T113e8Kik9GAWdKJrM6q9wd557qeVL589hlk/aNg4kQIDn7QZgtxXxJICSGEEOWMn58fHTt2ZO/evVy9ehVfX18cHBxITk7GYDCYjps5c+Z957SI8ufatWsEBQWhKAo7duxAo9Hg4+PDN998w9ChQ/Hw8CiU6ySm6Zi37iyL913GaASnCla81b8Rj7fxZMOpSGauPGWWeMIj2zpSD+yDD+Dvv0GrhaeeUof5yde4KCISSAkhhBDljFarZfny5QwYMMDU+5R9LpRWq2X+/PkMGTKkpJooitmVK1cIDAwkMDCQXbt2YWlpSe/evfnxxx8ZMmQIbm5uhXYto9HIqmPX+WDVKaKT1BT8w1tV560BjXGrqCY+6de0Kn28PdhzIYoNO/bh260DnepVLlhP1M2bcPUqNGlyZ5+LC6xcCQ0bgqNjod2TELmRQEoIIYQohypXrszu3bsJCgril19+ISwsjAoVKtC7d28mTJhA/fr1S7qJoohdvHiRwMBAFEVh//79WFtb07dvXxYtWsSgQYNwcXEp9GteiU3h3eUn2H4uGoA6bvbMGtqUzvVyBmpaCw0darsSe9pIh9qu+Q+ijEZYulRNZ+7oCMeOQfaFpdu1K4xbEeK+JJASQgghyikrKytGjBjBiBEjSropopicO3cORVFQFIXDhw9ja2tL//79mTRpEgMHDsSxiHppdHoD/9txka82nSc904C11oIJPesyvkddbK0KeW1PoxG+/RZu3FA/5s6F994r3GsIkQ8SSAkhhBBClFFGo5FTp06hKAqBgYEcP34ce3t7BgwYwPTp0/Hz86NixYpF2oYDl+J4K/g4527cAqBTnUrMGtaUuu5FdF0LC/jhB2jZUs3QN3Zs0VxHiPuQQEoIIYQQogwxGo0cO3bM1PN05swZHBwcGDx4MB988AF9+/alQoUKRd6OmykZfLz2DEv/UdOMu9pb886AxgxrVb1wk5iEhkLNmupHliZN4PhxaNSo8K4jRAFJICWEEEIIUcoZjUYOHjxoCp7CwsJwdnZmyJAhzJs3jz59+mBjY1NsbQk5cpVZq04Tm5wBwIi2nrzp1wgXe+vCu9DNm/Daa/DLLzBwIKxYYZ6BT4IoUcIkkBJCCCGEKIUMBgP79u0zJYy4fPkylSpVYtiwYXz77bf07NkTa+tCDFzy4WL0Ld5dfoJdF2IBqFe5IrOHNXvwBXTvRaOBtWvV7VWrYONG8PUt/OsI8YAkkBJCCCGEKCX0ej27d+82zXm6evUqVapUYfjw4QQEBNC9e3csLYv/z7f0TD0Ltl3k220XyMg0YGNpwcRe9XmhWx2sLS0KVllEBESrWf3IzMQpLAwOH4as+6pcGWrUACcn+OoreP55mDMHevUq3JsS4iFJICWEEEIIUYIyMzMJDQ1FURSCgoK4ceMG1atXNwVPXbp0Qast5Mx3BbAnLJa3Q45zMToZgG713Zg1tCk1K9kXvLL0dDU9+Y0bAFgBPncf4+EBly6BjQ0EBEDPnlCI61wJUVgkkBJCCCGEKGY6nY4tW7YQGBhIcHAwMTExeHl58dRTTxHQrRsdatTAwuJ2T8/Ro+YnZ/XYFLG45Aw+Wn2awEP/AuBW0Yb3BnkzqHnVB08mYW0NXl5qj5TBkPsxnp7qcaAO75MgSpRSEkgJIYQQQhSD9PR0Nm3ahKIoLF++nPj4eOrUqcO4cePw9/enbdu2aDIy1Ox0t3tscpW9x6YIGI1G/j74L3PWnCY+RYdGA6Pae/F6v0Y4VbDK+8SEBLhyBVJT1WCoatXslcKCBWpZ9+7wzz951zNtmnlSCSFKKQmkhBBCCCGKSGpqKuvXr0dRFFauXEliYiINGzZkwoQJBAQE0KJFC/Penfv12FhYmPfY5OXiRYiPh7Q06NLFvOz4cdi8WQ1qBg6EZs1MRWHhkUT7j6RSYjLjKtdm1RMvM3t4M1p7uagHPPWUmvghNRWuX4dKle7Uu3YtjBypbn/xBUyefKdMo4FJk0CnU9d/atcODh0Cvd68bU2aqMP5hCgDJJASQgghhChEycnJrFmzhsDAQFatWkVycjJNmzZl6tSpBAQE4O3tnffQOI0GPvwQ+vXLvdxgUMuvXIFWrdSAxt8fFi82P+6ZZ2D3bnVbp7uTyAFg1y6YMkXdrloVmjUjTafn260XWLjpJMcPbwOgkaOW/7zaFStttmQSaWmQmKhup6aaX9PW9s723WUAFSqobUlPh48/zv0eP/tMeqNEmSGBlBBCCCHEQ0pMTGT16tUoisLatWtJTU2lVatWvPXWW/j7+9OwYcP8V+brq/bYHDigDonLotVC69Zq+fXrao8TQEpKzjqyBzVpaVCx4p332RfrTU1lx/lo3gk5weXYFDSaO0P3qttqQHtXRj4vL3X9ptwW/K1TR82wZ2sLbdrkLP/xRzVIqlQJHnsM2rXDeOgQGr0eo1aLJuvehCgjJJASQgghhHgAN2/eZMWKFSiKwvr168nIyKBdu3bMmDEDf39/6tate/9K1q2D5cth3z7Yv1/tOcqrV0qvV/drNGBnB/XrqwGNl1fOeocMgcaN1aDG4q5gqHt3WLKEBCz5MsaOX3/eD0AVRxtmDGqC8eXLaOzs1Gvc7Ysv1I/cNG8O//tf3vc6YoT5+w8/RHP7HjXZ702IMkICKSGEEEKIfIqNjWX58uUoisKmTZvQ6XR07tyZjz/+mOHDh1OzZs28TzYacwYKv/4Kf/2lbh84AB07qtu+vmrv0+HD6nnZe6MAnJ3h3Lm8rzVxYp5Fhpq1WBql5eO1p0lMy8RCA892qsVrvg1wsL1HMonC5uuLoU0bLA4eVF+lN0qUMRJICSGEEELcw40bNwgJCUFRFLZu3YrBYKB79+589tlnDB8+nOrVq9+7goUL1QQNly6pwVJ2vr5qIGVlBWfO3AmkNBqYPftOr1Qh9diciUzk7eATHLysDgtsWt2R2cOa0byG80PV+0A0GgyzZnHrhRewmzULC+mNEmWMBFJCCCGEEHe5du0aQUFBBAYGEhoaikajwcfHh2+++YahQ4fi4eGR+4kGQ86hdIsWwbZt6nZYGGQf8jdoEKxeDT16gP1dC9xmzZX65x/19SF6bFIyMvlq83l+3hFOpsGIvbWW13wb8mynmljePQ+qGBl79WLrN9/Qv1evEmuDEA9KAikhhBBCCODKlSsEBQWhKAq7d+9Gq9XSu3dvfvzxR4YMGYJbXgvDGgxqFroNG9RheNu3m5f37asGUi4ucOGCeSBVuTL07597vVm9UhMnqq8P2GOz9UwU7y4/wb/xaia9vk2qMGNwE6o65ZIwQgiRbxJICSGEEOKRdfHiRQIDA1EUhf3792NtbU3fvn359ddfGTx4MC4uLjlPSk83XwzXwgL++ANOnVK34+PVoCnL00+rWeratFHnOhVE795qvQ/gRmIaH6w8xerj1wGo7lyBmYOb0Nu7ygPVJ4QwJ4GUEEIIIR4p586dQ1EUFEXh8OHD2Nra4ufnxx9//MHAgQNxdHTMeVJyMrz7LqxfD/XqqZn2suvbVw146tSBy5fNA6kaNdSPYqI3GFm89zKfrj9LUnomWgsNY7vUYnLvBtjbyJ9+QhSWkhsUC4SGhjJo0CCqVauGRqMhJCQkxzGnT59m8ODBODk54eDgQMeOHbly5YqpPDIykmeeeQYPDw/s7e1p3bo1iqIU410IIYQQorQ7deoUH3zwAc2bN6dhw4Z89NFH1K9fn7/++ovo6GiCgoIYNWqUGkQZjZCUZF5BhQp3ep22bFEXls1u8mR1/tP589CyZXHdVg4nriYw/LtdvL/iJEnpmbT0dGblK115e4C3BFFCFLIS/Y5KTk6mRYsWjBkzBn9//xzlYWFhdO3alXHjxjFz5kycnJw4ffo0ttkWmXvmmWdISEhgxYoVuLm5sWTJEkaMGMGBAwdo1apVcd6OEEIIIUoJo9HIsWPHTD1PZ86cwcHBgcGDBzNz5kz69u2L3d3rJEVGwuuvq3OdBg6En366U2ZhAX36wJ9/QtOm6rGennfKc1vLqRglp2fy+cZz/LorHIMRHGwseb1fQ0Z1qInWQrLhCVEUSjSQ8vPzw8/PL8/yt99+m/79+zN37lzTvjp16pgds2fPHr7//nvat28PwDvvvMMXX3zBoUOHJJASQgghHiFGo5EDBw6gKAqBgYFcuHABZ2dnhgwZwrx58+jTpw82WXOb0tJyzmVycoK//1bLshJHZE/wMHs2zJ9vfk4psOFkJDNWnORaQhoAA5tX5b2B3lR2tL3PmUKIh1Fq+3gNBgOrV6/m9ddfp2/fvhw+fJjatWszffp0hg4dajqua9euLFu2jAEDBuDs7Mxff/1Feno6Pj4+edadnp5Oenq66X1iYiIAOp0O3d1d9WVc1v2Ut/t6FMizK7vk2ZVN8tzKmIgIiInBYDCw5+hRlvz5JxPHj+dKZCSVnJwY0q8fX375JT4+PlhbW5tO0x0/jnbaNDShoRhefRXDrFl36rS0RNutG5o9ezA2b44+Lg6yz5eqWvV2JaXja+R6QhofrDrNpjPRANRwqcDMQY3pXl/NLlgWvpbl+67sKs/PLr/3pDEajcYibku+aDQagoODTUFSZGQkVatWxc7OjlmzZtGzZ0/WrVvHW2+9xdatW+nRowcACQkJjBgxgvXr12NpaYmdnR2KotCnT588rzVjxgxmzpyZY/+SJUtydvMLIYQQolQxpqVR8fnnWXnrFoHAVaAKMAwIAHoAmc7ObP/sM/Q2NugqVjSda3PzJv2eew6Am3Xrsv2zz8zqto2LI93BAaOVVfHczD0YjBCWqCFRB45WUNfRiIUG9EYIva5hTYQFGQYNFhojj1Uz0re6AesCJgUUQuSUkpLCqFGjSEhIyD35zG2lNpC6du0a1atXZ+TIkSxZssR03ODBg7G3t+fPP/8E4NVXX2X//v3Mnj0bNzc3QkJC+OKLL9ixYwfNmjXL9Vq59Uh5enoSExNzz09WWaTT6di4cSN9+vTBqhT8UhD5J8+u7JJnVzbJcyvdMjMz2bFjB0FBQSxfvpzIyEiqAf6owVMXICuGMGo0anKIlBQMn36KYeJEs7os27WDmBiMvr7ov/8+5wK6pcD6kzeYteYMkYl3/l7xcLThmQ5erD4RyanrajKMNl7OfDjYm/pVKuZVVakm33dlV3l+domJibi5ud03kCq1Q/vc3NywtLTE29vbbH/jxo3ZuXMnoCaj+Oabbzhx4gRNmjQBoEWLFuzYsYNvv/2WBQsW5Fq3jY3NnTHS2VhZWZW7L4Qs5fneyjt5dmWXPLuySZ5b6aHT6di6dSuKohAcHExMTAxeXl6MGjUK/xo16Dh1aq7phzVGI6SkAKDdtAnta6+ZH7BpE1SqhEajKdn0xXlYd+I6ry49yt3/6Y5MTGfexvMAOFWwYrpfI55o64lFOUgmId93ZVd5fHb5vZ9SG0hZW1vTrl07zp49a7b/3Llz1KxZE1C73QAs7vpPklarxWAwFE9DhRBCCFFo0tPT2bRpE4qisHz5cuLj46lTpw7jxo3D39+ftm3botFowGjk5s+LcDx5DItsIYdeY0GSdzOc46PB3R06dMh5ETe3YryjgtEbjMxYeSpHEJVdBSstG6Z0p4okkxCiRJVoIHXr1i0uXLhgeh8eHs6RI0dwdXXFy8uLadOmMWLECLp3726aI7Vy5Uq2bdsGQKNGjahXrx7/+c9/+PTTT6lUqRIhISFs3LiRVatWldBdCSGEEKIgUlNTWb9+PYqisHLlShITE2nYsCETJkwgICCAFi1aqMFTNuuOXcU2RYvPXSGH1mhgkvdwnv7vU/RpX/eh25apN5CWaSBdpyct00CaTk+6zkBapl7dvl2WfrssTWcgPVN9Tcu2/+7yrDrufk1Oz0Snv/esi1SdnovRyRJICVHCSjSQOnDgAD179jS9nzp1KgCjR49m4cKFDBs2jAULFjBnzhwmTpxIw4YNCQwMpGvXroDa7bZmzRrefPNNBg0axK1bt6hXrx6LFi2if//+JXJPQgghhLi/5ORk1q5di6IorFq1iuTkZJo2bcrUqVMJCAjA29s7R/CURW8w8u3SXfwUFQ6AEdAAmRoLTlapy/barTmyNoyX00CnN94VyOQe9GQFRGblmQb0hlIxlTyHqKS0km6CEI+8Eg2kfHx8uF+ui7FjxzJ27Ng8y+vXr09gYGBhN00IIYQQhSwxMZHVq1ejKApr164lNTWVVq1aMX36dPz9/WnUqFG+6tl+Norjxoo8PWIWf//xBs7ptwCwNBr4rNvToNGQkKpj9pozhdp+a0sLbCwtsLXSml5trSywsVRfbS212GR7Vfdr733OXeWnrycycemR+7alsoP0RglR0krtHCkhhBBClH03b95kxYoVBAYGsn79etLT02nXrh0zZszA39+funXvP/xObzBy/GoCO85FE3o+mgOX4gE4716TTi/9ytKlb9Ei8jxHPeoTWru16bw2NZ2p5+6gBjdWWmwtLbDJJbC5E+DkHuzYWKr7iyOpQx33isxZe4bIhLRc50lpAA8nW9rXdi3ytggh7k0CKSGEEEIUqtjYWJYvX46iKGzatAmdTkfnzp2ZM2cOw4cPNyWNupdrN1PZcT6a0HMx7LwQgzY2hn7ndvNPSz+z41JtKjC3x2hmbPqBuT1GQ7bhgBN9atOjcbVCv7+ipLXQ8P4gb15afAgNmAVTWXf2/iBvtOUgU58QZZ0EUkIIIYR4aDdu3CAkJARFUdi6dSsGg4Hu3bvz2WefMXz4cKpXr37P81MyMtl7MZbQczHsOB9NWHSyqcwjMYYlf79LnZgIfKtb0idoGVVGzkHr4IZGo2FXrZb0ef570/FGowF9UixhezfQo/FzRXXLRaZf06p8/3RrZq48xfWEO3OhPJxseX+QN/2aVi3B1gkhskggJYQQQogHcu3aNYKCgggMDCQ0NBSNRoOPjw/ffPMNQ4cOxcPDI89zDQYjp64nEno+mh3nYjhwOc4sW52FBlp6OtOtvjvDDodRKyYCgLbBv1HhZjxxm3+k8rC3cvTaqDTEbf6R0JQGjB3zXGHfdrHo17Qqfbw92B8eR1RSGpUd1OF80hMlROkhgZQQQggh8u3KlSsEBQWhKAq7d+9Gq9XSu3dvfvzxR4YMGYLbPdZoupGYxo7zao/TzvMxxCZnmJVXd65A9wbu9GjgRqe6bjhVuL0oZp8GkJ4AixYR9OyzJL3/Ppzbg3+VeHanVTPrtXG303Lyjw9IPbeH9Nb3H0JYmmktNHSqW6mkmyGEyIMEUkIIIYS4p4sXLxIYGIiiKOzfvx9ra2v69u3Lr7/+yuDBg3Fxccn1vDSdnv3hcaa5TmdvJJmV21tr6VTXje4N3OhW351alezyTHnOO+/ApElU27/ftOvo6kXsWL+BvWHRbNixD99uHVi/+DsOnNsDQMOGDQvnEyCEELmQQEoIIYQQOZw7d84UPB06dAhbW1v8/Pz4448/GDhwII6OjjnOMRqNnL2RxI5zMYSej2ZfeBwZmQZTuUYDzas70a2+O93qu9HKywVrS4ucF9+8GSpXhmbNMDvZ0ZGePXtSs2ZNLl++zObNm3nh+XFMnjyZWpoYti77kY/nzL59uIbnnnuusD8tQghhIoGUEEIIIQA4deoUiqKgKArHjx/Hzs6OgQMH8uabb+Ln50fFihVznBNzK51dF2LYfk4drheVlG5WXtXJlm711R6nLvXccLW3vncjQkJgxAhwdYUdO6BePbNirVbLvHnzeOKJJwBYuHAhCxcuzFHNxIkTqVWrVkFuXwghCkQCKSGEEOIRZTQaOXbsmCl4OnPmDA4ODgwaNIiZM2fSt29f7OzszM5Jz9Rz8HK8KbveyWuJZuW2VhZ0rFOJbvXVuU513SvmPVzvbgYDfPopZGRAZCR8+SV8802Owx5//HF+/vlnXn75ZdLS0nKUv/LKK3z22Wf5/jwIIcSDkEBKCCGEeIQYjUYOHjxoGrZ34cIFnJ2dGTJkCPPmzaN3797Y2tqaHR8WnUzouWh2nI9m78U4UnV6szq9qzrSrYEbPeq706aWCzaW2gdrnIUFrFgBPXpAq1ZqIJWHsWPHMmjQIH799VdCQ0O5fv06PXr04MUXX6RRo0YPdn0hhCgACaSEEEKIck6XqWdhyCZWrwhm35Y1RF6NoFKlSgwbNoz58+fz2GOPYW19Z8jdzZQMdl6IYcftXqdrCea9Pu4ONnSr70b328P13B1sCq+xrq4QGgpOTmpgdQ/u7u68/vrrTJkyhTVr1tC/f3+srKwKry1CCHEPEkgJIYQQ5ZBer2f37t189sMi1q5aQUZCNBb2ztjV70Tjvq8y79UnGdDSEwCd3nAnu975GI79exNjtsWZrC0t6FDb1TTXqZGHQ/6H692L0QiLFsHTT4Nltj9J8sgCKIQQpYkEUkIIIUQ5kZmZSWhoKIGBgQQFBREZGYm2oit2Dbvg0rALNtUbo7HQkgq8vPQYO8LiiU3OYE9YLLfSM83qaljFQQ2cGrjTobYrtlYPOFwvL3o9/Oc/8PPPsGULLFx43x4oIYQoTSSQEkIIIcownU7H1q1bURSF4OBgYmJi8PLy4smRI9mYUoskp9poNOYBSlZn09J/Ikz7XO2t6VrPje4N1NTkVRxtKVLHj8Pvv6vbixerQVWXLkV7TSGEKEQSSAkhhBBlTHp6Ops2bUJRFJYvX058fDx16tRh7NixBAQE0LZtW/ZejCP4f3u53wC8J9t58nTHmnhXdcTCohCG6+VXy5awbBmMGqX2RkkQJYQoYySQEkIIIcqA1NRUNmzYgKIorFixgsTERBo0aMCECRMICAigRYsWZvOWopJypgXPTae6lWha3amomn1vQ4fCxYvg4VEy1xdCiIcggZQQQghRSiUnJ7N27VoURWHVqlUkJyfTtGlTpk6dir+/P02aNMkz6UNlh/wNzcvvcQ8tOhqOHIE+fcz3SxCVJ6PRyMmTJ4mNjaVy5co0atSocJJ8CCEKhQRSQgghRCmSmJjI6tWrURSFtWvXkpqaSqtWrZg+fTr+/v75WiPJaDRy4HLcPY/RAB5OtrSv7VpILb+HiAg1gAoPh9WroXfvor9mGWY0Glm4cCFz587lzJkzpv3NmjVj+vTpjBw5sgRbJ4TIUqBAKiEhgeDgYHbs2MGlS5dISUnB3d2dVq1a0bdvXzp37lxU7RRCCCHKrZs3b7JixQoCAwNZv3496enptGvXjhkzZuDv70/dunXzXZfRaOTjdWf4YftF0z4NdxJMZL0HeH+QN9rimBc1fz6cPatuv/wynDxpnu5cmBiNRl577TW++OKLHGXHjx9n1KhRnD17lhkzZhR/44QQZvKVZ/T69eu88MILVK1alQ8++IDk5GRatmxJr169qFGjBlu3bqVPnz54e3uzbNmyom6zEEIIUebFxsbyyy+/0L9/fypXrszo0aOJiYlh9uzZXLp0if379/P6668XKIjSG4y8FXzCFES93b8xC55ujYeT+fA9Dydbvn+6Nf2aVi3Ue8rT7NnqfKi6dWH9egmi7mHlypVmQVS3bt2YOnUqHTt2NO2bOXMmW7duLYnmCSGyyddPshYtWvDss8+yf/9+mjZtmusxqamphISE8PnnnxMREcF///vfQm2oEEIIUdZFRUURHByMoihs3boVg8FAt27d+Oyzzxg+fDjVq1d/4Lp1egNT/zrKyqPX0GhgzrBmPNneC4A+3h7sD48jKimNyg7qcL5i6YnKYmkJS5dCQgJUrlx81y2DvvrqK9P2t99+y4QJE0zvP/74Y6ZPn246rmfPnsXePiHEHfkKpE6ePIm7u/s9j6lQoQIjR45k5MiRREdHF0rjhBBCiLLu2rVrpuApNDQUjUaDj48P33zzDUOHDsWjEJItpOn0TPjjEFvORGGl1fDFiJYMbF7NVK610NCpbqWHvk6+hYZCkyZQKds1bWwkiLqPtLQ0U09T7dq1GT9+vFl51pC/qKgo1q1bh9FolOQTQpSgfAVS9wuiHvZ4IYQQojyJiIggMDAQRVHYvXs3Wq2W3r178+OPPzJkyBDc3NwK7VpJaTrGLTrA/vA4bK0s+P7pNvRsWIIBS3AwPPmkuk7Upk3g4FBybSljUlNTMRrV2Wx16tTBwsJ8BoaVlRU1a9YkKiqK9PR09Ho9ljJMUogSk685UtktWrSI1atXm96//vrrODs707lzZy5fvlyojRNCCCHKiosXLzJv3jw6duyIl5cXb7zxBi4uLvz6669ERUWxdu1axo0bV6hBVFxyBqP+t4/94XE42Fjy29gOJRtEpabCxImQkQH790MuCRNE3hwdHXFyUtf02r17N7GxsWbl//77L4cPHwagWrVqEkQJUcIKHEjNnj2bChUqALBnzx6++eYb5s6di5ubG1OmTCn0BgohhBCl1blz55gzZw5t2rShbt26vPfee1SrVo0//viD6OhoVq5cyejRo3FxcSn0a0cmpPHED3s4fjUBV3tr/nyxY/GkMr+XChVgzRpwcYFnnoG33irZ9pQxWq2WZ555BlB7p/z9/Tl9+jQAR48eJSAggMzMTACee+65kmqmEOK2AgdSERER1KtXD4CQkBACAgJ48cUXmTNnDjt27ChQXaGhoQwaNIhq1aqh0WgICQnJcczp06cZPHgwTk5OODg40LFjR65cuWJ2zJ49e3jsscewt7fH2dkZHx8fUlNTC3prQgghxH2dOnWKDz74gObNm9OwYUNmzZpF3bp1WbZsGdHR0QQFBTFq1CgcHR2LrA2XYpIJWLCbC1G3qOpky1//6UTT6k5Fdr0CadYMDhyAhQslO98DeO2110y9Utu3b8fb25uKFSvSsmVL9u3bB0DlypV59dVXS7KZQggeIJCqWLGiqat5w4YN9L69qJ6trW2Bg5fk5GRatGjBN998k2t5WFgYXbt2pVGjRmzbto2jR4/y7rvvYmt7J43rnj176NevH76+vuzfv59//vmHV155Jce4YiGEEOJBGI1G0+8fb29vmjRpwqeffkqzZs0ICgoiOjqav/76iyeeeIKKFSsWeXvORCby+A97+Dc+lVqV7Ph7fCfqVS766+bKaIQNG3Lur1MH5PfwA6lVqxbr1q0zm2+enJxs2q5WrRrr168vlCQlQoiHU+B/FfXp04fnn3+eVq1ace7cOQYMGAComf1q1apVoLr8/Pzw8/PLs/ztt9+mf//+zJ0717SvTp06ZsdMmTKFiRMn8uabb5r21a9fv0DtEEIIIbIzGo0cOnQIRVFQFIULFy7g7OzMkCFDmDt3Lr179zb7p15xOXwlnud+/YeEVB2NPBz4bVx7KjsUfzsA0OvhxRfhl1/gyy9h0qSSaUc51LFjR86dO8fChQtRFIXY2Fjc3d158skneeaZZ3CQBB5ClAoF/nfRt99+S6dOnYiOjiYwMJBKt1ObHjx4kJEjRxZawwwGA6tXr6ZBgwb07duXypUr06FDB7Phf1FRUezbt4/KlSvTuXNnqlSpQo8ePdi5c2ehtUMIIcSjwWAwcPbsWd544w3q1KlD27Zt+d///oePjw9r167lxo0bLFy4kIEDB5ZIELX7QgxP/bSPhFQdrbycWfZip5ILokCdC/XLL+r2a6/BhQsl15ZyyNnZmcmTJ7Nz505Onz5NaGgoEyZMkCBKiFKkwD1Szs7OuQ7FmzlzZqE0KEtUVBS3bt3i448/ZtasWXzyySesW7eO4cOHs3XrVnr06MHFi+rK7TNmzODTTz+lZcuW/Pbbb/Tq1YsTJ07k2TOVnp5Oenq66X1iYiIAOp0OnU5XqPdR0rLup7zd16NAnl3ZJc+u7NDr9ezZs4egoCCCg4O5evUq7u7uDBs2jOHDh9O9e3ezzGgl9Uw3nY5i0l/HyMg00LmOK9+NaomdVQl/jfXrh8U772DxySfoFy3CWLMmlFB75Huu7JJnV3aV52eX33vSGLMWLCiA+Ph4fv75Z06fPo1Go6FRo0aMHTsWV9cHzxak0WgIDg5m6NChgLqAYfXq1Rk5ciRLliwxHTd48GDs7e35888/2b17N126dGH69OnMnj3bdEzz5s0ZMGAAc+bMyfVaM2bMyDXwW7JkCXZ2dg98D0IIIUo/vV7PqVOn2L17N3v37iU+Ph5XV1c6depE586dadSoEVqttqSbafJPtIYlFywwoKGZi4HRDQxYlZbpR0YjDv/+S5KnZ0m3RAghCk1KSgqjRo0iISHhnomDCtwjtX37dlMWvbZt2wIwf/58PvzwQ1asWEGPHj0evNXZuLm5YWlpibe3t9n+xo0bm4buVa1aFSDXY+7O7Jfd9OnTmTp1qul9YmIinp6e+Pr6FmmWpZKg0+nYuHEjffr0wcrKqqSbIwpAnl3ZJc+u9NHpdGzbto2goCCWL19OTEwMXl5ePPvsswwfPpwOHTqg1+tL3XNbvO8Ki/ecAWBYy6rMHtoES20JRVFRURAbC40bl8z170G+58oueXZlV3l+dlmj1e6nwIHUyy+/zIgRI/j+++9N/7HT6/VMmDCBl19+mRMnThS0ylxZW1vTrl07zp49a7b/3Llz1KxZE1Az21SrVi3XY+6VxMLGxgYbG5sc+62srMrdF0KW8nxv5Z08u7JLnl3JSk9PZ9OmTQQGBhISEkJ8fDx16tRh7NixBAQE0LZtWzQajen4rKEcpeG5GY1GvtsWxrz16u+35zrX4r2B3lhYaO5zZhGJiIDevSEpCXbuVLPylUKl4dmJByPPruwqj88uv/dT4EAqLCyMwMBAs2EPWq2WqVOn8ttvvxWorlu3bnEh2+TU8PBwjhw5gqurK15eXkybNo0RI0bQvXt3evbsybp161i5ciXbtm0D1OGA06ZN4/3336dFixa0bNmSRYsWcebMGRRFKeitCSGEKONSU1PZsGEDiqKwYsUKEhMTadCgARMmTCAgIIAWLVqYBU+lkdFo5OO1Z/ghVJ0HPLFXfab0rl+y7Z48Gc6dU7fHjIFt26CUfx6FEKKoFTiQat26NadPn6Zhw4Zm+0+fPk3Lli0LVNeBAwfo2bOn6X3WcLvRo0ezcOFChg0bxoIFC5gzZw4TJ06kYcOGBAYG0rVrV9M5kydPJi0tjSlTphAXF0eLFi3YuHEjdevWLeitCSGEKIOSk5NZu3YtiqKwatUqkpOTadq0KVOmTCEgIIAmTZqU+uApi95g5J2Q4/y5PwKAdwY05vlupaD354cf4MwZyMiA336TIEoIIchnIHXs2DHT9sSJE5k0aRIXLlygY8eOAOzdu5dvv/2Wjz/+uEAX9/Hx4X65LsaOHcvYsWPvecybb75pto6UEEKI8i0pKYlVq1YRGBjImjVrSE1NpWXLlkyfPh1/f38aNWpU0k0ssIxMA1P/OsKqY9ex0MCc4c0Y0c6rpJulcnODjRvVRXZlIVghhADyGUi1bNkSjUZjFvS8/vrrOY4bNWoUI0aMKLzWCSGEELfdvHmTlStXoigK69evJz09nXbt2jFjxgz8/f3L9EiE1Aw9E/44yNaz0VhpNXw5ohUDmlctuQYdPAgtWkC21O9Uq1Zy7RFCiFIoX4FUeHh4UbdDCCGEyCE2Npbly5ejKAqbNm1Cp9PRuXNnZs+ezfDhw6lVq1ZJN/GhJabpeH7hAfZfisPWyoIFT7fBp2HlkmtQUBCMHKl+/PKL2gslhBAih3wFUllZ8oQQQoiiFhUVRUhICIqisGXLFgwGA926deOzzz5j+PDhVK9evaSbWGhib6Uz+tf9nLiaiIONJb+MaUe7Wg++JuNDu3EDnn5anQu1aBF07w73GV4vhBCPqnwFUitWrMh3hYMHD37gxgghhHg0Xbt2jeDgYBRFITQ0FICePXvyzTffMHToUDzK4byc6wmpPP3TPsKik6lkb82ise1pWt2pZBtVpQr8/js88QQ88ww8+2zJtkcIIUqxfAVSQ4cOzVdlGo0GvV7/MO0RQgjxiIiIiCAwMBBFUdi9ezdarZZevXrxww8/MGTIENzd3Uu6iUXmUkwyT/20j6s3U6nqZMvi5ztQ171iSTdL5e8Pu3ZB+/YyrE8IIe4hX4GUwWAo6nYIIYR4BISHh5uCp3379mFtbY2vry+//vorgwcPxsXFpaSbWOTORCby9E/7ibmVTm03e34f154aLnYl0xiDAU6ehGbNzPffzsorhBAibwVeR0oIIYQoiHPnzpmCp0OHDmFra4ufnx+LFy9m4MCBODmV8HC2YnToSjxjfv2HhFQdjTwc+H1cB9wdbEqmMXo9vPACLFkCa9bAY4+VTDuEEKKMylcgtXTpUp588sl8VRgREcGVK1fo0qXLQzVMCCFE2XXq1CkURSEwMJBjx45hZ2fHgAEDeOONN+jfvz8VK5aSYWzFaNeFGF747QApGXpaeznz63PtcbKzKrkGLVgAv/6qbg8bBuHh4FqCiS6EEKKMyVcg9f333zNjxgzGjBnD4MGDady4sVl5QkICu3btYvHixWzatImff/65SBorhBCidDIajRw7dszU83T69GkcHBwYNGgQM2bMoG/fvtjZldDwtVJg/clIXl1ymAy9gW713fjhmTbYWRfDoJCICIiOzr2sXTvo0we2bYOff5YgSgghCihfP8W3b9/OqlWrmD9/Pm+99Rb29vZUqVIFW1tb4uPjiYyMxN3dnTFjxnDixAkqVy7B9S+EEEIUC6PRyKFDh1AUBUVRuHDhAs7OzgwZMoRPPvmEPn36YGtrW9LNLHFBh/5lmnIMvcFIvyYefDWyJTaW2qK/cHq6GizduJH3MVWqwIYN4ONT9O0RQohyJt//Dhs4cCADBw4kNjaWnTt3cunSJVJTU3Fzc6NVq1a0atUKC8nuI4QQ5ZrBYGD//v2mYXuXLl2iUqVKDB06lPnz5/PYY49hbW1d0s0sNRbtvsT7K04CENCmBh8Pb4altph+V1pbg5eX2iOVW9IoCwu1vEeP4mmPEEKUMwUeV1CpUiWGDBlSFG0RQghRCun1enbv3k1gYCCBgYH8+++/VK5cmeHDhxMQEECPHj2wtJTcRdkZjUa+3XqBTzecA+C5zrV4b6A3Fhaa4muERgMffgj9+uVebjCo5ZpibJMQQpQj8ptPCCFEDpmZmezYsQNFUQgKCiIyMpJq1arh7++Pv78/Xbt2RasthuFpZZDRaGTO2jP8GHoRgEm96jO5d300JRGw+Pqqw/sOHACj8c5+rRZat1bLhRBCPBAJpIQQQgCg0+nYunUriqIQEhJCdHQ0Xl5ejBw5koCAADp27Fguh3AbjUa2bNlCcHAwJ0+eZOfOnTzzzDM0b968wHXpDUbeDj7O0n8iAHhnQGOe71ansJt8n0bo1WF7Gk3evVJ6vfRGCSHEQ5JASgghHmHp6els2rSJwMBAQkJCiI+Pp06dOowZM4aAgADatm1bMj0pxeTixYv4+/tz5MgR075t27bx6aefMnjwYH777bd8r3OVkWlgyl9HWH3sOhYa+Hh4c55o51lELc9Fejr8/jvMnQs//QTdu6v7s3qlDh5Uh/NJb5QQQhQKCaSEEOIRk5qayoYNG1AUhRUrVpCYmEiDBg146aWXCAgIoGXLluU6eMpy48YNfHx8iIiIyLV8xYoVDBo0iM2bN2Nlde/1nlIz9IxffJDt56Kx0mr4+slW+DWrWhTNzltQkLrALsCcOXcCqbt7paQ3SgghCkWBx2h88MEHpKSk5NifmprKBx98UCiNEkIIUbiSk5NRFIUnn3ySypUrM3ToUA4fPsyUKVM4fvw4Z86c4aOPPqJVq1aPRBAF8PHHH5uCqPr16/P7778zf/58vvzyS1xcXADYsWMHS5cuvWc9iWk6nv1lH9vPRWNrZcFPo9sVfxAFEBAANWuq2+npkJp6pyyrVwrUV+mNEkKIh1bgQGrmzJncunUrx/6UlBRmzpxZKI0SQgjx8JKSkli6dCkBAQG4u7vz+OOPc/bsWd58801Onz7NiRMnmDFjBk2bNn1kgqcsGRkZLFy4EABbW1u2bt3KiBEj8PT0ZMKECSxbtsx07P/+978864m9lc7IH/fyz6V4HGwtWTyuAz0auBdt4yMiYPJk+Ogj8/1WVvD997BnD2zZAhUq3CnTaGD2bGjcWH19xJ63EEIUhQIP7TMajbn+wj169Ciusiq6EEKUqJs3b7Jy5UoURWH9+vWkp6fTrl07ZsyYgb+/P3Xr1i3pJpYKV69e5ebNmwD06dOH6tWro9PpTOW9e/emevXqXL16lePHj+dax/WEVJ7+aR9h0clUsrfmt3HtaVItf/OpHlhiohoMJSeDkxO8+io4Ot4p9/PL+9zeveHUqaJtnxBCPELyHUi5uLig0WjQaDQ0aNDALJjS6/XcunWL8ePHF0kjhRBC5C02Npbly5ejKAqbNm1Cp9PRqVMnZs+ezfDhw6lVq1ZJN7HUyb7uVW7D1fV6PWlpaQC5pnkPj0nm6Z/2cfVmKtWcbPn9+Q7Uda9YdA3O4ugITz4JP/8MGRmwf78aIAkhhCh2+Q6kvvzyS4xGI2PHjmXmzJlmWYysra2pVasWnTp1KpJGCvGoOX78OPv37+f48ePUrl37gdIwi/ItKiqKkJAQFEVhy5YtGAwGunXrxmeffcawYcOoUaNGSTexVKtevTo1atTg33//ZcuWLRw6dIhmzZqZyn///XdiY2MB6Ny5s9m5p68n8szP+4m5lU4dN3t+f74D1Z0rUKiMRti8GUJCYP5886F4r78OHh4waRK4F/EwQiGEEHnKdyA1evRoAGrXrk3nzp3vm8FICFFw//zzD5MmTWLPnj2mfV999RU9evTg66+/loDqEXft2jWCg4NRFIXQ0FAAevbsyfz58xk2bBgeHh4l3MKyw8LCgvHjx/POO+9gNBrp2bMn//nPfzAYDKxYsYJFixaZjp0wYYJp++DleMb8up/EtEwaV3Xkt7HtcXewKfwGjh0Lt+dwMXSoea9TgwYwa1bhX1MIIUSBFHiOVI8ePTAYDJw7d46oqCgMBoNZefesdKtCiALZtWsXffr0ITV7pq3btm/fTteuXdm2bRutW7cugdaJkhIREUFgYCCBgYHs2rULrVZLr169+OGHHxgyZAju0iPxwKZMmcKKFSvYv38/iYmJzJs3L8cxo0ePpm/fvgDsPB/DC78dIFWnp01NF355rh1OFYron4p+fncCqd9/l+F7QghRChU4kNq7dy+jRo3i8uXLGI1GszKNRoNery+0xgnxqNDr9Tz77LOmIKpRo0Y8++yznDx5kr179xIWFkZSUhLPPfccR48efeQyrD1qwsPDCQwMRFEU9u3bh7W1Nb6+vvz6668MHjzYlJpbPBw7Ozs2btzIK6+8wp9//klmZqaprGLFikyePJkZM2ag0WhYdyKSiX8eJkNvoFt9N354pg121oWwFOOtW+riuU88AdWq3dnv7w/Dh6v7AwIe/jpCCCEKXYF/C4wfP562bduyevVqqlatKn/QCVEI1q1bx8WLFwHo2LEj27Ztw8LCgjVr1vDtt9/SvXt3jh07xvHjx9mxY4f0/JZD586dMwVPhw4dwtbWFj8/PxYvXszAgQPN5qWKwuPo6Mhvv/3Gxx9/zMqVK9m7dy89e/Zk2LBhODg4ABB48F9eDzyG3mDEr6kHXz7ZEhvLnAkoCmzzZjVQiouDa9dg7tw7ZVotBAY+/DWEEEIUmQIHUufPn0dRFOrVq1cU7RHikbR9+3bT9muvvYaNjY0pFbOdnR2TJ09m7NixAISGhkogVU6cOnUKRVEIDAzk2LFj2NnZMWDAAN544w369+9PxYrFkAVOAFCtWjXGjh2Lh4cH/fv3N80DXrgrnBkr1ZThAW1q8PHwZlhqC7wEY+6aNFHTmAP88AO8/z7Y2xdO3UIIIYpcgX8bdOjQgQsXLhTKxUNDQxk0aBDVqlVDo9EQEhKS45jTp08zePBgnJyccHBwoGPHjly5ciXHcUajET8/vzzrEaI0y8jIMG1XqlQpR3n2fenp6cXSJlH4jEYjx44d47333sPb25smTZrw6aef0rRpU4KCgoiOjuavv/7iiSeekCCqmOkNRvaFx3EwRsO+8Dgy9Qbmbz5vCqLGdKnFXP/mDx5EnT0Le/ea7/PwgBdfhKefhl27JIgSQogyJl89UseOHTNtv/rqq7z22mtERkbSrFmzHNn7CpJVLDk5mRYtWjBmzBj8/f1zlIeFhdG1a1fGjRtnSrl++vRpbG1tcxz75ZdfyjBDUWY1atTItL1kyRJ69uxpVr5kyRLTduPGjYutXeLhGY1GDh06hKIoKIrChQsXcHZ2ZvDgwXzyySf06dMn159povisO3GdmStPcT0hDdDy2/kD2FtrSc5Q5/xO7l2fSb3qP9jvmORkGD0agoKgWTM4csQ8lflXX5m/F0IIUWbkK5Bq2bIlGo3GLLlE1jAjwFRW0GQTfn5++N1jFfa3336b/v37MzfbuPE6derkOO7o0aN8/vnn/PPPP1StWjXf1xeitHjyySd57bXXSElJ4aeffsLR0ZGxY8cSERHBxIkTWbZsGQCurq4MGzashFsr7sdgMHD27FlCQ0MJCgri0qVLVKpUiaFDhzJ//nwee+wxrK2tS7qZAjWIemnxIYx37c8Koh5vU4PJvRs8+AXs7CAiQl0X6tgxWLMGBgy4Uy5BlBBClFn5CqTCw8OLuh05GAwGVq9ezeuvv07fvn05fPgwtWvXZvr06QwdOtR0XEpKCiNHjuSbb77J9xoq6enpZsOjEhMTAdDpdKZ5KeVF1v2Ut/sqb+zt7Xnvvfd48803Afj888/5/PPPcxz34YcfYmlpKc+zFDIYDOzZs4egoCCCgoK4evUq7u7uDBs2jOHDh9O9e3csLe/8yJVnWPL0BiMzVpzMEURlt/NCNGnpGWgt8hHwGAxqj9NdSxRopk1D+8orGCZNwtChA8izL3Tyu67skmdXdpXnZ5ffe9IY785hXkI0Gg3BwcGmICkyMpKqVatiZ2fHrFmz6NmzJ+vWreOtt95i69at9OjRA4D//Oc/6PV6fvrpp1zryc2MGTOYOXNmjv1LlizBzs6u0O9NiPwwGo0oisKff/6ZY302S0tLnn32WQYPHlxCrRO50ev1nDp1it27d7N3717i4+NxdXWlY8eOdO7cmcaNG6PVFkJ2N1Ekzido+ObU/Z/PK9566jvd+1dltV27aPTnn9hfv86mBQtIzb6+l8GARWYmBumFFEKIMiElJYVRo0aRkJCAo6NjnscVOGvfihUrct2v0WiwtbWlXr161K5du6DV5pD1h+SQIUOYMmUKoA4x3L17NwsWLKBHjx6sWLGCLVu2cPjw4QLVPX36dKZOnWp6n5iYiKenJ76+vvf8ZJVFOp2OjRs30qdPnxzz2UTpM2DAAGbNmsXChQs5ePAg0dHR+Pn5MW7cOKpUqVLSzROo31Pbtm0jODiY5cuXEx0djaenJ88++yzDhw+nQ4cO6PV6+b4rA/4++C+cOnXf4+o0aUn/5vceNm6xfz/af/8FoNfRoxhy6VEWRUd+15Vd8uzKrvL87LJGq91PgQOpoUOH5pgvBebzpLp27UpISMhDLRrp5uaGpaUl3t7eZvsbN27Mzp07AdiyZQthYWE4OzubHePv70+3bt3Ytm1brnXb2NhgY2OTY7+VlVW5+0LIUp7vrbypVasWM2bMQKfTsWbNGrNUzKJkpKens3nzZhRFISQkhPj4eOrUqWNKlNOuXTuzRARZQwLk+650ik5K55dd4Szclb9h61Wd7c2fY3w8VKwI2fdNmQJffgmtW6MdNAitPPcSId9zZZc8u7KrPD67/N5PgfO4bty4kXbt2rFx40YSEhJISEhg48aNtG/fnlWrVhEaGkpsbCz//e9/C9zo7KytrWnXrh1nz54123/u3Dlq1qwJwJtvvsmxY8c4cuSI6QPgiy++4Ndff32o6wshHm2pqaksX76cZ555hipVqjBgwAB27drFSy+9xKFDh7hw4QKffPIJ7du3l4yhZUREXArvhBynyydb+H5bGKk6wz3nPmmAqk62tK/tqu6IjIRp08DLC7Jl0gTAzU3t3dqxA3x9i+4mhBBClBoF7pGaNGkSP/74I507dzbt69WrF7a2trz44oucPHmSL7/80iyrX15u3bpltiZVeHg4R44cwdXVFS8vL6ZNm8aIESPo3r27aY7UypUrTT1NHh4euSaY8PLyKpThhUKIR0tycjJr164lMDCQVatWcevWLZo0acLkyZMJCAigSZMmEjSVQWciE1mwLYyVx66jN6ijKVp6OjPBpy6WV//l8yW7AMySTmQ95dd6d70TbIWFwaefqtuffALPPAMW2f4fefuffEIIIR4NBQ6kwsLCcp1H5OjoyMWLFwGoX78+MTEx963rwIEDZuvlZM1bGj16NAsXLmTYsGEsWLCAOXPmMHHiRBo2bEhgYCBdu3YtaLOFECJXSUlJrF69GkVRWLNmDampqbRs2ZI333wTf39/szW+RNly4FIc328LY/OZKNO+bvXdmOBTj451XNFkZECvljx240belaz3gEuXwMYGunSBbt1g/37w8YGUFHWInxBCiEdSgQOpNm3aMG3aNH777Tfcb2clio6O5vXXX6ddu3YAnD9/nho1aty3Lh8fnxxzre42duzYfPVuZSklSQiFEKXYzZs3WblyJYqisH79etLT02nbti3vv/8+/v7+1KtXr6SbKB6Q0Whk27lovt8axv5LcYC6VFP/plUZ36MuzWo43TnY2lodphcdraYuz42np3pclgULwNUV8rnchhBCiPKrwIHUzz//zJAhQ6hRowaenp5oNBquXLlCnTp1WL58OaAO2Xv33XcLvbFCCPGgYmNjWbFiBYqisHHjRnQ6HZ06dWL27NkMHz6cWrVqlXQTxUPI1BtYcyKS77eFcfq6mm3JSqvBv3UNXuxehzruufQcaTTw4YfQr1/eFU+YYL5o7l0JkIQQQjy6ChxINWzYkNOnT7N+/XrOnTuH0WikUaNG9OnTB4vbY8XvtYaTEEIUl6ioKEJCQlAUhS1btmAwGOjWrRuffvopw4cPz1fPuSjd0nR6Ag/9yw/bL3IlLgUAO2stT3XwYlzXOng42eZ+4j//QGgoXLsG7drBoUOg15sfY20NEmALIYTIQ4EDKVBTnffr149+9/ovnhBClIDr168TFBREYGAg27dvB6Bnz57Mnz+fYcOG5ZqgRpQ9SWk6/th3hZ93hhOdlA6Ai50Vz3WuzejONXG2yzYcz2g071UCGDMGTp4ErRYUBYYNy3mR4GB1LpQQQgiRi3wFUl9//TUvvvgitra2fP311/c8duLEiYXSMCFEORMRoc5FyUvlyvCAPUQREREEBQWhKAq7du1Cq9XSq1cvfvjhB4YMGWKazynKvphb6fy6K5zf9lwmKS0TUFOUv9CtDk+298TO+vavtdRUmDlTTUdetaoaLGXXrZsaSOn1YG8P7dphPHQIjV6PUatF07o1+PkV890JIYQoS/IVSH3xxRc89dRT2Nra8sUXX+R5nEajkUBKCJFTero6fOpe2dE8smVHy4fw8HACAwNRFIV9+/ZhbW2Nr68vv/zyC4MHD8bV1bVw2i5KhYi4FH7acZGl/0SQnqkmhqjrbs/4HnUZ4qHFWq8D62y/0mxt4eefISYGnJ3VZBLZU5U//TQ0b64GVN7eYDCguT3KQqPXq3OnJNW9EEKIe8hXIBUeHp7rthBC5Mv9sqNZWOTMjpaL8+fPoygKiqJw6NAhbG1t6devH4sXL2bgwIE4OTnd83xR9py7kcSCbWEsP3rNtAZUixpOvORTD1/LBCwGPQYXLsDzz8P//nfnRI1GDZKCg9XezshIqFbtTnmXLupHFl9fDG3aYHHwoPoqi+oKIYS4jweaIwWQkZFBeHg4devWxdLygasRQjwK7pcdzWAw7wHIyFDnrmi1nDp1ytTzdOzYMezs7BgwYABvvPEG/fv3p2JpWccn+9DFzEycwsLg8GHI+vn4EEMXH0WHrsTz3dYwNp+6TsPoy4z69yT6jp0Z+KwfnepWUhdGTnWCy5fVE0JDc1Yydy58913+UpVrNBhmzeLWCy9gN2sWFtIbJYQQ4j4KHAGlpKTw6quvsmjRIgDOnTtHnTp1mDhxItWqVePNN98s9EYKIcoBX9+8s6O1a6eWo64DdHzMGJQlS1A0Gk4bjTg4ODBo0CBmzJhB33r1sJsxA1atUgOwJ580r2vNGrV+Jyfo3t28LLekA4XhrqGLVoDP3ccUcOjio8hoNBJ6Pobvtl5gX7i6BtTAs7v4Zvkn6gHtXKHeM3dOqFABunZVA+/u3dXnrtXeKS/gemDGXr3Y+s039O/V62FvRQghxCPA4v6HmJs+fTpHjx5l27Zt2NreSSvbu3dvli1bVqiNE0KUI1m9UncHUYDxgw84eOgQ06dPp2HDhrRYsoT5QDujkRXz5xMVFcUff/zBsGHDsLt5E4KC4Pff1aDsbi+/DIMHw+OP5yybMUMNZNzcYNs287LISHXezPjx8McfOc/dsQM2b4a9e9WALLusoYsWefxIzefQxUeV/shRzk74L0cbtmXOx8vYFx6HlVbDE21r8NoH4+4cuGNHzpM3b4adO2H2bPMgSgghhChiBe6RCgkJYdmyZXTs2FEdWnGbt7c3YWFhhdo4IUQ5odOBlZVZr5RBr2c/EOjkhPLSS1y6dAlXV1eGDRvG150789iZM1inpMDQoWrigCxJSXe2cxvWd+vWvcsyMiA29s6QuyxRUXcCKIMBnnrKvHziRDhyRA3E0tLMy+bPh1Oncp//lVVfp05qIHB3L9mj5uZNNfkDkJ6pJ+jQVaI/+omJK74BoFvt9nQZ/hjjutammnMF9Zz//AcaNsw9FbkMwRNCCFFCChxIRUdHU7ly5Rz7k5OTzQIrIYQAYNMmePFFWL0aQ8OG7B4xAuWffwgE/gUqazQM79cPf39/evTogZWV1b3r690b/v1XDYpu/0FuZuZMiI9XU1rfzcMDWrRQz3VxMS/LCsCg4AFaQgIkJ6vbFhbmAZVWq/bCff21Oo/q7kBqxAg4fhzc3WHtWrCzu1N2+TKcO6f2oNWtC46OOa9dHAojdf1XX6lZ9E6cIDnsEn9E6PhpRzhRSek0ca1PVr7X/1bXYTPQ2/zcBQseqvlCCCFEUShwINWuXTtWr17Nq6++CmAKnv73v//RqVOnwm2dEKJsW7WKzEGD2AEonTsTbGvL9chIqlpZ4a/TEdCwIV1PnEBbkIQ11tZQvXre5RMm5F02bZr6kZvWreH8+dyDLIBJk9Thf7m11dERGjRQU23HxZmXZR/K6OaW89zz5+H0afW1QgXzslWr4JVX1O1Fi+DZZ++UpaZCQIAagHXsqA5JzO7GDbX3zMnp4XptCpK63tpazaB3+rQ6vDK7qCg1YARmvr6Av+qqGfM8HG0Z3s+PtB7O2PbsgU3Nmg/eViGEEKIYFTiQmjNnDv369ePUqVNkZmby1VdfcfLkSfbs2cP27duLoo1CiDJGp9Oxbds2lOBggrVaovV6PNPSeHLkSPyfeopOyclYTJ6s9tKUlqyftrb3Tk6QFdDkZtIk9cNohA4dzBd2bd4c3ntPDbLq1895boUKau+Zg0POgCd7L9DdQVhMjJpYA9ThjncHUk8/rfYGWlmpx2bvzTp4UA3S3N3VHr4GDfK+t4Kkru/eXZ2vZGWl9tLdDgyv3kxlq5UXIzUWnKxSh8RMqOOmrgE1tFV1rC0tgFw+N0IIIUQpVuC/YDp37syuXbv49NNPqVu3Lhs2bKB169bs2bOHZs2aFUUbhRBlQHp6Ops3b0ZRFJYvX05cXBx16tRhzNix+FtZ0e7rr9FkTwZw6lTJNbao3E6oYbaw65w50Ldv3ufs2qW+pqfnLOvRA956K/cgLHuQ5e6e89zs5Q4O5mW7d6uJNwB++808kEpJUYfpubmpc9q++Sb/qesbNlQDKZ0O9u/nfKPWLNh+keVHrmKRUYWPJy2ldp2qTPCpi28TD7QWMhxcCCFE2fVA/wpu1qyZKf25EOLRlZqayoYNG1AUhZUrV5KQkECDevUYP348AQEBtGzZ8tGbO/mgC7vmlha9Z0/1IzctW6rD5WJicg4JBHUx2qwA6149XXcHYdHR6hyz+Hh1Phnknbpeq1WHRGbdo68vXL3KteZtmX8ggT/X3lnbqUsjD17qUY8u9So9el8TQgghyqUCB1JPPfUUPj4++Pj4UD+3YSpCiHItOTmZdevWoSgKq1at4tatWzRp3JjJtWoRcPQoTZo3RzNr1qObTa24Fna1sFCDoNx6o0DNJJiXMWOgQwc1CGvZ0rwsNVVNbBETYx6I5dYrpdebeqOMRiM7W/Xku5te7LkYC7djtb5NqvCSTz1aejo/yF0KIYQQpVaBA6mKFSvy2Wef8Z///AcPDw969OhBjx498PHxoVGjRkXRRiFECUtKSmL16tUoisKaNWtITU2lZcuWvPHGG/j7+9PY1lbtmQB1jactW+ARXtS01C/sWru2+pGbRo3UhBFgtl7WumrN8KrekEZXz2GBEb1Gw9lq9bnk0QyOX+f7bWEcv5oAgKWFhqGtqjO+Rx3qVXbI7SpCCCFEmVfgQOqHH34AIDIykm3btrFt2za++uorXn75ZSpXrsz169cLvZFCiOJ38+ZNVq5cSWBgIOvWrSM9PZ22bdvy/vvv4+/vT727EzP89huMGgU//vhIB1Hlyu3etHUnrvPSH4fp1nkUv/39PgBao5GPOz9F6J+HTYdXsNLyZHtPXuhW584aUEIIIUQ59cDpshwcHHBxccHFxQVnZ2csLS3x8PAozLYJIYpZbGwsK1asQFEUNm7ciE6no1OnTsyePZvhw4dTq1Yt9cDMTLW3IvuwtUGDIDw89xTfoszSG4zMXHkKIxBauzVHPerTIvI8Rz3qE1pb7YXUAC8/Vo+xXWrjam9dou0VQgghiotFQU9444036NixI25ubrzzzjtkZGQwffp0bty4weHDh+9fgRCiVImKiuLHH3/E19eXKlWqMG7cOG7dusWnn35KREQEu3fvZurUqXeCqBs3oE8fmDcvZ2USRJU7W89EcT0hTX2j0TC3x2jOV/Jkbo/RpkDaCHSp6yZBlBBCiEdKgXuk5s2bh7u7O++//z5DhgyhcePGRdEuIUQRun79OkFBQQQGBprWf/Px8WH+/PkMGzYs797lpCRo0wauXoXQUGjfHnx8iq/hosjdSExjf3gc+8Pj+OdSHGcik8zKd9VqSZ/nv89xXlRSWnE1UQghhCgVChxIHT58mO3bt7Nt2zY+++wztFqtKdmEj4+PBFZCFAK9wci+8DgOxmioFB5Hp3qVH3rNnYiICIKCglAUhV27dqHVaunVqxc//PADQ4YMwT2v7G/ZOTjAuHHwwQfg4aEuwirKLKPRyKXYFP4Jj2P/JTV4uhKX8kB1VXawLeTWCSGEEKVbgQOpFi1a0KJFCyZOnAjA0aNH+fLLL5k4cSIGgwF99jVGhBAFtu7EdWauPHV7OJWW384foKqTLe8P8qZf06oFqis8PJzAwEAURWHfvn1YW1vj6+vLL7/8wuDBg3F1dS14A997T50jNXEiVKlS8PNFidEbjJyNTOKf20HT/ktxRCeZLwRsoQHvao60q+VK+1qutPJyYeDX24m5pcszpX1VJ1va136AryUhhBCiDHugZBOHDx82ZezbsWMHiYmJtGzZkp55LRwphMiXdSeu89LiQxjv2h+ZkMZLiw/x/dOt7xtMnT9/3hQ8HTx4EFtbW/r168fixYsZOHAgTk5O+W/QyZMQF6cu7ppFq4WPPsp/HaLEZGQaOH71JvvD4/nnkjpULykt0+wYa60FLTyd1MCptittarrgYGtlKj9z5gz/Lv8Cm16vgNGARnNnaq3RaAA0jGxo9dA9pkIIIURZU+BAysXFhVu3btGiRQt8fHx44YUX6N69O46OjkXRPiEeGdmzo93NiJoZbebKU/Tx9sjxR+upU6dMwdOxY8ews7NjwIABvP766/Tv35+KFSsWvEF//AEvvgj29nDoENSo8SC3lYPeYGR/eBxRSWlUdlB7MuSP8MKRnJ7J4Ss32R8ey/5LcRyJuEmazmB2jL21lja1XGlfy4V2tVxp4emMrZU2zzrHjBnDjYN7qZCUiLvvS2B/p+dJnxRL3OYf+TowipeHnEWrzbseIYQQorwpcCD1+++/F1rgFBoayrx58zh48CDXr18nODiYoUOHmh1z+vRp3njjDbZv347BYKBJkyb89ddfeHl5ERcXx/vvv8+GDRuIiIjAzc2NoUOH8uGHHxbsv+5ClAL7w+PuZEfLhRG4npDGU//bSw2XCiRHXuT83k2c3L2ByMthVLCvSLvuvZkxbjI+vXpTydkRO2styQZLjGk67Kwt8x+wGI1qIJWSon7MmAE//fTQ92g+bFH1oMMWBcQnZ5h6mvaHx3HiWiJ6g3ko7mpvTbtaLrSvXYn2tVxpXNUBS23+ErYeOHCAvXv3AlDDGMPeDwZxNk5PVFIazjYapj03nKvn9hEGrFu3jgEDBhT2LQohhBClVoEDqYEDBxbaxZOTk2nRogVjxozB398/R3lYWBhdu3Zl3LhxzJw5EycnJ06fPo2trTqp+dq1a1y7do1PP/0Ub29vLl++zPjx47l27RqKohRaO4UoDvfLemY0Gsm4Ecba7btIObuLzPhraGzssavfAXf/UVSo1YrLltb8eg1+/f1YrnXYWllQ0cYSO2tL7Ky12NvcfrW2xM7G/NVlwocMP3yMmA5dCZvwDrZhMdhbW2JvY4m9jdZUh1U+/ygvjGGLj7rrCalmGfXO3biV45jqzhVoX9vVNFSvrrs9mjzmNt3P5s2bTduTJ0/G1cWZTi53yt94fRoBAQEAbNmyRQIpIYQQj5QHXpC3MPj5+eHn55dn+dtvv03//v2ZO3euaV+dOnVM202bNiUwMND0vm7dunz00Uc8/fTTZGZmYmlZorcnRIG4VbTJsc9oNJJx/RwpZ3eRfHYX+oQbVHBwon03Xxp37kO1xu3IMFqQnKEnOT2T5PRMUjL0JGdkkpKuvianZ5LVSZGmM5CmywAyclzLUp9Jptb8e+bzx+cSb+cEf53Ms93WlhbYW6uBVVaAZXq11mJnY0kFKwuW/fPvAw1bfFQZjUYuxiSbZdT7Nz41x3H1KlekfW01MUS72q5Ud65QaG1IS8vWc1g1Z5CbfV/2Y4UQQohHQamNNAwGA6tXr+b111+nb9++HD58mNq1azN9+vQcw/+yS0hIwNHR8Z5BVHp6OunpdzJVJSYmAqDT6dDpdIV2D6VB1v2Ut/sqb2JvpTN/8zlAncCffvU0KWd2kXJuD/qkaCzsnLFr0BHP1j3Z99XL2NrkP+240WgkI9NAcoaelAw9KRmZd7bT9aSkZVDnp6+ptnsbf85ZSBLa2+WZpGS4mwVmKbfPS87IRKdXw6KMTAMZmQbiUx78ayxr2GLrDzZQxdEWV3srXO2tcbGzxtXe6var+baLnVW+e8OKk95gZG9YNAdjNDidj6JjXfd8BYd6g5EzkUn8czmeA5fiOXD5JrHJ5gGv1kKDd1UH2tZ0oV1NF9rUdM6xCG5hfq9n/8fV0qVLc4xIWLp0qdmxZf3njPy8LLvk2ZVd8uzKrvL87PJ7Txqj0ZjbP4mLnUajMZsjFRkZSdWqVbGzs2PWrFn07NmTdevW8dZbb7F161Z69OiRo47Y2Fhat27NM888w6xZs/K81owZM5g5c2aO/UuWLMHOzq7Q7kmI/AhPgl/OQFTYKVLP7SL53B70t+LQVnTFrkFn7Bp2waZGYzQWWsY2MNCiUuF+yzZfsIDa69apbfHz49h//pOv8zINkGGAdH22D4PGtJ297PItDaduFn7QU0FrxN4KKlpCRSsj9pZQ0UrdrmjJ7TIjFa3UbRuLPDN4F4qjsRqCLllwM+PORZytjQyvlfO5ZRrg8i24mKQhLFFDeJKGNL154yw1RmpWhLqORuo6GqnlYMS2GPM5pKenM27cOG7dUocQDhkyhIEDB6LVatm4cSPLli3DYDBgaWnJzz//LHNThRBClAspKSmMGjXK1EGTl1IbSF27do3q1aszcuRIlixZYjpu8ODB2Nvb8+eff5qdn5iYiK+vLy4uLqxYsQIrKyvykluPlKenJzExMeUu+6BOp2Pjxo306dPnnp8TUfwyMjJ4d8Hf/Lx4GbfO7cGQkoBHtep06OnHefsm3HKua0o1XdXJhrf9GtG3SRGs23T4MJbdu4NOh+H99zG8+WahRxv7wuN4+pcD9z1u1pDGVHe2Iz4lg7jkDOKSdXe2U3TEJ2cQl5LBzRQdhgf4yWVtaYGrXe49XHe2rXC1s8bF3hrnCvlP673+5A1eXXo0x/DFrLPnBTTF1c5a7XG6fJOj/yaQkWmeUa+ijSVtvJxpW9OZdrVcaFrdCRvLku11+/7775k0adI9j3nrrbeYMWNG8TSoCMnPy7JLnl3ZJc+u7CrPzy4xMRE3N7f7BlKldmifm5sblpaWeHt7m+1v3LgxO3fuNNuXlJREv379qFixIsHBwfd9mDY2NtjY5JyPYmVlVe6+ELKU53srSzIyMti0aRNLl/3FX0EhpN9KwNKpCs17DuGLN/9Djy6d0Gg06A1G9lyIYsOOffh260CnepWLbu5Q+/bwyy9QuTLa3r0pig6PTvUqU9XJlsiEtFznSWkADydbRnaona/7NBiMJKTqiE3OID4lg9hbarB1ZzuduBSd+norg9jkDNJvD0GMTEwnMjH9vtcANZ50sVOHEVayt1GHFNpbU8k+K/hSP5wqWPHB6jN5zgED+K9yIkeZW0Vrs8QQjTwcS90csVdffZXU1FTefvvtXBdc/+9//8uHH36IhUXpG2b5oOTnZdklz67skmdXdpXHZ5ff+ym1gZS1tTXt2rXj7NmzZvvPnTtHzZo1Te8TExPp27cvNjY2rFixwpTRT4jSIi0tjfXr1xMYGMiKFStISEigglsNbJr1xb1RV2aMGcDYrrXNMqtpLTR0qO1K7GkjHQpznaWUFFAUePZZ8/2jRhVO/XnQWmh4f5A3Ly0+hAbMAo6sO3t/kHe+79PCQoPL7aAmv1IyMom9dTvYSs4g7q7tOFMvmPqRkKrDaMT0Piw6Od/Xyou7gzXd6rvT4XbwVNvtwTPqFReNRsMbb7zBk08+yU8//cS+ffswGAy0atWKF154gQYNGpR0E4UQQogSUaKB1K1bt7hw4YLpfXh4OEeOHMHV1RUvLy+mTZvGiBEj6N69u2mO1MqVK9m2bRug9kT5+vqSkpLC4sWLSUxMNCWOcHd3l8UhRYlJSUlh7dq1KIrCqlWruHXrFk2aNMHvyXHsM9ZD7+yJh5Mt3z3VmjY1Xe9fYWE4fx4CAuDYMXWdqNGji+e6t/VrWpXvn26dYx0pj2JaR8rO2hI7V0s8XfM3D1KnNxCfkkF8so7Y5HS1xytZDbyyXrOCrGs3U0lMy7xvne8M8GZIy+oPeyslombNmnz44Ycl3QwhhBCi1CjRQOrAgQP07NnT9H7q1KkAjB49moULFzJs2DAWLFjAnDlzmDhxIg0bNiQwMJCuXbsCcPDgQfbt2wdAvXr1zOoODw+nVq1axXMjQqAG9qtXr0ZRFNauXUtKSgotW7bkjTfeYNCQYQSHw8LdlwDoUrcSX49slWvK8yKzd68aRAFMm6YGVfb2xXd91GCqj7cH+8PjiEpKo7KDLe0Ls8etEFlpLajsYEtlB1vA4Z7H7gmLZeT/9t63TrUuIYQQQpQHJRpI+fj4cL9cF2PHjmXs2LEPfL4QRenmzZusXLmSwMBA1q1bR3p6Om3btuW9997D39+fevXqcT0hlQl/HOLwlZsAvNyzLlP7NCz+4OGZZ2DnTtixAwIDiz2IyqK10NCpbqUSuXZRaV/bNV9zwNrXLqbeRyGEEEIUuVI7R0qI0iouLo7ly5ejKAobN25Ep9PRqVMnPvroI/z9/c16Qneej2Hi0sPEJWfgYGvJF0+0pLd3EWTey41OB3dPlvzqK8jMhIoVi6cNj4jCngMmhBBCiNJPAikh8iEqKoqQkBAURWHr1q3o9Xq6du3Kp59+yvDhw6lRo4bZ8QaDke+2XeCzjecwGsG7qiMLnm6DV6ViWqdsxw51DlRgILRqdWe/JGMpMiU9B0wIIYQQxUsCKSHycP36dYKDg1EUhe3btwPqcNKvv/6aYcOG4eHhket5CSk6pvx1hC1nogAY0daTmUOaYGtVTMlPNm+Gvn1Brwd/fzh4EFxciufaj7isOWDFlrpeCCGEECVGAikhsomIiCAoKAhFUdi1axdarZZevXrxww8/MGTIENzd3e95/omrCbz0x0Ei4lKxtrTgwyFNGNHOq5haf1vXrtCmDezfD7Vrq0P5RLEpstT1QgghhChVJJASj7zw8HACAwMJDAxk7969WFtb06dPH3755RcGDx6Mq2v+EgQs++cK7y4/SUamAU/XCnz/VBuaVncq4tbnwsYG/v4bFi2Ct94CWQZACCGEEKLQSSAlHknnz58nMDAQRVE4ePAgNjY2+Pn5sXjxYgYOHIiTU/4DoDSdnndDTvD3wX8B6N24Mp893hInu2Ja5fuvv6BXL6iULROelxe8+27xXF8IIYQQ4hEkgZQoeyIiIDo67/LKleGu5A8Ap0+fRlEUFEXh2LFj2NnZMWDAAKZNm0b//v1xcLj3WkG5uRybzPjFhzh9PRELDbzm25CXetTFojiGc6Wnw5Qp8P334OcHq1aBhUXRX1cIIYQQQkggJcqY9HRo1w5u3Mj7GA8PuHQJo7U1x48fR1EUAgMDOXXqFA4ODgwcOJD333+ffv36YWf34Fn0NpyM5LW/j5KUlkkle2u+HtmKLvXcHri+AouNBUVRt9euhdWrYdCg4ru+EEIIUQyioqJIT08v6WaIuxgMBjw9Pbl27RoWZfAfue7u7tg+ZDZjCaRE2WJtrQ5bi44GgyFHsVGj4bCrK8qMGSiBgZw/fx4nJyeGDBnCxx9/TJ8+fR76myZTb+Czjef4flsYAK29nPnuqTZ4OBVzavFq1eDPP2HIEPj6awmihBBClDuJiYloNBo8PT1LuiniLgaDAScnJxwdHctcIKXX67l69SqVK1d+qL8LJZASZYtGAx9+CP36mXYZgf2AAihGI5dOncI1MpJhw4bx1Vdf0atXL6ytrQvl8tFJ6Uz88zB7LsYCMKZLLab7Ncbashh+gBgMYDSaJ4/o1QsuXQK3YuwJE0IIIYpJQkJCjrUahXhYWq2W6tWrc+3atYcK0iWQEmWPry+Gtm3ZfegQisFAEBABuAPD3d0J+OMPevj4YGVlpa6n9L//QfPmMGOGeT0nT0JiorrGUt26YHXv5BAHLsXx8pJD3EhMx85ay9yA5gxsXq1w7y37/K/MTJzCwuDwYbh1C955Bzp0gC++MD9HgighhBDlmEYjy0iIwqcthKzGEkiJMkOv17Njxw4URSHo4kWuGwxUBfyBAKAroP39d+jTRz0hNRU2bFC3Y2NzBlIffgjLlqnbYWFQp86dsl274M03wdkZ43PP8UuV1sxZc5pMg5F6lSvyW/U4qiWEwdkkaNiwcG7wrvlfVoDP3cfs2QM+PupwPiGEEEIIUWIkkBKlmk6nY9u2bSiKQnBwMNHR0Xh6ejLimWcIWL+eTmfPYmE0qkP+GjUCX987J9+8eWfbxSVn5fHxeZdfuQI7dwIQ6NSAD2uo42cHtajGx8ObYe9UUQ18mjeHo0fNz505U03+4OwMCxZArVp3yqKiYMcO9Xr160P27uT7zP8CwNISHB1zLxNCCCGEEMVGAilR6mRkZLBp0yYCAwMJCQkhLi6O2rVr89xzzxEQEEC7du3Ubv716+/MlTIa1SFv2bv/PTzUIXHZA6bsHn9cDb7i4+HudaOSkkybe+MNWHppeGdAY0Z3roUmLU0NoiD3AO30adi37067sjt0CAIC1O333lODriwajTrUMK8gCmDhQujZM+9yIYQQQpQrCxcuZPLkydzM/g9iUSpIICVKhbS0NDZs2ICiKKxYsYKEhATq16/P+PHjCQgIoGXLljnHSPv6qkPh/vlHfc3eGwVqYGJvr37k5vnn82zP8vYDeHf6CqyTEnBwdWbZ2E60qXk7aDIaYdYsNQDL3tuUJXuK1rsDrexBnbNzznPDw3NvkFYLrVvDqFF5tlkIIYQQOekNRvaHxxGVlEZlB1va13ZFW4TrPT733HMsWrQox/6+ffuybt26e55bq1YtJk+ezOTJk037RowYQf/+/Qu7mTlIwFZwEkiJEpOSksLatWtRFIVVq1Zx69YtmjRpwqRJkwgICKBp06b3nmCq0cDs2TBxovpaCJNRMzINfLT6FIv2XAYs6NKiHl8/2YpKFW3uHGRnB2+/nXclwcGQman2Lt3d09WiBXz8sTrssEMH87L0dHBwUIOtu3ul9Hp1TpdMuBVCCCHybd2J68xceYrrCWmmfVWdbHl/kDf9mlYtsuv269ePX3/91WyfjY1NHkffW4UKFahQoUJhNEsUsrKV9F2UeUlJSSxdupTHH38cd3d3AgICOH36NG+88QanTp3ixIkTzJw5k2bNmuUvS0/v3nDqlPr6kK7dTOWJH/bcDqLglZ71+G1sB/MgKr8sLcHVNWfg4+0Nb7wBc+ZA587mZTY2EBMDOh20aYPxdjYZo1abe4+bEEIIIfK07sR1Xlp8yCyIAohMSOOlxYdYd+J6kV3bxsYGDw8Psw+X26NUZsyYgZeXFzY2NlSrVo2JEycC4OPjw+XLl5kyZQoajcb0d9DChQtxzjaKZcaMGbRs2ZJffvkFLy8vKlasyEsvvYRer2fu3Ll4eHhQuXJlPvroI7M2ff755zRr1gx7e3s8PT2ZMGECt27dAmDbtm2MGTOGhIQE07Vn3E7SlZGRweuvv0716tWxt7enQ4cObNu2zVTv5cuXGTRoEC4uLtjb29OkSRPWrFlTRJ/Z0kV6pESRS0hIYOXKlSiKwrp160hPT6dt27a89957+Pv7U69evZJuIjvORzNp6RHikjNwtLXkyydb8lijKiXTGAsL+OgjNLfnf2mkN0oIIYTAaDSSqtPn61i9wcj7K05izKXMCGiAGStO0aWeW76G+VWw0hZKGnZFUfjiiy9YunQpTZo0ITIykqO3k1YFBQXRokULXnzxRV544YV71hMWFsbatWtZt24dYWFhBAQEEB4eToMGDdi+fTu7d+9m7Nix9OrVi44dOwJgYWHB119/Ta1atQgPD2fChAm8/vrrfPfdd3Tu3Jkvv/yS9957j7NnzwJQsWJFAMaMGcOlS5dYunQp1apVIzg4mH79+nH06FGqVKnCK6+8gk6nIzQ0FHt7e06dOmU6t7yTQEoUibi4OJYvX46iKGzcuBGdTkenTp346KOP8Pf3p1Zuc4tKgMFg5NutF/h80zmMRmha3ZHvn2qDp6tdyTbM1xdDmzZYHDyovpaT3qiUlBSWLl3KmjVrSEpKwtPTk2effZZu3brJOiFCCCHuKVWnx/u99YVSlxGITEyj2YwN+Tr+1Ad9sbPO/5/Nq1atyhFMvPHGG9jb2+Ph4UHv3r2xsrLCy8uL9u3bA+Dq6opWq8XBwQEPD4971m8wGPjll19wcHDA29ubnj17cvbsWdasWYOFhQUNGzbkk08+Ydu2baZAKvu8q9q1a/Phhx/y0ksv8d1332FtbY2TkxMajcbs2mFhYfz555/8+++/VKumrp353//+l3Xr1rFw4ULeeOMNIiIi8Pf3p1mzZgDUyb6cTDkngZQoNFFRUYSEhBAYGMiWLVvQ6/V07dqVTz/9lOHDh5e6lclvpmQwZdkRtp5VF8Ad2d6T9wc1wdbq4Rdoe2gaDYZZs7j1wgvYzZqFRTkIMnbu3Im/vz9RUVFm+3/++Wd69erF33//bRr2IIQQQpRlPXv25Pvvvzfb5+rqSnJyMl9++SV16tShX79+9O/fn0GDBmFpWbA/yWvVqoWDg4PpfZUqVdBqtVhYWJjty/47d+vWrcyePZtTp06RmJhIZmYmaWlpJCcnY59HYq5Dhw5hNBpp0KCB2f709HRcXV0BeOWVV3j55ZfZsGEDvXv3xt/fn+bNmxfofsoqCaTEQ7l+/TrBwcEoisL27dsBdYzv119/zbBhw+77H5WScvzfBMYvPsjVm6nYWFrw4dCmPNHW8/4nFiNjr15s/eYb+vfqVdJNeWgnT57Ez8/PNBb7bps3b2bQoEFs27atwL9MhBBCPBoqWGk59UHffB27PzyO5379577HLRzTjva1XfN17YKwt7fPdeqCq6srZ8+eZePGjWzatIkJEyYwb948tm/fjpWVVb7rv/tYjUaT6z7D7eRVly9fpn///owfP54PP/wQV1dXdu7cybhx49DpdHlex2AwoNVqOXjwIFqt+efAzk4dvfP888/j5+fH6tWr2bBhA3PmzOGzzz7j1Vdfzff9lFWSbEIUWEREBF999RXdunWjevXqTJo0CSsrKxYsWEBkZCSbN2/mpZdeKpVBlNFoZMm+K/h/v5urN1PxcrUjaELnUhdElTczZswwBVE9evRg9+7dxMTE8Pvvv+Pu7g7Arl27CAkJKcFWCiGEKM00Gg121pb5+uhW352qTrbkNZ5Dg5q9r1t993zVV5jDz//f3n3HVVn3fxx/HfYQMEAEEhEld+7MmWhuc99pmSst03KXezbct912Z1mW20wtx22amrlypuBoaGGESqk5Y6jMc/3+4OfJIzgo8HDw/Xw8rodc43zP5+J7hOvDd7m7u9OmTRv++9//smPHDvbt28f3338PgIuLCxkZ9zYOLCciIyNJT09n5syZ1KpVi9KlS3PmzBmra7J776pVq5KRkcH58+cJDw+32m5+zgsJCaFv376sXr2aV199lY8++ijX7yE/0p9+5Z7ExsayatUqVq1axf79+3F2dqZp06bMnz+fNm3aWJp387PrqRmMXfsDqw79BkDjckWZ2akyPu73/hcgyblLly6xZs0aAAICAtiwYYOlC0HXrl3x9fWlVatWAHz88cf868aCxSIiIn+To4OJCa3L02/pIUxgNenEjZRoQuvyebaeVEpKCufOnbM65uTkxPr168nIyODxxx/Hw8ODJUuW4O7uTmhoKJDZZe+bb77hmWeewdXVFX9//1yJp1SpUqSnp/Puu+/SunVr9uzZwwcffGB1TYkSJUhKSmLr1q1UrlwZDw8PSpcuzXPPPUf37t2ZOXMmVatW5eLFi2zbto0KFSpQr149hgwZQsuWLSldujRXrlxh27ZtlCtXLlfizu/UIiW3deLECaZOnUqNGjUoWbIkY8eOJTAwkCVLlnDhwgXWr19Pz5497SKJOnnxKu3f38OqQ7/hYIIRzcsyt1t1JVH3wa+//mr5C1fr1q2z9MNu3rw53t7eAERHR9/3+EREpGBqXjGIOV2rEejjZnU80MeNOV2r5ek6Ups2bSIoKMhqq1evHoULF+ajjz6ibt26VKpUia1bt/LFF1/g5+cHwBtvvMHJkycpVaqUpcdGbqhSpQpvv/0206ZNo2LFinzyySdMmTLF6po6derQt29fOnfuTJEiRZg+fToACxYsoHv37rz66quUKVOGNm3a8O233xISktmbJyMjg1deeYVy5crRvHlzypQpw/vvv59rsednJsMwspsZ8oGSkJCAj48P8fHxlge6giDDbLDvl/N8tetbmtZ/nNrhAXf9y8vx48f5/PPPWbVqFUePHsXDw4NWrVrRsWNHWrZsaTWw0V5s/vEcr608SmJKOv6FXPjvs1WpUyp3/sKTl9LS0vjyyy9p2bJljvpN5zffffcdlStXBqBNmzb873//szqfkJCAn58f6enplC1bluPHj9sizFxVUOruQaN6s1+qO/t1t7qLi4uzPLD/XRlmgwOxlzmfmEyAlxs1w3zzrCXqQWI2m0lISMDb29tqkgt7crvP173mBja962+++YbWrVsTHByMyWTKdnzE8ePHadOmDT4+Pnh5eVGrVi1Onz5tOZ+SksKAAQPw9/fH09OTNm3a8Ntvv93Hu8ifNv1wlnrTttF1fiSLTzjSdX4k9aZty7L4nGEYfPfdd0yYMIEKFSpQvnx5pk+fTvny5Vm1ahUXLlxg5cqVdO7c2e6SqPQMM1M2HuelJVEkpqRTI/Qh1g+obxdJVEFSrlw5ihbNXJNrw4YNREVFWZ2fPn066enpQOZEJfYsKSmJpUuXMnXqVNavX68WNhGRfMDRwUTtUn60rfIwtUv5KYmSXGPTMVJXr16lcuXKPP/883Ts2DHL+ZiYGOrVq0fv3r15/fXX8fHx4fjx47i5/dVEO3jwYL744guWL1+On58fr776Kk899VS2s4s8KG6s5H1rU+ONlbzff64qRdPO8fnnn/P5559z4sQJfHx8aNu2LVOmTKFp06ZW32N7dD4xmYGfHmb/r5cB6F0vjJEtyuLsaJ9/MbFnzs7OvPTSS7zxxhuWKfG7d+9OmTJl2LhxI19//TWQOYj45ZdftnG0f49hGEyZMoWpU6eSmJhoOf7xxx/TokUL5s2bR1BQ3nUhERERkfvPpolUixYtaNGixW3PjxkzhpYtW1r6aIL1Il/x8fHMmzePJUuW0LhxYwCWLl1KSEgIX3/9Nc2a3dsUmQVJhtng9S+OZUmiDMMg5Ww0137eQ/u5e0m5cg5fX1/atWvHO++8w5NPPomLi4tNYs5tB09e5pVPDnE+MQVPF0em/6syrSrpIdaWRowYwddff83evXtJTk5m7ty5Wa6ZPHmyZTE/ezN06FBmzZqV7bmNGzdSv3599u/fn2uDhkVERMT28u2sfWazmQ0bNjB8+HCaNWvG4cOHCQsLY9SoUbRr1w6AqKgo0tLSaNq0qeV1wcHBVKxYkb179942kUpJSSElJcWyn5CQAGT2073TXPr24NvYy5yNT7bsp144SdJ3W7j2814yEi/g4OGDR+natB/QjhZNGuJbyANPdyeOnU3Ex90ZH3cnPF2ccLCDZu8Ms0HkqSucT0whwMuV6sULs3j/aaZ/dYIMs0F4EU/ee7YKJYt42mW93ojZHmO/lbOzMxs2bGD06NEsWrSIa9euWc6FhYUxZswYunfvbpf3GhkZaUmiTCYT3bt3p2nTpmzevJnNmzfzxx9/EBMTw/jx43nnnXdsG6zcUUH6P/egUd3Zr7vVndlstqyFJPnLjWkWDMOw2zoym83Zfvbu9WdJvplswmQysWbNGkuSdO7cOYKCgvDw8OCtt96iYcOGbNq0idGjR7N9+3YaNGjAsmXLeP75562SIoCmTZsSFhbGhx9+mO17TZw4kddffz3L8WXLllkWF7NXURdNLD7xV5fGxKObid/9CR6l6+BRpg6uxSpgcrhzl0cTBu6O4O4EHk7g7mTgccu+u2Pm1x5O4O5o3HQOHO9DDnb0konVJx34M/WvN3M2GaQZmfvV/Mw8U8qM64PZuzNfS0pK4tixY1y/fh1/f3/KlStnt4NUAd599122bt0KQM+ePS0/wwAuXLjAK6+8QmpqKm5ubixcuNDuu82KiNxPISEhVr2RRHLTr7/+SlxcXJbj165do0uXLnedbCJft0gBtG3bliFDhgCZUzfu3buXDz74gAYNGtz2tYZh3HHhtFGjRjF06FDLfkJCAiEhITRt2tTuZ+3zi73M4hORlv1CFRtRqFITTCbrB9W6pXxxdnQgITmd+OtpJP7/vynpZgxMXMuAaxlwKQW47XJ22fN0ccTb3RkfNye83Z3x/v9/fW7++qZjXm5Oma1hbk643sPK4Zt//IMF+45m6b54I4nqVP1h3mpbPlcXz7OFtLQ0tmzZQpMmTTQLVT42atQoILPVbdasWXh4eFjqrkuXLmzbto1PP/2U5ORkQkJCeOyxx2wcsdyO/s/ZL9Wd/bpb3Z05c8bun80KKsMwSExMxMvLy26fufz8/LIdVnCjt9rd5NtEyt/fHycnJ8qXL291vFy5cuzevRuAwMBAUlNTuXLlCg899JDlmvPnz1OnTp3blu3q6oqrq2uW487Oznb/A7h2eABBPm6ci0/GAEyO1vdjInP9hMW9a2U7a01yWgYJ19NISE4j/vpfW8L19Fv2rb9OSE4nKSVz5rWrqRlcTc3gbHzO43d1crAkWD43JV83vi7k5sR722OyJFE32/XLJRydnAvMrDwF4XNZkN1o1Hd0dMTDw8Oqrpydna1auR0cHFSXdkD/5+yX6s5+3a7uHBwc7LrXQkF2o9HDZDLZbR3d7vfyvf4cybeJlIuLC4899hg///yz1fHo6GjL6s/Vq1fH2dmZLVu20KlTJwDOnj3LDz/8YDVBxYPkn67k7ebsiJuzIwHeOe9+lJ5htrRw3Zxoxd+UmCXcLjFLTsMwICXdzIXEFC4kptz9DW/jbHwyB2IvU7uU398uQ+ReVapUiZ9++onk5GSWLVtGjx49LOeuXLnCqlWrgMyfaWXKlLFVmCIiIpLLbJpIJSUl8csvv1j2Y2NjOXLkCL6+vhQvXpxhw4bRuXNnnnjiCcsYqS+++IIdO3YA4OPjQ+/evXn11Vfx8/PD19eX1157jUcffdQyi9+D6MZK3q9/ccxq4olAHzcmtC6fZyt5Ozk64Ovpgq9nzmf/M5sNklLTib92cytX1laxH8/Ec+j0n3ct73xi8l2vEckNffr0YeXKlQD069ePU6dO0axZM3bt2sWYMWP4888/AejUqZNVy7mIiIjYN5smUpGRkTRs2NCyf2PcUo8ePVi4cCHt27fngw8+YMqUKQwcOJAyZcqwatUq6tWrZ3nNf/7zH5ycnOjUqRPXr1/nySefZOHChQ/sGlI3NK8YRJPygez75Txf7fqWpvUfp3Z4QL7t7ubgYMLbzRlvN2futH75vphLPPvR/ruWF+ClAf1yfzRq1Iinn36azz77jOvXrzNhwgQmTJhgdY2/vz9vvvmmjSIUEXlAxcXBhQu3Px8QAMWK3b94ctnEiRNZu3YtR44cATInPPrzzz9Zu3bt3y4zN8p4kNg0kYqIiOBukwb26tWLXr163fa8m5sb7777Lu+++25uh2f3HB1MPB7my6XjBo+H+ebbJConaob5Wo0Bu9WNMWA1w3zvd2jygDKZTCxZsoTChQvz8ccfZ/mZVr58eT777DNKlChhmwBFRB5EKSnw2GPwxx+3vyYwEE6ehGzGzf8TPXv2ZNGiRQA4OTkREhJChw4deP311/H09MzV97rZO++8c9fn6htOnjxJWFgYhw8fpkqVKn+rDMnHY6REsvNPx4CJ5AVXV1fmzp3L6NGjWbp0KbGxsVy4cIF+/frRrFkzux2EKyJit1xcoHjxzBap7NY4cnCAkJDM6/JA8+bNWbBgAWlpaezatYsXXniBq1evMmfOHKvr0tLScm2CFB8fn3xRxoNEv93F7twYAxboY919L9DHjTldq+XZGDCRuylRogRjx47lgw8+oHfv3jRu3FhJlIiILZhM8Oab2SdRkHn8zTczr8sDrq6uBAYGEhISQpcuXXjuuedYu3YtEydOpEqVKsyfP5+SJUvi6uqKYRjEx8fTp08fAgIC8Pb2plGjRhw9etSqzKlTp1K0aFG8vLzo3bs3ycnW48FvXcvQbDYzbdo0wsPDcXV1pXjx4kyaNAmAsLAwAKpWrYrJZCIiIiLbMlJSUhg4cCABAQG4ublRr149Dh48aDm/e/duHB0d2bp1KzVq1MDDw4M6depYTRZ39OhRGjZsiJeXF97e3lSvXp3IyL+W6rFn+g0vdql5xSB2j2jEpy/W4p1nqvDpi7XYPaKRkigREZGC7u23M8c2FSsG/z8BmUVs7F/nvvgis3tfduPmnZ2haVPrYwsX/vXa1atzNWR3d3fS0tIA+OWXX1i5ciWrVq2yjG9q1aoV586d48svvyQqKopq1arx5JNPcvnyZQBWrlzJhAkTmDRpEpGRkQQFBfH+++/f8T1HjRrFtGnTGDduHMeOHWPZsmUULVoUgAMHDgDw9ddfc/bsWVbf5n6HDx/OqlWrWLRoEYcOHSI8PJxmzZpZ4rphzJgxzJw5k8jISJycnKyG5Tz33HMUK1aMgwcPEhUVxciRIwvMMgXq2id2y9HBpCnORUREHjQJCfD775lfp9yyXEpGxl/n/vwzs9WpefOsZaSlZW2Nunr1r9deu5Zr4R44cIBly5bx5JNPApCamsqSJUsoUqQIANu2beP777/n/PnzlnVO//3vf7N27Vo+//xz+vTpw6xZs+jVqxcvvPACAG+99RZff/11llapGxITE3nnnXeYPXu2ZVmOUqVKWSZsu/Hefn5+BAYGZlvGja6ICxcupEWLFgB89NFHbNmyhXnz5vHqq69arp00aRINGjQAYOTIkbRq1Yrk5GTc3Nw4ffo0w4YNo2zZsgA88sgjf/M7mf+oRUpERERE7Ie3Nzz8cOZ260QRjo5/nXvoocxWp1tbpZydITg4a7menn+99qbF1P+O9evXU6hQIdzc3KhduzZPPPGEZWK00NBQSyIDEBUVRVJSEn5+fhQqVMiyxcbGEhMTA8Dx48epXbu21Xvcun+z48ePk5KSYkne/o6YmBjS0tKoW7eu5ZizszM1a9bk+PHjVtdWqlTJ8nVQUGbvoPPnzwOZs3K/8MILNG7cmKlTp1ruqSBQi5SIiIiI2I+hQzO37ISFwW+/WR+7tVXqiy+gWbOsr+3ZM3PLBQ0bNmTOnDk4OzsTHBxs1ZXt1pn7zGYzQUFBlnVSb1a4cOG/9f7u7u5/63U3uzF7n+mWljvDMLIcu/n+bpwz///4tIkTJ9KlSxc2bNjAxo0bmTBhAsuXL6d9+/b/OEZbU4uUiIiIiBRcN1qlIPPfW8dG5QFPT0/Cw8MJDQ2963igatWqce7cOZycnAgPD7fa/P39AShXrhz791uvo3nr/s0eeeQR3N3d2bp1a7bnXf5/tsKMjIzblhEeHo6Liwu7d++2HEtLSyMyMpJy5crd8Z5uVbp0aYYMGcJXX31Fhw4dWLBgQY5en18pkRIRERGRgstkgsmToVy5zH/zaKa+v6tx48bUrl2bdu3asXnzZk6ePMnevXsZO3asZXa7QYMGMX/+fObPn090dDQTJkzgxx9/vG2Zbm5ujBgxguHDh7N48WJiYmLYv38/8+bNAyAgIAB3d3c2bdrEH3/8QXx8fJYyPD096devH8OGDWPTpk0cO3aMF198kWvXrtG7d+97urfr16/Tv39/duzYwalTp9izZw8HDx7McSKWX6lrn4iIiIgUbI0bw7Fjto4iWyaTiS+//JIxY8bQq1cvLly4QGBgIE888YRllr3OnTsTExPDiBEjSE5OpmPHjvTr14/Nmzffttxx48bh5OTE+PHjOXPmDEFBQfTt2xfIXCj4v//9L2+88Qbjx4+nfv362XYtnDp1KmazmW7dupGYmEiNGjXYvHkzDz30kKXr3p04Ojpy6dIlunfvzh9//IG/v79lceKCwGRo+WISEhLw8fEhPj4eb29vW4eTq9LS0vjyyy9p2bJlgZlq8kGhurNfqjv7pHqzX6o7+3W3uouLiyMkJMQGkcndmM1mEhIS8Pb2tts1E2/3+brX3MA+71pERERERMSGlEiJiIiIiIjkkBIpERERERGRHFIiJSIiIiIikkNKpERERERERHJIiZSIiIiIiEgOKZESERERERHJISVSIiIiIiIiOaRESkREREREJIeUSImIiIiIPABMJhNr1661dRgFhhIpEREREZFctnfvXhwdHWnevHmOXleiRAlmzZqVN0FJrlIiJSIiIiKSy+bPn8+AAQPYvXs3p0+ftnU4kgeUSImIiIiI5KKrV6+ycuVK+vXrx1NPPcXChQutzq9bt44aNWrg5uaGv78/HTp0ACAiIoJTp04xZMgQTCYTJpMJgIkTJ1KlShWrMmbNmkWJEiUs+wcPHqRJkyb4+/vj4+NDgwYNOHToUF7e5gPPydYBiPxdZrOZxMREPDw8cHZ2tnU4IiIikseuXbvGTz/9dN/ft2zZsnh4eNzz9StWrKBMmTKUKVOGrl27MmDAAMaNG4fJZGLDhg106NCBMWPGsGTJElJTU9mwYQMAq1evpnLlyvTp04cXX3wxRzEmJibSo0cP/vvf/wIwc+ZMWrZsyYkTJ/Dy8spRWXJvlEiJ3YmOjubtt99m2bJlJCYm4uTkRMuWLRkyZAgRERG2Dk9ERETyyE8//UT16tXv+/tGRUVRrVq1e75+3rx5dO3aFYDmzZuTlJTE1q1bady4MZMmTeKZZ57h9ddft1xfuXJlAHx9fXF0dMTLy4vAwMAcxdioUSOr/Q8//JCHHnqInTt38tRTT+WoLLk3Nk2kvvnmG2bMmEFUVBRnz55lzZo1tGvXznK+Z8+eLFq0yOo1jz/+OPv377fsnzt3jmHDhrFlyxYSExMpU6YMo0eP5l//+tf9ug25j7Zs2UK7du24du2a5Vh6ejrr1q1j3bp1TJs2jeHDh9swQhEREckrZcuWJSoqyibve69+/vlnDhw4wOrVqwFwcnKic+fOzJ8/n8aNG3PkyJEctzbdi/PnzzN+/Hi2bdvGH3/8QUZGBteuXdP4rDxk00Tq6tWrVK5cmeeff56OHTtme03z5s1ZsGCBZd/FxcXqfLdu3YiPj2fdunX4+/uzbNkyOnfuTGRkJFWrVs3T+OX++u233+jQoYMliSpUqBA1a9bk+PHjnD17FoARI0ZQoUIFWrVqZctQRUREJA94eHjkqGXIFubNm0d6ejoPP/yw5ZhhGDg7O3PlyhXc3d1zXKaDgwOGYVgdS0tLs9rv2bMnFy5cYNasWYSGhuLq6krt2rVJTU39ezcid2XTySZatGjBW2+9ZRlglx1XV1cCAwMtm6+vr9X5ffv2MWDAAGrWrEnJkiUZO3YshQsX1uC6AmjOnDkkJSUB8NRTT/Hbb7+xdetWTp8+zbhx4yzXzZgxw1YhioiIyAMsPT2dxYsXM3PmTI4cOWLZjh49SmhoKJ988gmVKlVi69atty3DxcWFjIwMq2NFihTh3LlzVsnUkSNHrK7ZtWsXAwcOpGXLllSoUAFXV1cuXryYq/cn1vL9GKkdO3YQEBBA4cKFadCgAZMmTSIgIMByvl69eqxYsYJWrVpRuHBhVq5cSUpKyh3HyqSkpJCSkmLZT0hIADIz+1uze3t3434Kwn199tlnADg6OvLee+/h4eFhua+xY8eyfPlyTpw4wc6dO/n999+tPif2qCDV3YNGdWefVG/2S3Vnv+5Wd2azGbPZfD9D+kfWrVvHlStXeP755/Hx8bE617FjR+bNm8fMmTNp0qQJJUuWpHPnzqSnp7Np0yaGDRsGQGhoKDt37qRTp064urri7+/PE088wYULF5g2bRodO3Zk8+bNbNy4EW9vb8v3Jzw8nMWLF1OtWjUSEhIYMWIE7u7uGIZh9T3Mre/pjaTu1vLtidlszvazd68/S0zGre2ENmIymbKMkVqxYgWFChUiNDSU2NhYxo0bR3p6OlFRUbi6ugIQHx9P586d2bx5M05OTnh4ePD555/TpEmT277XxIkTrQb43bBs2bIczcgi91e3bt1ITEykaNGifPjhh1nO/+c//2Hnzp0AzJ49m2LFit3vEEVERCQXhYSEULJkSVuHcc+eeeYZzGYzK1euzHLu6NGjREREsGPHDk6fPs2MGTP4+eef8fLyok6dOixevBjInMZ8yJAh/PLLL6SkpHDlyhUgc12qt99+mz///JPWrVsTHh7OokWL+O677wD47rvvGDx4MMeOHaNYsWKMGzeOcePG0a9fP/r16wfAQw89xNKlSzUE4v/9+uuvxMXFZTl+7do1unTpQnx8PN7e3rd9fb5OpG519uxZQkNDWb58uaU74IABAzhw4ACTJ0/G39+ftWvX8p///Iddu3bx6KOPZltOdi1SISEhXLx48Y7fLHuUlpbGli1baNKkid1PEV6xYkWio6NxcHAgJibGqu+x2WymQoUKxMTEAHDmzBn8/f1tFWquKEh196BR3dkn1Zv9Ut3Zr7vV3ZkzZwgJCbFBZHI3hmGQmJiIl5eXZb0rexMXF0dwcHCW4wkJCfj7+981kcr3XftuFhQURGhoKCdOnAAgJiaG2bNn88MPP1ChQgUgc/rIXbt28d577/HBBx9kW46rq6ulRetmzs7OBfYHcEG4t86dO/Pmm29iNpvp27cvn3zyCX5+fqSmpjJ+/HhLEtWoUSOCgoJsHG3uKQh196BS3dkn1Zv9Ut3Zr9vVnYODAw4ONh3SL7dxozufyWSy2zpycHDI9nN3rz9H7OquL126RFxcnOUh+cbsbbdWnqOjo9321ZTb69u3r+WvAps3b6ZYsWLUrVuXhx9+mOnTp1uu0/TnIiIiIpLXbJpIJSUlWWYzAYiNjeXIkSOcPn2apKQkXnvtNfbt28fJkyfZsWMHrVu3xt/fn/bt2wOZc/qHh4fz0ksvceDAAWJiYpg5c6ZlrSEpWIKDg/nf//5nWZ07OTmZvXv3Ws1IM2vWLJo1a2arEEVERETkAWHTROrGWk831nsaOnQoVatWZfz48Tg6OvL999/Ttm1bSpcuTY8ePShdujT79u2zPEg7Ozvz5ZdfUqRIEVq3bk2lSpVYvHgxixYtomXLlra8NckjERERHD16lIEDB1qmwnd1deXpp59m7969DBo0yMYRioiIiMiDwKZjpCIiIrIsLnazzZs337WMRx55hFWrVuVmWJLPhYWF8c477zBr1ixSU1NxcXGx20GOIiIiImKf7GqyCZGbmUymbCcNERERERHJa3Y12YSIiIiIiEh+oERKREREREQkh5RIiYiIiIiI5JASKRERERERkRxSIiUiIiIiBY7ZbOazzz6jUaNGeHl5UahQIerXr88nn3xCenp6nr1vz549MZlM9O3bN8u5l19+GZPJRM+ePfPs/R8EJpOJtWvX2joMJVIiIiIiUrCkpKTQvn17OnXqxPbt20lKSuLq1avs3r2brl270rx5c65evZpn7x8SEsLy5cu5fv265VhycjKffvopxYsXz7P3zQ2pqam2DsFuKJESERERkQJl8ODBrFu3zrL/8MMPWyUwW7dupU+fPnn2/tWqVaN48eKsXr3acmz16tWEhIRQtWpVyzHDMJg+fTolS5bE3d2dypUr8/nnn1vOZ2Rk0Lt3b8LCwnB3d6dMmTK88847Vu+1Y8cOatasiaenJ4ULF6Zu3bqcOnUKyGwda9eundX1gwcPJiIiwrIfERFB//79GTp0KP7+/jRp0gSAY8eO0bJlSwoVKkTRokXp1q0bFy9etLyuUaNGDB8+nCFDhvDQQw9RtGhR5s6dy9WrV3n++efx8vKiVKlSbNy40er971ZuREQEAwcOZPjw4fj6+hIYGMjEiRMt50uUKAFA+/btMZlMlv2jR4/SsGFDvLy88Pb2pnr16kRGRt6lpv4ZJVIiIiIiUmCcO3eOjz/+GAA3NzdWr15NXFwcJ0+eZOPGjXh5eQHw6aef8uuvv+ZZHM8//zwLFiyw7M+fP59evXpZXTN27FgWLFjAnDlz+PHHHxkyZAhdu3Zl586dQGb3xGLFirFy5UqOHTvG+PHjGT16NCtXrgQgPT2ddu3a0aBBA7777jv27dtHnz59MJlMOYp10aJFODk5sWfPHj788EPOnj1LgwYNqFKlCpGRkWzatIk//viDTp06Wb1u+fLl+Pv7c+DAAQYMGEC/fv14+umnqVOnDocOHaJZs2Z069aNa9euAdxzuYsWLcLT05Nvv/2W6dOn88Ybb7BlyxYADh48CMCCBQs4e/asZf+5556jWLFiHDx4kKioKEaOHImzs3OOvg85ZogRHx9vAEZ8fLytQ8l1qampxtq1a43U1FRbhyI5pLqzX6o7+6R6s1+qO/t1t7o7ffp0jsucPXu2ARiAMXLkyCznJ02aZDk/efLkHJd/Nz169DDatm1rXLhwwXB1dTViY2ONkydPGm5ubsaFCxeMtm3bGj169DCSkpIMNzc3Y+/evVav7927t/Hss8/etvyXX37Z6Nixo2EYhnHp0iUDMHbs2HHHWG42aNAgo0GDBpb9Bg0aGFWqVLG6Zty4cUbTpk2tjsXFxRmA8fPPP1teV6tWLSMjI8MwDMNIT083PD09jW7dullec/bsWQMw9u3bl6Ny69WrZ3XNY489ZowYMcKyDxhr1qyxusbLy8tYuHBhtt+H27nd5+tecwOnvE3TRERERETun7Nnz1q+btCgQZbzN3dru/na3Obv70+rVq1YtGgRhmHQqlUr/P39LeePHTtGcnKypSvdDampqVbd/z744AM+/vhjTp06xfXr10lNTaVKlSoA+Pr60rNnT5o1a0aTJk1o3LgxnTp1IigoKEex1qhRw2o/KiqK7du3U6hQoSzXxsTEULp0aQAqVKhgOe7o6Iifnx+PPvqo5VjRokUBOH/+fI7KrVSpktW5oKAgSxm3M3ToUF544QWWLFlC48aNefrppylVqtQdX/NPKZESERERkQLjoYcesnx95MgRmjdvbnX+8OHD2V6bF3r16kX//v0BeO+996zOmc1mADZs2MDDDz9sdc7V1RWAlStXMmTIEGbOnEnt2rXx8vJixowZfPvtt5ZrFyxYwMCBA9m0aRMrVqxg7NixbNmyhVq1auHg4EBmA85f0tLSssTp6emZJbbWrVszbdq0LNfenKTd2nXOZDJZHbvRxfDGvf6Tcm+UcTsTJ06kS5cubNiwgY0bNzJhwgSWL19O+/bt7/i6f0KJlIiIiIgUGG3btuW1114D4N///jetWrWytJJER0czefJky7V5+ZAN0Lx5c8sseM2aNbM6V758eVxdXTl9+nS2LWcAu3btok6dOrz88suWYzExMVmuq1q1KlWrVmXUqFHUrl2bZcuWUatWLYoUKcIPP/xgde2RI0fuOnaoWrVqrFq1ihIlSuDklHvpQm6V6+zsTEZGRpbjpUuXpnTp0gwZMoRnn32WBQsW5Gkda7IJERERESkwwsPDLTPVXbp0icqVK9OoUSOaNGlC+fLlOXPmDJA569yNLnJ5xdHRkePHj3P8+HEcHR2tznl5efHaa68xZMgQFi1aRExMDIcPH+a9995j0aJFlnuJjIxk8+bNREdHM27cOMvkCgCxsbGMGjWKffv2cerUKb766iuio6MpV66c5R4jIyNZvHgxJ06cYMKECVkSq+y88sorXL58mWeffZYDBw7w66+/8tVXX9GrV69sE5h7lVvllihRgq1bt3Lu3DmuXLnC9evX6d+/Pzt27ODUqVPs2bOHgwcPWr4PeUWJlIiIiIgUKPPmzbMkSYZhsH37dr7++mvLw3rZsmX55JNP7kss3t7eeHt7Z3vuzTffZPz48UyZMoVy5crRrFkzvvjiC8LCwgDo27cvHTp0oHPnzjz++ONcunTJqnXKw8ODn376iY4dO1K6dGn69OlD//79eemll4DMVrBx48YxfPhwHnvsMRITE+nevftdYw4ODmbPnj1kZGTQrFkzKlasyKBBg/Dx8cHB4e+nD7lV7syZM9myZYtlOnlHR0cuXbpE9+7dKV26NJ06daJFixa8/vrrfzvWe2Eybu04+QBKSEjAx8eH+Pj4237Q7VVaWhpffvklLVu2zPspICVXqe7sl+rOPqne7Jfqzn7dre7i4uIICQn5W2UnJSUxa9YsPvzwQ3777TcAAgMDefHFF3n11Vfx8fH5R7E/6MxmMwkJCXh7e/+j5MqWbvf5utfcQGOkRERERKTAKVSoEGPHjmX06NGcO3cOwzAICgqy24d+yX+USImIiIhIgeXg4EBwcLCtw5ACSCm5iIiIiIhIDimREhERERERySElUiIiIiIiIjmkREpERERE8i1NMC154Z+sh3WDEikRERERyZd8fHy4ePGircOQAiYjI4Pff/+dIkWK/KNyNGufiIiIiORL3t7enD9/nri4OFuHIrcwm81cunQJPz8/u5xSPiAgADc3t39UhhIpEREREcm3AgICbB2CZCMtLY0jR47w6KOPPrALYdtf+igiIiIiImJjNk2kvvnmG1q3bk1wcDAmk4m1a9dane/Zsycmk8lqq1WrVpZy9u3bR6NGjfD09KRw4cJERERw/fr1+3QXIiIiIiLyoLFpInX16lUqV67M7Nmzb3tN8+bNOXv2rGX78ssvrc7v27eP5s2b07RpUw4cOMDBgwfp37+/XfbVFBERERER+2DTMVItWrSgRYsWd7zG1dWVwMDA254fMmQIAwcOZOTIkZZjjzzySK7FKCIiIiIicqt8P9nEjh07CAgIoHDhwjRo0IBJkyZZBh2eP3+eb7/9lueee446deoQExND2bJlmTRpEvXq1bttmSkpKaSkpFj24+PjAbh8+TJpaWl5e0P3WVpaGteuXePSpUsP7EBAe6W6s1+qO/ukerNfqjv7pbqzXwW57hITE4F7WMPMyCcAY82aNVbHli9fbqxfv974/vvvjXXr1hmVK1c2KlSoYCQnJxuGYRj79u0zAMPX19eYP3++cejQIWPw4MGGi4uLER0dfdv3mjBhggFo06ZNmzZt2rRp06ZNW7ZbXFzcHfMX0/8nMTZnMplYs2YN7dq1u+01Z8+eJTQ0lOXLl9OhQwf27t1L3bp1GTVqFJMnT7ZcV6lSJVq1asWUKVOyLefWFimz2czly5fx8/PDZDLl2j3lBwkJCYSEhBAXF4e3t7etw5EcUN3ZL9WdfVK92S/Vnf1S3dmvglx3hmGQmJhIcHDwHeddyPdd+24WFBREaGgoJ06csOwDlC9f3uq6cuXKcfr06duW4+rqiqurq9WxwoUL526w+Yy3t3eB+5A/KFR39kt1Z59Ub/ZLdWe/VHf2q6DWnY+Pz12vsaup7S5dukRcXJwlgSpRogTBwcH8/PPPVtdFR0cTGhpqixBFREREROQBYNMWqaSkJH755RfLfmxsLEeOHMHX1xdfX18mTpxIx44dCQoK4uTJk4wePRp/f3/at28PZHYHHDZsGBMmTKBy5cpUqVKFRYsW8dNPP/H555/b6rZERERERKSAs2kiFRkZScOGDS37Q4cOBaBHjx7MmTOH77//nsWLF/Pnn38SFBREw4YNWbFiBV5eXpbXDB48mOTkZIYMGcLly5epXLkyW7ZsoVSpUvf9fvIjV1dXJkyYkKUro+R/qjv7pbqzT6o3+6W6s1+qO/uluoN8M9mEiIiIiIiIvbCrMVIiIiIiIiL5gRIpERERERGRHFIiJSIiIiIikkNKpERERERERHJIiVQB9/777xMWFoabmxvVq1dn165dtg5J7mLKlCk89thjeHl5ERAQQLt27bKslSb535QpUzCZTAwePNjWocg9+P333+natSt+fn54eHhQpUoVoqKibB2W3EV6ejpjx44lLCwMd3d3SpYsyRtvvIHZbLZ1aHKLb775htatWxMcHIzJZGLt2rVW5w3DYOLEiQQHB+Pu7k5ERAQ//vijbYIVizvVW1paGiNGjODRRx/F09OT4OBgunfvzpkzZ2wX8H2mRKoAW7FiBYMHD2bMmDEcPnyY+vXr06JFC06fPm3r0OQOdu7cySuvvML+/fvZsmUL6enpNG3alKtXr9o6NLlHBw8eZO7cuVSqVMnWocg9uHLlCnXr1sXZ2ZmNGzdy7NgxZs6cSeHChW0dmtzFtGnT+OCDD5g9ezbHjx9n+vTpzJgxg3fffdfWocktrl69SuXKlZk9e3a256dPn87bb7/N7NmzOXjwIIGBgTRp0oTExMT7HKnc7E71du3aNQ4dOsS4ceM4dOgQq1evJjo6mjZt2tggUtvQ9OcF2OOPP061atWYM2eO5Vi5cuVo164dU6ZMsWFkkhMXLlwgICCAnTt38sQTT9g6HLmLpKQkqlWrxvvvv89bb71FlSpVmDVrlq3DkjsYOXIke/bsUYu9HXrqqacoWrQo8+bNsxzr2LEjHh4eLFmyxIaRyZ2YTCbWrFlDu3btgMzWqODgYAYPHsyIESMASElJoWjRokybNo2XXnrJhtHKDbfWW3YOHjxIzZo1OXXqFMWLF79/wdmIWqQKqNTUVKKiomjatKnV8aZNm7J3714bRSV/R3x8PAC+vr42jkTuxSuvvEKrVq1o3LixrUORe7Ru3Tpq1KjB008/TUBAAFWrVuWjjz6ydVhyD+rVq8fWrVuJjo4G4OjRo+zevZuWLVvaODLJidjYWM6dO2f1zOLq6kqDBg30zGJn4uPjMZlMD0yLvpOtA5C8cfHiRTIyMihatKjV8aJFi3Lu3DkbRSU5ZRgGQ4cOpV69elSsWNHW4chdLF++nKioKCIjI20diuTAr7/+ypw5cxg6dCijR4/mwIEDDBw4EFdXV7p3727r8OQORowYQXx8PGXLlsXR0ZGMjAwmTZrEs88+a+vQJAduPJdk98xy6tQpW4Qkf0NycjIjR46kS5cueHt72zqc+0KJVAFnMpms9g3DyHJM8q/+/fvz3XffsXv3bluHIncRFxfHoEGD+Oqrr3Bzc7N1OJIDZrOZGjVqMHnyZACqVq3Kjz/+yJw5c5RI5XMrVqxg6dKlLFu2jAoVKnDkyBEGDx5McHAwPXr0sHV4kkN6ZrFfaWlpPPPMM5jNZt5//31bh3PfKJEqoPz9/XF0dMzS+nT+/Pksf/GR/GnAgAGsW7eOb775hmLFitk6HLmLqKgozp8/T/Xq1S3HMjIy+Oabb5g9ezYpKSk4OjraMEK5naCgIMqXL291rFy5cqxatcpGEcm9GjZsGCNHjuSZZ54B4NFHH+XUqVNMmTJFiZQdCQwMBDJbpoKCgizH9cxiH9LS0ujUqROxsbFs27btgWmNAo2RKrBcXFyoXr06W7ZssTq+ZcsW6tSpY6Oo5F4YhkH//v1ZvXo127ZtIywszNYhyT148skn+f777zly5Ihlq1GjBs899xxHjhxREpWP1a1bN8sSA9HR0YSGhtooIrlX165dw8HB+lHG0dFR05/bmbCwMAIDA62eWVJTU9m5c6eeWfK5G0nUiRMn+Prrr/Hz87N1SPeVWqQKsKFDh9KtWzdq1KhB7dq1mTt3LqdPn6Zv3762Dk3u4JVXXmHZsmX873//w8vLy9Kq6OPjg7u7u42jk9vx8vLKMo7N09MTPz8/jW/L54YMGUKdOnWYPHkynTp14sCBA8ydO5e5c+faOjS5i9atWzNp0iSKFy9OhQoVOHz4MG+//Ta9evWydWhyi6SkJH755RfLfmxsLEeOHMHX15fixYszePBgJk+ezCOPPMIjjzzC5MmT8fDwoEuXLjaMWu5Ub8HBwfzrX//i0KFDrF+/noyMDMszi6+vLy4uLrYK+/4xpEB77733jNDQUMPFxcWoVq2asXPnTluHJHcBZLstWLDA1qFJDjVo0MAYNGiQrcOQe/DFF18YFStWNFxdXY2yZcsac+fOtXVIcg8SEhKMQYMGGcWLFzfc3NyMkiVLGmPGjDFSUlJsHZrcYvv27dn+buvRo4dhGIZhNpuNCRMmGIGBgYarq6vxxBNPGN9//71tg5Y71ltsbOxtn1m2b99u69DvC60jJSIiIiIikkMaIyUiIiIiIpJDSqRERERERERySImUiIiIiIhIDimREhERERERySElUiIiIiIiIjmkREpERERERCSHlEiJiIiIiIjkkBIpERF54ERERDB48GBbhyEiInZMiZSIiIiIiEgOKZESERERERHJISVSIiJSoF29epXu3btTqFAhgoKCmDlzptX5pUuXUqNGDby8vAgMDKRLly6cP38eAMMwCA8P59///rfVa3744QccHByIiYm5b/chIiL5ixIpEREp0IYNG8b27dtZs2YNX331FTt27CAqKspyPjU1lTfffJOjR4+ydu1aYmNj6dmzJwAmk4levXqxYMECqzLnz59P/fr1KVWq1P28FRERyUdMhmEYtg5CREQkLyQlJeHn58fixYvp3LkzAJcvX6ZYsWL06dOHWbNmZXnNwYMHqVmzJomJiRQqVIizZ88SEhLC3r17qVmzJmlpaTz88MPMmDGDHj163Oc7EhGR/EItUiIiUmDFxMSQmppK7dq1Lcd8fX0pU6aMZf/w4cO0bduW0NBQvLy8iIiIAOD06dMABAUF0apVK+bPnw/A+vXrSU5O5umnn75/NyIiIvmOEikRESmw7tbp4urVqzRt2pRChQqxdOlSDh48yJo1a4DMLn83vPDCCyxfvpzr16+zYMECOnfujIeHR57GLiIi+ZsSKRERKbDCw8NxdnZm//79lmNXrlwhOjoagJ9++omLFy8ydepU6tevT9myZS0TTdysZcuWeHp6MmfOHDZu3EivXr3u2z2IiEj+5GTrAERERPJKoUKF6N27N8OGDcPPz4+iRYsyZswYHBwy/45YvHhxXFxcePfdd+nbty8//PADb775ZpZyHB0d6dmzJ6NGjSI8PNyqq6CIiDyY1CIlIiIF2owZM3jiiSdo06YNjRs3pl69elSvXh2AIkWKsHDhQj777DPKly/P1KlTs0x1fkPv3r1JTU1Va5SIiACatU9EROSe7Nmzh4iICH777TeKFi1q63BERMTGlEiJiIjcQUpKCnFxcfTp04egoCA++eQTW4ckIiL5gLr2iYiI3MGnn35KmTJliI+PZ/r06bYOR0RE8gm1SImIiIiIiOSQWqRERERERERySImUiIiIiIhIDimREhERERERySElUiIiIiIiIjmkREpERERERCSHlEiJiIiIiIjkkBIpERERERGRHFIiJSIiIiIikkNKpERERERERHLo/wBilXQMkxKNlgAAAABJRU5ErkJggg==\n", + "image/png": 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", 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" ] @@ -665,12 +665,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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O7Ozs6N27N3PnzmXAgAFUrVrV1CGKCkASKSGEEEIIUe4dP34cRVFQFIU9e/bg4OBA3759ef311+nfvz8uLi6mDlFUMFamfPENGzYwYMAAatSogUqlIi4urlC7SqUq9mv69OnGc/Lz83nttdfw8PDAycmJgQMH8s8//zziKxFCCCGEEGVJr9dz6NAhoqOjad68Of7+/kyZMoUGDRrwxx9/kJqailqtZujQoZJECZMwaSKVnZ1NYGAgs2bNKrY9OTm50Nfs2bNRqVRERkYazxk7diyxsbEsWLCATZs2kZWVRf/+/dFqtY/qMoQQQgghRBnQ6/Xs3buX//73vwQEBNC0aVNmzJhB8+bNiY2NJTU1lYULF/L4449TuXJlU4crKjiTTu0LDQ0lNDT0ru1eXl6F7sfHxxMcHGzcKC0jI4Off/6Z3377jZ49ewIwb948fHx8WL16Nb179354wQshhBBCiH9Nr9eza9cuY6nyxMREqlSpwqBBg5g+fTq9evXC3t7e1GEKUYTZrJG6dOkSS5YsYe7cucZju3btQqPREBISYjxWo0YNmjZtypYtW+6aSOXn55Ofn2+8n5mZCYBGo0Gj0TykKzCNm9djaddVEUjfmS/pO/Mk/Wa+pO/Mj06nY8eOHfz5558sWLCA1NRU3N3dCQsL46uvvqJ79+7Y2dkZz5e+LX8s+feupNdkNonU3LlzcXZ2JiIiwnjs4sWL2NnZFanMUr16dS5evHjX55o6dSrR0dFFjq9cuRJHR8eyC7ocWbVqlalDEA9I+s58Sd+ZJ+k38yV9V75ptVqOHj3K1q1b2bp1K+np6VSpUoX27dvTsWNHmjRpgrW1NQUFBaxevdrU4YoSssTfu5ycnBKdZzaJ1OzZs3nqqadwcHC477l6vR6VSnXX9gkTJjBu3Djj/czMTHx8fAgJCbG4xYoajYZVq1bRq1cvbG1tTR2OKAXpO/MlfWeeLLnfLl26xOnTp6lUqRKNGze2uOuz5L4zdwUFBWzcuJGYmBji4uK4dOkSNWvWZMiQIYSHhxMUFMSaNWuk78yQJf/e3Zytdj9mkUht3LiRY8eOsXDhwkLHvby8uH79OleuXCk0KpWSkkLHjh3v+nz29vbFzrW1tbW1uB+Emyz52iyd9J35kr4zT5bUb7t27WLSpEksWbIEvV4PgLe3N6NHj+btt9+2uHUnltR35kyj0bBmzRoURSEuLo60tDRq167NU089RVRUFO3atcPKysp4LkjfmTNL7LuSXo9ZJFI///wzrVu3JjAwsNDx1q1bY2try6pVq3jiiScAQ6W/gwcP8umnn5oiVCGEEKJcWL58OYMGDSq0JhgM/0/+97//Ze3atSxZsqREMz2EuJ/8/HxWrVqFWq0mPj6eK1euUK9ePUaOHElUVBStW7e+52whIcyRSROprKwsTp48abyflJTE3r17cXNzw9fXFzAMrf3555/MmDGjyONdXV0ZOXIkb775Ju7u7ri5ufHWW2/RrFkzYxU/IYQQoqK5cuUKTz75pDGJqlWrFv379+fcuXMsW7YMnU7HmjVr+PDDD5kyZYqJoxXmKjc3lxUrVqAoCgkJCWRmZuLv78/o0aOJiooiMDBQkidh0UyaSO3cuZPg4GDj/ZvrloYPH86cOXMAWLBgAXq9niFDhhT7HF988QU2NjY88cQT5Obm0qNHD+bMmYO1tfVDj18IIYQoj3755RcyMjIA6N+/P4qiGKfxbdmyhW7dulFQUMD333/Pf//7XypVqmTKcIUZyc7OZunSpSiKwpIlS8jOzqZp06aMGzeOqKgoAgICJHkSFYZJE6nu3bsb52zfzYsvvsiLL75413YHBwdmzpzJzJkzyzo8IYQQwiwtXbrUePvTTz8ttBaqY8eOPP7448yfP5/Lly+zfft2unfvboIohbnIzMxkyZIlKIrCsmXLyM3NpWXLlrz33ntERkbi7+9v6hCFMAmzWCMlhBBCiJK7du2a8Xb9+vWLtDds2LDYc4W46cqVKyQkJKAoCitWrOD69eu0bduW6OhoIiMj8fPzM3WIQpicJFJCCCGEhalduzY7duwADKNTYWFhxja9Xs+SJUuM92+uSRYiLS2N+Ph4FEXhr7/+QqPR0LFjR6ZNm0ZERAS1a9c2dYhClCuSSAkhhBAWZtiwYfz5558AvPLKKzg6OtKzZ08uX75MdHQ0O3fuBCAwMJDmzZubMlRhYpcuXSIuLg5FUVi7di06nY6uXbvy+eefEx4eTs2aNU0dohDlliRSQgghhIUJDQ2lffv2bNu2jfPnzxMSEoKzszPZ2dnodDrjedHR0VIYoAK6cOECMTExKIrCxo0bUalUdO/enVmzZjFo0CC8vLxMHaIo57Q6PduTLrMrTYV70mU61PfE2qrivZdIIiWEEEJYGGtra+Lj4+nXr59x9On2tVDW1tbMnDmz0JQ/YdnOnj2LWq1GrVazefNmbGxs6NmzJz/88ANhYWF4eHiYOkRhJpYfTCY64TDJGXmANb+e2Im3qwMTBwTQp6m3qcN7pCSREkIIISyQp6cnW7ZsISYmhtmzZ5OYmEilSpXo2bMno0ePpkGDBqYOUTxkp06dQq1WoygKO3bswM7Ojt69ezN37lwGDBhA1apVTR2iMDPLDybz8rzd3Flz+2JGHi/P2823T7eqUMmUJFJCCCGEhbK1tWXw4MEMHjzY1KGIR+T48eMoioKiKOzZswcHBwf69u3L66+/Tv/+/XFxcTF1iMJMaXV6ohMOF0miAPSACohOOEyvAK8KM81PEikhhBBCCDOl1+s5fPgwiqKgVqs5cOAATk5O9OvXjwkTJhAaGkrlypVNHaawADuSLt+Yzlc8PZCckceOpMt0qOf+6AIzIUmkhBBCCCHMiF6vZ//+/caRp6NHj+Ls7MzAgQP58MMP6d27N5UqVTJ1mMKC6HR6Np5ILdG5KdfunmxZGkmkhBBCCCHKOb1ez65du4zJU2JiIlWqVCEsLIzp06fTq1cv7O3tTR2msDDX8jSod/3Dr9vOcCo1u0SP8XR2eMhRlR+SSAkhhBBClEM6nY7t27cbC0acOXMGd3d3wsPD+eabbwgODsbOzs7UYQoLdOLSNX7deoaY3f+QfV0LgJOdNXog58b9O6kAL1cH2tZ1e3SBmpgkUkIIIYQQ5YRWq2XLli3GNU/nz5+nevXqREREEBUVRdeuXbGxkT/fRNkr0OpYfSSFX7eeZktiuvF4A8/KDOtYh/CWNdl0IpWX5+0GKFR04mZpiYkDAipMoQmQREoIIYQQwqQKCgrYsGEDiqIQExPDpUuXqFmzpjF56tSpE9bW1qYOU1iotKx8Fv59jv9tO8OFG8UkrFQQEuDFsI616eDnbty4u09Tb759utVt+0gZeMk+UkIIIYQQ4lHQaDSsWbMGtVpNbGwsaWlp+Pr68tRTTxEVFUW7du2wsrIydZjCgu09d5Vft5xm8f5krmt1ALg52TGkrQ9D29WmZpXiC5b0aepNrwAvtp5MYeXG7YR0aUeH+p4VaiTqJkmkhBBCCCEegfz8fFavXo2iKMTHx3PlyhX8/PwYOXIkkZGRtGnTxvjJvxAPQ55Gy5L9yfy69TT7/skwHg/0qcLwDrXp28wbB9v7j35aW6loV9eN9CN62tV1q5BJFEgiJYQQQgjx0OTm5rJixQoURSEhIYHMzEz8/f0ZPXo0UVFRBAYGSvIkHrrzV3P537YzLPj7HJezrwNgZ21F/0BvhnWoQwufKqYN0ExJIiWEEEIIUYays7NZunQparWaxYsXk52dTdOmTRk3bhxRUVEEBARI8iQeOr1ez5bEdH7deppVhy+hu1EdooarA0+1r82TQT64V5aS+f+GJFJCCCGEEP9SZmYmS5YsQVEUli1bRm5uLi1btuS9994jMjISf39/U4coKois/AJidv/Dr1vPcDIly3i8U313hnWoQ49GnthYy/q7siCJlBBCCCHEA7h69SqLFi1CURRWrFjB9evXCQoKYtKkSURGRlKvXj1ThygqkJMpWfy29TTq3efJyi8ADHs/RbauxTPta9OgurOJI7Q8kkgJIYQQQpRQeno68fHxKIrC6tWr0Wg0dOzYkWnTphEREUHt2rVNHaKoQLQ6PX8ducSvW8+w6WSa8bhfNSeGd6hDRKuaODvYmjBCyyaJlBBCCCHEPVy6dIm4uDgURWHt2rXodDq6du3KjBkziIiIoGbNmqYOUVQwl7Ovs/Dvc8zbdobzV3MBw95PPRpXZ3iHOnSq7y7r8B4BSaSEEEIIIe5w4cIFYmJiUKvVbNiwAZVKRffu3Zk1axaDBg3Cy8vL1CGKCmj/P1eZu+UMCfsvcL3AsPdTVUdbBgf58lQ7X3zcHE0cYcUiiZQQQgghBHD27FliYmJQFIUtW7ZgbW1Nz549+eGHHwgLC8PDw8PUIYoKKL9Ay9IDyczdcoa9564ajzet6cLwDnUYEFijRHs/ibIniZQQQgghKqxTp06hVqtRFIUdO3ZgZ2dH7969+eWXXxg4cCBVq1Y1dYiigkrOyOV/284yf8dZ0m/s/WRrraJfM2+GdaxDS58qMn3PxCSREkIIIUSFcvz4cRRFQVEU9uzZg4ODA6Ghofzvf/+jf//+uLi4mDpEUUHp9Xq2nbrMr1tPs/LwJbQ3Nn/ycnHg6fa+DA7ypZqz7P1UXpi0iPyGDRsYMGAANWrUQKVSERcXV+ScI0eOMHDgQFxdXXF2dqZ9+/acPXvW2H7x4kWeeeYZvLy8cHJyolWrViiK8givQgghhBDl3eHDh/nwww9p3rw5/v7+fPzxxzRo0IA//viD1NRUYmJiGDp0qCRRwiSy8wuYt+0Mvb/cwJAft7Hs4EW0Oj3t/dz49qlWbBofzKuPNZAkqpwx6YhUdnY2gYGBPPfcc0RGRhZpT0xMpHPnzowcOZLo6GhcXV05cuQIDg4OxnOeeeYZMjIyWLRoER4eHvz+++8MHjyYnTt30rJly0d5OUIIIYQoJ/R6Pfv37zeOPB09ehRnZ2cGDhxIdHQ0vXv3xtFRFuaLh0Or07Mj6TIp1/LwdHagbV03rK2KTsM7lZrFb9vOoOz8h2s39n6qZGtNRKuaDOtQB38v2fupPDNpIhUaGkpoaOhd299//3369u3Lp59+ajzm5+dX6JytW7fy7bff0rZtWwD+85//8MUXX7B7925JpIQQQogKRK/Xs3PnThRFQa1Wc/LkSapUqUJYWBjTp0+nV69e2NvLJ/ri4Vp+MJnohMMkZ+QZj3m7OjBxQAB9mnqj1elZdyyFuVvPsOF4qvGcuh5OPNO+NpGta+FaSfZ+Mgfldo2UTqdjyZIlvPPOO/Tu3Zs9e/ZQt25dJkyYwKBBg4znde7cmYULF9KvXz+qVKnCH3/8QX5+Pt27d7/rc+fn55Ofn2+8n5mZCYBGo0Gj0TysSzKJm9djaddVEUjfmS/pO/Mk/WaedDodW7Zs4ZdffmHMmDGcPXsWd3d3wsLC+PLLL+nevTt2dnbG86V/yxdL+71bcegSry3Yh/6O4xcz8hg1bzeDWniz8/QV/rlqSLJUKuje0INn2vnSqZ47VjdGrczh+2FpfXe7kl6TSq/X39nXJqFSqYiNjTUmSRcvXsTb2xtHR0cmT55McHAwy5cv57333mPt2rV069YNgIyMDAYPHsyKFSuwsbHB0dERRVHo1avXXV9r0qRJREdHFzn++++/yzC/EEIIUc5ptVqOHj3K1q1b2bp1K+np6VSpUoX27dvToUMHmjZtirW1lIMWj5ZOD9G7rbl6HaC4anp643FHaz3tPfV08tLh4VDMqcKkcnJyGDp0KBkZGfdcN1muR6QAwsLCeOONNwBo0aIFW7Zs4bvvvjMmUv/5z3+4cuUKq1evxsPDg7i4OB5//HE2btxIs2bNin3uCRMmMG7cOOP9zMxMfHx8CAkJsbhFphqNhlWrVtGrVy9sbWWY2JxI35kv6TvzJP1WvhUUFLBx40ZiYmKIj4/n4sWL1KhRgyeffJKBAweSlZVFnz59pO/MjCX93m1PuszVbTvvcYYhiXq+U23GPFafSnbmnexbUt/d6eZstfspt4mUh4cHNjY2BAQEFDreuHFjNm3aBBiKUcyaNYuDBw/SpEkTAAIDA9m4cSPffPMN3333XbHPbW9vX+wcaVtbW4v7QbjJkq/N0knfmS/pO/Mk/VZ+aDQa1q5di6IoxMbGkpaWhq+vL0OHDiUyMpL27dtjZWWFRqNh6dKl0ndmzBL6Lj2noETnNfOpiouT5QxDWULf3amk11NuEyk7OzuCgoI4duxYoePHjx+ndu3agGHYDcDKqnAVd2tra+OIlhBCCCHMR35+PqtXr0ZRFOLj47ly5Qp+fn6MHDmSyMhI2rRpI5uQinIl97qWpQeS+X5DYonO93S2nCSqojNpIpWVlcXJkyeN95OSkti7dy9ubm74+vry9ttvM3jwYLp27WpcI5WQkMC6desAaNSoEfXr1+ell17is88+w93dnbi4OFatWsXixYtNdFVCCCGEKI3c3FxWrFiBoigkJCSQmZmJv78/o0ePJioqisDAQEmeRLlzJDmTBTvOErPnPNfy7j8apQK8XA2l0IVlMGkitXPnToKDg433b65bGj58OHPmzCE8PJzvvvuOqVOnMmbMGPz9/VGr1XTu3BkwDLstXbqUd999lwEDBpCVlUX9+vWZO3cuffv2Nck1CSGEEOL+srOzWbZsGYqisHjxYrKzs2natCnjxo0jKiqKgICAEiVPZ8+eZdOmTezcuZOaNWvSpk2bRxC9qKhyrheweF8yv+84y95zV43Ha1WtxJC2vrg72TEh5gBAocp9N3+SJw4IKHY/KWGeTJpIde/enfsVDRwxYgQjRoy4a3uDBg1Qq9VlHZoQQgghylhmZiZLlixBURSWLVtGbm4uLVu2ZMKECURGRtKoUaMSP9eZM2cYO3YsixYtMk7n/+KLLwgKCmLGjBl06dLlYV2GqIAOns9g/o6zxO+9QNaNjXNtrFSENKnOk0G+dK7vYSxdXsXRtsg+Ul637SMlLEe5XSMlhBBCCPN39epVFi1ahFqtZsWKFeTn5xMUFMSkSZOIjIykXr16pX7OpKQkOnXqRHJycpG2v//+mx49ehAfH09oaGhZXIKooLLyC1i09wIL/j7L/n8yjMdruzvyZJAvUa1rUc25aPGyPk296RXgxY6ky6Rcy8PT2TCdT0aiLI8kUkIIIYQoU+np6cTHx6MoCqtXr0aj0dCxY0emTp1KRESEsWjUgxo1apQxiapevTrPPvssycnJ7N69m4MHD6LRaBg2bBhnz56lUqVKZXFJooLQ6/UcuG30Kee6FgBbaxW9m3gxtK0v7f1ubZx7N9ZWKjrUc38UIQsTkkRKCCGEEP/apUuXiIuLQ1EU1q5di06no2vXrsyYMYOIiAhq1qxZJq9z/PhxVq5cCUCtWrXYs2cPrq6uLF26lO+++47w8HBWrFhBWloaCxcu5Nlnny2T1xWWLTNPQ/zeC8zffpbDybf2EPLzcGJIW18iWtXEvXLR0SdRsUkiJYQQQogHcuHCBWJiYlCr1WzYsAGVSkX37t2ZNWsWgwYNwsvLq8xfc8OGDcbbL7/8Mh4eHmg0GgBsbGyYMGECK1asAGDdunWSSIm70uv17Dl3lfnbz7J4fzK5GsPok52NFX2bevFkW1/a1XWTipHiriSREkIIIUSJnT17lpiYGBRFYcuWLVhbW9OzZ09++OEHwsLC8PDweKivn5+fb7xdrVq1Iu2enp7FnivETRm5GuL2nGf+jrMcvXjNeLy+Z2XD6FPLmlR1sjNhhMJcSCIlhBBCiHs6deoUarUaRVHYsWMHdnZ29O7dm19++YWBAwdStWrVRxaLv7+/8fbChQt5/vnnC7UvWLCg2HNFxabX69l15gq/7zjLkv3J5BcYKj3a21jRr7k3Q9v60rp2VRl9EqUiiZQQQgghijh+/Lgxedq9ezcODg6Ehobyv//9j/79++Pi4mKSuIKDg6lduzZnzpzhr7/+YsSIEYwdO5b09HSmTZvGlClTAFCpVDKtT3Al+zoxN0afTqZkGY838nJmSFtfBrWoiaujrQkjFOZMEikhhBBCAHD48GEURUFRFA4cOICjoyP9+/fn3XffJTQ0lMqVK5s6RKytrZk+fTpPPPEEAHPmzGHOnDlFzhszZgx16tR5tMGJckGv17M96TLzd5xl2cGLXL8x+lTJ1poBgd482daXlj5VZPRJ/GuSSAkhhBAVlF6vZ//+/cbk6ejRozg7OzNgwACio6Pp3bs3jo6Opg6ziMcff5yff/6ZV155hby8vCLtr776KjNmzDBBZMKU0rPyidltGH06lZZtPB7g7cKQdr6EtaiBi4OMPomyI4mUEEIIUYHo9Xp27dplnLZ38uRJqlSpQlhYGNOnT6dnz544ODiYOsz7GjFiBAMGDOCXX35hw4YNJCcn061bN1588UUaNWpk6vDEI6LT6dl2Kp3fd5xlxaGLaLR6ABztrAlrUYMhbX1pVtNVRp/KyrlzkJpquF1QgGtiIuzZAzY3UgpPT6hVy3TxPWKSSAkhhBAWTqfTsWPHDuPI05kzZ3B3dyc8PJyZM2fy2GOPYWdnflXKqlWrxjvvvMMbb7zB0qVL6du3L7a2MuJQEaRey0fZ9Q8L/j7LmfQc4/HmtVwZ0taXAYE1qGwvf+aWqfx8CAqCS5cAsAW633mOlxecPg32FWPPLfkJE0IIISyQVqtly5YtKIpCTEwM//zzD9WrVyc8PJyoqCi6deuGjY38GSDMh06nZ9PJNObvOMuqw5co0BlGnyrb2zCoZQ2eDPKlaU1XE0dpwezswNfXMCKl0xVtt7ICHx/DeRWEvIMKIYQQFqKgoIANGzagVquJiYnh4sWL1KhRg8jISKKioujUqRPW1tamDlMIALQ6Q1GIXWkq3JMu06G+J9ZWRafgXcrM48+d51i48xznLucaj7f0rcKQIF/6B3rjaCd/0j50KhV89BH06VN8u05naK9A0yjlp04IIYQwYxqNhrVr16IoCrGxsaSlpeHr68vQoUOJjIykffv2WFlZmTpMIQpZfjCZ6ITDJGfkAdb8emIn3q4OTBwQQJ+m3mh1ejacSGX+9rP8dTQF7Y3RJ2cHGyJa1uTJtr409jZNCf4K7eDB4o9bW0OrVhAS8mjjMTFJpIQQQggzk5+fz+rVq1EUhfj4eK5cuYKfnx8jRowgKiqKNm3ayOJ6UW4tP5jMy/N2o7/j+MWMPEbN203/5t7sOXuV81dvjT61qV2VIW196dvMm0p2MqpqMs2bF39cq61wo1EgiZQQQghhFnJzc1m5ciWKorBo0SIyMzNp2LAho0ePJioqisDAQEmeRLmn1emJTjhcJIkCjMcW708GwLWSLZGtavFkWx8aVnd+ZDFWeFotrFgBP/wA//0vtG59q61HD+jQAU6fRn/pEiqdDr21NaoKOBoFkkgJIYQQ5VZ2djbLli1DURQWL15MdnY2TZs2Zdy4cURGRtKkSRNJniyYXq/n0KFDpKen4+npSaNGjcy+v3ckXb4xne/eXgmux2uPNcDBVkafHrl58+DZZw23q1eH77+/1WZlBVu2wIoVqG6slVJV0NEoAJk0LYQQQpQjmZmZzJ8/n8jISKpVq8bjjz/O8ePHmTBhAkeOHOHAgQNMnDiRpk2bmv0f1aJ4er2eX375hYCAAJo1a0b37t0JCAggMDCQ+fPnmzq8fyXl2v2TKICG1Z0liXoUCgogN7fwsYgIqFzZcHvDhuIr9IWEoLsxUqVr3bpCjkZBKUekMjIyiI2NZePGjZw+fZqcnByqVatGy5Yt6d27Nx07dnxYcQohhBAW6+rVqyxatAi1Ws2KFSvIz88nKCiISZMmERkZSb169UwdonhE9Ho9b775Jl988UWRtgMHDjB06FCOHTvGpEmTHn1wZcCmmKp8xfF0Lv+bQpu1lBSYNQt+/hleew3effdWm7MzfPKJoZR5aKhhFOpOKhW6yZPJeuEFHCdPxqqCfqhTohGp5ORkXnjhBby9vfnwww/Jzs6mRYsW9OjRg1q1arF27Vp69epFQEAACxcufNgxCyGEEGYvPT2d2bNn07dvXzw9PRk+fDhpaWlMmTKF06dPs2PHDt555x1JoiqYhISEQklUly5dGDduHO3btzcei46OZu3ataYI74EVaHX8tPEUb/+5757nqQBvVwfa1nV7NIFVVFlZhul4Fy7Ajz8WHXUaPRoGDIB77DWn79GDtbNmoe/R4yEHW36VaEQqMDCQYcOGsWPHDpo2bVrsObm5ucTFxfH5559z7tw53nrrrTINVAghhDB3KSkpxMbGoigKa9euRafT0aVLF2bMmEFERAQ1a9Y0dYjCxL766ivj7W+++YbRo0cb70+bNo0JEyYYzwsODn7k8T2IPWev8F7sQY4kZwJQr5oTianZqKBQ0YmbYxoTBwQUu5+UeECnTkFmJrRoceuYnx/06gVr1kCzZnD1KrhJ8lpaJUqkDh06RLVq1e55TqVKlRgyZAhDhgwhNTW1TIITQgghzN2FCxeMydOGDRtQqVR0796dWbNmMWjQILy8vEwdoign8vLyjCNNdevWZdSoUYXab075S0lJYfny5ej1+nK9Ti4jV8P0FUf53/az6PVQxdGWCaGNeLy1DysPX7xtHykDr9v2kRJl4PJlePJJWLUKgoMNSdPtvvwSqlSBGjVMEZ1FKFEidb8k6t+eL4QQQliSc+fOoVarURSFLVu2YG1tTc+ePfnhhx8ICwvDw8PD1CGKcig3Nxe93jBG4+fnV2QjZVtbW2rXrk1KSgr5+flotVps7jH1ylT0ej2L9l3go8VHSMvKByCyVS3e69sI98r2APRp6k2vAC+2nkxh5cbthHRpR4f6njISVZaqVoXTpw23166FEyegQYNb7QEBJgnLkpT6t2/u3Ll4eHjQr18/AN555x1++OEHAgICmD9/PrVr1y7zIIUQQojy7tSpU6jVatRqNdu3b8fOzo6QkBB++eUXBg4cSNWqVU0doijnXFxccHV1JSMjgy1btpCeno67u7ux/Z9//mHPnj0A1KhRo1wmUUlp2fw37iCbTqYB4FfNiY8HNaNDPfci51pbqWhX1430I3ra1XWTJOpB5edDbKxhvdO4cbeOq1Tw4ovw7beGf2XqXpkrdfnzKVOmUKlSJQC2bt3KrFmz+PTTT/Hw8OCNN94o8wCFEEKI8ur48eNMnTqV1q1bU69ePT744ANq1KjB//73P1JTU0lISGD48OGSRIkSsba25plnngEMo1ORkZEcOXIEgH379hEVFUVBQQEAz97c56ecyC/Q8uXq4/T+cgObTqZhb2PFWyENWfZ6l2KTKFFGdDpo0gSGDDFsnpuRUbj9tdcMI1Hjx4O79ENZK3Uide7cOerXrw9AXFwcUVFRvPjii0ydOpWNGzeW6rk2bNjAgAEDqFGjBiqViri4uCLnHDlyhIEDB+Lq6oqzszPt27fn7Nmzhc7ZunUrjz32GE5OTlSpUoXu3buTe2dNfCGEEKIMHD58mA8//JDmzZvj7+/P5MmTqVevHgsXLiQ1NZWYmBiGDh2Ki4uLqUMVZujNN9/E1dUVgPXr1xMQEEDlypVp0aIF27dvB8DT05PXXnvNlGEWsvlkGqFfbuTL1Se4XqCjSwMPVr7RlVcfa4C9jewFVab0+sL3raygd2/D7ZwcuPNvaXv74suXizJR6jHhypUrk56ejq+vLytXrjSOQjk4OJQ6ecnOziYwMJDnnnuOyMjIIu2JiYl07tyZkSNHEh0djaurK0eOHMHB4dbeAlu3bqVPnz5MmDCBmTNnYmdnx759+4rMKxZCCCEehF6vZ//+/SiKglqt5siRIzg7OzNgwACio6Pp3bs3jo6Opg5TWIg6deqwfPlyBg4caCzelZ2dbWyvUaMGS5YsKRdFSlKv5fPxksPE7b0AQDVneyYOCKBfM+9yXQTDLB08aChTvnEj/P03WN+WoL74oqHq3gsvQLduJguxIip1ItWrVy+ef/55WrZsyfHjx41rpQ4dOkSdOnVK9VyhoaGEhobetf3999+nb9++fPrpp8Zjfn5+hc554403GDNmDO/etpFYg9sX0gkhhBClpNfr2b17N4qioCgKJ0+epEqVKoSFhfHpp5/Ss2fPQh/qCVGW2rdvz/Hjx5kzZw6KopCenk61atV48skneeaZZ3B2djZpfDqdnvl/n+WTZUfJzCtApYJh7WvzZm9/XBxsTRqbxRo/HpYuNdxetQr69LnVFhgI//ufaeKq4Eo9bPPNN9/QoUMHUlNTUavVxkWQu3btYsiQIWUWmE6nY8mSJTRs2JDevXvj6elJu3btCk3/S0lJYfv27Xh6etKxY0eqV69Ot27d2LRpU5nFIYQQomLQ6XQcO3aM8ePH4+fnR5s2bfjxxx/p3r07y5Yt49KlS8yZM4f+/ftLEiUeuipVqjB27Fg2bdrEkSNH2LBhA6NHjzZ5EnX4QiaR323h/diDZOYV0LSmC/GvdCI6rKkkUWXlxImix1580fCvg0Px7cIkSj0iVaVKFWbNmlXkeHR0dJkEdFNKSgpZWVlMmzaNyZMn88knn7B8+XIiIiJYu3Yt3bp149SpUwBMmjSJzz77jBYtWvDrr7/So0cPDh48eNeRqfz8fPLz8433MzMNG8RpNBo0Gk2ZXoep3bweS7uuikD6znxJ35kPrVbL1q1biYmJITY2lvPnz1OtWjXCw8OJiIiga9euhSqjSZ+WT/I79/Bl5xcwc20ic7aeRavT42RvzRs96vN0O1+srVQP/L2XvrtFFR+P1aefYvX332j27YPGjW81hoRgNWsWuscfN5Q1LwffL0vuu5Jek0qvv3PV2v1duXKFn3/+mSNHjqBSqWjUqBEjRozA7V+UVVSpVMTGxjJo0CDAsIFhzZo1GTJkCL///rvxvIEDB+Lk5MT8+fPZsmULnTp1YsKECUyZMsV4TvPmzenXrx9Tp04t9rUmTZpUbOL3+++/yzx3IYSwcFqtlsOHD7Nlyxa2bdvGlStXcHNzo0OHDnTs2JFGjRphbS0L5IW4af9lFeokK65eN6x7auGuI7y2jir2Jg7MwvgtWkSz2bMBODlwIIdGjDBxRBVXTk4OQ4cOJSMj456Fg0o9IrV+/XpjFb02bdoAMHPmTD766CMWLVpEtzJa5Obh4YGNjQ0Bd2wW1rhxY+PUPW9vw87XxZ1zZ2W/202YMIFxt9XZz8zMxMfHh5CQEIursqTRaFi1ahW9evXC1laG3M2J9J35kr4rfzQaDevWrSMmJob4+HjS0tLw9fVl2LBhRERE0K5dO7RarfSbmZLfuYfj/NVcPlpylL+OGYpe1KpaiYn9G9G9YbUyew2L67tz5yAt7e7t1aqBqyuqhQvRR0QU3tupXTv0//sf+PtTZ9Agavft+/Dj/Rcsru9uc3O22v2UOpF65ZVXGDx4MN9++63xEzutVsvo0aN55ZVXOHjwYGmfslh2dnYEBQVx7NixQsePHz9u3PS3Tp061KhRo9hz7lXEwt7eHnv7oh+j2NraWtwPwk2WfG2WTvrOfEnfmVZ+fj6rV69GrVYTFxfHlStX8PPzY8SIEURFRdGmTZtClcVuTuWQfjNf0ndlQ6PV8cvmJL5YdYJcjRZbaxUvdvXj1eAGVLJ7OKO1FtF3+fnQsSNcunT3c1xdDdPycnIM/44Zc6vNywuOHIE6dbAxo6qHFtF3dyjp9ZQ6kUpMTEStVhea9mBtbc24ceP49ddfS/VcWVlZnDx50ng/KSmJvXv34ubmhq+vL2+//TaDBw+ma9euBAcHs3z5chISEli3bh1gmA749ttvM3HiRAIDA2nRogVz587l6NGjKIpS2ksTQghh5nJzc1m5ciWKorBo0SIyMzNp2LAho0ePJioqisDAQCnLLMQ97DpzmfdjD3L04jUA2tZx4+PwpjSobtoiF2bBzg58fSE11bBR7p2srKBWLTh0yHD/xx8NG+be/p5Ut+6jiVWUiVInUq1ateLIkSP4+/sXOn7kyBFatGhRqufauXMnwcHBxvs3p9sNHz6cOXPmEB4eznfffcfUqVMZM2YM/v7+qNVqOnfubHzM2LFjycvL44033uDy5csEBgayatUq6tWrV9pLE0IIYYays7NZtmwZiqKwePFisrOzadq0KW+88QZRUVE0adJEkich7uNqznU+WX6M+TsMSyOqOtryXt/GRLWuJb8/JaVSwUcfFS5NfjudDmbMgC+/hDp1DPs+yffWrJUokdq/f7/x9pgxY3j99dc5efIk7du3B2Dbtm188803TJs2rVQv3r17d+5X62LEiBGMuM9iu3fffbfQPlJCCCEs27Vr11i8eDFqtZqlS5eSm5tLixYtmDBhApGRkTRq1MjUIQphFvR6PbF7zvPxkiOkZ18H4Ik2tXg3tDFuTnYmjs4MhYQYqu0dOVL4uLU1tGplaA8JkQTKQpQokWrRogUqlapQ0vPOO+8UOW/o0KEMHjy47KITQgghbrh69SoJCQkoisKKFSvIz88nKCiISZMmERkZKTMRhCilxNQs/hN7kK2n0gFo4FmZyYOa0s7P3cSRmTGVCqZOhRtVqI20WsNolSRQFqVEiVRSUtLDjkMIIYQoIj09nfj4eBRFYfXq1Wg0Gjp27MiUKVOIiIigTp06pg5RCLOTp9Hyf2tP8t36U1zX6nCwtWJMjwY839kPOxsrU4dn/gYOhPr1ITER9PrCo1HCopQokbpZJU8IIYR42FJSUoiLi0NRFNasWYNOp6NLly7MmDGDiIgIatasaeoQhTBbG46n8t/4g5xJzwGgu381Pgprio+b7KP5QFasgE8+gUWLoHJlwzGVCmbNurVWSkajLFaJEqlFixaV+AkHDhz4wMEIIYSomC5cuEBsbCyKorBhwwYAgoODmTVrFoMGDcLLy8vEEQph3lIy8/hoyRES9l0AoLqLPZMGNKFPUy8pJvGgpk+Hm0tdJk2Czz671RYSAkFB8Pffhn9lNMoilSiRGnTnPM+7UKlUaLXafxOPEEKICuLcuXOo1WoURWHLli1YW1vTo0cPvv/+e8LCwqhWrew2/RSiotLq9Py+/QyfLj/GtfwCrFQwvGMdxvVqiLODZe3988hFRMB//2vYP2rPHsPI083tgVQqmDLFsE/UlCkyGmWhSpRI6YqrhS+EEEKUUlJSkjF52r59O3Z2doSEhPDLL78wcOBAqlatauoQhbAYB89n8H7sAfb9kwFA81quTAlvRtOariaOzEzdnigB1KsHn35q2GR32LCiyVLPnnD48KONUTxSpd5HSgghhCiN48ePG5On3bt34+DgQGhoKPPmzaN///64usofdUKUpaz8Aj5feZw5W5LQ6cHZ3oa3+/jzVLvaWFvJyEipZWYaRp4OHYJVqwonTGPGmC4uYXIlSqQWLFjAk08+WaInPHfuHGfPnqVTp07/KjAhhBDm6/DhwyiKglqtZv/+/Tg6OtKvXz/Gjx9P3759qXxzUbYQoszo9XqWH7xIdMJhLmbmATAgsAb/7dcYTxcHE0dnxvr1g02bDLfnzYNnnjFtPKLcKFGNy2+//ZZGjRrxySefcOTODcaAjIwMli5dytChQ2ndujWXL18u80CFEEKUX3q9nn379vHBBx8QEBBAkyZN+Oyzz2jatCkxMTGkpqbyxx9/8MQTT0gSJcRDcO5yDiPm/M3L/9vNxcw8ars7MndEW2YOaSlJ1L81YYLh30qV4No108YiypUSjUitX7+exYsXM3PmTN577z2cnJyoXr06Dg4OXLlyhYsXL1KtWjWee+45Dh48iKen58OOWwghhInp9Xp2796NoigoisLJkyepUqUKYWFhfPLJJ/Tq1QsHB/kDToiH6XqBjp82neLrv06Qp9Fha63i5W71GB1cHwdb6/s/gSjs+nUoKADH28rB9+1rWAsVFQV165ouNlHulHiNVP/+/enfvz/p6els2rSJ06dPk5ubi4eHBy1btqRly5ZYWckmbkIIYcl0Oh07duwwTts7ffo07u7uDBo0iJkzZ/LYY49hZ2dn6jCFqBD+Pn2Z92MPcPxSFgDt/dyYPKgZ9T1l1PeBbNgAo0YZSpV/+WXhtrffNklIonwrdbEJd3d3wsLCHkYsQgghyiGtVsuWLVtQq9Wo1Wr++ecfPD09iYiIICoqim7dumFjI7WLhChrWp2eHUmXSbmWh6ezA23rumFtpeJK9nWmLTvKwp3nAHB3suP9fo0Jb1lT9oR6UJcvQ2go5OTAsWOGKnytWpk6KlHOyf98QgghiigoKGDjxo0oikJMTAwXL16kRo0aREZGEhkZSefOnbG2lmlDwvS0Oj3bky6zK02Fe9JlOtT3tIjKdMsPJhOdcJjkjDzjMS9XB0ICqpOw7wJXcjQADGnrw/g+jajiKCPB/4qbm6Ey34QJ0Lo1yMi6KAFJpIQQQgCg0WhYu3YtiqIQFxdHamoqvr6+DBkyhKioKNq3b2+RU7j1ej1r1qwhNjaWQ4cOsWnTJp555hmaN29u6tDEfRRONqz59cROvF0dmDgggD5NvU0d3gNbfjCZl+ftRn/H8YsZefy69QwA/tWd+Ti8KW3quD36AC3ByZPg5we3v6e9+SbUqAFPPVV4vygh7kISKSGEqMDy8/NZvXo1arWauLg4rly5gp+fH8899xxRUVG0adPGoqcKnTp1isjISPbu3Ws8tm7dOj777DMGDhzIr7/+KvtclVP3SjZenrebb59uVW6TKb1ej0ar57pWx/WC2760WnKua3k/9mCR67qds4MN8a92kmISDyInBz76CD77DL7/HkaMuNVma2uY0idECUkiJYQQFUxubi4rV65EURQWLVpEZmYmDRs25OWXXyYqKooWLVpYdPJ006VLl+jevTvnzp0rtn3RokUMGDCAv/76C1tb20ccnbgXrU5PdMLhYpMNPaACohMO0yvACysVd01a8m+7bzhHy/UC3a3jRR6ju9Wu1aG58xytrtBz3tmmKdCRf+PYv3Etr4A9Z6/SoZ77v3qeCmn7dpg2zXD77bdh4EDw8DBtTMJslTqR+vDDD3nrrbdwvL0sJIb/mKdPn84HH3xQZsEJIYQoG9nZ2SxbtgxFUViyZAlZWVk0adKEN954g6ioKJo0aVIhkqfbTZs2zZhENWjQgA8++ICrV6+i1WqJjo7mypUrbNy4kQULFvCMbMBZruxIulxo7dCd9EByRh7+/1lGge5eYzvlg42VCltrK+xsrNDp9VzLK7jvY1Ku3f36xT0EB8PQoaAo8OqrIPvaiX+h1IlUdHQ0o0aNKpJI5eTkEB0dLYmUEEKUE9euXWPJkiUoisLSpUvJzc2lRYsWvPvuu0RGRtKoUSNTh2gy169fZ86cOQA4ODiwdu1aPD09Wbp0KX379iUgIICQkBAAfvzxR0mkyonzV3PZfDKNhX+fLdH5xSVR1lYq7G4kLXY2VthZW2Fvc+u+rbVV4XYbK+zvOP/2ttsffzMZuv0cexsr7KytizzmZputtVWh4hhbE9MZ8uO2+16bp7Ps0XZfBQWGkuaPPVb4+OefGwpLVOD3QFE2Sp1I6fX6Yj+13LdvH25usuBRCCFM6erVqyQkJKAoCitWrCA/P5+goCAmTZpEZGQk9erVM3WI5cL58+e5evUqAL169aJmzZpoNBpje8+ePalZsybnz5/nwIEDJopSXM25ztbEdDadTGNLYjpJadmlevzXQ1rQ3s8d+9sSmfJe0a9tXTe8XR24mJFX7NRFFYbqfW3ryt9c9/T33/DSS7B3L2zdCu3a3WqrXt3wJcS/VOJEqmrVqqhUKlQqFQ0bNiyUTGm1WrKyshg1atRDCVIIIcTdpaenEx8fj6IorF69Go1GQ4cOHZgyZQoRERHUqVPH1CGWO7fve5WTk1OkXavVkpdnmDolZd4fndzrWv4+fZnNiWlsPpnGoQuZ6G/LJqxUEOhThQ5+7iz4+xxXsq/fM9no16xGuU+c7mRtpWLigABenrcbFRS6vptXMnFAgNld1yO3cSPs2WO4/fLLsGsXVLDpy+LhK3Ei9eWXX6LX6xkxYgTR0dGFqhjZ2dlRp04dOnTo8FCCFKKiOXDgADt27ODAgQPUrVtXyjCLIlJSUoiLi0NRFNasWYNOp6NLly7MmDGD8PBwatWqZeoQy7WaNWtSq1Yt/vnnH9asWcPu3btp1qyZsf23334jPT0dgI4dO5oqTItXoNWx/3wGm0+ksTkxjd1nrnJdW7gQQwPPynSq70Gn+h6083PDxcFQ+KN5LVeLTTb6NPXm26dbFbuPlLmXdn9kxoyBX38FnQ5mzZIkSjwUJU6khg8fDkDdunXp2LGjVDAS4iH4+++/ef3119m6davx2FdffUW3bt34+uuvJaGq4C5cuEBsbCyKorBhwwYAgoODmTlzJuHh4Xh5eZk4QvNhZWXFqFGj+M9//oNeryc4OJiXXnoJnU7HokWLmDt3rvHc0aNHmzBSy6LX6zmZksWmk2lsPpnO9lPpXMsvXFjB29XhRuLkTsd6HlR3KX4tkKUnG32aetMrwIsdSZdJuZaHp7NhOp+5JocPVWIiHDsGffveOmZjAwkJ4OVlKGsuxENQ6jVS3bp1Q6fTcfz4cVJSUtDpCn9y1LVr1zILToiKZPPmzfTq1Yvc3NwibevXr6dz586sW7eOVq1amSA6YSrnzp1DrVajVqvZvHkz1tbW9OjRg++//56wsDCqVatm6hDN1htvvMGiRYvYsWMHmZmZTJ8+vcg5w4cPp3fv3iaIznJcuFEgYvONdU4p1/ILtbtWsqWDnzudGnjQqZ47dT2cSlxB8maysfVkCis3biekSzs61Pe0mGTD2kolJc7vRa+HKVNg8mRwcICjRwuvffLxMV1sokIodSK1bds2hg4dypkzZ9DrC89MVqlUaLXaMgtOiIpCq9UybNgwYxLVqFEjhg0bxqFDh9i2bRuJiYlcu3aNZ599ln379lW4MtUVTVJSEmq1GkVR2L59O3Z2doSEhPDLL78wcOBAqlatauoQLYKjoyOrVq3i1VdfZf78+RQU3BoZqVy5MmPHjmXSpEny+1ZKV3Ous+3UjQIRJ9M5dUeBCHsbK4LquBlHnZrUcP1XiY+1lYp2dd1IP6KnnYzYVCwqFRw/Dnl5hq+PP4avvzZ1VKICKXUiNWrUKNq0acOSJUvw9vaW/2CEKAPLly/n1KlTALRv355169ZhZWXF0qVL+eabb+jatSv79+/nwIEDbNy4UUZ+LdDx48eNydPu3btxcHAgNDSUefPm0b9//0LrUkXZcXFx4ddff2XatGkkJCSwbds2goODCQ8Px9nZ2dThmYU8zY0CESfT2XwyjYMXMooUiGheqwqd6rvTqb4HrXyr4mArBTxEGZk+HZYvh2HDYOJEU0cjKphSJ1InTpxAURTq16//MOIRokJav3698fabb76Jvb29sRSzo6MjY8eOZcSIEQBs2LBBEikLcfjwYRRFQa1Ws3//fhwdHenXrx/jx4+nb9++VJaNIh+ZGjVqMGLECLy8vOjbt6+sA76HAq2OA+cz2JKYzqYTaew6e4XrBYWn+df3rEzn+h50rOdOOz93XCvJ91P8SzodzJ4NTZrA7cXNPD3h5EmQDz6ECZQ6kWrXrh0nT54sk0Rqw4YNTJ8+nV27dpGcnExsbCyDBg0qdM6RI0cYP34869evR6fT0aRJE/744w98fX0LnafX6+nbty/Lly8v9nmEKM+uX79uvO3uXnQ+/O3H8vPzi7QL86DX6zlw4ACKoqAoCkeOHMHZ2ZkBAwYwadIkevfuXWSzcyFMTa/Xk5iaxaYTaWxOTGdbYvEFIjrW86Bzg3sXiBDigaSkQHg4bNkCzZoZSpnf/mGHJFHCREqUSO3fv994+7XXXuPNN9/k4sWLNGvWrMindqWpKpadnU1gYCDPPfcckZGRRdoTExPp3LkzI0eONJZcP3LkCA4ORd+gv/zyS5lmKMxWo9t2V//9998JDg4u1P77778bbzdu3PiRxSX+Pb1ez+7du43J08mTJ6lSpQoDBw7kk08+oVevXsW+pwlRlrQ6famqvyVn5Bqn6m0+mVakQISLgw0d6rkbRp3qe+BXigIRQpSau7thDRTAgQOGqXwDBpg2JiEoYSLVokULVCpVoeISN6cZAca20habCA0NJTQ09K7t77//Pn379uXTTz81HvPz8yty3r59+/j888/5+++/8fY273KnomJ68sknefPNN8nJyeGnn37CxcWFESNGcO7cOcaMGcPChQsBcHNzIzw83MTRivvR6XQcO3aMDRs2EBMTw+nTp3F3d2fQoEHMnDmTxx57DDs7O1OHKSqI5QeTi5QI976jRHhGjoatpwwlyTcnpnEqtfgCER3rG5Knf1sgQohSsbaG77+HZ54x7AnVo4epIxICKGEilZSU9LDjKEKn07FkyRLeeecdevfuzZ49e6hbty4TJkwoNG0vJyeHIUOGMGvWrBLvoZKfn19oelRmZiYAGo3GuC7FUty8Hku7Lkvj5OTEBx98wLvvvgvA559/zueff17kvI8++ggbGxvpz3JIp9OxdetWYmJiiImJ4fz581SrVo3w8HAiIiLo2rUrNja33nKlD8sfS3y/XHHoEq8t2If+juMXM/IYNW83vRp7cjEzj0MXMtHdUSCiaU0XOvm506GeG618qmB/W4EInbYAXTkq0muJfWfRzp2DtDQACjQaXBMTKdixwzBd7+JFrGfPRvvVV1Cjxq3HBAbC3r1gZQXSz+WCJf/elfSaVPo7a5ibiEqlKrS26eLFi3h7e+Po6MjkyZMJDg5m+fLlvPfee6xdu5Zu3boB8NJLL6HVavnpp5+KfZ7iTJo0iejo6CLHf//9d1mfIExGr9ejKArz588vsj+bjY0Nw4YNY+DAgSaKThRHq9Vy+PBhtmzZwrZt27hy5Qpubm60b9+ejh070rhxY6ytpTqZMA2dHqJ3W3P1OsD9R4+qV9LT0NXwVd9Fj2OpV1GLsuKQmor9jQ95i5Pv6kqeh8cjjKjsWGk09HrhBRyuXr3neec7dGDn+PGPJigh7pCTk8PQoUPJyMjAxcXlrueVOpFatGhR8U+kUuHg4ED9+vWpW7du6aKlaAJ04cIFatasyZAhQwqtDxk4cCBOTk7Mnz+fRYsW8eabb7Jnzx5jdauSJFLFjUj5+PiQlpZ2z2+WOdJoNKxatYpevXpJFSozcf78eebMmcOuXbtITU0lNDSUkSNHUv32TQaFyWg0GtatW0dsbCzx8fGkpqbi4+NDREQEERERtGvXDq1WK793ZsjS3i+3J13m6dk773veqK51eKqdL15mXCDCovouPx+bevVQpaTc9RR99eoUnDwJ9vaPMLAyotdj3bEjqj17UN3xoSGAHkPar/f0pGD3bkNVPlEuWdTv3R0yMzPx8PC4byJV6s+bBg0aVGS9FBReJ9W5c2fi4uL+1aaRHh4e2NjYEBAQUOh448aN2bRpEwBr1qwhMTGRKlWqFDonMjKSLl26sG7dumKf297eHvti3nxsbW0t7gfhJku+NktTp04dJk2ahEajYenSpVKKuRzIz8/nr7/+QlEU4uLiuHLlCn5+fsZCOUFBQYUW2t+cEiC/d+bJUvotPafg/icBjWtUwcfdMqqeWUTf2dhA7dqGqW/FJBpYWaHy9cXWycmwIa2pXL8OGRmQnw8uLoav261aZSgQ4eQEjz1WuC0szFB5rxgqgH79UM2bh+0df9+J8skifu/uUNLrsSrtE69atYqgoCBWrVpFRkYGGRkZrFq1irZt27J48WI2bNhAeno6b731VqmDvp2dnR1BQUEcO3as0PHjx49Tu3ZtAN59913279/P3r17jV8AX3zxBb/88su/en0hRMWWm5tLfHw8zzzzDNWrV6dfv35s3ryZl19+md27d3Py5Ek++eQT2rZtK9XKRLnk7lSygiaezuY7EmWRVCr46KPikygwHP/oo8JJ1I4dsHgxqNVw50Sj3bsN5//nP4bbt8vJgchI6N8fJkwo+lovvAA1a4KHh3FNk1FcnGG0yMcHbiyvKKR/fxg4EMaNK9p25kzx12ZtDUFBkJAAkkQJM1DqEanXX3+dH374gY4dOxqP9ejRAwcHB1588UUOHTrEl19+Waiq391kZWVx8uRJ4/2kpCT27t2Lm5sbvr6+vP322wwePJiuXbsa10glJCQYR5q8vLyKLTDh6+v7QNMLhRAVW3Z2NsuWLUOtVrN48WKysrJo0qQJY8eOJSoqiiZNmkjSJMxCnkbLL5tP3/McFeDlaiiFLsqZkBBDQrF7N9xZDdnNzdB+u3HjYPNmw+3r1wvvsbRzJ3zwgeG2nx+0anWrTaWCmBjD7ezClRoBuHIFLlww3M7LK9x2+8ye4vY3tLc3xHLbPonFPvZ2Wm3RJFGIcqzUiVRiYmKxcwVdXFw4deoUAA0aNCDtzk8uirFz585C++WMu/GpxfDhw5kzZw7h4eF89913TJ06lTFjxuDv749araZz586lDVsIIYp17do1lixZgqIoLF26lNzcXFq0aMG7775LZGRkoT2+hDAHmXkanp+7kx1Jl7GxUlGg0xvWnNx2zs0/UycOCJAy5uXF/v0wfz789ZehxPdHH0GfPkXP8/cvmmjcnpjcmUjdvtXCnQnP/ZKhatUMI1L29kVHyGrUMIw62dtDw4ZFHzthgiExKm5970svQWgovPkm+sREVFotemtrVK1aFU0ShSjHSp1ItW7dmrfffptff/2VatWqAZCamso777xDUFAQACdOnKBWrVr3fa7u3bsXWWt1pxEjRpRodOumclKEUAhRjl29epWEhAQURWHFihXk5+fTpk0bJk6cSGRkJPXr1zd1iEI8kJRreQyf/TdHkjNxtrfhp+FtuJJzvcg+Ul537CMlHjGt1jCN7Xbbt8O0aYbbq1cbEpE7R6WqVDGsL7rTs89CcLAhqbnzeXv0MEyVs7eHOzd0t7KCf/4xtFWqVPR5v/3W8FWcm1Pw7qa4qYI3NW9u+LK1RXUjWVTJaJQwQ6VOpH7++WfCwsKoVasWPj4+qFQqzp49i5+fH/Hx8YBhyt5///vfMg9WCCEeVHp6OosWLUJRFFatWoVGo6FDhw5MmTKFiIgI6tSpY+oQhfhXzqbn8Mzs7ZxJz8Gjsh1zR7SlSQ1XAHoFeLEj6TIp1/LwdDZM55ORKBOIj4c5c2DtWkOC5Od3q+32TWYTE2+tlbp9VGrBAujdu+jzPvPM3V/Tx8fwdTc1a5Y4/DIXEoKudWusdu0y/CujUcLMlDqR8vf358iRI6xYsYLjx4+j1+tp1KgRvXr1wsrKULviXqXHhRDiUUlJSSEuLg5FUVizZg06nY4uXbrw2WefERERUaKRcyHMwZHkTIbN3kHqtXx83Crx24h21PFwMrZbW6noUM/dhBFWQGlphiINtztwwFCkAQxT+G5PpPz8DMUiOnW6NR3u5lqpv/82/GtpiYZKhW7yZLJeeAHHyZOxktEoYWYeaLs9lUpFnz596FPc3F0hhDCh5ORkYmJiUKvVrF+/HoDg4GBmzpxJeHh4sQVqhDBnf5++zIg5f3Mtr4BGXs78OqItnma8J5TZ++QTw6jTiROGZOr26nM9e8J//wvu7sUXd4iIKHxfpYIpU2DMGMO/Fpho6Hv0YO2sWfS9fUROCDNRokTq66+/5sUXX8TBwYGvv/76nueOGTOmTAITQoiSOnfuHDExMSiKwubNm7G2tqZHjx58//33hIWFGddzCmFp1hy9xMvzdpNfoKNN7ar8PDwIV0fL2s+l3MrLg2PHIDCw8PELF+DoUcPt9esLr2lq08YwpS8w0LA+qSR69oTDh8smZiFEmSpRIvXFF1/w1FNP4eDgwBdffHHX81QqlSRSQohHIikpCbVajaIobN++HTs7O0JCQpg9ezYDBw7EzU1KOgvLFrP7H95W9qPV6XmskSffDG1FJTvr+z9Q/HtDh0JsrKEiXnq6YRPdm3r0gG++gbZtCx8Hw/2WLR9trEKIh6ZEiVRSUlKxt4UQ4lE6ceIEiqKgKAq7d+/GwcGBPn36MG/ePPr374+rq6upQxTikfh5UxIfLTaMUoS3rMmnUc2xtS7hCIcoGb0ejh83jDDdtlWLsS0vz/C1cye0b3+rrXdvuHwZitkqRghhWR5ojRTA9evXSUpKol69etjc+YmLEEKUkcOHDxtHnvbv34+joyP9+vVj/Pjx9O3bl8qVK5s6RCEeGb1ez2crj/HN2kQARnSqy3/6NcZKKvCVLa0WGjWCkyehdm1ISiq8PqlnT8MGuD17gpNT4cfa2999w1khhEUpdQaUk5PDa6+9xty5cwE4fvw4fn5+jBkzhho1avDuu++WeZBCiIpDr9dz4MAB48jTkSNHcHZ2ZsCAAUyaNInevXvj6Oho6jCFeOS0Oj3/iTvI/B1nAXi7tz+ju9dDZYEFCB6ZjAxYt86wXmnAgFvHra3B19eQSJ05A6dOQb16t9qffRZGjLDI4g9CiJIrdSI1YcIE9u3bx7p16wpV7evZsycTJ06UREoIUWp6vZ7du3ejKApqtZoTJ05QpUoVBg4cyCeffEKvXr1wcJAqZKLiyi/Q8sbCvSw9cBGVCiYPaspT7WqbOizTOncOUlMNtwsKcE1MhD17bq1L8vSEe21xcOUKVKtmGH0KCiqcSAH07294rp49wdm5cNudm94KISqkUidScXFxLFy4kPbt2xf6FCwgIIDExMQyDU4IYbl0Oh07duwwTts7ffo0bm5uhIeH8/XXX/PYY49hZ2dn6jCFMLms/AJe+m0nm0+mY2dtxZdPtqBvM29Th2Va+fmG5OfSJQBsge53nuPlZdjY9vBhw55NDRtCePit9qpVoXFjOHgQdu0yJFZVq95qf+MNw5cQQtxFqROp1NRUPD09ixzPzs6W6QVCiHvS6XRs2bLFOPL0zz//4OnpSUREBJGRkXTr1g1bWyndLMRN6Vn5PDfnb/b/k4GTnTU/DGtDp/oe93+gpbOzM0y9S00Fna5ou5UV+PgYEqmgIMOxfv0KJ1JgmKJ37pyh0l6lSg89bCGEZSl1IhUUFMSSJUt47bXXAIzJ048//kiHDh3KNjohhNkrKChg48aNKIpCbGwsycnJeHt7ExkZSVRUFJ07d8ZapskIUcT5q7k88/N2TqVm4+Zkxy/PBhHoU8XUYZUPKhV89BHctsSgEJ3O0N60KVSvbhi5Wr8eNBq4/cOaN998NPEKISxSqROpqVOn0qdPHw4fPkxBQQFfffUVhw4dYuvWraxfv/5hxCiEMDMajYZ169YZk6fU1FR8fHx48skniYyMpEOHDliVdDNKISqgE5eu8czPO7iYmUcNVwd+HdmO+p5SobKQkBDDaNPOnYZy5DdZW0OrVoZ2lQree88wgtWjR9F9nYQQ4l8o9TtKx44d2bx5M5999hn16tVj5cqVtGrViq1bt9KsWbOHEaMQwgzk5+fz119/oSgK8fHxXL58GT8/P5577jkiIyMJCgqS6b9ClMCes1d4bs7fXM3RUN+zMr+OaEuNKjLtrIi7jUpptYbjN99vxox59LEJISqEB/poplmzZsby50KIiis3N5eVK1eiKAoJCQlkZGTQsGFDRo0aRVRUFC1atJDkSYhS2HA8lVHzdpFzXUugTxXmPBtEVScpunJXN0al9Lt2odLp0Ftbo7o5GiWEEA9ZqROpp556iu7du9O9e3caNGjwMGISQpRj2dnZLF++HEVRWLx4MVlZWTRp0oSxY8cSFRVFkyZNJHkS4gEs3n+BNxbuRaPV06WBB9893Rone5mKVkRenmHDW5XKOCqlujEqpbpzNEoIIR6iUr9DV65cmRkzZvDSSy/h5eVFt27d6NatG927d6dRo0YPI0YhhIldu3aNJUuWoCgKS5cuJTc3lxYtWjB+/HgiIyNp3LixqUMUwqz9tvU0Hyw6hF4P/Zp78/kTgdjbSBGWIi5fNuzv1K0bTJ1qOBYSgq51a6x27TL8K6NRQohHpNSJ1Pfffw/AxYsXWbduHevWreOrr77ilVdewdPTk+Tk5DIPUgjx6F29epWEhATUajXLly8nPz+fNm3aMHHiRCIjI6lfv76pQxTC7On1er7+6yRfrD4OwNPtfYke2BRrKxlRKeL6dQgOhv37YetW8PY2rH9SqdBNnkzWCy/gOHkyVjIaJYR4RB54zoCzszNVq1alatWqVKlSBRsbG7y8vMoyNiHEI5aens6iRYtQFIVVq1ah0Wjo0KEDU6ZMISIigjp16pg6RCEshk6nJzrhEHO3ngFgTI8GvNGzgUyNvRs7Oxg1CkaPBk9P6NrV2KTv0YO1s2bRt0cPEwYohKhoSp1IjR8/nvXr17Nv3z6aNm1K165dmTBhAl27dqVKlSoPIUQhxMOUkpJCXFwciqKwZs0adDodXbp04bPPPiMiIoJatWqZOkQhLM71Ah1v/bmPRfsuADBpQADPdqpr4qjMwMsvG6ry9ekDMiouhDCxUidS06dPp1q1akycOJGwsDBZGyGEGUpOTiYmJga1Wm3c/6179+7MnDmT8PBwGV0W4iHKuV7Ay/N2s/54KjZWKmY8EUhYi5qmDqt8ys4GJ6fCx1591TSxCCHEHUqdSO3Zs4f169ezbt06ZsyYgbW1tbHYRPfu3SWxEqKcOnfuHDExMSiKwubNm7G2tqZHjx58//33hIWFUa1aNVOHKMq5s2fPsmvXLnQ6HYGBgbJO7gFczbnOiDl/s/vsVRxsrfj26dYE+3uaOqzyKS4OXnoJVqyAFi1MHY0QQhRR6kQqMDCQwMBAxtzY4G7fvn18+eWXjBkzBp1Oh1arLfMghRAPJikpCbVajaIobN++HTs7O0JCQpg9ezYDBw7Ezc3N1CEKM3Dy5EnGjRvH4sWL0ev1xuM9evRgxowZBAYGmjA683ExI49hs7dz/FIWrpVsmf1sEK1rVzV1WOXT8uUQGQk6nWEa344d4Otr6qiEEKKQByo2sWfPHmPFvo0bN5KZmUmLFi0IDg4u6/iEEKV04sQJY/K0a9cuHBwc6NOnD/PmzaN///64urqaOkRhRo4ePUqXLl1IS0sr0vbXX3/RuXNnVq9eTbt27UwQnfk4lZrFMz/v4PzVXKq72PPriHb4ezmbOqzyq0sXaNfOUJ0vJMRQoU8IIcqZUidSVatWJSsri8DAQLp3784LL7xA165dcXFxeRjxCSFK4PDhw8bkaf/+/Tg6OtKvXz/eeecd+vbtS+XKlU0dojBTzz33nDGJ8vb2Zvjw4djZ2fHbb7+RlJREVlYWTz31FMeOHcPaWvY9Ks7B8xkMn72D9Ozr1HF35LeR7fBxczR1WOWbkxMsXgw//wxvvglWVqaOSAghiij1O9Nvv/1Geno6O3fu5LPPPqN///4PnERt2LCBAQMGUKNGDVQqFXFxcUXOOXLkCAMHDsTV1RVnZ2fat2/P2bNnAbh8+TKvvfYa/v7+ODo64uvry5gxY8jIyHigeIQwF3q9nv379/PBBx8QEBBAkyZNmD59Ok2aNEGtVpOamsoff/zBE088IUmUeGA7d+5k27ZtADRo0IAjR44wdepUoqOjOXToEG3btgUgMTGR5cuXmzLUcmtLYhpP/rCN9OzrNKnhgvJyR0miilNQALm5hY+5ucHbb0sSJYQot0r97vRvEqc7ZWdnExgYyKxZs4ptT0xMpHPnzjRq1Ih169axb98+/vvf/+Lg4ADAhQsXuHDhAp999hkHDhxgzpw5LF++nJEjR5ZJfEKUJ3q9nl27dvHee+/h7+9PYGAgX3/9NUFBQSxatIiUlBR+//13IiIicHSUP9TEv/fXX38Zb48dO7bQtNBKlSrxzjvvGO+vWbPmkcZmDpYfvMizs/8mK7+A9n5uLHixPR6V7U0dVvmTm2tYDxUVBRqNqaMRQogSe+ANectCaGgooaGhd21///336du3L59++qnxmJ+fn/F206ZNUavVxvv16tXj448/5umnn6agoAAbG5NenhD/ml6vZ8eOHcZ9nk6fPo2bmxvh4eF89dVX9OjRAzs7O1OHKSxUXl6e8bZ3MWtUbj92+7kCFv59lgkxB9DpISSgOl8PaYmDrUx9LNbgwZCQYLg9apRhOp8QQpiBcptp6HQ6lixZwjvvvEPv3r3Zs2cPdevWZcKECQwaNOiuj8vIyMDFxeWeSVR+fj75+fnG+5mZmQBoNBo0FvZp2M3rsbTrsmQ6nY6tW7fy559/8scff5CWloanpydhYWFERETQtWtXbG1tjedL35Y/lvJ7d/sHVwsWLKB///6F2hcsWFDoXHO/3rLoN71ezw8bT/PZqhMAPN66Jh8OaIw1OjQaXZnEaWlUr7+O9cqVYGuL9okn0D/A999SfucqIuk782XJfVfSa1Lpb69la0IqlYrY2FhjknTx4kW8vb1xdHRk8uTJBAcHs3z5ct577z3Wrl1Lt27dijxHeno6rVq14plnnmHy5Ml3fa1JkyYRHR1d5Pjvv/8uU6KESWi1Wg4fPszWrVvZunUrV65coWrVqnTo0IGOHTvSuHFjWcgvHrn8/HxGjhxJVlYWAGFhYfTv3x9ra2tWrVrFwoUL0el02NjY8PPPP1f4ipB6PcSfsWJtsmHWfI8aOgb46lCpTByYGai+Ywf5bm5clb3JhBDlQE5ODkOHDjUO0NxNuU2kLly4QM2aNRkyZAi///678byBAwfi5OTE/PnzCz0+MzOTkJAQqlatyqJFiwp9Yn+n4kakfHx8SEtLs7jqgxqNhlWrVtGrV697fk/Eo6fRaFi/fj0xMTHEx8eTmpqKj48PERERhIeH07p1a/766y/pOzNkSb933377La+//vo9z3nvvfeYNGnSownoIfo3/Vag1fFe/GFi91wAYHzvhjzfuc5DiNICZGRAGSfdlvQ7V9FI35kvS+67zMxMPDw87ptIldupfR4eHtjY2BAQEFDoeOPGjdm0aVOhY9euXaNPnz5UrlyZ2NjY+3amvb099vZFF/za2tpa3A/CTZZ8bebk+vXrrF69GkVRiI+P5/Lly9StW5dnn32WqKgogoKCUN34+PrmsLL0nfmyhL577bXXyM3N5f333y92w/W33nqLjz76CCsLqqxW2n7L02h5beFeVh9JwdpKxbSIZjzexuchRmjGNm2CsDD47jt4/PEyf3pL+J2rqKTvzJcl9l1Jr6fcJlJ2dnYEBQVx7NixQsePHz9O7dq1jfczMzPp3bs39vb2LFq0yFjRT4jyIi8vjxUrVqBWq1m0aBEZGRk0aNCAUaNGERUVRYsWLYzJkxDljUqlYvz48Tz55JP89NNPbN++HZ1OR8uWLXnhhRdo2LChqUM0qcw8Dc/P2cmO05exs7Him6Gt6BVQ3dRhlU+HDxs2183Nhaeegho1oFMnU0clhBAPzKSJVFZWFidPnjTeT0pKYu/evbi5ueHr68vbb7/N4MGD6dq1q3GNVEJCAuvWrQMMI1EhISHk5OQwb948MjMzjYUjqlWrJmtKhMnk5OSwbNkyFEVh8eLFZGVl0aRJE8aOHUtkZCRNmzaV5EmYldq1a/PRRx+ZOoxyJeVaHsNn/82R5Eyc7W34aXgb2vm5mzqs8qtxYxgyBGbPhuBgCAw0dURCCPGvmDSR2rlzJ8HBwcb748aNA2D48OHMmTOH8PBwvvvuO6ZOncqYMWPw9/dHrVbTuXNnAHbt2sX27dsBqH/HAtWkpCTq1KnzaC5ECAyJ/ZIlS1AUhWXLlpGTk0OLFi0YP348kZGRNG7c2NQhCiHKyNn0HJ6ZvZ0z6Tl4VLZj7oi2NKlRsYtt3JdKBd9/D82awejRIFs3CCHMnEkTqe7du3O/WhcjRoxgxIgRD/x4IR6mq1evkpCQgFqtZvny5eTn59OmTRs++OADIiMjiyT4QgjzdyQ5k2Gzd5B6LR8ft0r8NqIddTycTB1W+aPXw9WrULXqrWM2NjB2rKkiEkKIMlVu10gJUV5dvnyZ+Ph4FEVh1apVaDQaOnTowMcff0xkZKSMhAphwf4+fZkRc/7mWl4Bjbyc+XVEWzxdZG1uEVotvPIKrFtnKDDh4WHqiIQQosxJIiVECaSkpBAXF4eiKKxduxatVkvnzp357LPPiIiIoFatWqYOUQjxkK05eomX5+0mv0BHm9pV+Xl4EK6OllWpqsy8845hGh9A//6weTPIumUhhIWRREqIu0hOTiY2NhZFUVi/fj1gmE769ddfEx4ejpeXl4kjFEI8KjG7/+FtZT9anZ7HGnnyzdBWVLKTxOCuXnsNFiyAlBR4/XVJooQQFkkSKSFuc+7cOWJiYlAUhc2bN2NtbU2PHj34/vvvCQsLo1q1aqYOUQjxiP28KYmPFh8GILxlTT6Nao6tteXsm/VQ1KkDK1bAP/9Anz6mjkYIIR4KSaREhZeUlIRarUatVrNt2zbs7Ozo1asXs2fPZuDAgbi5uZk6RCGECej1ej5beYxv1iYCMKJTXf7TrzFWVrJ1QRFpaeDubqjMd1PTpoYvIYSwUJJIiQrpxIkTqNVqFEVh165d2NvbExoayrx58+jfvz+urlLGWIiKRKvTsz3pMrvSVLgnXaatXzUmLjrE/B1nAXi7tz+ju9eT/d+Kc3Oj3WefhcmTTR2NEEI8MpJIiQrjyJEjKIqCoijs378fR0dH+vXrx9tvv03fvn1xdnY2dYhCCBNYfjCZ6ITDJGfkAdb8emInDjZW5BXoUKlg8qCmPNWutqnDLJ+uXoVu3QwjUh9/DH5+cJctS4QQwtJIIiUsll6v58CBAyiKglqt5vDhwzg7O9O/f38mTpxInz59cHR0NHWYQggTWn4wmZfn7ebOHQnzCnQAPN+5riRR91KlCkycaCgu0aqVoUKfEGUsJSWF/Px8U4ch7qDT6fDx8eHChQtYWZnfutFq1arh4PDvtq+QREpYFL1ez549e4wjTydOnMDV1ZWwsDCmTZtGr169/vUvjRDCMmh1eqITDhdJom63eH8y74Y2xlrWRd3dq6+CszOEh4OLi6mjERYmMzMTlUqFj4+PqUMRd9DpdLi6uuLi4mJ2iZRWq+X8+fN4enr+q78LJZESZk+v17Njxw5j8nT69Gnc3NwIDw/nq6++okePHtjZ2Zk6TCFEObMj6fKN6Xx3l5yRx46ky3So5/6IojIDly5B9eqFjw0fbppYhMXLyMiQvRpFmbO2tqZmzZpcuHDhXyXpkkgJs6TT6diyZQuKohATE8O5c+eoVq0aERERREVF0a1bN2xtZaNMIUTxtDo9qw9fLNG5KdfunWxVGHq9oZjE55/D+vXQvLmpIxIVhBR5EQ+DdRnsbyeJlDAbWq2WjRs3GpOn5ORkvL29iYyMJCoqis6dO5fJL4UQwnJdy9Pwx85/mLMliXOXc0v0GE9nmQ4MwA8/wAcfGG737g2HDoFsDyGEqMAkkRLlmkajYd26dSiKQmxsLKmpqfj4+DB48GCioqLo0KGD2c3LFUI8eucu5zBny2kW/n2OrPwCAFwr2VCg05Odry32MSrAy9WBtnUlWQDgqafgl19g+3Z46y1JooQQFZ4kUqLcuX79OqtXr0atVhMXF8fly5epW7cuzz77LFFRUQQFBckwvxDivvR6PTvPXOHnjUmsPHwR3Y2qEn7VnBjRqS6RrWqx/ngKL8/bbTj/tsfefIeZOCBACk3cVLkyLFkCa9dCVJSpoxGiwpgzZw5jx47l6tWrpg5F3EE+yhflQl5eHosWLWLYsGF4enrSr18/Nm7cyKhRo9i9ezeJiYl8+umntG3bVpIoIcQ9abQ64veeJ+ybzTz+3VaWHzIkUV0aePDLc0GsfqMbT7evTSU7a/o09ebbp1vh5Vp4+p6XqwPfPt2KPk29TXQV5cCVK5B7x/RHd3dJooTZ0er0bE1MJ37vebYmpqPV3atW57/37LPPolKpinz16dPnvo+tU6cOX375ZaFjgwcP5vjx4w8p2lvmzJlDlSpVHvrrWBIZkRImk5OTw7Jly1AUhcWLF5OVlUWTJk14/fXXiYqKomnTppI0CSFK7GrOdf63/Sy/bj3NpUzDnjN2NlZEtKzJc53q4u9V/KbbfZp60yvAi60nU1i5cTshXdrRob5nxR6JOn/esA7Kzw9iYsBG/lwQ5qnwhtsG3q4OTBwQ8FA/KOnTpw+//PJLoWP29vYP9FyVKlWiUqVKZRGWKGMyIiUeqWvXrrFgwQIef/xxqlWrRlRUFEeOHGH8+PEcPnyYgwcPEh0dTbNmzSSJEkKUyMmULN6PPUD7qX8xfcUxLmXm41HZnnG9GrL13ceYFtn8rknUTdZWKtrVdaO1h552dd0qdhKl00HfvoZiEgkJ8M47po5IiAdyc8PtO7c5uJiRx8vzdrP8YPJDe217e3u8vLwKfVWtWhWASZMm4evri729PTVq1GDMmDEAdO/enTNnzvDGG28YR7Gg6EjRpEmTaNGiBbNnz8bX15fKlSvz8ssvo9Vq+fTTT/Hy8sLT05OPP/64UEyff/45zZo1w8nJCR8fH0aPHk1WVhYA69at47nnniMjI8P42pMmTQIMSy7eeecdatasiZOTE+3atWPdunXG5z1z5gwDBgygatWqODk50aRJE5YuXfqQvrPli3zEJB66jIwMEhISUBSF5cuXk5+fT5s2bfjggw+IjIykfv36pg5RCGFm9Ho9m06m8fOmJNYdSzUeb+ztwsjOdRkQ6I29jVTxfCBWVvDll9CnD9SsCa+8YuqIhAAMv/e5muKLw9xJq9MzcdGhYjfc1mNYBzlp0WE61fco0QcnlWyty+QDXkVR+OKLL1iwYAFNmjTh4sWL7Nu3D4CYmBgCAwN58cUXeeGFF+75PImJiSxbtozly5eTmJhIVFQUSUlJNGzYkPXr17NlyxZGjBhBjx49aN++PQBWVlZ8/fXX1KlTh6SkJEaPHs0777zD//3f/9GxY0e+/PJLPvjgA44dOwZA5cqVAXjuuec4ffo0CxYsoEaNGsTGxtKnTx/27dtH9erVefXVV9FoNGzYsAEnJycOHz5sfKylk0RKPBSXL18mPj4eRVFYtWoVGo2GDh068PHHHxMZGUmdOnVMHaIwgZycHBYsWMDSpUu5du0aPj4+DBs2jC5dusgIpCiRPI2WuD3nmb05ieOXDJ+kqlTQo1F1RnauS3s/N/lZKgvBwbBokWGvKO8KvE5MlCu5Gi0BH6wok+fSAxcz82g2aWWJzj/8YW8c7Ur+Z/PixYuLJBPjx4/HyckJLy8vevbsia2tLb6+vrRt2xYANzc3rK2tcXZ2xsvL657Pr9PpmD17Ns7OzgQEBBAcHMyxY8dYunQpVlZW+Pv788knn7Bu3TpjIjV27Fjj4+vWrctHH33Eyy+/zP/93/9hZ2eHq6srKpWq0GsnJiYyf/58/vnnH2rUqAHAW2+9xfLly5kzZw7jx4/n3LlzREZG0qxZMwD8/PxK/H0yd5JIiTKTkpJCXFwcarWaNWvWoNVq6dy5M5999hkRERGyM3kFt2nTJiIjI0lJSSl0/Oeff6ZHjx78+eefxmkPQtwp5Voe87aeYd72s1zOvg6Ao501T7Tx4dmOdajj4WTiCM3cuXPg41P4WO/epolFCAsQHBzMt99+W+iYm5sb2dnZfPnll/j5+dGnTx/69u3LgAEDsCnlOsQ6derg7HxrynL16tWxtrYutCVM9erVC/2fu3btWqZMmcLhw4fJzMykoKCAvLw8srOzcXIq/j109+7d6PV6GjZsWOh4fn4+bje2QHj11Vd55ZVXWLlyJT179iQyMpLmFWTDbkmkxL+SnJxMbGwsiqKwfv16wDDH9+uvvyY8PPy+n6iI4ml1erYnXWZXmgr3pMtmv/D90KFDhIaGGudi3+mvv/5iwIABrFu3rtT/mQjLduhCBrM3nSZh3wWua3UA1KxSieEdazM4yBfXSrYmjtACzJ4No0bBggUQEWHqaIS4q0q21hz+sGQJ/o6kyzz7y9/3PW/Oc0El2iuukm3ppgo7OTkVu3TBzc2NY8eOsWrVKlavXs3o0aOZPn0669evx9a25O9nd56rUqmKPabTGd43z5w5Q9++fRk1ahQfffQRbm5ubNq0iZEjR6LRaO76OjqdDmtra3bt2oW1deHvgaOjIwDPP/88oaGhLFmyhJUrVzJ16lRmzJjBa6+9VuLrMVfyF4sotXPnzhETE4OiKGzevBlra2see+wxvvvuOwYNGkS1atVMHaJZK1xhyJpfT+x8JBWGHqZJkyYZk6hu3boxdepUGjZsyLJlyxg3bhypqals3ryZuLg4oqS0coWn0+n562gKP286xbZTl43HW/lWYWRnP3o3qY6NtdRKKhNr18LIkYbbQ4bAzp1wY3qOEOWNSqUq8fS6Lg2q4e3qwMWMvGLXSd3ccLtLg2qP/IPKSpUqMXDgQAYOHMgrr7xCo0aNOHDgAK1atcLOzg6ttmTrwEpj586dFBQUMGPGDOOo1R9//FHonOJeu2XLlmi1WlJSUujSpUuhNp1OR2ZmJgA+Pj6MGjWKUaNGMWHCBH788UdJpIS4KSkpCbVajVqtZtu2bdja2hISEsLs2bMZOHCgcXhX/Ds3Kwzd+aZ/s8KQOe5rk56eTmxsLACenp4sWbLEOIXg6aefxs3NjX79+gHw008/SSJVgWXnF6Ds+odfNidxOj0HMFTTC23qxcjOdWnpK1M/y1y3bjB8OMydaygq0aSJqSMSokxYW6mYOCCAl+ftRsWj33A7Pz+fixcvFjpmY2PD4sWL0Wq1tGvXDkdHR3777TcqVapE7dq1AcOUvQ0bNvDkk09ib2+Ph4dHmcRTr149CgoKmDlzJgMGDGDz5s189913hc6pU6cOWVlZ/PXXXwQGBuLo6EjDhg156qmnGDZsGDNmzKBly5akpaWxZs0amjRpQufOnXnjjTfo27cvDRs25MqVK6xZs4bGjRuXSdzlnSRS4q5OnDiBWq1GURR27dqFvb09oaGh/PbbbwwYMABXV1dTh2hRtDo90QmH71lhKDrhML0CvMxqmt+pU6eMn3ANGDCgyDzsPn364OLiQmZm5iPZcFCUP+ev5jJ3y2nm7zjLtbwCAFwcbBjSzpfhHepQo4rsn/LAzp2D1NS7t3t6wk8/GcqdP/64oXKHEBbi5obbd+4j5fUIZnksX74c7zsKtfj7+zNt2jSmTZvGuHHj0Gq1NGvWjISEBNzd3QH48MMPeemll6hXrx75+fno9WWzeXCLFi34/PPP+eSTT5gwYQJdu3Zl6tSpDBs2zHhOx44dGTVqFIMHDyY9PZ2JEycyadIkfvnlFyZPnsybb77J+fPncXd3p0OHDsYNhrVaLa+88gr//PMPLi4u9OnThy+++KJM4i7vVPqy6iEzlpmZiaurKxkZGbi4uJg6nDKj1elLvcHkkSNHUBQFtVrNvn37cHR0pF+/fkRGRtK3b99CCxtF2dqamM6QH7fd97yZQ1rSv7m32VQm279/P4GBgQAMHDiQ+Pj4Qu2ZmZm4u7tTUFBAo0aNOHLkiCnCLFMajYalS5fSt2/fUs15r2h2n73Cz5uSWH7wIlqd4b+iuh5OPNepDpGtauFk/2g/67O4fsvPh9q14dKlu5/j5QWnT8MDbhRaXlhc31Ug9+u7c+fO4XNnIZRS0ur07Ei6TMq1PDydHWhb0feKKyM3p/a5uLgUKnJhTu7281XS3MCkI1IbNmxg+vTp7Nq1y1i0YNCgQYXOublZ6/r169HpdDRp0oQ//vgDX19fwDB0+tZbbzF//nxyc3Pp0aMH//d//1fhK8SVdJ2NXq/nwIEDxpGnm7X/BwwYwAcffECfPn2MiwnFw5V8NbdE5702fw//iTtIgLcLTWq4EHDjq161ytiWw3UjjRs3pnr16ly6dIklS5awa9cuWrdubWz/9NNPKSgwjEJ0797dRFGWjaysLOLi4khKSuLs2bPUr1+fJjJVqpACrY5lBy/y86Yk9p67ajzesZ47IzvXJdjfEyv5A6ds2NmBr69hROrGgvNCrKwMlfrs7B59bEI8QtZWKjrUczd1GMICmTSRys7OJjAwkOeee47IyMgi7YmJiXTu3JmRI0cSHR2Nq6srR44cwcHBwXjO2LFjSUhIYMGCBbi7u/Pmm2/Sv3//YquLVBT3W2fzf0+1pLrmIoqioCgKJ06cwNXVlbCwMKZOnUpISEih77F4uHQ6PQn7LzBt+dESnW+lgoxcDVtPpbP1VLrxuJ2NFf7VnQnwvpVcNfZ2ofIj/lT/Tra2trz00kt8+OGHxpL4w4YNw9/fn2XLlrF69WrAsIh49OjRJo31Qen1eqZOncq0adO4du2a8fhPP/1EaGgoP//8c5EpHhVNRq6GBTvOMnfLaS7cmGJjZ23FwBY1GNGpLgE1LGc2QLmhUsFHHxk21i2OTmdoN5PRbSGEKG9M+hdWaGgooaGhd21///336du3L59++qnx2O2bfGVkZPDzzz/z22+/0bNnTwDmzZuHj48Pq1evpncF3APjbuts9Ho9+cnHyTm2mfAftpB/5SJubm4MGjSIr776ih49emAnn0o+Unq9no0n0vhk+VEOXTBUvbFSge4uk21vVhj6681unErN5vCFTA4nZxr/zcov4MD5DA6czyj0uDrujobEytuFJjVcCajhgqez/SOdGjh+/HhWr17Nli1byMvL44cffihyzpQpU4yb+ZmbcePG8eWXXxbbtmzZMrp06cK2bdvKbNGwOUlKy+aXzUkou/4h57phrZy7kx1Pt6/N0+1rU83ZvKeUlXshIRAUBLt3w+3VuKysoHVrQ7sQQogHUm6LTeh0OpYsWcI777xD79692bNnD3Xr1mXChAnG6X+7du1Co9EQctt/BDVq1KBp06Zs2bLlrolUfn4++fn5xvs3SzdqNJp71tI3B9uTLhdaUHk99TRZ+1eRc2wL2mupWDm64tiwA9M+H8GLT/QrNB/Z3K/dnOz/J4PPVp1g643Szk721jzfqQ6+bpV4SzkIFF9h6P1Qf2xVevw9HfH3dCS8hWGfLp1Oz7mruRxJvmb4upjJ4eRrXMrM53R6DqfTc1h64Fb1IDcnWxp7uRDg7Uxjb2caezlT18Ppoc0Zt7W1ZcmSJbz33nvMnTuXnJwcY1vdunV5//33GTZsmFn+DO7cudOYRKlUKoYNG0ZISAgrVqxgxYoVXLp0icTERD744AO++uor0wb7iOj1erYnXeGXLWdYezyVmytx/atX5tmOtRnQzAv7G3uylKc+vxlLeYrpgWRlYfXrr+idndE/8wyqiROx6d+/8Dk6HQUTJ6K/Ma3W3FlM31VA9+s7nU5n3AtJlC83yyzo9Xqz7SOdTlfsz15J30vKTbEJlUpVaI3UxYsX8fb2xtHRkcmTJxMcHMzy5ct57733WLt2Ld26deP333/nueeeK5QUAYSEhFC3bl2+//77Yl9r0qRJREdHFzn++++/m/16oF1pKn49cWtK47V9K8jY9D8cG3bE0b8j9rWaoLKyZlgDLa09ykXXVygpubDknBV70w1rmaxVejpX1xNSS0flGzntvnQVMaetuHr9VlJTxU5PRB0dge6l67MsDZzPVnE+B/7JVnE+W8WlXNBTNGGytdJTwxFqOump6ainlpPhvl0Zz5DNysri8OHD5Obm4uHhQePGjc12kSrAzJkz+euvvwB49tlnC63zTE1N5ZVXXuH69es4ODgwZ84cs542q9NDYqaKTA242EI9Fz23594FOsN70PpkK87n3GoIqKKjew09DV30MovsIbPNyqLnqFHYZWWRU60aq7/7Dr2VFV3ffhvXU6ew0unQWVmR4efHhunTZVqfKPd8fHwKzUYSoiydOnWKc+fOFTmek5PD0KFDy3exiXu5mdmGhYXxxhtvAIbSjVu2bOG7776jW7dud32sXq+/57SlCRMmMG7cOOP9zMxMfHx8CAkJMfuqfe5Jl/n1xE7j/cpNH6Ny816oVIX/UM1y8qF9t4a4Ocl0vkch5Vo+s9Ym8uf+8xToDH9MhjX35vUe9alVtXBp577AOzo92xJTWbN1F491aE37emW3YWCeRsvxS1kcvjFydST5GkcvXiNXo+NMFpzJuvU6Viqo4+5EY29n4+hVgJcz7pUffDqWVqen9pkrpFzLx9PZnja1q5p19aQJEyYAhlG3L7/8EkdHRzQaDatWrWLo0KGsWbOG+fPnk5eXh4+PD0FBQSaO+MGsOHSJqUuPcjHz1gdXXi72/KdvI9rUrsLvf//D7zvOkZZ1HYBKtlZEtKzJ8A6+1PVwutvTlis3+61Xr15mXfnNet48WL4cx9RU+laujD44GJWtLVY3RqWsdDqcv/ySvhY0rc9S+q4iul/fXbhwwez/NrNUer2ea9eu4ezsbDaVhO/k7u5e7LKCm7PV7qfcJlIeHh7Y2NgQEBBQ6Hjjxo3ZtGkTAF5eXly/fp0rV65QteqtjRpTUlLo2LHjXZ/b3t4e+2JKvdra2pr9G3CH+p6FdvJWWRd/PTF7L7D00EWeaOPD85398HU375G48iozT8MP60/x86YkcjWG9QnB/tV4p08jGnvf/T8GW6BTA08yTujp1MCzTH8ubW1taV3XgdZ1b63X0er0nE4vvO7q0IVM0rLyOZWWzam0bJbcNjWwuov9raIW3q40qeGCr5vjfautFa4maVBcNUlzcnNQ39raGkdHx0J9ZWtrW2iU28rKyizfY5YfTOa1BfuKFrDJzOfVBfuwsVJRcGNxn7erA8M61GFIWx+qOJrnBzVm8X9BQQHExMCOHfDZZ4Xb3n4bvL1h7Fhsmjc3HOvb17BW6u+/ISgIm759LXI0yiz6ThTrbn1nZWVl1rMWLNnNQQ+VSmW2fXS3/5dL+j5SbhMpOzs7goKCOHbsWKHjx48fN+7+3Lp1a2xtbVm1ahVPPPEEAMnJyRw8eLBQgYqKpCQ7eY/oXJftSekcPJ/Jr1vPMG/bGUKbevNiVz8Cfao8+qAtUH6Blt+2nuGbtSe5kmOYZ9vCpwrvhjaivV/5K8FqbaWiXrXK1KtWmQGBNYzHU67lGZOrQxcyOXIhk6T0bC5l5nMpM5W1x25t9OlkZ03jG8lVkxsJVoPqlXG4sRbmftUkv326lVkmU82bN+fo0aPk5eXx+++/M3z4cGPblStXUKvVgOE9zd/f31RhPrB7bRR9U4FOT/NarjzfxY/Qpl7lsgy/xQkJgbVrDbefew5uL7P/2GOGr9upVDBlCowZY/jXApMoIYR41EyaSGVlZXHy5Enj/aSkJPbu3Yubmxu+vr68/fbbDB48mK5duxrXSCUkJLBu3ToAXF1dGTlyJG+++Sbu7u64ubnx1ltv0axZM2MVv4qoJDt56/V6tiam8/2GU6w/nsqSA8ksOZBMez83Xupaj+7+1cx2mNaUtDo9cXvO8/mq45y/sS+UXzUn3undiN5Nqpvd99TT2QFPfwe6+3saj2XnF3D04jUOX8gwjl4dvXiN7Otadp65ws4zV4znWlupqF+tMgHezqw+mlLsH+N6DEl+dMJhegV4md00vxdffJE//vgDgJdffpkzZ87Qu3dvNm7cyPvvv8/Vq1cBeOKJJwqNnJsDrU5P3N7zhd5H7mZCaCM61Kt4VQlNJizsViK1cCF8+OH9H9OzJxw+/HDjEkKICsSkidTOnTsJDg423r+5bmn48OHMmTOH8PBwvvvuO6ZOncqYMWPw9/dHrVbTuXNn42O++OILbGxseOKJJ4wb8s6ZM6fC7iF1U5+m3vQK8GLryRRWbtxOSJd2dKjvafwjVaVS0bG+Bx3re3AkOZMfN5xi0b4LbDt1mW2nLuNf3ZkXuvoxMLAGdjby6fL96PV61h5L4ZNlxzh2ybCPUHUXe97o2ZCo1rWwsaBP6J3sbWhduyqta99KCgq0Ok6l3Tk1MIMrORqOXbpm/J7cjR5IzshjR9Jls9s08bHHHuPxxx/nzz//JDc3l4kTJzJx4sRC53h4ePDRRx+ZKMKSydNobyTImRxOzuDQhUyOJl8zTkm9n5Rr+fc/SZSOXg/r1sG338KPP4Kr6622ESP+v737Do+i6h44/t1seicJaZKEUELvkV5CbyIIAop0FeGV/pOiVJWiIIIK8oIKUkRAmrxKEelNgUAQaQkhQIBAqGmQuvP7Y8iSTSEJJGw2nM/z7JPszOzs2dxNMmfvvefCgQMweHDW3ichhCoyUl2QOifu7lCq1POLp4BNnTqVTZs2ERISAqgFj+7fv8+mTZue+pwFcY4XiVETqaCgIHIrGjhw4EAGDhyY435ra2u++eYbvvnmm4IOz+RpzTTU83fhzlmFev4uOX7SX8nLkS971uSDthVYejCCVX9f4fzNOD745SRfbD/PgEalebOeL47WMu48O8GX7/H51nMcuaSWMne0NmdIUDn6NyyNTUGXvCuizLVmBHg4EODhQJdaLwFqcnkjVh0auD74Klv+vZHLWWDoquPU9HGmnIc9Ae4OlPewp5y7PbaWRXYUMhqNhhUrVuDs7Mz333+f5W9a5cqV+eWXXyhdurRxAszG3YRkg4TpzPVYwm/FZ7uGmaXWjOS03MvaujuYbjXCIuvTTyE9KW/QAB4VXgLAwQF++cU4cQlhCpKS1HmBN2/mfIynJ1y6BNnMm38W/fv3Z9myZQCYm5vj4+ND165d+fjjj7GzK7ziO1999VWu19XpLl26hL+/PydOnKBmzZpPdQ5RhOdIiefP29mGCR0rM7RFeVb9fYWlByO4EZvIzK3nmL/rAr3q+TKgkT+eTnLBBHAhOo5Z287zxxn1j7SluRkDGpZmSFBZk51kX5A0Gg1eTjZ4Odlga2mep0TqTkIyO89Fs/NctMH2UiVsKO9uT4CHA+Xc7Snv4UB5d3vsrIrGnzArKysWL17MRx99xMqVK4mIiODWrVsMGTKEtm3bGm0SrqIoRN59yOkMwzDPRMXmOFTP1c5SLSDi/WjxZi+1iEiz2bv1BWwyS18ouq6/S6G+lhdS9+6PE6kNGwwTKSHEk1lagq+v2iOV3RpHZmbg46MeVwjatWvH0qVLSUlJYf/+/bzzzjskJCSwcOFCg+NSUlIKrECKU8ZeayOe40VSNK5CRJHiZGPBkKCyDGxcml9DrrN430UuRMezaN9FlhyMoHPNlxjUtAwBHg7GDtUoomIeMm9HGL8ER6JT1BLhr9cpxchWAXg72+R+ghdQXX8Xg2qSmWkAd0crvuxek4u34wmLjif0ZhwXouO5HZ/M1XsPuXrvoUFxC4CXnG0o525PgIc95TP0YDkYqfe0dOnSTJw4kZSUFLZs2UKrVq2eWxKVnKoj9Gbc44Tpeixno2KJS8p+wdXSrrYGCVNlb0fcHayynceXWwGbKZ0qm9zctiLl339h7lx44w1o3frx9kqV4IMPoE4d6NbNePEJYYo0GrVXt1277PfrdOr+Qpq7bGVlhaenJwC9evVi9+7dbNq0CQ8PDzZt2sTw4cOZNm0aly5dIi0tjdjYWMaMGcOmTZtITEwkMDCQuXPnUqNGDf05P/vsM+bOncuDBw/o0aMHJUuWNHjOzMPydDods2fP5rvvviMyMhIPDw/ee+89JkyYgL+/PwC1atUCoFmzZuzZsyfLOZKSkhgzZgyrV68mNjZWH1f6Uh4HDhygU6dO/Pnnn4wbN44zZ85Qs2ZNli5dqi+wdPLkSUaOHMmxY8fQaDSUL1+eRYsWERgYWCg/++dJEimRIytzLT0CfXi9dil2n49m0d6LHLl0l3XBV1kXfJXmFUoyqGlZ6pdxMbkiCk/j/oNkFu4J58dDl0hKVT/dalPZgzFtK1D+BU0q80prpmHmy058sfJfIPuL8f9r1ZhG5d1oVN6wYMHdhGTCbsYRFh3PhUcJVlh0PLfikrh2/yHX7j9kb6hhguXlZK3vtSr/qAernLs9TjbFY3hqzMMUzmYoU38mKpYL0XGkpGVNUy21ZlTwdNAnS1W8Hano5Yh9Pnrz8lLARjyl/fuhaVP1+6tXDRMpgNmzn39MQhR1X36p3gBWroSgoMf7IiKgSRP1+y5d1OF9x49DWqb5nhYWavXLjH78ESZOVL//+mvo2rXAQraxsSElRa3ie+HCBdauXcv69ev1c/o7duyIi4sLW7ZswcnJiUWLFtGyZUtCQ0NxcXFh7dq1TJkyhQULFtCkSRNWrFjB119//cTFij/88EO+++475s6dS+PGjYmKiuLcuXMAHDlyhLp16/Lnn39SpUoVLHPomRs7dizr169n2bJl+Pn5MWvWLNq2bcuFCxdwdnbWHzdhwgTmzJlDyZIlGTx4MAMHDuTgwYMAvPXWW9SqVYuFCxei1WoJCQkpNssUSCIlcmVmpqFlJQ9aVvLgxJV7LN53kW2nb7D7vFr+ukYpJwY1LUu7qqZXcS0vElPSWHrwEgv3XCA2Uf10v25pF8a1r0AdPxnOlCdJSQT1foWgJ41V3579WHUXO0vqlXGlXqay8fcfJBMWHU/Yzce9V2HRcdyMTSIqJpGomET2ZUqwPByt9MMDA/SJlgNOtgX3Bz1Np/B3xF2Cb2twjbhrUOQlvxRFISomUT+P6UyUOkQv8u7DbI93srEwSJgqeztStqR9gZQjTy9gcyTiLtFxibg7qMP5iuPv/HPVsCH4+6sXf3//DXfugKtpFVwR4rmLjYVr19TvkzIVuklLe7zv/v2ce6VSUrL2RiUkPH7sgwcFFu6RI0dYtWoVLVu2BCA5OZkVK1boe5R27drFqVOniI6O1q9z+sUXX7Bp0ybWrVvHoEGDmDdvHgMHDuSdd94BYNq0afz5558kJmY/VDsuLo6vvvqK+fPn65flKFu2rL5gW/pzu7q66nvOMksfivjjjz/Svn17AL777jt27NjBDz/8wP/93//pj50+fTrNmjUDYPz48XTs2JHExESsra25cuUKY8aMoWLFigCUL1/+KX+SRY8kUiJfavmWYGHvOkTcTuD7/RdZF3yVk1djeH/VcXxdbHm3iT+v1/EpFkUWUtN0rAu+yrw/w7gRq/6hquDhwLj2FWhewf2F6IUrMIUwVt3Z1pKXS7vwcmnDZDbmQQoXbsU9SrDU5CrsZjw3YhMfrX+VxP6w2waPcXewonyG4YHl3dUkq4Rd/sbOGy44rGV52LE8LzicmqYj/FaCmixl6Gm6/2gdssxecrbJsGaXmjS95GxTqO9LrZnG5KoqFhnXrsH8+WBt/XjeE4BWq5Yuv3tXXQ/KQXq3hciVoyO8pBY2ylIoQqt9vK9ECbXXKXOvlIUFZBoWB4Cd3ePHZlhM/Wn89ttv2Nvbk5qaSkpKCp07d+abb77h22+/xc/Pz2BYXnBwMPHx8bhm+hDl4cOHhIeHA3D27FkGDx5ssL9BgwbsTl8GIZOzZ8+SlJSkT96eRnh4OCkpKTRq1Ei/zcLCgrp163L27FmDY6unL/4NeHmp/++io6Px9fVl9OjRvPPOO6xYsYJWrVrRvXt3ypYt+9RxFSWSSImn4u9mx/TXqjGqdQDLD19m+eFLXLn7gEm/nmbun2H0qe9H3wZ+uNoXbCWc50FRFLafvsns7ecIv5UAqBeto1sH0KXWS/IJ/NN4jmPVnWwtqOPnkqW3MDYxRe21uqkmVmGPvr8ek0h0XBLRcUkcvHDH4DFu9laPilzYU+5RD1aAhwMu2SRY+VlwWF2Ly3Bo3rkbcSSnZk0ytWYayrvbq0Ug0nubvJwKtBdNFLIHD6ByZfVTdAcHtWiEo+Pj/b17Gy82IUzR6NHqLTv+/uow2Ywy///53/+gbdusj+3fX70VgObNm7Nw4UIsLCzw9vY2GMqWuXKfTqfDy8tLv05qRhmHz+WHjc2zz9lOr96X+QM6RVGybMv4+tL36R59cDp16lR69erF77//ztatW5kyZQqrV6/mtddee+YYjU0SKfFM3OytGN06gMHNyvDLsat8f+AikXcf8tXOMBbtC6d7HR/eaeKPn2sBlvssxHUh/r54h8+2nePElfsAlLC14P3m5ehd3w9rC9PvZTOq7D4VTGdrC+fPZ/+PrYA4WltQ27cEtX0NF8WNS0+wMs7BuhnPtfsPuR2fxO34JA5fNEywXO0sHw8P9LCnjJsdk389neOCwwBj1v3D5pPXORcVR8SdBLKrLmtnqTVMmLydKOduL+89U2drqxaSWLwYEhPh0KGcP1QQQhS89P8/R4+qXzPPjSoEdnZ2lCtXLk/H1q5dmxs3bmBubp7jUhmVKlXir7/+om/fvvptf/31V47nLF++PDY2NuzcuVM/HDCj9DlRaZn/H2dQrlw5LC0tOXDgAL169QLUKoPHjh1j5MiReXhljwUEBBAQEMCoUaN48803Wbp0qSRSQqSztTSnX8PSvFXPl22nb7Bo70VOXYthxV+X+envy7Sr6smgpmWp6eP8bE9USOtCnI2KZda2c/qqcDYWWt5u7M+gZmVk/ayCEBsLX30FY8eqJZ0ze/Ag++R49Gh1vkhgYKElWQ7WFtTyLUGtTAlWQlKqPsFKL3YRFh1H5N2H3ElI5k7EXf6OuJvn54lLTGXLqccl4D0crQwSpvRS42bS42m6YmPhhx/gzz/ht98Me1hHjlSHEr3/PnhJcQ4hniuNBmbMgOHD1a9FbGh+q1ataNCgAV26dOHzzz+nQoUKXL9+nS1bttClSxcCAwMZMWIE/fr1IzAwkMaNG/PTTz9x+vTpHItNWFtbM27cOMaOHYulpSWNGjXi1q1bnD59mrfffht3d3dsbGzYtm0bpUqVwtraOkvpczs7O4YMGcKYMWNwcXHB19eXWbNm8eDBA95+++08vbaHDx8yZswYXn/9dfz9/bl69SpHjx6lWzGpRCqJlChQ5lozXqnuTcdqXhy+eIfF+y6y5/wttpy6wZZTN6jn78J7zcoQFOD+dBeMBTzXJvLuA+buCGVjyDUURR1G9cbLPoxoWR53R1kvq0D8+Sf06qW22dixhr1SZmbqWPWkJMiwICAADx+qVZPS0qB69ayJ1D//qO1cvrw6Jr6A2VmZU8PHmRqZkv8HyamERycQFh1H6M14LkTHERJ5n9vxybme89Ua3rxepxSVvR1xM8FhryIXPXrA9u3q93/8YfierVQJpk0zTlxCCGjVCs6cMXYU2dJoNGzZsoUJEyYwcOBAbt26haenJ02bNsXDwwOAnj17Eh4ezrhx40hMTKRbt24MGTKE7el/c7IxadIkzM3NmTx5MtevX8fLy0s/z8rc3Jyvv/6aTz75hMmTJ9OkSZNshxZ+9tln6HQ6+vTpQ1xcHIGBgWzfvp0SJUroh+49iVar5c6dO/Tt25ebN2/i5uamX5y4ONAosnwxsbGxODk5ERMTg2PGcevFQPp6Nh06dDBaqclzN2JZvO8im0Ouk6pT324BHva826QMnWu+hKV5PiuKbd/+5GEx27bl2ntxNyGZ+bsusPKvyySnqX8IOlb34oM2FfB3K7xVx/OjKLRdgYiMVJOdpCR1fsiyZYYlZbdtg8aN1WTIOkPyeuyYmnQB9OunlqXNqEMH2LoVbGzUimeP/tkYw+HwO7z5Xc5DLNL9/G59KdZQhD3z79z69fD66+r3kyapRSTEc1Fs/l6+gHJru8jISHx8fIwQmciNTqcjNjYWR0dHoy08/6xyen/lNTcwzVctTEpFT0e+7FGTfWOb824Tf+ytzAm9Gc+Ydf/QZNYu/rs3nNjE7CuTZSt9rHPmXgitNtexzw+SU/lmZxhNZ+1mycEIktN0NCzryuahjVjQq3aRSaJMlqKo5WYz8vGBYcPUOSLHjz9e1wMet5ednWESBVCrlvrp4U8/QXZDCEJC1K82Nuq8uIwWL1Yn9/fqBSdOFMALe7L0BYdz6mPVoK5tVddfyuWbvORkdd2aevXUBD6jLl1g3Dj1fStJlBBCFHsytE88N97ONkzoWJlhLcuz6u8rLD0Ywc3YJD7beo75uy7Qq54vAxqVxsspl0ozOVWAS0vLsfJbSpqO1Ucj+erPMG7Hq2tOVPF2ZFy7ijQp7yalzAvCkSPqRWRCgroeTsaf6axZhvfzMlZdq1WHQ1WqlHVfWpo61yQkRE3CMp8jOBjOnlVvQ4ca7rt5Ux0yWLMm1K+vJnrPSGumYUqnygxZeRwN2S84PKVTZan4WBRlLF6TmopTeLiafJs/+veYuXjN11/DmDHq999883hRUFDfs5999nziFkIIYXSSSInnztHagsHNyjKgUWl+DbnOd/suEhYdz+J9F1lyIILONV9iUNMyVPB8wnoqGSvwpKtaNUtvlE6n8PupKOb8cZ5Ld9TF9XxdbPmgbQVeqeYlE/sLiqLAu++q85bAcIgTZE10nnWsulYLEybkvD8xUZ0/lZIC1aoZ7jt6VE3gQE38Ml/4njkDZcvmq1gJQDunVH6qbc6ifRH6ZB3UypbvNfWnoXPOlZGEkWQqXmMBBGU+JnPxmv791WF7iYlw8qT63pcPYoQQ4oUkiZQwGitzLT0CfXi9din2hEazaO9F/o64y/rjV1l//CpBFUoyqGkZGpRxzdpjlF2v1BdfGFzQnFr5KxeW/Mysiu2IciyJm70lw1qU5826vvmflyWeTKOBmTOhY0coV07tJTKmZcvg++/hwoWsC5ymDwmErAUukpPVIYU6HXTqBBs25O35Hl2QN7x5k4bZ7V/AU1WTFIUst+I1oA45zVi8xs0N5s1Th442bixJlBBCvMAkkRJGZ2amoUVFD1pU9CAk8j6L94Wz7d8b7Dl/iz3nb1G9lBODmpahXRVPzLWPE6C0Vq15WK0W9qdOEF+tFjatWqMF/r0Ww+fbzvHutI957dIJXtm7jvXzVvPKoLbYW8lb/pndv68mrUOHqslBuvbtYd06ePVVtRKfsVlYZD8s8O231V6qkBBomCntOXtWTaZAnXuV2eDBEBWlJmDjxz8+poCrSYrnJLeFooFsF/x6773Ci0kIIYTJkKtKUaTU9HHm27fqcOl2At8fuMgvx67yz9UYhq46gY+LDe80LkP3wFLsC73Fx/87Q5nK3Zh6/TZTK3cjdOYu/FxtOXb5HiXj71L36mkAzHx9eGNIl8dzHsTT27VLXQfq7l24dw8WLHi8T6MBU1gXwssLOndWb5lZWEDfvmqSlV4QI6OtW+HKFdi9G6ZMebxdo1ELW2QcapqRTpfj/D1hJA8fqu15/LiaBF+7lnWh6HTXrj31It9CCCGKL7myFEVSaTc7pnWpxqhWASw/fJnlhy8RefchUzafZta2cyQkqxc8UaVr0vqdheqD4pO49WhuSqPGVbk99DylVi1BW6ZM1iRqwQJ1odfXX5cEKz+qVn3cY7NsmbouTokST36MKalcWX1d2YmPV5NHgBo11F6mjMLCsn+cVqse7+OjztkqCr11L5LkZHXem6urYWGR1NTHiX+FCtknURMnqgmz/I0QQgiRDZkoIoo0V3srRrUO4ND4lnzSuQo+JWz0SVRO3OwtmdOjJqUqllZLEPfvb3hATAx8+CG8+aY6xCs1tdDiN2mK8riaWTp3d3VR3b594d9/i1cSlRt7e3VY44ULMH9+1v0nT2b/uLQ0tSx2lSrq3LGMVd7SyXuwcGzZorZbrVqwfLnhPgcHdT4fwOXLEBiI8mhJBSV9KYVPPpEkSgghRI4kkRImwcZSS98GpZnZtVqux96OT+ZIxN2cD1i3DuLi1O+bNpULpewcOABNmkDz5lk/qZ84Ue21KV3aKKEZlZmZWtGvRo2s+6ZNg88/B3f3rBfk6WtkpaRkXfMqJQWcndVEK72stsi7jRvVBZ7LlHlcNTJdmTLqzxeyX0/s00/VCpNnzsCnn6J59F7XPGEpBSGEECKdJFLCpNxJSM7TcdFxiTnvHDgQdu5UJ5iPHm24T1Hg449zHqb1IlAU9YL+4EE4fRpWrDDcLxeX2QsKUnvrli/PekFeoQL06KEOjaxa1fBxFy6oa2+dOaOuaZTZ0KHqELTJk9WS2y+is2fVhZk//TTrvrAwNZmKiDCsyAhQvjzUqQO9e6sVJTN74w01CfP3h7Zt0dWpA6B+fcLC3kIIYao0Gg2bNm0ydhjFhiRSwqS4O1g/+3EaDbRooU40r1DBcN8ff8DUqer2SZOePlBTptE8XlupYkW1OIPIuzZtsl6Qv/oqrFkDp05lLbkeG6sOMbW0VHulMtu6VS3DPndu1tLpf/yhrqe1ahVERxfO63me4uPVEvGZvfuumgxNnvx4nlq69J+nra1aBCUjrRaOHVM/DBgw4MnPrdGgmzaN2FKl0E2bJh8YCCGe2aFDh9BqtbR7UmXQbJQuXZp58+YVTlCiQEkiJUxKXX8XvJysyekSRwN4OVlT19/l6Z4gfe6LoqjzKoq7O3fU3qfMF6/NmqnzS06dgrZtjRKaycrvBXm9euqQtISErD2kSUlw44b6feXKWc/122/q4sJvvZV1geO7d2HlSnVI24MHz/aaCltiovrhhaMj9OmTdX/G38XMvU6NGsH582pCOnLkM4WhtGzJ7vnzUVq2fKbzCCEEwJIlSxg2bBgHDhzgypUrxg5HFAJJpIRJ0ZppmNKpMkCWZCr9/pROldGaPeWnyStWqAvLNm2atTx2ZCT88IN6cVsc7NmjziH54gv1k/7M2reX+WNP6akuyM3Nsy5kbGWlJghhYfDf/2Z9TMbkKXNv1rFjalJSu7ZhqfaMj81rghUZqZYJz+l29Wru57h0SS3y0r49LFpkuM/aWv29UhS1aEfmtbi6dlV/L7duVYfqZWRnBwEBau+TEEIUEQkJCaxdu5YhQ4bwyiuv8OOPPxrs37x5M4GBgVhbW+Pm5kbXrl0BCAoK4vLly4waNQqNRoPm0QdoU6dOpWamEQ3z5s2jdIb5ykePHqV169a4ubnh5OREs2bNOH78eGG+zBeeXCUJk9OuqhcLe9dm6uYz3Ih9PGfE08maKZ0q067qMwxFc3ZWF1odPz7rvrlz1dvEibB2rVqMwZTVrPn44nP9epgzB0qWNGpIIhta7ePqcpl9/73aaxgWlrXtMiZZlSsb7ktLUxOs5GRo1UodIph5f/p7IylJLZhx82bOMXp6qomSTqdWcwwJgQ4d4KWXHh8TG/t4yGiJElkXtW3QQH0NNWuqCZ69/eN9zZurNyHEC+/BgwecO3fuuT9vxYoVsbW1zfPxa9asoUKFClSoUIHevXszbNgwJk2ahEaj4ffff6dr165MmDCBFStWkJyczO+//w7Ahg0bqFGjBoMGDeLdd9/NV4xxcXH069ePr7/+GoA5c+bQoUMHwsLCcHBwyNe5RN5IIiVMTmhoKJvmf8mZn38m2ckPSyc3Xq4awIRBPWnxLEnUk8TFwXffqd/fv6/OHTIlipJ1UVFnZ7Un6vRptcdCkijTU7p0ztUTmzdXqwieOZN1ceGLFx/3rGb3z7VHD7VHq0oVdXigr69aCj9zTxGolQx9fNQ5XjNmqB80gDpv6803Hx9XqZJ6THKyWhgis59/zu3VCiEE586do07mnunnIDg4mNq1a+f5+B9++IHevXsD0K5dO+Lj49m5cyetWrVi+vTpvPHGG3z88cf642s8qgbr4uKCVqvFwcEBT0/PfMXYokULg/uLFi2iRIkS7N27l1deeSVf5xJ5Y9REat++fcyePZvg4GCioqLYuHEjXbp00e/v378/yzItjlmvXj3++usv/f0bN24wZswYduzYQVxcHBUqVOCjjz7i9ddff14vQzxHO3bsoEuXLjxIH5IUe4qkSNj17252rV7E559/ztixYwv+iR0cYMcOmD0bvL2zJh379qmJSfXqBf/cz2r3bhg3Tp0PdfasejGb7hnnlIgirEaN7Mu0g5r8DBiQfZIFanJ95YqaPDk5qdXycposrdM9LhWecdhJSIhhImVhAdu3q+XjMyb0QgiRDxUrViQ4ONgoz5tX58+f58iRI2zYsAEAc3NzevbsyZIlS2jVqhUhISH57m3Ki+joaCZPnsyuXbu4efMmaWlpPHjwQOZnFSKjJlIJCQnUqFGDAQMG0C19hflM2rVrx9KlS/X3LTNeBAJ9+vQhJiaGzZs34+bmxqpVq+jZsyfHjh2j1otQLOAFcvXqVbp27apPouzt7albty5nz54lKioKgHHjxlGlShU6Zlfq+FnVr68Ogcv8qbyiwH/+o158tmmjVljLPNfFmGbMgKNH1e8XL1bLaYsXW9mysGRJ9vt0OvWDgqgo9TitVn1fv/yyOh8q47piZmbqnKX0UuG1a0O/fmpxiKCgrOfObpsQQuSDra1tvnqGjOGHH34gNTWVlzIMb1YUBQsLC+7du4eNjU2+z2lmZoaiKAbbUtLXyXukf//+3Lp1i3nz5uHn54eVlRUNGjQgOTlvS8eI/DNqsYn27dszbdo0/QS77FhZWeHp6am/ubgYVmM7fPgww4YNo27dupQpU4aJEyfi7Owsk+uKoYULFxIfHw/AK6+8wtWrV9m5cydXrlxhUoZS5bNnzy7cQMwy/dps3aomUaBWXitKSRQ8npdStWrWcu9CZGZmBvv3q0NYd+1St2k0aq9T5sWZM/ZGgVoq/8cfYcSInHvDhBCiGEtNTWX58uXMmTOHkJAQ/e3kyZP4+fnx008/Ub16dXbu3JnjOSwtLUnL9Pe2ZMmS3LhxwyCZCslUxXT//v0MHz6cDh06UKVKFaysrLh9+3aBvj5hqMjPkdqzZw/u7u44OzvTrFkzpk+fjru7u35/48aNWbNmDR07dsTZ2Zm1a9eSlJRE0BM++UxKSiIpQ+W12NhYQM3sM2f3pi799RSH1/XLL78AoNVqWbBgAba2tvrXNXHiRFavXk1YWBh79+7l2rVrBu+TQtWwIWbz5mE2bx5po0ahZPpZa7ZtQ2nSJN8JVr7bLjoas5kz0Q0apM5HSVe9OpodO1AaN1Z7F4rBe6GoKza/d3Z2j98vzZujrVMHTUgImrQ0FK0WpWZN0po3LzbvqWLTbi8gaTvTlVvb6XQ6dNnNzyyiNm/ezL179xgwYABOTk4G+7p168YPP/zAnDlzaN26NWXKlKFnz56kpqaybds2xowZA4Cfnx979+6lR48eWFlZ4ebmRtOmTbl16xaff/453bp1Y/v27WzduhVHR0f9z6dcuXIsX76c2rVrExsby7hx47CxsUFRFIOfYUH9TNOTusznNyU6nS7b915e/5ZolMz9hEai0WiyzJFas2YN9vb2+Pn5ERERwaRJk0hNTSU4OBirRwtTxsTE0LNnT7Zv3465uTm2trasW7eO1q1b5/hcU6dONZjgl27VqlX5qsginq8+ffoQFxeHh4cHizKXTwbmzp3L3r17AZg/fz6lnvM8DE1aGopGY9BjZXvzJq2GDCHF1pbQ118nPMP7uyC5nDlDg08+wTwxkev163M0u6qDQjyjkidO0DDD385DU6ZwS4ZQCyEKkY+PD2XKlDF2GHn2xhtvoNPpWLt2bZZ9J0+eJCgoiD179nDlyhVmz57N+fPncXBwoGHDhixfvhxQy5iPGjWKCxcukJSUxL1HC5EvWbKEL7/8kvv379OpUyfKlSvHsmXL+OeffwD4559/GDlyJGfOnKFUqVJMmjSJSZMmMWTIEIYMGQJAiRIlWLlyZeFMgTBBFy9eJDIyMsv2Bw8e0KtXL2JiYnB0dMzx8UU6kcosKioKPz8/Vq9erR8OOGzYMI4cOcKMGTNwc3Nj06ZNzJ07l/3791OtWrVsz5Ndj5SPjw+3b99+4g/LFKWkpLBjxw5at26NhYWFscN5JlWrViU0NBQzMzPCw8MNxh7rdDqqVKlCeHg4ANevX8fNzc1YoeqZjRqFdsECANKmTEE3YUKeH5uvtktIwLxyZTRRUSh2dqSeOaMOsxJGUZx+7wwoCtqGDTELDkZXpw5phw7lvuCwCSm27fYCkLYzXbm13fXr1/Hx8TFCZCI3iqIQFxeHg4ODfr0rUxMZGYm3t3eW7bGxsbi5ueWaSBX5oX0ZeXl54efnR1hYGADh4eHMnz+ff//9lyqPFqOsUaMG+/fvZ8GCBfw3uwUsUeddpfdoZWRhYVFs/wAXh9fWs2dPPv30U3Q6HYMHD+ann37C1dWV5ORkJk+erE+iWrRogVdRSSLee08tnf7rr2iHDUObsQ0SE9XKZvXrP/EUWdpOp1PX7Mn4CZ2zM0ybBseOoZk0CYui8vpfcMXh9y6Lzz6D4cMx++wzzDIV/ykuimW7vSCk7UxXTm1nZmaGWea5yaJISB/Op9FoTLaNzMzMsn3f5fXviEklUnfu3CEyMlJ/kZxevS1z42m1WpMdqylyNnjwYL766itiY2PZvn07pUqVonbt2oSGhhpMpiyU8udPq1o1WLYM4uMNFxgFdX2ed9+FRo3UxXDr1YPISLXkNEBqKk7h4XDiBJg/+lU9e1Y99sYNuHABMg5FHThQvQlRmFq1MlzsVwghhHhBGTWRio+P58KFC/r7ERERhISE4OLigouLC1OnTqVbt254eXlx6dIlPvroI9zc3HjttdcAtaZ/uXLleO+99/jiiy9wdXVl06ZN7Nixg99++81YL0sUEm9vb3799VdeffVV4uLiSExM5NChQwbHzJs3j7Zt2xopwifInETpdPDFF+r3Bw+qw6OSktQS0zdvAmABBGU+j5XV44VUv/oKPvywEIMWQgghhBA5MWo/XPpaT+nrPY0ePZpatWoxefJktFotp06donPnzgQEBNCvXz8CAgI4fPgwDg4OgNrttmXLFkqWLEmnTp2oXr06y5cvZ9myZXTo0MGYL00UkqCgIE6ePMnw4cP1pfCtrKzo3r07hw4dYsSIEUaOMI90OnWR3EqVoGlTqFtXXSjX1zdrefV0ZmZQvryadNWurfZgCSGEEEIIozBqj1RQUFCWxcUy2r59e67nKF++POvXry/IsEQR5+/vz1dffcW8efNITk7G0tLS9CY5mpvDgAHq4qV37qjb0tfqadcu+8ek92KVKAGBgTknXEIIIYQQotCZ1BwpITLSaDTZFg0xKWZmULLk4/tt2qjzqk6dMjxOq1V7odq0KVZV0oQQQgghTJV8pC1EUaLRqEP+MktLU3urJIkSQgghhCgSJJESoqjp1QtefhlFqwVQv778stobJYQQQgghigRJpIQoah7NldKkpal3pTdKCCGEEKLIkURKiKKoTRt0deoAqF+lN0oIIYQQokiRREqIokijQTdtGrGlSqGbNk16o4QQQoh80ul0/PLLL7Ro0QIHBwfs7e1p0qQJP/30E6mpqYX2vP3790ej0TB48OAs+/7zn/+g0Wjo379/oT3/i0Cj0bBp0yZjhyGJlBBFldKyJbvnz0dp2dLYoQghhBAmJSkpiddee40ePXqwe/du4uPjSUhI4MCBA/Tu3Zt27dqRkJBQaM/v4+PD6tWrefjwoX5bYmIiP//8M76+voX2vAUhOTnZ2CGYDEmkhBBCCCFEsTJy5Eg2b96sv//SSy8ZJDA7d+5k0KBBhfb8tWvXxtfXlw0bNui3bdiwAR8fH2rVqqXfpigKs2bNokyZMtjY2FCjRg3WrVun35+Wlsbbb7+Nv78/NjY2VKhQga+++srgufbs2UPdunWxs7PD2dmZRo0acfnyZUDtHevSpYvB8SNHjiQoKEh/PygoiKFDhzJ69Gjc3Nxo3bo1AGfOnKFDhw7Y29vj4eFBnz59uH37tv5xLVq0YOzYsYwaNYoSJUrg4eHB4sWLSUhIYMCAATg4OFC2bFm2bt1q8Py5nTcoKIjhw4czduxYXFxc8PT0ZOrUqfr9pUuXBuC1115Do9Ho7588eZLmzZvj4OCAo6MjderU4dixY7m01LORREoIIYQQQhQbN27c4PvvvwfA2tqaDRs2EBkZyaVLl9i6dSsODg4A/Pzzz1y8eLHQ4hgwYABLly7V31+yZAkDBw40OGbixIksXbqUhQsXcvr0aUaNGkXv3r3Zu3cvoA5PLFWqFGvXruXMmTNMnjyZjz76iLVr1wKQmppKly5daNasGf/88w+HDx9m0KBBaPI5JWDZsmWYm5tz8OBBFi1aRFRUFM2aNaNmzZocO3aMbdu2cfPmTXr06GHwuNWrV+Pm5saRI0cYNmwYQ4YMoXv37jRs2JDjx4/Ttm1b+vTpw4MHDwDyfN5ly5ZhZ2fH33//zaxZs/jkk0/YsWMHAEePHgVg6dKlREVF6e+/9dZblCpViqNHjxIcHMz48eOxsLDI188h3xShxMTEKIASExNj7FAKXHJysrJp0yYlOTnZ2KGIfJK2M13SdqZJ2s10SduZrtza7sqVK/k+5/z58xVAAZTx48dn2T99+nT9/hkzZuT7/Lnp16+f0rlzZ+XWrVuKlZWVEhERoVy6dEmxtrZWbt26pXTu3Fnp16+fEh8fr1hbWyuHDh0yePzbb7+tvPnmmzme/z//+Y/SrVs3RVEU5c6dOwqg7Nmz54mxZDRixAilWbNm+vvNmjVTatasaXDMpEmTlDZt2hhsi4yMVADl/Pnz+sfVr19fSUtLUxRFUVJTUxU7OzulT58++sdERUUpgHL48OF8nbdx48YGx7z88svKuHHj9PcBZePGjQbHODg4KD/++GO2P4ec5PT+ymtuYF64aZoQQgghhBDPT1RUlP77Zs2aZdmfcVhbxmMLmpubGx07dmTZsmUoikLHjh1xc3PT7z9z5gyJiYn6oXTpkpOTDYb//fe//+X777/n8uXLPHz4kOTkZGrWrAmAi4sL/fv3p23btrRu3ZpWrVrRo0cPvLy88hVrYGCgwf3g4GB2796Nvb19lmPDw8MJCAgAoEqVKvrtWq0WV1dXqlWrpt/m4eEBQHR0dL7OW716dYN9Xl5e+nPkZPTo0bzzzjusWLGCVq1a0b17d8qWLfvExzwrSaSEEEIIIUSxUaJECf33ISEhtGvXzmD/iRMnsj22MAwcOJChQ4cCsGDBAoN9Op0OgN9//52XXnrJYJ+VlRUAa9euZdSoUcyZM4cGDRrg4ODA7Nmz+fvvv/XHLl26lOHDh7Nt2zbWrFnDxIkT2bFjB/Xr18fMzAy1A+exlJSULHHa2dllia1Tp058/vnnWY7NmKRlHjqn0WgMtqUPMUx/rc9y3vRz5GTq1Kn06tWL33//na1btzJlyhRWr17Na6+99sTHPQtJpIQQQgghRLHRuXNnPvjgAwC++OILOnbsqO8lCQ0NZcaMGfpjC/MiG6Bdu3b6Knht27Y12Fe5cmWsrKy4cuVKtj1nAPv376dhw4b85z//0W8LDw/PclytWrWoVasWH374IQ0aNGDVqlXUr1+fkiVL8u+//xocGxISkuvcodq1a7N+/XpKly6NuXnBpQsFdV4LCwvS0tKybA8ICCAgIIBRo0bx5ptvsnTp0kJtYyk2IYQQQgghio1y5crpK9XduXOHGjVq0KJFC1q3bk3lypW5fv06oFadSx8iV1i0Wi1nz57l7NmzaLVag30ODg588MEHjBo1imXLlhEeHs6JEydYsGABy5Yt07+WY8eOsX37dkJDQ5k0aZK+uAJAREQEH374IYcPH+by5cv88ccfhIaGUqlSJf1rPHbsGMuXLycsLIwpU6ZkSayy8/7773P37l3efPNNjhw5wsWLF/njjz8YOHBgtglMXhXUeUuXLs3OnTu5ceMG9+7d4+HDhwwdOpQ9e/Zw+fJlDh48yNGjR/U/h8IiiZQQQgghhChWfvjhB32SpCgKu3fv5s8//9RfrFesWJGffvrpucTi6OiIo6Njtvs+/fRTJk+ezMyZM6lUqRJt27blf//7H/7+/gAMHjyYrl270rNnT+rVq8edO3cMeqdsbW05d+4c3bp1IyAggEGDBjF06FDee+89QO0FmzRpEmPHjuXll18mLi6Ovn375hqzt7c3Bw8eJC0tjbZt21K1alVGjBiBk5MTZmZPnz4U1HnnzJnDjh079OXktVotd+7coW/fvgQEBNCjRw/at2/Pxx9//NSx5oVGyTxw8gUUGxuLk5MTMTExOb7RTVVKSgpbtmyhQ4cOhV8CUhQoaTvTJW1nmqTdTJe0nenKre0iIyPx8fF5qnPHx8czb948Fi1axNWrVwHw9PTk3Xff5f/+7/9wcnJ6pthfdDqdjtjYWBwdHZ8puTKmnN5fec0NZI6UEEIIIYQoduzt7Zk4cSIfffQRN27cQFEUvLy8TPaiXxQ9kkgJIYQQQohiy8zMDG9vb2OHIYohScmFEEIIIYQQIp8kkRJCCCGEEEKIfJJESgghhBBCCCHySRIpIYQQQghRZEmBaVEYnmU9rHSSSAkhhBBCiCLJycmJ27dvGzsMUcykpaVx7do1SpYs+Uznkap9QgghhBCiSHJ0dCQ6OprIyEhjhyIy0el03LlzB1dXV5MsKe/u7o61tfUznUMSKSGEEEIIUWS5u7sbOwSRjZSUFEJCQqhWrdoLuxC26aWPQgghhBBCCGFkRk2k9u3bR6dOnfD29kaj0bBp0yaD/f3790ej0Rjc6tevn+U8hw8fpkWLFtjZ2eHs7ExQUBAPHz58Tq9CCCGEEEII8aIxaiKVkJBAjRo1mD9/fo7HtGvXjqioKP1ty5YtBvsPHz5Mu3btaNOmDUeOHOHo0aMMHTrUJMdqCiGEEEIIIUyDUedItW/fnvbt2z/xGCsrKzw9PXPcP2rUKIYPH8748eP128qXL19gMQohhBBCCCFEZkW+2MSePXtwd3fH2dmZZs2aMX36dP2kw+joaP7++2/eeustGjZsSHh4OBUrVmT69Ok0btw4x3MmJSWRlJSkvx8TEwPA3bt3SUlJKdwX9JylpKTw4MED7ty588JOBDRV0namS9rONEm7mS5pO9MlbWe6inPbxcXFAXlYw0wpIgBl48aNBttWr16t/Pbbb8qpU6eUzZs3KzVq1FCqVKmiJCYmKoqiKIcPH1YAxcXFRVmyZIly/PhxZeTIkYqlpaUSGhqa43NNmTJFAeQmN7nJTW5yk5vc5CY3uckt21tkZOQT8xfNoyTG6DQaDRs3bqRLly45HhMVFYWfnx+rV6+ma9euHDp0iEaNGvHhhx8yY8YM/XHVq1enY8eOzJw5M9vzZO6R0ul03L17F1dXVzQaTYG9pqIgNjYWHx8fIiMjcXR0NHY4Ih+k7UyXtJ1pknYzXdJ2pkvaznQV57ZTFIW4uDi8vb2fWHehyA/ty8jLyws/Pz/CwsL09wEqV65scFylSpW4cuVKjuexsrLCysrKYJuzs3PBBlvEODo6Frs3+YtC2s50SduZJmk30yVtZ7qk7UxXcW07JyenXI8xqdJ2d+7cITIyUp9AlS5dGm9vb86fP29wXGhoKH5+fsYIUQghhBBCCPECMGqPVHx8PBcuXNDfj4iIICQkBBcXF1xcXJg6dSrdunXDy8uLS5cu8dFHH+Hm5sZrr70GqMMBx4wZw5QpU6hRowY1a9Zk2bJlnDt3jnXr1hnrZQkhhBBCCCGKOaMmUseOHaN58+b6+6NHjwagX79+LFy4kFOnTrF8+XLu37+Pl5cXzZs3Z82aNTg4OOgfM3LkSBITExk1ahR3796lRo0a7Nixg7Jlyz7311MUWVlZMWXKlCxDGUXRJ21nuqTtTJO0m+mStjNd0namS9oOikyxCSGEEEIIIYQwFSY1R0oIIYQQQgghigJJpIQQQgghhBAinySREkIIIYQQQoh8kkRKCCGEEEIIIfJJEqli7ttvv8Xf3x9ra2vq1KnD/v37jR2SyMXMmTN5+eWXcXBwwN3dnS5dumRZK00UfTNnzkSj0TBy5EhjhyLy4Nq1a/Tu3RtXV1dsbW2pWbMmwcHBxg5L5CI1NZWJEyfi7++PjY0NZcqU4ZNPPkGn0xk7NJHJvn376NSpE97e3mg0GjZt2mSwX1EUpk6dire3NzY2NgQFBXH69GnjBCv0ntRuKSkpjBs3jmrVqmFnZ4e3tzd9+/bl+vXrxgv4OZNEqhhbs2YNI0eOZMKECZw4cYImTZrQvn17rly5YuzQxBPs3buX999/n7/++osdO3aQmppKmzZtSEhIMHZoIo+OHj3K4sWLqV69urFDEXlw7949GjVqhIWFBVu3buXMmTPMmTMHZ2dnY4cmcvH555/z3//+l/nz53P27FlmzZrF7Nmz+eabb4wdmsgkISGBGjVqMH/+/Gz3z5o1iy+//JL58+dz9OhRPD09ad26NXFxcc85UpHRk9rtwYMHHD9+nEmTJnH8+HE2bNhAaGgor776qhEiNQ4pf16M1atXj9q1a7Nw4UL9tkqVKtGlSxdmzpxpxMhEfty6dQt3d3f27t1L06ZNjR2OyEV8fDy1a9fm22+/Zdq0adSsWZN58+YZOyzxBOPHj+fgwYPSY2+CXnnlFTw8PPjhhx/027p164atrS0rVqwwYmTiSTQaDRs3bqRLly6A2hvl7e3NyJEjGTduHABJSUl4eHjw+eef89577xkxWpEuc7tl5+jRo9StW5fLly/j6+v7/IIzEumRKqaSk5MJDg6mTZs2BtvbtGnDoUOHjBSVeBoxMTEAuLi4GDkSkRfvv/8+HTt2pFWrVsYOReTR5s2bCQwMpHv37ri7u1OrVi2+++47Y4cl8qBx48bs3LmT0NBQAE6ePMmBAwfo0KGDkSMT+REREcGNGzcMrlmsrKxo1qyZXLOYmJiYGDQazQvTo29u7ABE4bh9+zZpaWl4eHgYbPfw8ODGjRtGikrkl6IojB49msaNG1O1alVjhyNysXr1aoKDgzl27JixQxH5cPHiRRYuXMjo0aP56KOPOHLkCMOHD8fKyoq+ffsaOzzxBOPGjSMmJoaKFSui1WpJS0tj+vTpvPnmm8YOTeRD+nVJdtcsly9fNkZI4ikkJiYyfvx4evXqhaOjo7HDeS4kkSrmNBqNwX1FUbJsE0XX0KFD+eeffzhw4ICxQxG5iIyMZMSIEfzxxx9YW1sbOxyRDzqdjsDAQGbMmAFArVq1OH36NAsXLpREqohbs2YNK1euZNWqVVSpUoWQkBBGjhyJt7c3/fr1M3Z4Ip/kmsV0paSk8MYbb6DT6fj222+NHc5zI4lUMeXm5oZWq83S+xQdHZ3lEx9RNA0bNozNmzezb98+SpUqZexwRC6Cg4OJjo6mTp06+m1paWns27eP+fPnk5SUhFarNWKEIideXl5UrlzZYFulSpVYv369kSISeTVmzBjGjx/PG2+8AUC1atW4fPkyM2fOlETKhHh6egJqz5SXl5d+u1yzmIaUlBR69OhBREQEu3btemF6o0DmSBVblpaW1KlThx07dhhs37FjBw0bNjRSVCIvFEVh6NChbNiwgV27duHv72/skEQetGzZklOnThESEqK/BQYG8tZbbxESEiJJVBHWqFGjLEsMhIaG4ufnZ6SIRF49ePAAMzPDSxmtVivlz02Mv78/np6eBtcsycnJ7N27V65Zirj0JCosLIw///wTV1dXY4f0XEmPVDE2evRo+vTpQ2BgIA0aNGDx4sVcuXKFwYMHGzs08QTvv/8+q1at4tdff8XBwUHfq+jk5ISNjY2RoxM5cXBwyDKPzc7ODldXV5nfVsSNGjWKhg0bMmPGDHr06MGRI0dYvHgxixcvNnZoIhedOnVi+vTp+Pr6UqVKFU6cOMGXX37JwIEDjR2ayCQ+Pp4LFy7o70dERBASEoKLiwu+vr6MHDmSGTNmUL58ecqXL8+MGTOwtbWlV69eRoxaPKndvL29ef311zl+/Di//fYbaWlp+msWFxcXLC0tjRX286OIYm3BggWKn5+fYmlpqdSuXVvZu3evsUMSuQCyvS1dutTYoYl8atasmTJixAhjhyHy4H//+59StWpVxcrKSqlYsaKyePFiY4ck8iA2NlYZMWKE4uvrq1hbWytlypRRJkyYoCQlJRk7NJHJ7t27s/3f1q9fP0VRFEWn0ylTpkxRPD09FSsrK6Vp06bKqVOnjBu0eGK7RURE5HjNsnv3bmOH/lzIOlJCCCGEEEIIkU8yR0oIIYQQQggh8kkSKSGEEEIIIYTIJ0mkhBBCCCGEECKfJJESQgghhBBCiHySREoIIYQQQggh8kkSKSGEEEIIIYTIJ0mkhBBCCCGEECKfJJESQgjxwgkKCmLkyJHGDkMIIYQJk0RKCCGEEEIIIfJJEikhhBBCCCGEyCdJpIQQQhRrCQkJ9O3bF3t7e7y8vJgzZ47B/pUrVxIYGIiDgwOenp706tWL6OhoABRFoVy5cnzxxRcGj/n3338xMzMjPDz8ub0OIYQQRYskUkIIIYq1MWPGsHv3bjZu3Mgff/zBnj17CA4O1u9PTk7m008/5eTJk2zatImIiAj69+8PgEajYeDAgSxdutTgnEuWLKFJkyaULVv2eb4UIYQQRYhGURTF2EEIIYQQhSE+Ph5XV1eWL19Oz549Abh79y6lSpVi0KBBzJs3L8tjjh49St26dYmLi8Pe3p6oqCh8fHw4dOgQdevWJSUlhZdeeonZs2fTr1+/5/yKhBBCFBXSIyWEEKLYCg8PJzk5mQYNGui3ubi4UKFCBf39EydO0LlzZ/z8/HBwcCAoKAiAK1euAODl5UXHjh1ZsmQJAL/99huJiYl07979+b0QIYQQRY4kUkIIIYqt3AZdJCQk0KZNG+zt7Vm5ciVHjx5l48aNgDrkL90777zD6tWrefjwIUuXLqVnz57Y2toWauxCCCGKNkmkhBBCFFvlypXDwsKCv/76S7/t3r17hIaGAnDu3Dlu377NZ599RpMmTahYsaK+0ERGHTp0wM7OjoULF7J161YGDhz43F6DEEKIosnc2AEIIYQQhcXe3p63336bMWPG4OrqioeHBxMmTMDMTP0c0dfXF0tLS7755hsGDx7Mv//+y6effprlPFqtlv79+/Phhx9Srlw5g6GCQgghXkzSIyWEEKJYmz17Nk2bNuXVV1+lVatWNG7cmDp16gBQsmRJfvzxR3755RcqV67MZ599lqXUebq3336b5ORk6Y0SQggBSNU+IYQQIk8OHjxIUFAQV69excPDw9jhCCGEMDJJpIQQQognSEpKIjIykkGDBuHl5cVPP/1k7JCEEEIUATK0TwghhHiCn3/+mQoVKhATE8OsWbOMHY4QQogiQnqkhBBCCCGEECKfpEdKCCGEEEIIIfJJEikhhBBCCCGEyCdJpIQQQgghhBAinySREkIIIYQQQoh8kkRKCCGEEEIIIfJJEikhhBBCCCGEyCdJpIQQQgghhBAinySREkIIIYQQQoh8kkRKCCGEEEIIIfLp/wHP6mP876U31wAAAABJRU5ErkJggg==\n", + "image/png": 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", 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" ] @@ -708,12 +708,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -794,12 +794,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -912,18 +912,55 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[159.2 161.8 162.1 160.78 160.985 163.311 168.1 169.696\n", + " 168.204 169.164 170.892 172.629]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from kf_book.gh_internal import plot_g_h_results\n", - "def g_h_filter(data, x0, dx, g, h, dt):\n", - " pass # your solution here\n", + "def g_h_filter(data, x0, dx, g, h, dt=1.0):\n", + " # your solution here\n", + " gain_rate = dx # Initial gain rate\n", + " x_est = x0 # Initial guess\n", + " filtered_data = [] # Return array\n", + " # Iterate through the data\n", + " for msmt in data:\n", + " # Prediction step\n", + " x_pred = x_est + (gain_rate * dt) # Calculate our prediction of the state at next time step\n", + " gain_rate = gain_rate # G-H Filter does not update the gain_rate in this step\n", + " # Update step\n", + " residual = msmt - x_pred # Calculate the difference between prediction and measurement\n", + " gain_rate = gain_rate + h * (residual / dt) # Update our gain rate\n", + " x_est = x_pred + g * residual # Updated estimate is somewhere between prediction and measurement\n", + "\n", + " filtered_data.append(x_est)\n", + " filtered_data = np.array(filtered_data)\n", + " return filtered_data\n", + " \n", "\n", "# uncomment to run the filter and plot the results\n", - "#book_plots.plot_track([0, 11], [160, 172], label='Actual weight')\n", - "#data = g_h_filter(data=weights, x0=160., dx=1., g=6./10, h=2./3, dt=1.)\n", - "#plot_g_h_results(weights, data)" + "book_plots.plot_track([0, 11], [160, 172], label='Actual weight')\n", + "data = g_h_filter(data=weights, x0=160., dx=1., g=6./10, h=2./3, dt=1.)\n", + "plot_g_h_results(weights, data)\n", + "print(data)" ] }, { @@ -935,7 +972,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -949,7 +986,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -1026,11 +1063,38 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "def gen_noisy_data(start, delta, numSteps, noise):\n", + " data = []\n", + " # Generate our data\n", + " for x in range(numSteps): # Loop through steps(0 based and end is non-inclusive)\n", + " data.append(start + (x * delta) + (np.random.randn()*noise) )\n", + " # Return\n", + " return np.array(data)\n", + "x0 = 0\n", + "dx = 1\n", + "dt = 1\n", + "g = 0.2\n", + "h = 0.02\n", + "msmts = gen_noisy_data(x0, dx, 30, 1)\n", + "data = g_h_filter(data = msmts, x0 = x0, dx = dx, g = g, h = h, dt = dt)\n", + "plot_g_h_results(msmts, data)\n", + " " ] }, { @@ -1042,12 +1106,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -1111,11 +1175,25 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "msmts = gen_noisy_data(5, 2, 100, 10)\n", + "data = g_h_filter(data=msmts, x0 = 100, dx = 2, dt = 1, g = 0.2, h = 0.02)\n", + "plot_g_h_results(measurements = msmts, filtered_data = data)" ] }, { @@ -1170,11 +1248,25 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "msmts = gen_noisy_data(5, 2, 100, 100)\n", + "data = g_h_filter(data=msmts, x0 = 5, dx = 2, dt = 1, g = 0.2, h = 0.02)\n", + "plot_g_h_results(measurements = msmts, filtered_data = data)" ] }, { @@ -1231,11 +1323,34 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "def gen_noisy_data(start, delta, numSteps, noise, accel = 0.0):\n", + " data = []\n", + " # Generate our data\n", + " for x in range(numSteps): # Loop through steps(0 based and end is non-inclusive)\n", + " delta = delta + x*accel\n", + " data.append(start + (x * delta) + (np.random.randn()*noise) )\n", + " # Return\n", + " return np.array(data)\n", + "\n", + "msmts = gen_noisy_data(start = 5, delta = 2, numSteps = 50, noise = 0, accel = 20)\n", + "data = g_h_filter(data = msmts, x0 = 5, dx = 2, dt = 1, g = 0.2, h = 0.02)\n", + "plot_g_h_results(measurements = msmts, filtered_data = data)" ] }, { @@ -1303,11 +1418,34 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "np.random.seed(100)\n", + "msmts = gen_noisy_data(start = 5, delta = 5, numSteps = 50, noise = 50)\n", + "data1 = g_h_filter(data = msmts, x0 = 0, dx = 5, dt = 1, g = 0.1, h = 0.01)\n", + "data2 = g_h_filter(data = msmts, x0 = 0, dx = 5, dt = 1, g = 0.4, h = 0.01)\n", + "data3 = g_h_filter(data = msmts, x0 = 0, dx = 5, dt = 1, g = 0.8, h = 0.01)\n", + "\n", + "with book_plots.figsize(y=4):\n", + " book_plots.plot_measurements(msmts, color='k')\n", + " book_plots.plot_filter(data1, label='g=0.1', marker='s', c='C0')\n", + " book_plots.plot_filter(data2, label='g=0.4', marker='v', c='C1')\n", + " book_plots.plot_filter(data3, label='g=0.8', c='C2')\n", + " plt.legend(loc=4)" ] }, { @@ -1489,13 +1627,13 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "43999d4902cd4222a829eafb0c02dad7", + "model_id": "887e45a3f4304b4583df59bc6aa83c14", "version_major": 2, "version_minor": 0 }, @@ -1580,14 +1718,14 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, "metadata": {}, @@ -1882,7 +2020,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -1901,7 +2039,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -1910,7 +2048,7 @@ "(0.96, 0.24)" ] }, - "execution_count": 48, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -1928,7 +2066,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -2073,7 +2211,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.12" }, "nbdime-conflicts": { "local_diff": [ diff --git a/02-Discrete-Bayes.ipynb b/02-Discrete-Bayes.ipynb index b107d322..2d7c5232 100644 --- a/02-Discrete-Bayes.ipynb +++ b/02-Discrete-Bayes.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -48,7 +48,7 @@ "" ] }, - "execution_count": 2, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -143,12 +143,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -184,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -218,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -257,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -270,7 +270,7 @@ }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -303,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -313,7 +313,7 @@ " 0.062])" ] }, - "execution_count": 9, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -346,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -356,7 +356,7 @@ " False])" ] }, - "execution_count": 10, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -383,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -397,7 +397,7 @@ }, { "data": { - "image/png": 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AAIO63SX8pe09E6RXStXGA+997q/Skp8c8DHMAACA6/ieCDtwxR4AAAAwAMEeAAAAMADBHgAAADAAwR4AAAAwAMEeAAAAMADBHgAAADAAwR4AAAAwAMEeAAAAMADBHgAAADAAwR4AAAAwAMEeAAAAMADBHgAAADAAwR4AAAAwAMEeAAAAMADBHgAAADAAwR4AAAAwAMEeAAAAMADBHgAAADAAwR4AAAAwAMEeAAAAMADBHgAAADAAwR4AAAAwAMEeAAAAMADBHgAAADAAwR4AAAAwAMEeAAAAMADBHgAAADAAwR4AAAAwAMEeAAAAMADBHgAAADAAwR4AAAAwAMEeAAAAMADBHgAAADDAoIL9zp07lZSUpKioKKWnp+v48eM33dve3q5HH31UU6dO1bBhw1RcXOy3p6amRmFhYX6Pjz/+eDDlAQAAACEn4GBfW1ur4uJilZWVqaWlRVlZWcrNzVVbW1u/+z0ej8aPH6+ysjLNnDnzpueNjo5We3u7zyMqKirQ8gAAAICQFHCw37Jli1avXq2CggJNmzZNlZWVSkhIUFVVVb/777nnHm3btk0rVqxQTEzMTc8bFhamuLg4nwcAAACAgRkeyOarV6+qublZ69ev91nPyclRY2PjZyrk0qVLSkxMVG9vr+6//34988wzSktLu+l+j8cjj8fjfe52uyVJPT096unp+Uy1QMxQQ3cGN+oaqvV93kK9f4kZSMxAYgah3n+wDdU5h8L7IJDeAgr2XV1d6u3tVWxsrM96bGysOjo6AjmVj5SUFNXU1GjGjBlyu93atm2b5s2bp1OnTik5ObnfYyoqKlReXu63Xl9fr5EjRw66lsFLteE1Pz91dXWDOIoZBJPL5bK7BFuFev8SM5CYgcQMhm7/fE8MpqH7Pvjsrly5MuC9AQX7G8LCwnyeW5bltxaIuXPnau7cud7n8+bN06xZs/TjH/9Y27dv7/eY0tJSlZSUeJ+73W4lJCQoJydH0dHRg65lsDYeeC/or/l5WrRoUcDHMIPg6OnpkcvlUnZ2tiIiIuwuJ+hCvX+JGUjMQGIGQ71/vicGx1B/H9wONz6VMhABBftx48YpPDzc7+p8Z2en31X8z2LYsGGaPXu2zpw5c9M9DodDDofDbz0iIsLYP9hgYoZDfwah/l4P9f4lZiAxA4kZhHr/wTLUZ2zy+yCQvgL64dnIyEilp6f7/XOHy+VSZmZmIKe6Jcuy1Nraqvj4+Nt2TgAAAMBkAX8Up6SkRPn5+crIyJDT6VR1dbXa2tpUWFgo6fpHZM6dO6c9e/Z4j2ltbZV0/QdkP/zwQ7W2tioyMlKpqdc/f1ZeXq65c+cqOTlZbrdb27dvV2trq3bs2HEbWgQAAADMF3Cwz8vL0/nz57Vp0ya1t7dr+vTpqqurU2JioqTrv5Dqk/e0/793t2lubta+ffuUmJio9957T5J04cIFPfbYY+ro6FBMTIzS0tLU0NCgBx544DO0BgAAAISOQf3wbFFRkYqKivr9Wk1Njd+aZVm3PN/WrVu1devWwZQCAAAAQIP4BVUAAAAAhh6CPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYACCPQAAAGAAgj0AAABgAII9AAAAYIBBBfudO3cqKSlJUVFRSk9P1/Hjx2+6t729XY8++qimTp2qYcOGqbi4uN99Bw8eVGpqqhwOh1JTU3Xo0KHBlAYAAACEpICDfW1trYqLi1VWVqaWlhZlZWUpNzdXbW1t/e73eDwaP368ysrKNHPmzH73NDU1KS8vT/n5+Tp16pTy8/O1fPlynTx5MtDyAAAAgJAUcLDfsmWLVq9erYKCAk2bNk2VlZVKSEhQVVVVv/vvuecebdu2TStWrFBMTEy/eyorK5Wdna3S0lKlpKSotLRUCxYsUGVlZaDlAQAAACEpoGB/9epVNTc3Kycnx2c9JydHjY2Ngy6iqanJ75wLFy78TOcEAAAAQsnwQDZ3dXWpt7dXsbGxPuuxsbHq6OgYdBEdHR0Bn9Pj8cjj8Xifu91uSVJPT496enoGXQuuY4ZDdwY36hqq9X3eQr1/iRlIzEBiBqHef7AN1TmHwvsgkN4CCvY3hIWF+Ty3LMtv7fM+Z0VFhcrLy/3W6+vrNXLkyM9Uy+Ck2vCan5+6urpBHMUMgsnlctldgq1CvX+JGUjMQGIGQ7d/vicG09B9H3x2V65cGfDegIL9uHHjFB4e7nclvbOz0++KeyDi4uICPmdpaalKSkq8z91utxISEpSTk6Po6OhB1zJYGw+8F/TX/DwtWrQo4GOYQXD09PTI5XIpOztbERERdpcTdKHev8QMJGYgMYOh3j/fE4NjqL8Pbocbn0oZiICCfWRkpNLT0+VyufTVr37Vu+5yubR06dJATuXD6XTK5XJp3bp13rX6+nplZmbe9BiHwyGHw+G3HhERYewfbDAxw6E/g1B/r4d6/xIzkJiBxAxCvf9gGeozNvl9EEhfAX8Up6SkRPn5+crIyJDT6VR1dbXa2tpUWFgo6fqV9HPnzmnPnj3eY1pbWyVJly5d0ocffqjW1lZFRkYqNfX6P1OtXbtW8+fP1+bNm7V06VIdPnxYR48e1YkTJwItDwAAAAhJAQf7vLw8nT9/Xps2bVJ7e7umT5+uuro6JSYmSrr+C6k+eU/7tLQ07383Nzdr3759SkxM1HvvvSdJyszM1IEDB7RhwwY9/fTTmjJlimprazVnzpzP0BoAAAAQOgb1w7NFRUUqKirq92s1NTV+a5Zlfeo5ly1bpmXLlg2mHAAAACDkBfwLqgAAAAAMPQR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwABhlmVZdhdxO7jdbsXExOjixYuKjo4O+uun7T0T9Nf8PLXkJwd8DDNgBpJZMwj1/iVmIDGDUO9fYgYSM5AGN4PbIZCMyxV7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAABHsAAADAAAR7AAAAwAAEewAAAMAAgwr2O3fuVFJSkqKiopSenq7jx4/fcv+xY8eUnp6uqKgoTZ48Wbt27fL5ek1NjcLCwvweH3/88WDKAwAAAEJOwMG+trZWxcXFKisrU0tLi7KyspSbm6u2trZ+9589e1aLFi1SVlaWWlpa9NRTT+nJJ5/UwYMHffZFR0ervb3d5xEVFTW4rgAAAIAQMzzQA7Zs2aLVq1eroKBAklRZWakjR46oqqpKFRUVfvt37dqlSZMmqbKyUpI0bdo0vfXWW3rhhRf0ta99zbsvLCxMcXFxg2wDAAAACG0BBfurV6+qublZ69ev91nPyclRY2Njv8c0NTUpJyfHZ23hwoXavXu3enp6FBERIUm6dOmSEhMT1dvbq/vvv1/PPPOM0tLSblqLx+ORx+PxPne73ZKknp4e9fT0BNIW+sEMmYHEDEK9f4kZSMwg1PuXmIHEDCT7ZhDI6wYU7Lu6utTb26vY2Fif9djYWHV0dPR7TEdHR7/7r127pq6uLsXHxyslJUU1NTWaMWOG3G63tm3bpnnz5unUqVNKTk7u97wVFRUqLy/3W6+vr9fIkSMDaes2SbXhNT8/dXV1gziKGTADyaQZhHr/EjOQmEGo9y8xA4kZSIOdwWd35cqVAe8NsyzLGujmP/3pT7r77rvV2Ngop9PpXX/uuee0d+9e/e53v/M75ktf+pK+853vqLS01Lv2X//1X3rwwQfV3t7e78dv+vr6NGvWLM2fP1/bt2/vt5b+rtgnJCSoq6tL0dHRA23ptnngwHtBf83P02++cU/AxzADZiCZNYNQ719iBhIzCPX+JWYgMQNpcDO4Hdxut8aNG6eLFy9+asYN6Ir9uHHjFB4e7nd1vrOz0++q/A1xcXH97h8+fLjGjh3b7zHDhg3T7NmzdebMmZvW4nA45HA4/NYjIiK8H+/B4DFDZiAxg1DvX2IGEjMI9f4lZiAxA8m+GQTyugHdFScyMlLp6elyuVw+6y6XS5mZmf0e43Q6/fbX19crIyPjpoValqXW1lbFx8cHUh4AAAAQsgK+3WVJSYl+8pOf6Kc//alOnz6tdevWqa2tTYWFhZKk0tJSrVixwru/sLBQ77//vkpKSnT69Gn99Kc/1e7du/W9733Pu6e8vFxHjhzRu+++q9bWVq1evVqtra3ecwIAAAC4tYBvd5mXl6fz589r06ZNam9v1/Tp01VXV6fExERJUnt7u8897ZOSklRXV6d169Zpx44dmjBhgrZv3+5zq8sLFy7oscceU0dHh2JiYpSWlqaGhgY98MADt6FFAAAAwHwBB3tJKioqUlFRUb9fq6mp8Vv78pe/rN/+9rc3Pd/WrVu1devWwZQCAAAAQIP4KA4AAACAoYdgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGGBQwX7nzp1KSkpSVFSU0tPTdfz48VvuP3bsmNLT0xUVFaXJkydr165dfnsOHjyo1NRUORwOpaam6tChQ4MpDQAAAAhJAQf72tpaFRcXq6ysTC0tLcrKylJubq7a2tr63X/27FktWrRIWVlZamlp0VNPPaUnn3xSBw8e9O5pampSXl6e8vPzderUKeXn52v58uU6efLk4DsDAAAAQkjAwX7Lli1avXq1CgoKNG3aNFVWViohIUFVVVX97t+1a5cmTZqkyspKTZs2TQUFBVq1apVeeOEF757KykplZ2ertLRUKSkpKi0t1YIFC1RZWTnoxgAAAIBQMjyQzVevXlVzc7PWr1/vs56Tk6PGxsZ+j2lqalJOTo7P2sKFC7V792719PQoIiJCTU1NWrdund+eWwV7j8cjj8fjfX7x4kVJ0kcffaSenp5A2rotev/fpaC/5ufp/PnzAR/DDJiBZNYMQr1/iRlIzCDU+5eYgcQMpMHN4Hbo7u6WJFmW9al7Awr2XV1d6u3tVWxsrM96bGysOjo6+j2mo6Oj3/3Xrl1TV1eX4uPjb7rnZueUpIqKCpWXl/utJyUlDbQd3MK479pdgf2YATMI9f4lZiAxg1DvX2IGEjOQ7J9Bd3e3YmJibrknoGB/Q1hYmM9zy7L81j5t/yfXAz1naWmpSkpKvM/7+vr00UcfaezYsbc87k7mdruVkJCgDz74QNHR0XaXYwtmwAxCvX+JGUjMQGIGod6/xAyk0JiBZVnq7u7WhAkTPnVvQMF+3LhxCg8P97uS3tnZ6XfF/Ya4uLh+9w8fPlxjx4695Z6bnVOSHA6HHA6Hz9pf//VfD7SVO1p0dLSxb96BYgbMINT7l5iBxAwkZhDq/UvMQDJ/Bp92pf6GgH54NjIyUunp6XK5XD7rLpdLmZmZ/R7jdDr99tfX1ysjI0MRERG33HOzcwIAAADwFfBHcUpKSpSfn6+MjAw5nU5VV1erra1NhYWFkq5/RObcuXPas2ePJKmwsFAvvfSSSkpK9A//8A9qamrS7t27tX//fu85165dq/nz52vz5s1aunSpDh8+rKNHj+rEiRO3qU0AAADAbAEH+7y8PJ0/f16bNm1Se3u7pk+frrq6OiUmJkqS2tvbfe5pn5SUpLq6Oq1bt047duzQhAkTtH37dn3ta1/z7snMzNSBAwe0YcMGPf3005oyZYpqa2s1Z86c29CiORwOh374wx/6fQQplDADZhDq/UvMQGIGEjMI9f4lZiAxg08KswZy7xwAAAAAQ1rAv6AKAAAAwNBDsAcAAAAMQLAHAAAADECwBwAAAAxAsL+D7Ny5U0lJSYqKilJ6erqOHz9ud0lB09DQoCVLlmjChAkKCwvTL37xC7tLCqqKigrNnj1bo0eP1l133aWvfOUr+v3vf293WUFVVVWl++67z/tLSJxOp15//XW7y7JNRUWFwsLCVFxcbHcpQbNx40aFhYX5POLi4uwuK+jOnTunb33rWxo7dqxGjhyp+++/X83NzXaXFTT33HOP3/sgLCxMa9assbu0oLh27Zo2bNigpKQkjRgxQpMnT9amTZvU19dnd2lB1d3dreLiYiUmJmrEiBHKzMzUm2++aXdZtiPY3yFqa2tVXFyssrIytbS0KCsrS7m5uT63FjXZ5cuXNXPmTL300kt2l2KLY8eOac2aNfr1r38tl8ula9euKScnR5cvX7a7tKCZOHGifvSjH+mtt97SW2+9pb/5m7/R0qVL9c4779hdWtC9+eabqq6u1n333Wd3KUF37733qr293ft4++237S4pqP7yl79o3rx5ioiI0Ouvv67/+Z//0Ysvvhgyv3lduv7+/7/vgRu/4PLrX/+6zZUFx+bNm7Vr1y699NJLOn36tP7pn/5J//zP/6wf//jHdpcWVAUFBXK5XNq7d6/efvtt5eTk6OGHH9a5c+fsLs1eFu4IDzzwgFVYWOizlpKSYq1fv96miuwjyTp06JDdZdiqs7PTkmQdO3bM7lJs9YUvfMH6yU9+YncZQdXd3W0lJydbLpfL+vKXv2ytXbvW7pKC5oc//KE1c+ZMu8uw1Q9+8APrwQcftLuMIWXt2rXWlClTrL6+PrtLCYrFixdbq1at8ll75JFHrG9961s2VRR8V65cscLDw61/+7d/81mfOXOmVVZWZlNVQwNX7O8AV69eVXNzs3JycnzWc3Jy1NjYaFNVsNPFixclSWPGjLG5Env09vbqwIEDunz5spxOp93lBNWaNWu0ePFiPfzww3aXYoszZ85owoQJSkpK0je+8Q29++67dpcUVL/85S+VkZGhr3/967rrrruUlpamf/mXf7G7LNtcvXpVP/vZz7Rq1SqFhYXZXU5QPPjgg/qP//gP/eEPf5AknTp1SidOnNCiRYtsrix4rl27pt7eXkVFRfmsjxgxQidOnLCpqqEh4N88i+Dr6upSb2+vYmNjfdZjY2PV0dFhU1Wwi2VZKikp0YMPPqjp06fbXU5Qvf3223I6nfr444/1V3/1Vzp06JBSU1PtLitoDhw4oObmZr311lt2l2KLOXPmaM+ePfrSl76kP//5z3r22WeVmZmpd955R2PHjrW7vKB49913VVVVpZKSEj311FP6zW9+oyeffFIOh0MrVqywu7yg+8UvfqELFy7o29/+tt2lBM0PfvADXbx4USkpKQoPD1dvb6+ee+45ffOb37S7tKAZPXq0nE6nnnnmGU2bNk2xsbHav3+/Tp48qeTkZLvLsxXB/g7yyasRlmWFzBUK/K/HH39c//3f/x2SVyWmTp2q1tZWXbhwQQcPHtTKlSt17NixkAj3H3zwgdauXav6+nq/q1ShIjc31/vfM2bMkNPp1JQpU/Sv//qvKikpsbGy4Onr61NGRoaef/55SVJaWpreeecdVVVVhWSw3717t3JzczVhwgS7Swma2tpa/exnP9O+fft07733qrW1VcXFxZowYYJWrlxpd3lBs3fvXq1atUp33323wsPDNWvWLD366KP67W9/a3dptiLY3wHGjRun8PBwv6vznZ2dflfxYbYnnnhCv/zlL9XQ0KCJEyfaXU7QRUZG6otf/KIkKSMjQ2+++aa2bduml19+2ebKPn/Nzc3q7OxUenq6d623t1cNDQ166aWX5PF4FB4ebmOFwTdq1CjNmDFDZ86csbuUoImPj/f7i+y0adN08OBBmyqyz/vvv6+jR4/q1VdftbuUoPr+97+v9evX6xvf+Iak63/Jff/991VRURFSwX7KlCk6duyYLl++LLfbrfj4eOXl5SkpKcnu0mzFZ+zvAJGRkUpPT/f+5P8NLpdLmZmZNlWFYLIsS48//rheffVV/ed//mfI/4/rBsuy5PF47C4jKBYsWKC3335bra2t3kdGRob+/u//Xq2trSEX6iXJ4/Ho9OnTio+Pt7uUoJk3b57frW7/8Ic/KDEx0aaK7PPKK6/orrvu0uLFi+0uJaiuXLmiYcN841t4eHjI3e7yhlGjRik+Pl5/+ctfdOTIES1dutTukmzFFfs7RElJifLz85WRkSGn06nq6mq1tbWpsLDQ7tKC4tKlS/rjH//ofX727Fm1trZqzJgxmjRpko2VBceaNWu0b98+HT58WKNHj/b+601MTIxGjBhhc3XB8dRTTyk3N1cJCQnq7u7WgQMH9MYbb+jf//3f7S4tKEaPHu33MxWjRo3S2LFjQ+ZnLb73ve9pyZIlmjRpkjo7O/Xss8/K7XaH1FXKdevWKTMzU88//7yWL1+u3/zmN6qurlZ1dbXdpQVVX1+fXnnlFa1cuVLDh4dWlFmyZImee+45TZo0Sffee69aWlq0ZcsWrVq1yu7SgurIkSOyLEtTp07VH//4R33/+9/X1KlT9Z3vfMfu0uxl6z15EJAdO3ZYiYmJVmRkpDVr1qyQutXhr371K0uS32PlypV2lxYU/fUuyXrllVfsLi1oVq1a5X3/jx8/3lqwYIFVX19vd1m2CrXbXebl5Vnx8fFWRESENWHCBOuRRx6x3nnnHbvLCrrXXnvNmj59uuVwOKyUlBSrurra7pKC7siRI5Yk6/e//73dpQSd2+221q5da02aNMmKioqyJk+ebJWVlVkej8fu0oKqtrbWmjx5shUZGWnFxcVZa9assS5cuGB3WbYLsyzLsuevFAAAAABuFz5jDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGIBgDwAAABiAYA8AAAAYgGAPAAAAGOD/Ax+PYQewmFLyAAAAAElFTkSuQmCC\n", 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", 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" ] @@ -446,7 +446,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -477,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -487,7 +487,7 @@ " 0.062])" ] }, - "execution_count": 13, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -530,12 +530,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] @@ -575,22 +575,19 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c65bc79da49448efb42e0bfd882986e4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(IntSlider(value=0, description='time_step', max=19), Output()), _dom_classes=('widget-in…" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "NameError", + "evalue": "name 'perfect_predict' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[12], line 8\u001b[0m\n\u001b[1;32m 4\u001b[0m perfect_beliefs \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m20\u001b[39m):\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# Simon takes one step to the right\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m belief \u001b[38;5;241m=\u001b[39m \u001b[43mperfect_predict\u001b[49m(belief, \u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m 9\u001b[0m perfect_beliefs\u001b[38;5;241m.\u001b[39mappend(belief)\n\u001b[1;32m 11\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msimulate\u001b[39m(time_step):\n", + "\u001b[0;31mNameError\u001b[0m: name 'perfect_predict' is not defined" + ] } ], "source": [ @@ -662,12 +659,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -745,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -758,7 +755,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "67b1c6758fff4724b590d76d758d0de5", + "model_id": "a056966c3a6b454e8572e4fe5f7f99ae", "version_major": 2, "version_minor": 0 }, @@ -848,7 +845,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -880,12 +877,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -971,12 +968,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -1190,7 +1187,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 40, "metadata": { "scrolled": true }, @@ -1244,13 +1241,13 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "30b640471e4c4f91a079e8f32994f7f3", + "model_id": "c283748f208743cca4f05c230932145f", "version_major": 2, "version_minor": 0 }, @@ -1775,7 +1772,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.12" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/03-Gaussians.ipynb b/03-Gaussians.ipynb index 47b761ae..1fb9d17d 100644 --- a/03-Gaussians.ipynb +++ b/03-Gaussians.ipynb @@ -154,7 +154,7 @@ }, { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] @@ -212,7 +212,7 @@ { "data": { "text/plain": [ - "1.8" + "np.float64(1.8)" ] }, "execution_count": 4, @@ -240,7 +240,7 @@ { "data": { "text/plain": [ - "1.8" + "np.float64(1.8)" ] }, "execution_count": 5, @@ -272,7 +272,7 @@ { "data": { "text/plain": [ - "1.8" + "np.float64(1.8)" ] }, "execution_count": 6, @@ -325,7 +325,7 @@ { "data": { "text/plain": [ - "1.50053" + "1.499834" ] }, "execution_count": 7, @@ -537,7 +537,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -569,7 +569,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -581,8 +581,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "mean = 1.808\n", - "std = 0.133\n" + "mean = 1.813\n", + "std = 0.153\n" ] } ], @@ -611,7 +611,7 @@ { "data": { "text/plain": [ - "68.0" + "np.float64(68.0)" ] }, "execution_count": 14, @@ -719,7 +719,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -806,7 +806,7 @@ "outputs": [ { "data": { - "image/png": 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hpetb0aV+MKdz8rhn1kaS0rPNjiUicl6mHgEozvnHs2bNKvJ4/PjxjB8/vpwSiYiUj1d+3MUP2xKweVj48I72NAjxNzuSlDEvTyvTbm/PDe+vYX9yJvd+upEv/9UFPy+nON1ORKSQBk9FRMrZnD8O88HKght9vXpjazrXr25yIikvVf28mHlXR6r52Yg9msajc2NwOJziYnsiIoXUAIiIlKM/9qfwzLfbAHi0T2Ouj770K52Ja6lTvQofDu+Al4eVn7Yn8spPu8yOJCJShBoAEZFycjQ1iwc//5M8h8E1rSMYfWVDsyNJBelYN5hXb2wNwAcr9vNtzDGTE4mI/I8aABGRcpCVm8e/Pt1ESmYuLSIDmXxjm0p5oy+5sMHRNbm/d8GNwf4zP5Ztx9JMTiQiUkANgIhIGTMMg8e+jmVHfDrVq3jx4fAO+Hrpcp/u6LH+TbisSQjZdgf3fbaJ5NM5F3+SiEg5UwMgIlLG3l++j8Wx8XhaLUy9vT01q/qaHUlM4mG18NYt0dSrUYVjp87w4Od/Ys93mB1LRNycGgARkTL0845EXlsaB8Ck61rQqV6wyYnEbEG+Nj4a3h5/b0/WHzjJ89/vMDuSiLg5NQAiImVkb9JpxsyNwTDg9i61ua1zHbMjiZNoGBrAm0PbAvDp2kPM3XD4n58gIlKO1ACIiJSBzJw8Hpi9idM5eXSqF8wz17QwO5I4mb7Nw/h338YAPLVwG5sPp5qcSETclRoAEZFSMgyDCd9sZU/SaUIDvHl3WDRenvrnVc710BUNuapFOPZ8g1Gf/8nJzFyzI4mIG9JfKBGRUvps3SEWbTmOh9XCe7e1IzTAx+xI4qQsFguTb2pNvRpVOJ6WzZi5MeTrTsEiUsHUAIiIlMKfh1MLT+qcMKApHevqpF/5ZwE+Nqbe3g4fm5WVu0/wzq97zI4kIm5GDYCISAmlnM5h1Od/Ys83GNgqnHt61DM7kriIpuGBvDi4FQBv/bKHFbtPmJxIRNyJGgARkRLIdxg88mUM8WnZ1A+pwqu6069coiHta3Frp9oYBoz5cjPHTp0xO5KIuAk1ACIiJTDl592s2puMn5cHH9xecI13kUv17KDmtKwZSGqWnVGf/0lunm4SJiLlTw2AiMglWrUnmXd/2wvAyze0olFYgMmJxFX52DyYelt7gnxtxBw5xUtLdpodSUTcgBoAEZFLcCIjp/BmX8M61+a6tjXNjiQuLirYjzdubgPArDUH+Wl7gsmJRKSyUwMgIlJMDofBo3NjSD6dQ9PwAJ65prnZkaSSuLJZGP/qVR+A8V/H6nwAESlXagBERIpp6op9rNqbjK/Ng3eHReNj8zA7klQi4/o1oU1UVdLO2Hnki83k5et8ABEpH2oARESKYdOhVN5YthuASde1oGGo5v6lbHl5WnnnlmgCvD3ZeCiVKT/r/gAiUj7UAIiIXESmHR6dt5V8h8HgtpHc1L6W2ZGkkqpd3Y+Xbii4P8B7y/eyZl+KyYlEpDJSAyAi8g8Mw2DOPivxadnUq1GFF65vpev9S7ka1CaSWztFYRgw7uutZNjNTiQilY0aABGRf/DJusNsS7Vi87Dw7rBoXe9fKsQz17SgcZg/J07nMnuPFYfDMDuSiFQiagBERC5g+/E0Xv2pYO5/wlVNaBEZZHIicRe+Xh68O6wdPjYru9KsTF9z0OxIIlKJqAEQETmPM7n5PPJlDPZ8g1bVHNzeOcrsSOJmGocF8NTApgC8sWwvW46cMjeQiFQaagBERM7j5R92sjfpNCH+XtzSwKG5fzHFze1r0ra6g7y/7kGRlZtndiQRqQTUAIiI/D+/7Ezk07WHAHhlSEv8bSYHErdlsVi4uZ6DsEBv9idn8vz3O82OJCKVgBoAEZG/OZGRw/ivYwG4u3s9ejasYXIicXdVbDB5SEssFvhi/WGWbk8wO5KIuDg1ACIifzEMg/FfbyElM5em4QGMv6qJ2ZFEAOhavzoje9YH4PFvtpKUkW1yIhFxZWoARET+8tm6Q/wWdwIvTytv3RKNj83D7Egihf7drzHNIwI5mZnLY/NiMQxdGlRESkYNgIgIsDsxgxcXF8xXTxjQlCbhASYnEinK29ODt25pi7enlRW7T/CJLg0qIiWkBkBE3F5OXj6jv9hMTp6D3o1DGNGtrtmRRM6rUVgATwxsBsBLP+xid2KGyYlExBWpARARtzf5xzh2JWQQXMWLyTe11iU/xakN71qHy5uEkJvn+KtxzTc7koi4GDUAIuLW1uxL5uNVBwB4dUhrQgN8TE4k8s8sFguv3tiG6lW82JWQweQf48yOJCIuRg2AiLit9Gw7j80ruOTnrZ1q06d5mMmJRIonJMCbV29sDcDHqw6wZl+yyYlExJWoARARt/X8dzs4duoMtYP9eOrqZmbHEbkkVzYL49ZOtQF4bF4sGdl2kxOJiKtQAyAibmnZjkTmbTqKxQKv3dSGKt6eZkcSuWRPXt2MqGBfjp06wwu6S7CIFJMaABFxOymnc5jwTcHoz7961qdTvWCTE4mUjL+3J6/f1BaLBeZuPMKvuxLNjiQiLkANgIi4FcMweHLBNpJP59I4zJ9H+zY2O5JIqXSqF8y9PeoB8J/5W0nNzDU5kYg4O1MbgJdffpmOHTsSEBBAaGgogwcPJi7u4lczWLFiBe3bt8fHx4f69eszbdq0CkgrIpXBwphj/Lg9AU+rhTdubqu7/Uql8O9+TWgU6s+JjBye+nab2XFExMmZ2gCsWLGCUaNGsW7dOpYtW0ZeXh79+vUjMzPzgs85cOAAAwcOpGfPnmzevJknnniC0aNHM3/+/ApMLiKu6PipMzzz7XYAHrmyES1rBpmcSKRs+Ng8eOPmtnhaLSyOjWfRluNmRxIRJ2bqWW8//vhjkcczZ84kNDSUTZs20atXr/M+Z9q0adSuXZspU6YA0KxZMzZu3Mhrr73GkCFDyjuyiLgoh8Ng/NexZGTn0SaqKg9c1sDsSCJlqlWtIB66oiFTft7D0wu30bleMGGBuq+FiJzLqS57kZaWBkBw8IVPyFu7di39+vUrsqx///5Mnz4du92OzWYr8r2cnBxycnIKH6enpwNgt9ux2yvukmlnt1WR26xMVL/SUf1g9h+HWbU3GR+blVevb4HhyMfuuPgdVFW70lH9SudS6/evHnX4eUci246nM37eFj66I9qt72yt91/pqH4lZ1btirs9i2EYRjlnKRbDMLjuuutITU3l999/v+B6jRs3ZsSIETzxxBOFy9asWUP37t05fvw4ERERRdafOHEikyZNOufnzJkzBz8/v7J7ASLitJLOwKuxHtgdFobUzadXhFP8sydSLhKyYHKsB3mGhaH18+kWpve7iLvIyspi2LBhpKWlERgYeMH1nOYIwEMPPURsbCyrVq266Lr//9OMsz3M+T7lmDBhAmPHji18nJ6eTlRUFP369fvHwpQ1u93OsmXL6Nu37zlHKeTiVL/Scef65eU7uHX6BuyONLrWD+alO9tjtRb/E1F3rl1ZUP1Kp6T1MyIO8t8fd/P9US/uG9yVqGru+YGX3n+lo/qVnFm1OzvpcjFO0QA8/PDDLFq0iJUrV1KrVq1/XDc8PJyEhIQiy5KSkvD09KR69ernrO/t7Y23t/c5y202mylvZrO2W1mofqXjjvX7aPVeYo6kEeDtyWs3t8Xb26tEP8cda1eWVL/SudT6jezVkF93JbP+4EkeX7CDL0d2uaTGt7LR+690VL+Sq+jaFXdbpl4FyDAMHnroIb755ht+/fVX6tWrd9HndO3alWXLlhVZtnTpUjp06KA3p4gUsScxgynL9gDwzKDm1Kzqa3IikYrhYbXw2k1t8PPyYP2Bk8xYfcDsSCLiRExtAEaNGsXs2bOZM2cOAQEBJCQkkJCQwJkzZwrXmTBhAsOHDy98fP/993Po0CHGjh3Lzp07mTFjBtOnT2fcuHFmvAQRcVJ5+Q7GfR1Lbr6Dy5uEcGP7fz66KFLZ1K7ux1NXNwdg8k9xHEi+8CW2RcS9mNoATJ06lbS0NC677DIiIiIKv+bOnVu4Tnx8PIcPHy58XK9ePZYsWcLy5ctp27Ytzz//PG+//bYuASoiRXz0+wG2HDlFgI8nL9/Q2q2vhCLu69ZOUfRoWIOcPAePzdtCvkMnBIuIyecAFOcCRLNmzTpnWe/evfnzzz/LIZGIVAZ7EjN4c9luAJ65pjnhQboWurgni8XCf4e04qopv7PxUCqz1hzknh4XH7cVkcrN1CMAIiJlTaM/IkXVqubHEwObATD5p10aBRIRNQAiUrl8vEqjPyL/39lRoGy7RoFERA2AiFQie5MyeOOv0Z+nNfojUujsKFAVL4/CUSARcV9qAESkUsh3GIybF0tunoPLmoRwk0Z/RIqoVc2PJ67WKJCIqAEQkUri49/3E3PkFAHenrx8QyuN/oicx7BOtQtHgcZ/vQWHRoFE3JIaABFxeXuTTvP630Z/IoJ0wy+R8/n7KNCGgxoFEnFXagBExKXlOwwe+3oLuXkOejcO4aYOGv0R+Sd/HwV6VaNAIm5JDYCIuLTpq/az+bBGf0QuxbBOtenesLpGgUTclBoAEXFZe5NO89rSgtGfp65pRmRVjf6IFIfFYuG/N7TWKJCIm1IDICIuKd9hMP6v0Z9ejUO4uUOU2ZFEXEpUsB8TBv5vFOigRoFE3IYaABFxSTNWHeDPw6fw9/bkvxr9ESmR2zrXpluDs6NAsRoFEnETagBExOXsO3Ga15bGAfDU1Rr9ESkpi8XCK0MKRoHWHzzJJ2sPmh1JRCqAGgARcSn5DoPH5m0hJ89Bz0Y1GNpRoz8ipfH3UaBXftQokIg7UAMgIi5l5uq/jf4Maa3RH5EyMKyTRoFE3IkaABFxGftPnGbyTwWjP09e3YyaGv0RKRNWa8EokN9fo0CfahRIpFJTAyAiLqHghl+xhaM/t2j0R6RMFR0FiuNQikaBRCorNQAi4hJmrj7ApkOpGv0RKUe3dapN1/rVOWPP1yiQSCWmBkBEnN7B5MzCq/48MVCjPyLlxWq18OqNBaNAfxw4yed/HDI7koiUAzUAIuLUHA6D8fNjybY76N6wOrd20uiPSHmKCvbjP1c1BeDlH3Zx5GSWyYlEpKypARARp/bZukOsP3ASPy8P/nuDRn9EKsIdXerQqV4wWbkaBRKpjNQAiIjTOpySxX9/2AXAhAFNiQr2MzmRiHuwWi1MvrE1PjYra/enMGf9YbMjiUgZUgMgIk7J4TD4z/xYztjz6VI/mNs61zE7kohbqVO9yv9GgZbs1CiQSCWiBkBEnNKc9YdZuz8FX5sHrwxpjdWq0R+RinZn17p0qhtMZm4+j38Ti2FoFEikMlADICJO52hqFi8v2QnA+KuaUKd6FZMTibgnq9XCK3+NAq3em8IX64+YHUlEyoAaABFxKoZhMOGbrWTm5tOxbjXu7FrX7Egibq1ejSo81r9gFOjFxTs4mqpRIBFXpwZARJzK3A1H+H1PMt6eVl69sY1Gf0ScwIhudelQpxqZuflM+GarRoFEXJwaABFxGvFpZ3hxccHoz7h+TahXQ6M/Is7A468bhHl7Wvl9TzJzN2gUSMSVqQEQEadwdvQnIyeP6NpVubtHPbMjicjf1A/x57H+TQB4YfFOjp06Y3IiESkpNQAi4hTm/3mM5XEn8PK0MvnG1nho9EfE6dzVvR7talfldE6eRoFEXJgaABExXWJ6Ns99tx2AR/s0pmFogMmJROR8CkaB2uDlaWXl7hPM23TU7EgiUgJqAETEVIZh8OSCraRn59GmVhAje2r0R8SZNQz15999GwPw/Pc7iE/TKJCIq1EDICKm+jbmOD/vTMLmUfDJoqeH/lkScXb39qxP26iqZGTn8YRGgURcjv7SiohpkjKymfjX6M8jVzaiSbhGf0RcgYfVwms3tcbL08pvcSeY/+cxsyOJyCVQAyAipjAMg6cXbuNUlp0WkYHc17uB2ZFE5BI0DA3g0T4Fo0CTvttOQlq2yYlEpLjUAIiIKb6Pjeen7Yl4Wi1MvrENNo3+iLickT3r0aZWUMEo0AKNAom4Cv3FFZEKl3I6h2cXFYz+jLq8Ic0jA01OJCIl4elhZfJNbfDysPLrriQWbNYokIgrUAMgIhXumUXbOZmZS9PwAEZd3tDsOCJSCo3DAnikTyMAJi7aTlK6RoFEnJ0aABGpUD9ui2dxbPxfJxEWXE9cRFzbfb3q06pmEOkaBRJxCfrLKyIVJjUzl6cWbgPggd4NaFkzyOREIlIWCkaBWmPzsPDzziS+jTludiQR+QemNgArV65k0KBBREZGYrFYWLhw4T+uv3z5ciwWyzlfu3btqpjAIlIqE7/bTvLpXBqH+fPwlRr9EalMmoYHMvqKglGgZxdtJylDo0AizsrUBiAzM5M2bdrw7rvvXtLz4uLiiI+PL/xq1KhROSUUkbKybEci38Ycx2qByTe2wdvTw+xIIlLG7r+sAS0iA0k7Y+epBds0CiTipDzN3PiAAQMYMGDAJT8vNDSUqlWrln0gESkXqZm5TPhmKwAje9WnTVRVcwOJSLmweVh57aY2DHpnFUt3JPJdbDzXtok0O5aI/D/FbgCCg4PZvXs3NWrU4O677+att94iIMCcu3ZGR0eTnZ1N8+bNeeqpp7j88ssvuG5OTg45OTmFj9PT0wGw2+3Y7fZyz3rW2W1V5DYrE9WvdMyu31MLtpJ8OoeGIVV4uHc9l/r/0ezauTrVr3RcsX4Na/jy4GX1efvXfTz77TY61g6khr+3KVlcsX7ORPUrObNqV9ztWYxiHp/z9/cnNjaW+vXr4+HhQUJCAiEhIaUKWSSIxcKCBQsYPHjwBdeJi4tj5cqVtG/fnpycHD777DOmTZvG8uXL6dWr13mfM3HiRCZNmnTO8jlz5uDn51dW8UXkAjanWJi12wMrBo+2yqe2v9mJRKS85Tvg9a0eHMuy0DrYwd2NHVgsZqcSqfyysrIYNmwYaWlpBAZe+B47xW4A+vbtS2JiIu3bt+eTTz5h6NCh+Pr6nnfdGTNmXHLg4jQA5zNo0CAsFguLFi067/fPdwQgKiqK5OTkfyxMWbPb7Sxbtoy+fftis9kqbLuVhepXOmbVL+V0DgPeWUNqlp0He9fn0T6ud+Kv3nulo/qVjivXb0d8OkOm/UGew+Ctm1szsFV4hWdw5fo5A9Wv5MyqXXp6OjVq1LhoA1DsEaDZs2fz5ptvsm/fPiwWC2lpaWRnm3+Gf5cuXZg9e/YFv+/t7Y2397mHHm02mylvZrO2W1mofqVTkfUzDINnv99CapadZhGBjOnbBJsLX/Nf773SUf1KxxXr16Z2dUZd3pC3ftnDpMW76N441LRRIFesnzNR/UquomtX3G0VuwEICwvjv//9LwD16tXjs88+o3r16iVLV4Y2b95MRESE2TFE5P/5NuY4P21PxOZh4XXd8EvELY26vCE/bU9gV0IGz367nfdua2d2JBGhhFcBOnDgQJls/PTp0+zdu7fIz42JiSE4OJjatWszYcIEjh07xqeffgrAlClTqFu3Li1atCA3N5fZs2czf/585s+fXyZ5RKRsJKZn88y3BTf8Gn1FI5pHVty4nYg4Dy/PgqsCXffeahZvjWdgbDxXt9aHdiJmK3YD8Pbbbxf7h44ePbpY623cuLHIFXzGjh0LwJ133smsWbOIj4/n8OHDhd/Pzc1l3LhxHDt2DF9fX1q0aMHixYsZOHBgsbOJSPkyDIPH58eSnp1Hq5pB3H9ZA7MjiYiJWtYM4sHLGvDOr3t55tttdKkfTHWTRoFEpECxG4A333yzyOMTJ06QlZVVeD3+U6dO4efnR2hoaLEbgMsuu+wfbxIya9asIo/Hjx/P+PHjixtZREwwb9NRfos7gZeHlddvboPNQ6M/Iu7uoSsasnR7InGJGTyzaDvvDdMokIiZiv2X+cCBA4VfL774Im3btmXnzp2cPHmSkydPsnPnTtq1a8fzzz9fnnlFxIkdP3WG57/bAcDYfo1pHGbOvUJExLl4e3ow+abWeFgtLI6N57stx82OJOLWSvTR3NNPP80777xDkyZNCpc1adKEN998k6eeeqrMwomI6zAMg//MjyUjJ4/o2lUZ2bO+2ZFExIm0rlWVUX+NBD797TaS0s2/kqCIuypRAxAfH3/eO43l5+eTmJhY6lAi4no+/+Mwv+9Jxvuvk/48rLrrj4gU9dAVjWhZM5BTWXb+Mz/2H8eARaT8lKgBuPLKKxk5ciQbN24s/OXduHEj9913H3369CnTgCLi/A6nZPHSkp0AjL+qKQ1CdLtfETmXl6eVN25ui5enld/iTvDlhiNmRxJxSyVqAGbMmEHNmjXp1KkTPj4+eHt706lTJyIiIvj444/LOqOIODGHw+Cxr7eQlZtPp7rB3NWtrtmRRMSJNQ4LYHz/ghHi57/fweGULJMTibifEt0HICQkhCVLlrBnzx527txJXl4eLVu2pHHjxmWdT0Sc3IzVB/jjwEl8bQUn+Vk1+iMiF3F393os3ZHI+gMn+fe8GL78V1eNDYpUoBJfn2/69Olcf/313HTTTdx6663ccMMN+vRfxM3sTszg1Z/iAHjy6mbUqV7F5EQi4gqs1oI7hFfx8mDDwVSmr9pvdiQRt1LiqwA98sgjDBo0iHnz5jFv3jwGDRrEo48+qqsAibiJ3DwHY76MITfPwWVNQritc22zI4mIC4kK9uOZQc0BeO2n3cQlZJicSMR9lGgEaOrUqXz00UfceuuthcuuvfZaWrduzcMPP8wLL7xQZgFFxDlN+Xk3O+LTqeZn49UhrbFYdPheRC7NzR2iWLo9kV92JfHo3BgWjuqOl6duHihS3kr0W5afn0+HDh3OWd6+fXvy8vJKHUpEnNvGgyeZtmIfAC9d34rQQB+TE4mIK7JYLLw8pBXV/GzsiE/n7V/2mB1JxC2UqAG4/fbbmTp16jnLP/zwQ2677bZShxIR53U6J4+xX23BYcAN7WoyoFWE2ZFExIWFBvjw0vWtAHh/+V7+PJxqciKRyq9EI0BQcBLw0qVL6dKlCwDr1q3jyJEjDB8+nLFjxxau98Ybb5Q+pYg4jRe+38Hhk1nUrOrLxGtbmB1HRCqBAa0iGNw2koUxx/n3V1tYMronvl4eZscSqbRK1ABs27aNdu3aAbBvX8EYQEhICCEhIWzbtq1wPc0Ei1Quy3Yk8uWGI1gs8PrNbQj0sZkdSUQqiUnXtmTd/pMcSM7k5R928tx1Lc2OJFJplagB+O2338o6h4g4ueTTOUz4JhaAe3vUo0v96iYnEpHKJMjPxuSbWnPH9PV8uvYQVzYLo3fjELNjiVRKOtVeRC7KMAwmfLOV5NO5NAkL4N/9mpgdSUQqoZ6NQhjx193Ex83bQsrpHHMDiVRSagBE5KLmbTzKsh2J2DwsvDm0LT42zeaKSPl4fEBTGof5cyIjh//M34phGGZHEql01ACIyD86nJLFpO+2AzC2bxOaRwaanEhEKjMfmwdThkbj5WHl552JzFl/2OxIIpWOGgARuaC8fAdj5m4mMzefjnWr8a9e9c2OJCJuoHlkIOOvKhg1fP77HexNOm1yIpHKRQ2AiFzQ27/u5c/Dpwjw9uSNm9viYdWVvUSkYtzdvR49GtYg217wQURunsPsSCKVhhoAETmv9QdO8u6vBXflfOH6lkQF+5mcSETcidVq4fWb21DVz8a2Y+m8sWy32ZFEKg01ACJyjrQzdh6dG1N4t9/r2tY0O5KIuKGwQB/+e0NrAD5YuY+1+1JMTiRSOagBEJEiDMPgiQVbOXbqDLWD/XQzHhEx1VUtw7mlYxSGAWO/iiEty252JBGXpwZARIr4etNRFsfG42m18Pat0fh7l+h+gSIiZebpa5pTt7of8WnZPLFQlwYVKS01ACJS6EByJs8uKrjk56N9G9M2qqq5gUREgCrenrx1SzSeVguLY+OZ/+cxsyOJuDQ1ACICQG6eg0e+3ExWbj5d6gdzf+8GZkcSESnUJqoqY/o0AuCZb7ex/4QuDSpSUmoARASAN5btJvZoGkG+Nt4cqkt+iojzeeCyhnSpH0xWbj4PzdlMTl6+2ZFEXJIaABFh9d5kPli5D4BXhrQiIsjX5EQiIufysFp465Zogqt4sSM+nZeX7DI7kohLUgMg4uZOZuYy9qsYDANu7VSbq1pGmB1JROSCwgJ9eO2mgkuDzlpzkGU7Ek1OJOJ61ACIuDGHw2DsVzEkpudQP6QKT1/TzOxIIiIXdUXTMO7tUQ+Ax77ewvFTZ0xOJOJa1ACIuLEPf9/P8rgTeHtaeW9YO/y8dMlPEXEN469qSutaQZzKsvPIl5vJy3eYHUnEZagBEHFTmw6dZPJPcQBMvLYFzSICTU4kIlJ8Xp5W3vnrXiUbDqby9i97zI4k4jLUAIi4odTMXB6es5l8h8G1bSK5pWOU2ZFERC5ZnepVeOmGVgC889te1uxLNjmRiGtQAyDiZgzDYNy8LRxPy6ZejYI/nhaLLvkpIq7p2jaRDO0QhWHAmC9jSDmdY3YkEaenBkDEzXz8+wF+2ZWEl6eVd4cVHD4XEXFlE69tQcNQf5Iycnj0qy04HIbZkUScmhoAETey+cgpXvmx4LrZT1/TnBaRQSYnEhEpPV8vD94b1g4fm5WVu0/w3m97zY4k4tTUAIi4iaw8ePSrWPIcBle3juD2zrXNjiQiUmaahAfwwuCC8wHe+Hk3q/bofACRC1EDIOIGDMNgzl4rx05lU6e6H//V3L+IVEI3tq/FLR0Lzgd45MvNJKRnmx1JxCmpARBxA9NXH2JrqhWbh4X3hrUjwMdmdiQRkXIx8doWNI8IJCUzl0fmxqLbA4icSw2ASCW3bn8Kry0ruD72kwOb0rKm5v5FpPLysXkw9fZ2BPh48ufhUyw6rF0dkf/P1N+KlStXMmjQICIjI7FYLCxcuPCiz1mxYgXt27fHx8eH+vXrM23atPIPKuKiEtOzeeiv6/13rOFgWMdaZkcSESl3dapX4bWb2gCwPN7KT9sTTU4k4lxMbQAyMzNp06YN7777brHWP3DgAAMHDqRnz55s3ryZJ554gtGjRzN//vxyTirieuz5DkZ9/ifJp3NoGubPzfUdmvsXEbfRv0U493SvA8DjC7ZzIDnT5EQizsPUC4APGDCAAQMGFHv9adOmUbt2baZMmQJAs2bN2LhxI6+99hpDhgwpp5QirumlJTvZeCiVAB9P3r21Ldv/WG52JBGRCvXvvo34LfYg+zPyeGD2JhaO6o6PzcPsWCKmc6k7AK1du5Z+/foVWda/f3+mT5+O3W7HZjv3xMacnBxycv53V8D09HQA7HY7dru9fAP/zdltVeQ2KxPV79J8HxvPzNUHAZh8Q0siA21sR/UrCb33Skf1Kx3Vr5Qc+YxonM9bu3zZlZDBhG9ieeX6FjoaWkx6/5WcWbUr7vYshmE4xe3yLBYLCxYsYPDgwRdcp3HjxowYMYInnniicNmaNWvo3r07x48fJyIi4pznTJw4kUmTJp2zfM6cOfj5+ZVJdhFnEp8Fb2z1INdhoU9NB4Nq6xIYIuLedqdZeH+HFQMLN9bLp2e4U+z6iJS5rKwshg0bRlpaGoGBgRdcz6WOAADndO1n+5cLdfMTJkxg7NixhY/T09OJioqiX79+/1iYsma321m2bBl9+/Y975EK+WeqX/FkZOcxZNo6ch1ZdKsfzLt3tsfDalH9SkG1Kx3Vr3RUv9I5W79RN/bB/49jvPLTbhYe8uT6K9rTqW6w2fGcnt5/JWdW7c5OulyMSzUA4eHhJCQkFFmWlJSEp6cn1atXP+9zvL298fb2Pme5zWYz5c1s1nYrC9XvwhwOg/8s2MKBlCwignx4Z1g7fLy9iqyj+pWcalc6ql/pqH6lY7PZuP+yhuxMOM2iLcd5ZG4six7qQWRVX7OjuQS9/0quomtX3G251MVxu3btyrJly4osW7p0KR06dNAbU9zelF/2sGxHIl4eVt6/rR3V/c9tfEVE3JXFYuGVIa1pFhFI8ulcHpi9iWx7vtmxRExhagNw+vRpYmJiiImJAQou8xkTE8Phw4eBgvGd4cOHF65///33c+jQIcaOHcvOnTuZMWMG06dPZ9y4cWbEF3EaP26L5+1fCm729dINrYiuXc3kRCIizsfXy4MP72hPVT8bW46m8fTCbTjJqZAiFcrUBmDjxo1ER0cTHR0NwNixY4mOjuaZZ54BID4+vrAZAKhXrx5Llixh+fLltG3blueff563335blwAVt7YrIZ2xX20B4O7u9bixvW72JSJyIVHBfrxzazRWC8zbdJTP1h0yO5JIhTP1HIDLLrvsHzvvWbNmnbOsd+/e/Pnnn+WYSsR1pGbmMvLTjWTl5tO9YXWeGNjU7EgiIk6vZ6MQ/nNVU17+YRfPfbeDpuGBdKqnk4LFfbjUOQAi8j95+Q4e+uJPjpw8Q1SwL+/e2g5PD/1Ki4gUx7961WdQm0jyHAYPfr6Jo6lZZkcSqTDaWxBxUS8t2cXqvSn4eXnw0fAOVKvidfEniYgIcPak4FaFJwXf+8lGTufkmR1LpEKoARBxQV9vOsqM1QcAeOPmNjQNr7h7WoiIVBZ+Xp58fGcHavh7syshgzFfbibfoZOCpfJTAyDiYv7Yn8KEb2IBGH1lI65qee4dsEVEpHhqVvXlo+Ht8fK08vPOJF79cZfZkUTKnRoAERdyMDmT+2Zvwp5vMLBVOGOubGR2JBERlxdduxqTb2wNwAcr9/PVxiMmJxIpX2oARFzEqaxc7p61gVNZdtpEVeWNm9titVrMjiUiUilc17Ymo69oCMCTC7ay/sBJkxOJlB81ACIuIDfPwf2zN7E/ObPwcLWPzcPsWCIilcqYPo25ulUE9nyD+z7byOEUXRlIKic1ACJOzjAMnlywlXX7T+Lv7cn0ER0IDfAxO5aISKVjtVp47aY2tKoZRGqWnXs+2UB6tt3sWCJlTg2AiJObumIf8zYdxWqBd4ZF64o/IiLlyPevSyuHBXqzJ+k09326idw8h9mxRMqUGgARJ7Zkazyv/hgHwMRrW3B5k1CTE4mIVH7hQT7MGNGRKl4erN2fwvivt2AYujyoVB5qAESc1KZDJ3l0bgwAI7rVZXjXuqbmERFxJy0ig5h6e3s8rRYWxhxn8k9xZkcSKTNqAESc0N6kDO6etZGcPAdXNg3l6Wuamx1JRMTt9Gocwss3tALg/eX7mL3ukMmJRMqGGgARJ5OYns2dMzaQdsZO26iqvDMsGg9d7lNExBQ3dYji0T6NAXjm2238vCPR5EQipacGQMSJpGfbuXPGeo6dOkP9GlWYMaIjfl6eZscSEXFro69syNAOUTgMePiLzcQcOWV2JJFSUQMg4iRy8vK579NN7ErIICTAm0/u7kRwFS+zY4mIuD2LxcIL17ekd+MQztjzuWfWBg6lZJodS6TE1ACIOAGHw2DcvFjW7k/B39uTmSM6EhXsZ3YsERH5i83Dynu3taNFZCApmbncMX09SenZZscSKRE1ACImMwyD5xfv4Lstx/G0Wph2e3ta1gwyO5aIiPw//t6ezLyrI3Wq+3H4ZBZ3TF/Pqaxcs2OJXDI1ACImm/LzHmauPgjAaze1oUejGuYGEhGRCwoN8GH2PZ0JDfAmLjGDu2dtICs3z+xYIpdEDYCIiT7+fT9v/bIHgEnXtmBwdE2TE4mIyMVEBfvx2T2dCfK18efhU9z3me4WLK5FDYCISb7acIQXFu8EYFy/xtzZra65gUREpNiahAcw866O+No8+H1PMo9+FUO+Q3cLFtegBkDEBItj43n8m1gA7utVn1GXNzQ5kYiIXKp2tavx4fD22DwsLI6N56mF2zAMNQHi/NQAiFSw5XFJjJm7GYcBt3aK4vEBTbFYdKMvERFX1LNRCFOGRmOxwBfrD/Pc9zvUBIjTUwMgUoHW7kvh/tmbsOcbXNM6ghcGt9LOv4iIi7u6dQSv3NAagJmrD/LfH3apCRCnpgZApIKs25/C3bM2kG13cEXTUN4c2hYPq3b+RUQqg5s7RvHC4JYAfLByP28s221yIpELUwMgUgHWHzjJXTM3cMaeT+/GIbx/WztsHvr1ExGpTG7vUodnBzUH4J1f9/L2X1d5E3E22gMRKWcbD55kxMz1nLHn07NRDT64oz0+Ng+zY4mISDm4q3s9nhzYDIA3lu3m/eV7TU4kci41ACLlaNOhk9w5Yz1ZuQU7/x8N76CdfxGRSm5kr/o81r8JAK/+GMeHK/eZnEikKDUAIuXkz8Op3DljA5m5+XRvWJ0P79DOv4iIuxh1eUPG9GkEwEtLdvHurxoHEuehBkCkHPyxP4U7Pv6D0zl5dK1fnY+Hd8TXSzv/IiLuZEyfxozt2xiA15bu5vWlcbo6kDgFNQAiZWzF7hPcOXM9mbn5dGtQnekjOmjnX0TETY2+shETBjQFCk4MflmXCBUnoAZApAz9tD2BkZ9sLLzU54wRHfHz8jQ7loiImOi+3g2Y+NfVgT5cuZ+Ji7bjcKgJEPOoARApI9/GHOPBz/8kN9/B1a0imHa7rvYjIiIFRnSvx0vXt8JigU/WHuKJBVvJVxMgJlEDIFIGvlx/mDFzY8h3GAxpV4u3bmmLl6d+vURE5H+Gda7N5BvbYLXAlxuOMPrLzeTk5ZsdS9yQ9lBESsEwDD5YsY/Hv9mKYcDtXWoz+cbWeOomXyIich43tq/F27dGY/OwsDg2nntmbeR0Tp7ZscTNaC9FpIQcDoMXFu/k5R92AXBfr/o8f11LrFaLyclERMSZXdM68q9zxDxYtTeZYR+tI+V0jtmxxI2oARApgZy8fB6ZG8P0VQcAeHJgMyYMbIbFop1/ERG5uJ6NQvhiZBeq+dmIPZrGTdPWcjQ1y+xY4ibUAIhcooxsO3fP2sB3W47jabUwZWhbRvaqb3YsERFxMW2iqvL1A92oWdWX/cmZDJm6hriEDLNjiRtQAyByCZIyshn6wTpW702hipcHM0Z0ZHB0TbNjiYiIi2oQ4s/8B7rROMyfxPQcbpy2htV7k82OJZWcGgCRYtqdmMEN769hR3w61at48eW/utKrcYjZsURExMWFB/nw1X1d6Vi3GhnZedw5Yz1fbThidiypxExvAN5//33q1auHj48P7du35/fff7/gusuXL8disZzztWvXrgpMLO5oxe4TDHl/DUdTz1Cnuh/zH+hGq1pBZscSEZFKoqqfF7Pv7cx1bSPJcxiMnx/Lqz/u0g3DpFyY2gDMnTuXMWPG8OSTT7J582Z69uzJgAEDOHz48D8+Ly4ujvj4+MKvRo0aVVBicUefrj3IXTPXk5GTR6e6wSx4sDt1a1QxO5aIiFQy3p4eTBnaltFXFuzXvL98Hw9/uZlsu+4VIGXL1AbgjTfe4J577uHee++lWbNmTJkyhaioKKZOnfqPzwsNDSU8PLzwy8NDd1uVspeX7+DZb7fxzLfbcRgwpF0tPru3E8FVvMyOJiIilZTFYmFs38a8flObwnsF3PrROk5k6DKhUnY8zdpwbm4umzZt4vHHHy+yvF+/fqxZs+YfnxsdHU12djbNmzfnqaee4vLLL7/gujk5OeTk/O+XJj09HQC73Y7dbi/FK7g0Z7dVkdusTCq6fhnZdsZ8FcvKPSkAjOvbiH/1rIvFcGC3OyokQ1nS+6/kVLvSUf1KR/UrHVeu37WtwwgLaM+Dc2LYfPgUg975nanDomlZM7DCMrhy/cxmVu2Kuz2LYRimDJcdP36cmjVrsnr1arp161a4/KWXXuKTTz4hLi7unOfExcWxcuVK2rdvT05ODp999hnTpk1j+fLl9OrV67zbmThxIpMmTTpn+Zw5c/Dz8yu7FySVRkIWTI/zICnbgs1qcEdDB22qawZTREQqXuIZ+HjXX3+TLAZDGzjoGKK/SXJ+WVlZDBs2jLS0NAIDL9wsmt4ArFmzhq5duxYuf/HFF/nss8+KfWLvoEGDsFgsLFq06LzfP98RgKioKJKTk/+xMGXNbrezbNky+vbti81mq7DtVhYVVb+ftifyn2+2kZmbT3igN+8Pa0urmq5/sq/efyWn2pWO6lc6ql/pVJb6ZWTb+ffXW/ktruDyoHd1q8P4fo3w9CjfSe7KUj8zmFW79PR0atSocdEGwLQRoBo1auDh4UFCQkKR5UlJSYSFhRX753Tp0oXZs2df8Pve3t54e3ufs9xms5nyZjZru5VFedUv32Hw2tI4pi7fB0CX+sG8O6wdNfzPfe+4Mr3/Sk61Kx3Vr3RUv9Jx9foF22xMv7MTU37ezdu/7mXmmkPEJZ7m3WHtKuS8NFevn5kqunbF3ZZpJwF7eXnRvn17li1bVmT5smXLiowEXczmzZuJiIgo63jiRlIzcxkxc33hzv+9Peox+57OlW7nX0REXJfVamFsvyZMu70dfl4erNmXwqB3VhFz5JTZ0cQFmXYEAGDs2LHccccddOjQga5du/Lhhx9y+PBh7r//fgAmTJjAsWPH+PTTTwGYMmUKdevWpUWLFuTm5jJ79mzmz5/P/PnzzXwZ4sI2H07l4S82czT1DD42K68Mac11bXVnXxERcU5XtYygXg1/7vtsIwdTsrhp2hoeH9CMu7vXxWKxmB1PXISpDcDQoUNJSUnhueeeIz4+npYtW7JkyRLq1KkDQHx8fJF7AuTm5jJu3DiOHTuGr68vLVq0YPHixQwcONCslyAuyuEw+HjVfl79MY48h0HtYD8+uKM9zSIq7rwQERGRkmgSHsCih3vw+PxYlmxN4Pnvd/DH/hQm39iGID+N6sjFmdoAADz44IM8+OCD5/3erFmzijweP34848ePr4BUUpmlnM7h3/O2sDzuBABXt4rg5SGtCPTRP5oiIuIaAn1svDesHZ+uPcSLi3eydEciO975nfeGtaNNVFWz44mTM/VGYCIVbe2+FAa+/TvL407g7Wnlxetb8u6waO38i4iIy7FYLNzZrS5fP9CVqGBfjqae4cZpa/j49/04HLpUqFyYGgBxC7l5Dl77KY7bPl5HYnoODUKq8O1D3bmtcx3NTIqIiEtrXasq3z/ck/4twrDnG7yweCe3T/+D46fOmB1NnJQaAKn0didmcP37q3n3t704DLipfS2+e7gHTcM17y8iIpVDkK+Nabe358XrW+JrK7hK0FVTVrJoy3Gzo4kTUgMglVa+w+Cjlfu55p1VbD+eTlU/G+8Oi2byTW3w8zL99BcREZEyZbFYuK1zHRaP7kGbqKqkZ+cx+ovNPPLlZtLO2M2OJ05EDYBUSkdOZnHrR+t4cclOcvMcXN4khKVjenFN60izo4mIiJSr+iH+fH1/V0Zf2QgPq4VvY45z1ZSV/BaXZHY0cRJqAKRSyXcYfLLmIFdNWcn6Ayfx8/Lg5RtaMWNER0IDfcyOJyIiUiFsHlbG9m3MvPu7Uqe6H/Fp2dw1cwNj58aQmplrdjwxmRoAqTTiEjK4cdoanl20nczcfDrWrcaPj/Ti1k61daKviIi4pXa1q/HDIz25t0c9rBb4ZvMx+ryxgu9jj2MYulKQu9IgtLi8bHs+7/+2l6kr9mHPN/D39uQ/VzXhts51sFq14y8iIu7Nz8uTp65pztWtIxj/dSx7kk7z0JzNLGp+nOcHtyRMR8jdjhoAcWnr9qfwxIKt7D+RCUCfZmE8P7gFEUG+JicTERFxLtG1q/H96B68/9s+3vttL0t3JLJmXwpj+jTizm51sXloMMRdqAEQlxSfdoaXluziu78ubxYS4M2ka1swoGW4xn1EREQuwNvTg0f7NmZAq3Aen7+VmCOneGHxTuZtPMpz17Wgc/3qZkeUCqAGQFxKTp6DD1ft5b3f9pKVm4/FArd2qs1/+jclyE938xURESmOpuGBfPNAN+ZtOsJ/f9hFXGIGQz9cx/XRNZkwsCmhARoLqszUAIjL2J5q4Y131nDoZBYA7etUY9K1LWhZM8jkZCIiIq7HarUwtGNt+rcIZ/JPccxZf5gFm4+xbEcioy5vyO2dapodUcqJGgBxetuOpfHSkh2s2ecBZBES4M2EAU25Prqmxn1ERERKqaqfFy9e34qhHaN4euE2thxN45Ufd/HZ2oNcGWLhKoeuFlTZqAEQp3XkZBavL41jYUzBnL+HxWBEt7qM6duEAB+N+4iIiJSl1rWqsuDB7iyMOcbkn+I4npbNZ2kebP7gD568ujldG+j8gMpCDYA4ndTMXN79bS+frT1Ebr4DgEGtw4n2OModVzXBZtPOv4iISHmwWi3c0K4WA1tF8NGKvbz72x62HU/n1o/WcUXTUMb2bazR20pADYA4jVNZucxYdYCZqw+SkZMHQPeG1ZkwoBlNQv1YsuSoyQlFRETcg4/Ng/t716faqV3stNbjy41H+XVXEr/uSuKqFuE82rcxTcIDzI4pJaQGQEx3vh3/ZhGBPD6gKb0a1cBisWC3201OKSIi4n4CbDBxYDPu6Vmft37Zw6Itx/lxewI/7UjgmtaRPHJlIxqG+psdUy6RGgAxTWpmLjNXF93xbxoewJg+jejXPFx38RUREXES9UP8eeuWaEZd3pApP+9mydYEvttynMWxxxnYKoL7ezfQaJALUQMgFe7IySw+/n0/X208yhl7PqAdfxEREVfQOCyA929rz47j6bz5826W7Ujk+9h4vo+Np1fjEB7o3YAu9YN1lT4npwZAKszWo2l8sHIfS7bGc/aKYs0jAhl9ZUPt+IuIiLiQ5pGBfDS8AzuOp/PByn18t+U4K3efYOXuE7SJqsoDvevTt3k4Hvrb7pTUAEi5yst38PPORD5Zc4i1+1MKl/dsVIP7ejWge8Pq+pRARETERTWPDOStW6L5d98mfPT7fr7aeIQtR05x/+w/qVnVl+Fd6zC0YxRV/bzMjip/owZAykVSRjZfrj/CnD8Ok5CeDYCH1cK1bSIZ2bM+zSMDTU4oIiIiZaV2dT+eH9yS0Vc2YtaaA8z54zDHTp3h5R928ebPu7k+uiZ3dqtL03D9/XcGagCkzBiGwYaDqXy69iA/bksg7685n+pVvLilUxTDOtehZlVfk1OKiIhIeQkJ8Oax/k15+IpGLNpynJmrD7IzPp0v1h/hi/VH6FCnGkM7RnF16wj8vLQbahZVXkrt+KkzLNh8jK83HeVAcmbh8vZ1qnFHlzoMaBWOt6eHiQlFRESkIvnYPLi5QxQ3ta/FhoOpzFpzgJ+2J7LxUCobD6Uy6bsdDGoTydCOUbSpFaRx4AqmBkBKJNuez0/bE/h601FW7U3G+OukXl+bB9e1jeSOrnVoEanLgYmIiLgzi8VCp3rBdKoXTGJ6Nl9vOspXG49wKCWLL9Yf5ov1h2kaHsCN7WsxqE0kYYE+Zkd2C2oApNjs+Q7W7Evh+y3H+XFbQuG1+wE61wvmxva1GNAqAn9vva1ERESkqLBAH0Zd3pAHejfgjwMn+WrjEZZsjWdXQgYvLN7Ji0t20qVeda5tG8mAluE6cbgcaU9N/lFevoO1+1NYHBvPj9sTOJX1vzvy1qrmy5B2tRjSrha1q/uZmFJERERchdVqoWuD6nRtUJ2J17Zg0ZbjfLv5GBsPpbJ2fwpr96fwzLfb6N04hEFtIrm8aSiBPjazY1cqagDkHGdy81m1N5lfdiaydEciJzNzC79Xw9+LAS0juKZ1BB3rBuva/SIiIlJiQb427uhShzu61OFoahbfbYln0Zbj7IxP5+edSfy8Mwmbh4Uu9avTr0U4fZuFER6kMaHSUgMgACSkZfPLrkR+2ZnE6r3J5OQ5Cr9XvYoXV7UM5+rWEXSuV1039RAREZEyV6uaHw9c1oAHLmvAnsQMFm05zg/bEtibdJrf9yTz+55knl64jTZRVenXPIzejUNoHhGoDyNLQA2Am8q257PxYCqr9ibz+54TbD+eXuT7Nav60qdZKH2bh9OlfjCeHlaTkoqIiIi7aRQWwL/7NeHf/Zqw78Rplu1IZOn2BDYfOcWWv74m/xRHDX9vejaqQa/GNejZKIQa/t5mR3cJagDcRL7DYPvxNFbtTWb13mQ2HEwl92+f8lss0DaqKn2ahXFls1CahAXoklwiIiJiugYh/jTo7c/9vRuQlJ7NzzuT+GVnImv3p5B8OocFm4+xYPMxAFpEBtKzUQhdG1SnfZ1qujDJBagqlVS2PZ/Yo2lsOHiSTYdS2XjwJOnZeUXWCQ/0oXvDGvRsVIMejWqoaxYRERGnFhrow7DOtRnWuTY5eflsOpTK73uSWbm7YJrh7Ne0FfuwWqBlzSA61S24DGnHusFUq6IrC4EagErBMAwS0rOJPZrGn4dS2XDwJFuPpWHPN4qsF+DtSZcG1enRsAbdG9agQUgVfcovIiIiLsnb04NuDWrQrUEN/nNVU05k5LBq7wlW7Ulh/cEUjpw8Q+zRNGKPpvHxqgMANA7zJzqqGm2iqtImKojGYQHY3HDMWQ2AC0pMz2br0TRij6Wx9egpth5LJ/l0zjnrhQR407FuNTrUCaZD3Wo0jwjULL+IiIhUSiEB3lwfXYvro2sBcPzUGTYcPMkfB07yx/4U9p3IZHfiaXYnnmbuxiMA+NistIwM+qshqEqrmkHUCfar9CcWqwFwYtn2fPYmnSYuIYPdiRnEJWaw43g6SRnn7ux7WC00CvUnunZVOtQpOMwVFeyrT/hFRETELUVW9eW6tjW5rm1NAJJP57DxYCqxR0+x5egpYo+mkZGdx8ZDqWw8lFr4PF+bB03CA2gWEUDT8ECahhf8b5Bf5bkXgRoAJ5B2xs7B5EwOpmQWdKd/7fAfTMnEYZy7vtUCjUIDaFkziNa1gmhVK4jmEYH42DwqPryIiIiIC6jh781VLcO5qmU4AA6HwYGUzMKrCsUcTWNXfDpn7PnEHDlFzJFTRZ4fGeRDw7AA6teoQoOQKtQP8ad+SBXCA31c7gNXNQAVwDAMTmbmcuQ0/LAtgSOncth/omCH/2ByJil/u9HW/1fVz0aTsACahAfQOCyApuEBNI8MxM9L/9eJiIiIlJTVaim4wlCIPze0KxgbyncYHEzJZFd8Bjvj09mVkM7O+AyOnTrD8bRsjqdls3L3iSI/x8/Lg3o1ChqCetX9qBXsR2SgFynZkJfvwOaEBw60F1kGsu35nMjIISE9m2OpZzh26gxHU89w/FTBfx9LPcMZez7gCVtjz/szQgK8qVe9CvVqVKFRmD9NwgNoEhZASIC3y3WVIiIiIq7I429NwdWtIwqXp52xszsxg31Jp9mfnMn+E6fZfyKTQyezyMrNL7z6UFGevLjlFyKCfKhVzZda1fyoVc2XmlV9CQ/yISzQh7AAHwJ9PSt8X08NwAXk5TtIO2MnNSuXpIwcTmTkkJSew4nTOSSlZ5OUkVO4PO2MvVg/M9BmUD+86l8dYhXq1ijY4a9bo4quUysiIiLipIJ8bXSsW3CO5d/Z8x0cPpnF/hMFTcGhk1kcOZnF0ZNZHDmZSZ4DjqYWfDAMJ8/7s709rQXNQKA3oX81BWGB3oQEeFOtihfVq3gR/NdXWU2AmL7X+f777zN58mTi4+Np0aIFU6ZMoWfPnhdcf8WKFYwdO5bt27cTGRnJ+PHjuf/++y95u19uOEwO3qRm2TmVlUtqVi4nz/53Zu4518y/GC8PK2FB3tSs6kvNqn7UrOZLzao+hf8d4ufBL8t+YuDAztic8ViQiIiIiFwSm4e18IgBhBUut9vtfL94CZ16XUlCRm5hE3A0NYujqWc4kZFDYno2qVl2cvIKmojDJ7Muuj0fm5XqVbypVsVGcBVvqlfxopqfF1X9bFT1s2HLzy5WblMbgLlz5zJmzBjef/99unfvzgcffMCAAQPYsWMHtWvXPmf9AwcOMHDgQEaOHMns2bNZvXo1Dz74ICEhIQwZMuSStv3C9zuxevtddL0AH09CArwJDfAmNMCH0ICCjiw08H+PQ4tx+MZuL95RAhERERFxfVYLhAZ4UzPYn/Z1zr/O2THyxPRsEtP/+t+MbBLTsknJzCXldC4nMwu+cvMdZNsdBePlp86c9+c5ci7eRIDJDcAbb7zBPffcw7333gvAlClT+Omnn5g6dSovv/zyOetPmzaN2rVrM2XKFACaNWvGxo0bee211y65AbiiaQhh1YOpWsVGNT8vqvn99b9VCv67qp8XVX1tum6+iIiIiJQLH5sHUcF+RAX/84fShmGQmZvPydO5nMzK5WRmzv+ag6xc0s/YOZVlJ/nkKY4UY7umNQC5ubls2rSJxx9/vMjyfv36sWbNmvM+Z+3atfTr16/Isv79+zN9+nTsdvt5R2tycnLIyfnfdfPT0wtO0Hj9xlYEBgb+Y0bDkY/dkV+s13MxZ48A6EhAyah+paP6lZxqVzqqX+mofqWj+pWO6ldy5VE7bytEBNqICLQBVc67Tnp6Ol8/cvGfZVoDkJycTH5+PmFhYUWWh4WFkZCQcN7nJCQknHf9vLw8kpOTiYiIOOc5L7/8MpMmTTpn+dKlS/Hzu/gIUFlbtmxZhW+zMlH9Skf1KznVrnRUv9JR/UpH9Ssd1a/kKrp2WVkuMAIEnDM3bxjGP87Sn2/98y0/a8KECYwdO7bwcXp6OlFRUfTr1++iRwDKkt1uZ9myZfTt21cnAZeA6lc6ql/JqXalo/qVjupXOqpf6ah+JWdW7c5OulyMaQ1AjRo18PDwOOfT/qSkpHM+5T8rPDz8vOt7enpSvXr18z7H29sbb2/vc5bbbDZT3sxmbbeyUP1KR/UrOdWudFS/0lH9Skf1Kx3Vr+QqunbF3ZZpZ7h6eXnRvn37cw6NLFu2jG7dup33OV27dj1n/aVLl9KhQwe9MUVEREREisHUS9yMHTuWjz/+mBkzZrBz504effRRDh8+XHhd/wkTJjB8+PDC9e+//34OHTrE2LFj2blzJzNmzGD69OmMGzfOrJcgIiIiIuJSTD0HYOjQoaSkpPDcc88RHx9Py5YtWbJkCXXqFFwsNT4+nsOHDxeuX69ePZYsWcKjjz7Ke++9R2RkJG+//fYlXwJURERERMRdmX4S8IMPPsiDDz543u/NmjXrnGW9e/fmzz//LOdUIiIiIiKVk+5yJSIiIiLiRtQAiIiIiIi4ETUAIiIiIiJuRA2AiIiIiIgbMf0k4Ip29s7Bxb1TWlmx2+1kZWWRnp6uexaUgOpXOqpfyal2paP6lY7qVzqqX+mofiVnVu3O7t+e3d+9ELdrADIyMgCIiooyOYmIiIiISNnLyMggKCjogt+3GBdrESoZh8PB8ePHCQgIwGKxVNh209PTiYqK4siRIwQGBlbYdisL1a90VL+SU+1KR/UrHdWvdFS/0lH9Ss6s2hmGQUZGBpGRkVitF570d7sjAFarlVq1apm2/cDAQP0SlYLqVzqqX8mpdqWj+pWO6lc6ql/pqH4lZ0bt/umT/7N0ErCIiIiIiBtRAyAiIiIi4kbUAFQQb29vnn32Wby9vc2O4pJUv9JR/UpOtSsd1a90VL/SUf1KR/UrOWevndudBCwiIiIi4s50BEBERERExI2oARARERERcSNqAERERERE3IgaABERERERN6IGoAysXLmSQYMGERkZicViYeHChcV+7urVq/H09KRt27blls/ZXWr9li9fjsViOedr165dFRPYyZTk/ZeTk8OTTz5JnTp18Pb2pkGDBsyYMaP8wzqhS63fiBEjzvv+a9GiRcUEdjIlef99/vnntGnTBj8/PyIiIrjrrrtISUkp/7BOpiS1e++992jWrBm+vr40adKETz/9tPyDOqmXX36Zjh07EhAQQGhoKIMHDyYuLu6iz1uxYgXt27fHx8eH+vXrM23atApI63xKUr/4+HiGDRtGkyZNsFqtjBkzpmLCOpmS1O6bb76hb9++hISEEBgYSNeuXfnpp58qKPG51ACUgczMTNq0acO77757Sc9LS0tj+PDhXHnlleWUzDWUtH5xcXHEx8cXfjVq1KicEjq3ktTv5ptv5pdffmH69OnExcXxxRdf0LRp03JM6bwutX5vvfVWkffdkSNHCA4O5qabbirnpM7pUuu3atUqhg8fzj333MP27duZN28eGzZs4N577y3npM7nUms3depUJkyYwMSJE9m+fTuTJk1i1KhRfPfdd+Wc1DmtWLGCUaNGsW7dOpYtW0ZeXh79+vUjMzPzgs85cOAAAwcOpGfPnmzevJknnniC0aNHM3/+/ApM7hxKUr+cnBxCQkJ48sknadOmTQWmdS4lqd3KlSvp27cvS5YsYdOmTVx++eUMGjSIzZs3V2DyvzGkTAHGggULirXu0KFDjaeeesp49tlnjTZt2pRrLldRnPr99ttvBmCkpqZWSCZXUpz6/fDDD0ZQUJCRkpJSMaFcyKX8/p61YMECw2KxGAcPHiyfUC6kOPWbPHmyUb9+/SLL3n77baNWrVrlmMz5Fad2Xbt2NcaNG1dk2SOPPGJ07969HJO5jqSkJAMwVqxYccF1xo8fbzRt2rTIsvvuu8/o0qVLecdzesWp39/17t3beOSRR8o3lIu41Nqd1bx5c2PSpEnllOqf6QiASWbOnMm+fft49tlnzY7isqKjo4mIiODKK6/kt99+MzuOy1i0aBEdOnTg1VdfpWbNmjRu3Jhx48Zx5swZs6O5pOnTp9OnTx/q1KljdhSX0K1bN44ePcqSJUswDIPExES+/vprrr76arOjOb2cnBx8fHyKLPP19WX9+vXY7XaTUjmPtLQ0AIKDgy+4ztq1a+nXr1+RZf3792fjxo1uX8Pi1E/OryS1czgcZGRkmFZvNQAm2LNnD48//jiff/45np6eZsdxOREREXz44YfMnz+fb775hiZNmnDllVeycuVKs6O5hP3797Nq1Sq2bdvGggULmDJlCl9//TWjRo0yO5rLiY+P54cffnDL8ZWS6tatG59//jlDhw7Fy8uL8PBwqlatyjvvvGN2NKfXv39/Pv74YzZt2oRhGGzcuJEZM2Zgt9tJTk42O56pDMNg7Nix9OjRg5YtW15wvYSEBMLCwoosCwsLIy8vz61rWNz6yblKWrvXX3+dzMxMbr755nJMd2Ha+6xg+fn5DBs2jEmTJtG4cWOz47ikJk2a0KRJk8LHXbt25ciRI7z22mv06tXLxGSuweFwYLFY+PzzzwkKCgLgjTfe4MYbb+S9997D19fX5ISuY9asWVStWpXBgwebHcVl7Nixg9GjR/PMM8/Qv39/4uPjeeyxx7j//vuZPn262fGc2tNPP01CQgJdunTBMAzCwsIYMWIEr776Kh4eHmbHM9VDDz1EbGwsq1atuui6FoulyGPDMM673J1cSv2kqJLU7osvvmDixIl8++23hIaGlmO6C9MRgAqWkZHBxo0beeihh/D09MTT05PnnnuOLVu24Onpya+//mp2RJfUpUsX9uzZY3YMlxAREUHNmjULd/4BmjVrhmEYHD161MRkrsUwDGbMmMEdd9yBl5eX2XFcxssvv0z37t157LHHaN26Nf379+f9999nxowZxMfHmx3Pqfn6+jJjxgyysrI4ePAghw8fpm7dugQEBFCjRg2z45nm4YcfZtGiRfz222/UqlXrH9cNDw8nISGhyLKkpCQ8PT2pXr16ecZ0WpdSPymqJLWbO3cu99xzD1999RV9+vQp54QXpiMAFSwwMJCtW7cWWfb+++/z66+/8vXXX1OvXj2Tkrm2zZs3ExERYXYMl9C9e3fmzZvH6dOn8ff3B2D37t1YrVb9438JVqxYwd69e7nnnnvMjuJSsrKyzhl9PPvp9dlPYuWf2Wy2wt/VL7/8kmuuuQar1f0+zzMMg4cffpgFCxawfPnyYv397Nq16zlXTVq6dCkdOnTAZrOVV1SnVJL6SYGS1u6LL77g7rvv5osvvjD9vCc1AGXg9OnT7N27t/DxgQMHiImJITg4mNq1azNhwgSOHTvGp59+itVqPWdGLDQ0FB8fH7edu7uU+gFMmTKFunXr0qJFC3Jzc5k9ezbz5893y8u4waXXb9iwYTz//PPcddddTJo0ieTkZB577DHuvvtutxz/udT6nTV9+nQ6d+7str+3Z11q/QYNGsTIkSOZOnVq4QjQmDFj6NSpE5GRkWa9DFNcau12797N+vXr6dy5M6mpqbzxxhts27aNTz75xKyXYKpRo0YxZ84cvv32WwICAgo/2Q8KCir8t+z/1/D+++/n3XffZezYsYwcOZK1a9cyffp0vvjiC9Neh1lKUj+AmJgYoOD9e+LECWJiYvDy8qJ58+YV/hrMUpLaffHFFwwfPpy33nqLLl26FD7H19e3yBH5CmPKtYcqmbOXpfz/X3feeadhGIZx5513Gr17977g8939MqCXWr9XXnnFaNCggeHj42NUq1bN6NGjh7F48WJzwjuBkrz/du7cafTp08fw9fU1atWqZYwdO9bIysqq+PBOoCT1O3XqlOHr62t8+OGHFR/YyZSkfm+//bbRvHlzw9fX14iIiDBuu+024+jRoxUf3mSXWrsdO3YYbdu2NXx9fY3AwEDjuuuuM3bt2mVOeCdwvtoBxsyZMwvXOd/7b/ny5UZ0dLTh5eVl1K1b15g6dWrFBncSJa3f+Z5Tp06dCs1utpLUrnfv3v/4+17RLIahY64iIiIiIu7C/YYGRURERETcmBoAERERERE3ogZARERERMSNqAEQEREREXEjagBERERERNyIGgARERERETeiBkBERERExI2oARARES677DLGjBljdoxSq1u3LlOmTCn2+gcPHsRisRTe3VRExB2oARARcUJJSUncd9991K5dG29vb8LDw+nfvz9r164tXMdisbBw4ULzQl7EiBEjGDx4cInXW758ORaLhVOnThV7mxs2bOBf//pX8UMWw6xZs6hatWqZ/kwRETN5mh1ARETONWTIEOx2O5988gn169cnMTGRX375hZMnT5odzamFhISYHUFExOnpCICIiJM5deoUq1at4pVXXuHyyy+nTp06dOrUiQkTJnD11VcDBaMuANdffz0Wi6Xw8fk+TR8zZgyXXXZZ4ePMzEyGDx+Ov78/ERERvP766+dkyM3NZfz48dSsWZMqVarQuXNnli9fXvj9s5+K//TTTzRr1gx/f3+uuuoq4uPjAZg4cSKffPIJ3377LRaLBYvFUuT5JbVmzRp69eqFr68vUVFRjB49mszMzMLv//8RoF27dtGjRw98fHxo3rw5P//883mPnOzfv5/LL78cPz8/2rRpU3ikZfny5dx1112kpaUVvo6JEyeW+nWIiJhJDYCIiJPx9/fH39+fhQsXkpOTc951NmzYAMDMmTOJj48vfFwcjz32GL/99hsLFixg6dKlLF++nE2bNhVZ56677mL16tV8+eWXxMbGctNNN3HVVVexZ8+ewnWysrJ47bXX+Oyzz1i5ciWHDx9m3LhxAIwbN46bb765sCmIj4+nW7dul1qKIrZu3Ur//v254YYbiI2NZe7cuaxatYqHHnrovOs7HA4GDx6Mn58ff/zxBx9++CFPPvnkedd98sknGTduHDExMTRu3Jhbb72VvLw8unXrxpQpUwgMDCx8HWdfo4iIq9IIkIiIk/H09GTWrFmMHDmSadOm0a5dO3r37s0tt9xC69atgf+NulStWpXw8PBi/+zTp08zffp0Pv30U/r27QvAJ598Qq1atQrX2bdvH1988QVHjx4lMjISKNih//HHH5k5cyYvvfQSAHa7nWnTptGgQQMAHnroIZ577jmgoInx9fUlJyenWPm+//57/P39iyzLz88v8njy5MkMGzas8GTlRo0a8fbbb9O7d2+mTp2Kj49PkfWXLl3Kvn37WL58eWGGF198sfB1/924ceMKj65MmjSJFi1asHfvXpo2bUpQUBAWi+WS6iwi4sx0BEBExAkNGTKE48ePs2jRIvr378/y5ctp164ds2bNKtXP3bdvH7m5uXTt2rVwWXBwME2aNCl8/Oeff2IYBo0bNy48GuHv78+KFSvYt29f4Xp+fn6FO/8AERERJCUllSjX5ZdfTkxMTJGvjz/+uMg6mzZtYtasWUUy9e/fH4fDwYEDB875mXFxcURFRRXZce/UqdN5t3+2sTr7OoASvxYREWenIwAiIk7Kx8eHvn370rdvX5555hnuvfdenn32WUaMGHHB51itVgzDKLLMbrcX/vf//975OBwOPDw82LRpEx4eHkW+9/dP6W02W5HvWSyWYv3886lSpQoNGzYssuzo0aPn5LrvvvsYPXr0Oc+vXbv2OcsMw8BisRRr+39/LWef43A4ivVcERFXowZARMRFNG/evMjJqzab7ZwxmZCQELZt21ZkWUxMTOEObsOGDbHZbKxbt65wpzk1NZXdu3fTu3dvAKKjo8nPzycpKYmePXuWOK+Xl9c5+UqjXbt2bN++/ZxG4UKaNm3K4cOHSUxMJCwsDOCSzpU4q6xfh4iI2TQCJCLiZFJSUrjiiiuYPXs2sbGxHDhwgHnz5vHqq69y3XXXFa5Xt25dfvnlFxISEkhNTQXgiiuuYOPGjXz66afs2bOHZ599tkhD4O/vzz333MNjjz3GL7/8wrZt2xgxYgRW6//+HDRu3JjbbruN4cOH880333DgwAE2bNjAK6+8wpIlS4r9OurWrUtsbCxxcXEkJycXORJREv/5z39Yu3Yto0aNIiYmhj179rBo0SIefvjh867ft29fGjRowJ133klsbCyrV68uPAm4uEcGzr6O06dP88svv5CcnExWVlapXoeIiNnUAIiIOBl/f386d+7Mm2++Sa9evWjZsiVPP/00I0eO5N133y1c7/XXX2fZsmVERUURHR0NQP/+/Xn66acZP348HTt2JCMjg+HDhxf5+ZMnT6ZXr15ce+219OnThx49etC+ffsi68ycOZPhw4fz73//myZNmnDttdfyxx9/EBUVVezXMXLkSJo0aUKHDh0ICQlh9erVpahKwZz+ihUr2LNnDz179iQ6Opqnn366cGb///Pw8GDhwoWcPn2ajh07cu+99/LUU08BnHPC8D/p1q0b999/P0OHDiUkJIRXX321VK9DRMRsFqOkA5siIiIuZvXq1fTo0YO9e/cWOYFZRMSdqAEQEZFKa8GCBfj7+9OoUSP27t3LI488QrVq1Vi1apXZ0URETKOTgEVEpNLKyMhg/PjxHDlyhBo1atCnT5/z3vlYRMSd6AiAiIiIiIgb0UnAIiIiIiJuRA2AiIiIiIgbUQMgIiIiIuJG1ACIiIiIiLgRNQAiIiIiIm5EDYCIiIiIiBtRAyAiIiIi4kbUAIiIiIiIuBE1ACIiIiIibuT/AIUGZ3OJqMnnAAAAAElFTkSuQmCC\n", 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", 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" ] @@ -844,7 +844,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -882,7 +882,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -936,7 +936,7 @@ "outputs": [ { "data": { - "image/png": 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Wwt04nAb92zalT+umZsdpMCKC7DwwsDUAk7/fqdl2EalXVNpFRGpQWk4xc9emA/Dkle1MTtPw3Nu/FY2C7aQeKeKrnw+aHUdEpMacV2mfMmUKiYmJBAYGkpSUxNKlS8/6+A8//JBu3boRHBxMbGws9913Hzk5WpZLROqfN37cRbnLYFC7KHq1amJ2nAYnLNDObwe5Z9tf+34X5U6XyYlERGqGx6V9zpw5PPHEEzz33HNs2LCBgQMHMnz4cNLS0qp8/LJlyxg9ejRjxoxhy5YtzJ07lzVr1jB27NgLDi8i4k32Zhfx2Qb37O6TV15kcpqG656+rWgS4s++nGI+36DZdhGpH/w8fcKrr77KmDFjKkv35MmTmT9/PlOnTmXSpEmnPX7VqlW0atWKxx57DIDExEQefPBB/vGPf5zxHKWlpZSWllZ+nJ/v3pra4XDgcDg8jXzBTpzTjHNL9WiMfEN9H6fXkt2rllzWLpLOsaE++3X6+jj5W+GBAa34+/ydvPbDLq7tHI3dVv+uBvX1cWooNE6+waxx8uR8FsODXSjKysoIDg5m7ty5jBw5svL4448/TkpKCosXLz7tOStWrGDIkCF8/vnnDB8+nKysLG699VY6duzI22+/XeV5Jk6cyIsvvnja8Y8++ojg4ODqxhURqTOHj8OkFBsGFn7fpZy4ULMTNWxlTnhpg40Ch4XbWzvpG6ObUkXE+xQXFzNq1Cjy8vIIDw8/62M9mmnPzs7G6XQSExNz0vGYmBgyMzOrfE6/fv348MMPue222ygpKaG8vJzrrruON95444zneeaZZ5gwYULlx/n5+cTFxTFs2LBzfkG1weFwkJyczNChQ7Hb7XV+fjk3jZFvqM/jNGHuRgwyGdoxmgdv7W52nAtSX8bpWNP9/O3bHSzJCeFPdw/A369+zbbXl3Gq7zROvsGscTpxNUl1eHx5DHDamsOGYZxxHeKtW7fy2GOP8fzzz3PVVVeRkZHBU089xbhx45g+fXqVzwkICCAgIOC043a73dRveLPPL+emMfIN9W2c9mYX8c0m98TFE0Pb1ZuvzdfHaXS/RN5bto9DeSV8szmLW3vHmR2pVvj6ODUUGiffUNfj5Mm5PJp2iIyMxGaznTarnpWVddrs+wmTJk2if//+PPXUU3Tt2pWrrrqKKVOmMGPGDDIytPmFiPi+qYt24zLgig7RXNw8wuw4UiHQbuO3Feu2T1m0W+u2i4hP86i0+/v7k5SURHJy8knHk5OT6devX5XPKS4uxmo9+TQ2mw1wz9CLiPiy9GPFfLbevULJw5e3NTmNnGrUpfE0CrazL6eY/208ZHYcEZHz5vEFfhMmTGDatGnMmDGDbdu28eSTT5KWlsa4ceMA9/Xoo0ePrnz8iBEj+Oyzz5g6dSqpqaksX76cxx57jEsuuYTmzZvX3FciImKCdxanUu4yGNA2kp7xjc2OI6cICfBjTP9EwL1TrUuz7SLiozy+pv22224jJyeHl156iYyMDDp37sy8efNISEgAICMj46Q12++9914KCgp48803+d3vfkejRo24/PLL+fvf/15zX4WIiAkO55cwZ+0BAB4eoll2bzW6XyveXZLKzsOFJG87zFUXNzM7koiIx87rRtTx48czfvz4Kj83a9as0449+uijPProo+dzKhERr/XeklTKyl30SmhMn9ba/dRbRQTZuadfK95cuJs3f9zNsE4xZ1w8QUTEW9Wv9a9EROrI0aIyPvzJ/VvFRy5vqxLo5e4fkEiQ3camg3ks3nnE7DgiIh5TaRcROQ8zlu3luMNJlxYRDG4XZXYcOYcmIf7ceWk8AG/+uFsLIYiIz1FpFxHxUN5xB/9esQ9wX8uuWXbf8MCg1vj7WVm7/xg/7T1qdhwREY+otIuIeOj9FfsoKC2nXUwowzpVvUeFeJ+Y8EBu6+XeYOnNH3ebnEZExDMq7SIiHiguK2fG8r2Ae5bdatUsuy95cHBr/KwWlu3OZkPaMbPjiIhUm0q7iIgH5qw5wLFiB/FNgrm2S6zZccRDLRsHc333FoB7jX0REV+h0i4iUk0Op4tpS92z7A8Mao2fTX+F+qIHB7cGYP7WTFKPFJqcRkSkevQvjohINc3blMHB3OM0DfHnlqSWZseR89QuJowrOkRjGPBexQ9hIiLeTqVdRKQaDMPg7YrLKe7t14pAu83kRHIhxl3WBoBP16eTVVBichoRkXNTaRcRqYYlu7LZlpFPsL+Nu/smmB1HLlCvhMb0jG9EWbmLWcv3mR1HROScVNpFRKrhncV7ALi9dzyNgv1NTiMXymKx8OBg92z7f1btp7C03OREIiJnp9IuInIOG9NzWbEnB5vVwpiBiWbHkRoytGMMraNCKCgpZ/ZPaWbHERE5K5V2EZFzeGeJ+1r267o1p0WjIJPTSE2xWi08OMi9ksz0ZXspK3eZnEhE5MxU2kVEzmJ/ThHfbsoAflkqUOqPG3q0ICosgMz8Er76+ZDZcUREzkilXUTkLN5bmorLgMvaR9GhWbjZcaSGBfjZuL+/+5KndxbvweUyTE4kIlI1lXYRkTPILixl7tp0AB4c1MbkNFJb7uwTT2iAH7uyClm4I8vsOCIiVVJpFxE5g/dX7KO03EW3uEb0ad3E7DhSS8ID7dx5aTwA71SsxS8i4m1U2kVEqlBUWs6/V+4HYNyg1lgsFpMTSW26r38idpuF1fuOsm7/MbPjiIicRqVdRKQKc9ceIO+4g8TIEIZd3MzsOFLLmkUEMrJHCwDeXbLH5DQiIqdTaRcROYXTZTCjYpfM+wckYrNqlr0heGCge3WgBVsPsz+nyOQ0IiInU2kXETlF8tZM0o4W0yjYzs09W5odR+rIRTFhDG4XhWHAzIof2kREvIVKu4jIKaYt3QvAXZcmEORvMzmN1KUTs+3/XXuAvGKHyWlERH6h0i4i8isb0o6xdv8x7DYLo/smmB1H6lj/tk3p0CyM4jInH61OMzuOiEgllXYRkV+Zvsw9y35dtxZEhweanEbqmsViYWzFbPusFXspK3eZnEhExE2lXUSkQvqxYr7dnAnAmAGJJqcRs4zoFktUWACH80v5ZtMhs+OIiAAq7SIilf69Yh9Ol0H/tk3p1Dzc7DhikgA/G/dUXBo1beleDMMwOZGIiEq7iAgABSUOPl59AKDy8ghpuO68NIFAu5Uth/JZmZpjdhwREZV2ERGA/65Np6C0nLbRoQy+KMrsOGKyxiH+3JzkXu5zesVqQiIiZlJpF5EGr9zpYuZydzEbMyARqzZTEuD+/olYLPDD9iz2HCk0O46INHAq7SLS4C3Yepj0Y8dpEuJfuZW9SOuoUK7oEAP8sqqQiIhZVNpFpMF7b2kqAHf1SSDQrs2U5BdjB7pXEfp0XTpHi8pMTiMiDZlKu4g0aOv2H2NDWi7+Nit399FmSnKySxOb0KVFBKXlLj5ctd/sOCLSgKm0i0iDNn2Ze5b9hh7NiQoLMDmNeBv3Zkvu2fZ/r9xPicNpciIRaahU2kWkwTpwtJjvKjdT0jKPUrVrusQSGxFIdmEpX/2szZZExBwq7SLSYM1cvg+XAQMviqR9szCz44iXstus3NuvFeBe/lGbLYmIGVTaRaRByi9xMGdNGqDNlOTcbr8knhB/GzsOF7B0V7bZcUSkAVJpF5EGac7qAxSVObkoOpRBF0WaHUe8XESQnVt7xwEwTcs/iogJVNpFpMH59WZKYwcmYrFoMyU5t/v7J2K1wJKdR9iRWWB2HBFpYFTaRaTB+XZzJofySogM9ef67tpMSaonrkkwV13cDIAZmm0XkTqm0i4iDYphGEyr2Ezp7j6ttJmSeOTE8o+fpxwku7DU5DQi0pCotItIg7Ju/zF+Ts/D38/KXX3izY4jPqZnfGO6xzWirNzFB9psSUTqkEq7iDQo71XMst/UswVNQ7WZknjGYrEwZoB7tv0/2mxJROqQSruINBj7c4pYsPUw4L6pUOR8DO/cjBaNgsgpKuPLlINmxxGRBkKlXUQajJnL92EYMLhdFBfFaDMlOT9+v95saZk2WxKRuqHSLiINQt5xB3PXHgCovLxB5HzddkkcIf42dh4u1GZLIlInzqu0T5kyhcTERAIDA0lKSmLp0qVnfXxpaSnPPfccCQkJBAQE0KZNG2bMmHFegUVEzsecNWkUlTlpFxPKQG2mJBcoPFCbLYlI3fK4tM+ZM4cnnniC5557jg0bNjBw4ECGDx9OWlraGZ9z66238sMPPzB9+nR27NjB7Nmz6dChwwUFFxGprnKni3+vcK/0MWaANlOSmnFfv182W9p5WJstiUjt8vP0Ca+++ipjxoxh7NixAEyePJn58+czdepUJk2adNrjv/vuOxYvXkxqaipNmjQBoFWrVmc9R2lpKaWlv6x/m5+fD4DD4cDhcHga+YKdOKcZ55bq0Rj5BrPGad6mTA7mHqdJiJ1rL47W98k56PVUPbHhdq7sGM2CrVlMW7KHv95wcZ2eX+PkGzROvsGscfLkfBbDgztoysrKCA4OZu7cuYwcObLy+OOPP05KSgqLFy8+7Tnjx49n586d9OrVi//85z+EhIRw3XXX8ec//5mgoKAqzzNx4kRefPHF045/9NFHBAcHVzeuiAgAr26ysb/QwtUtXQyPc5kdR+qR1Hx4bYsffhaDiUlOwuxmJxIRX1JcXMyoUaPIy8sjPDz8rI/1aKY9Ozsbp9NJTEzMScdjYmLIzMys8jmpqaksW7aMwMBAPv/8c7Kzsxk/fjxHjx4943XtzzzzDBMmTKj8OD8/n7i4OIYNG3bOL6g2OBwOkpOTGTp0KHa7/kb2Rhoj32DGOG1Iy2X/ytXYbRZeuHMIkVqb/Zz0eqo+wzBY+O5PbEzPJyu8PbcNaVNn59Y4+QaNk28wa5xOXE1SHR5fHgOcdj2oYRhnvEbU5XJhsVj48MMPiYiIANyX2Nx888289dZbVc62BwQEEBBw+j+sdrvd1G94s88v56Yx8g11OU7/XuVeMeaG7i2IbRxaJ+esL/R6qp6xA9vw2OwNfLT6AOOHXESg3Van59c4+QaNk2+o63Hy5Fwe3YgaGRmJzWY7bVY9KyvrtNn3E2JjY2nRokVlYQfo2LEjhmGQnp7uyelFRDxy4Ggx327OAGDMQC3zKLVjeOdmNI8IJLuwjK9SDpkdR0TqKY9Ku7+/P0lJSSQnJ590PDk5mX79+lX5nP79+3Po0CEKCwsrj+3cuROr1UrLli3PI7KISPX8e8U+XAYMaBtJh2Z1f2mdNAx2m5V7+7cCtNmSiNQej5d8nDBhAtOmTWPGjBls27aNJ598krS0NMaNGwe4r0cfPXp05eNHjRpF06ZNue+++9i6dStLlizhqaee4v777z/jjagiIheqoMTBnDUVmylpll1q2W294wn2t7HjcAHLdmuzJRGpeR6X9ttuu43Jkyfz0ksv0b17d5YsWcK8efNISEgAICMj46Q120NDQ0lOTiY3N5devXpx5513MmLECF5//fWa+ypERE7x37XpFJSW0yYqhMEXRZkdR+q5iCA7t/aq2GxpqTZbEpGad143oo4fP57x48dX+blZs2addqxDhw6nXVIjIlJbnC6Dmcvdxen+AYlYrdpMSWrf/f0T+ffKfSzeeYRdhwu4KCbM7EgiUo94PNMuIuLtFmzJJP3YcRoH27mxh+6dkboR3zSYYZ3cizLMWK7ZdhGpWSrtIlLvTF/mLkx3XppAkH/dLr8nDdvYga0B+HT9QXIKS8/xaBGR6lNpF5F6JeVALmv3H8NuszC6b4LZcaSB6ZXQmG4tIygrd/HhT2nnfoKISDWptItIvXJiln1Et+ZEhweanEYaGovFwv0D3KsVvb9yHyUOp8mJRKS+UGkXkXrjUO5x5m2q2ExpgJZ5FHNc0yWW2BObLf2szZZEpGaotItIvfHvlftwugz6tG7Cxc0jzv0EkVpgt1m5t18rAGZosyURqSEq7SJSLxSVlvNRxTXEYwe0NjmNNHS3X+LebGl7ZgHLd+eYHUdE6gGVdhGpFz5Zl05BSTmJkSFc3iHa7DjSwJ202dKyVJPTiEh9oNIuIj7v15sp3de/lTZTEq9wX/9WWCywaMcRdmcVmB1HRHycSruI+Lwfth1mX04xEUF2bk7SZkriHRKahjC0o3uzpenL9pkbRkR8nkq7iPi8E8s83nFJPMH+fianEfnFic2WPlufrs2WROSCqLSLiE/bfDCPn/Yexc9q4Z5+2kxJvEvvVo3p2jKCUm22JCIXSKVdRHzatKXum/yu7RpLbESQyWlETmaxWCr3DHh/5X5Ky7XZkoicH5V2EfFZh3KP8/VG92ZKWuZRvNU1XWJpFh5IdmEpX6VosyUROT8q7SLis2Yu34vTZdC3dVO6tNRmSuKd7DYr9/ZvBbjvv9BmSyJyPlTaRcQn5Zc4mL36AAC/HaRZdvFud/SOJ8ju3mxpxR5ttiQinlNpFxGfNPunNApLy7koOpTL2keZHUfkrCKC7dzay70c6Yn7MEREPKHSLiI+p6zcxczl+wB4YFBrLBZtpiTe777+iVgssFCbLYnIeVBpFxGf8/XPh8jMLyE6LIDruzc3O45ItbSKDOHKis2WZlT80CkiUl0q7SLiUwzD4L2Kywvu7d+KAD+byYlEqm9sxfKPn67TZksi4hmVdhHxKUt2ZbM9s4Bgfxt3XqLNlMS3XJLYhG4Vmy39e+V+s+OIiA9RaRcRn/LeEvcs++2944kItpucRsQzFouFBwe3AeD9lfsoLis3OZGI+AqVdhHxGZsP5rFsdzY2q4X7Kta9FvE1V13cjISmweQWO5iz5oDZcUTER6i0i4jPOLFU3jVdYolrEmxyGpHzY7NaeGCge2+BaUv34nC6TE4kIr5ApV1EfMLB3ON8vTEDgN8O1GZK4ttuTmpJZKg/B3OPM29ThtlxRMQHqLSLiE+YuWwvTpdB39ZN6dIywuw4Ihck0G7j3n6tAHh7cSqGYZgbSES8nkq7iHi9vOMOZq9OA+C3gzXLLvXDXX0SCPa3sS0jnyW7ss2OIyJeTqVdRLze7NVpFJU5aRcTymXtosyOI1IjGgX7c3vveADeWbzH5DQi4u1U2kXEq5WWO5m5fC8ADwxsjcViMTmRSM0ZMzARP6uFFXty2Jiea3YcEfFiKu0i4tW+2HCQw/mlxIQHcF335mbHEalRLRoFcV039/f1O4tTTU4jIt5MpV1EvJbTZfB2RZEZO6A1AX42kxOJ1LwT92l8uzmDfdlFJqcREW+l0i4iXuu7zZnszS4iIsjOHZfGmx1HpFZ0aBbOZe2jcBkwbZlm20WkairtIuKVDMNgyqLdANzTrxWhAX4mJxKpPeMGtwFg7tp0sgtLTU4jIt5IpV1EvNKSXdlsOZRPkN3GfRXrWYvUV5cmNqFbXCNKy138e8U+s+OIiBdSaRcRrzRloXuW/Y5L4mkc4m9yGpHaZbFYGDfIfW37+yv3U1RabnIiEfE2Ku0i4nXW7T/GT3uPYrdZeGBQotlxROrEsIubkRgZctJmYiIiJ6i0i4jXmVpxLfvIHi2IjQgyOY1I3bBZLfy2Yrb9vaWplDicJicSEW+i0i4iXmVHZgHfb8vCYoEHK27OE2kobuzZgtiIQA7nl/LJunSz44iIF1FpFxGvcmKWfXjnZrSJCjU5jUjdCvCz8WDFbPvbi/fgcLpMTiQi3kKlXUS8xoGjxXy9MQOA8Ze1NTmNiDluvySeyFB/0o8d58uUQ2bHEREvodIuIl7jnSV7cLoMBl4USecWEWbHETFFoN3G2IHu2fYpi3bjdBkmJxIRb6DSLiJeIaughP+udV/Dq1l2aeju6pNARJCd1CNFfLs5w+w4IuIFVNpFxCtMX7qXsnIX3eMa0ad1E7PjiJgqNMCP+/q3AuDNH3djGJptF2noVNpFxHQ5haW8v3I/AI9d0RaLxWJyIhHz3duvFaEBfmzPLOCHbVlmxxERk6m0i4jppi3by3GHk84twhnSPtrsOCJeoVGwP3f3TQDgjYWabRdp6M6rtE+ZMoXExEQCAwNJSkpi6dKl1Xre8uXL8fPzo3v37udzWhGph44VlfH+in0APHb5RZplF/mVMQMSCbRb+flALst2Z5sdR0RM5HFpnzNnDk888QTPPfccGzZsYODAgQwfPpy0tLNvuZyXl8fo0aO54oorzjusiNQ/M5bvpajMScfYcIZ2ijE7johXiQwN4I5L4gH3te0i0nD5efqEV199lTFjxjB27FgAJk+ezPz585k6dSqTJk064/MefPBBRo0ahc1m44svvjjrOUpLSyktLa38OD8/HwCHw4HD4fA08gU7cU4zzi3VozHyDaeOU95xBzOX7wPg4cGJlJeXmxVNfkWvJ+9yX994Pli1n5/2HmXl7ix6JTQGNE6+QuPkG8waJ0/OZzE8uEiurKyM4OBg5s6dy8iRIyuPP/7446SkpLB48eIqnzdz5kymTJnCypUr+ctf/sIXX3xBSkrKGc8zceJEXnzxxdOOf/TRRwQHB1c3roh4uW8PWPgu3UZskMEfujmx6soYkSrN2WNlRZaVDhEuHuqkXVJF6ovi4mJGjRpFXl4e4eHhZ32sRzPt2dnZOJ1OYmJO/hV2TEwMmZmZVT5n165d/PGPf2Tp0qX4+VXvdM888wwTJkyo/Dg/P5+4uDiGDRt2zi+oNjgcDpKTkxk6dCh2u73Ozy/npjHyDb8epxIn/OmfS4Fy/jiiG9d0aWZ2PKmg15P36XKsmGGTl7M9z0qzzn3oGd9I4+QjNE6+waxxOnE1SXV4fHkMcNqNYoZhVHnzmNPpZNSoUbz44ou0a9eu2n9+QEAAAQEBpx232+2mfsObfX45N42Rb7Db7cxYtY/8knLaRofym+4tsWma3evo9eQ9WkdHcHNSSz5ec4A3FqbywdhLKz+ncfINGiffUNfj5Mm5PLoRNTIyEpvNdtqselZW1mmz7wAFBQWsXbuWRx55BD8/P/z8/HjppZf4+eef8fPz48cff/Tk9CJSTxSWljNt2V4AHr28rQq7SDU8PKQtdpuFZbuzWb33qNlxRKSOeVTa/f39SUpKIjk5+aTjycnJ9OvX77THh4eHs2nTJlJSUirfxo0bR/v27UlJSeHSSy897TkiUv99+NMBcosdtI4M4Tddm5sdR8QnxDUJ5pZecQD8K3mnyWlEpK55fHnMhAkTuPvuu+nVqxd9+/bl3XffJS0tjXHjxgHu69EPHjzI+++/j9VqpXPnzic9Pzo6msDAwNOOi0jDUFIO05btA+ARzbKLeOThIW35ZG06K1NzWJWq2XaRhsTj0n7bbbeRk5PDSy+9REZGBp07d2bevHkkJLh3bcvIyDjnmu0i0nAtzLCQe9xBm6gQru/ewuw4Ij6lRaMgbusdx39W7ee1H3dzV6zZiUSkrpzXjqjjx49n3759lJaWsm7dOgYNGlT5uVmzZrFo0aIzPnfixIlnXe5RROqvY8VlLMpw/7Xz5NB2mmUXOQ/jh7TB38/K2v257MzTa0ikoTiv0i4icj6mL9tPidNCh2ZhXNNZU4Qi5yM2IohRFbukfptuxYPtVkTEh6m0i0idOFJQyvur9gPwxBVtsGqWXeS8jb+sDQF+VvYWWFi2O8fsOCJSB1TaRaROTFm0m+MOFwmhBpe3jzI7johPiw4PZNQl7pVkJv+4W7PtIg2ASruI1LpDucf5cJX7BvVr41xVbsYmIp757cBW2K0GG9PzSd562Ow4IlLLVNpFpNa9uXA3ZU4Xl7RqTLsIzQiK1ITI0AAGx7pfTy/P34HTpdeWSH2m0i4itSotp5j/rjkAwBNXtEWT7CI154rmLiKC/NiVVchn69PNjiMitUilXURq1eQfdlLuMhjULorerRqbHUekXgn2gwcHJQIw+ftdlDicJicSkdqi0i4itWZ7Zj6fbzgIwO+GtjM5jUj9dPel8TQLD+Rg7nE+qFihSUTqH5V2Eak1f/92O4YB13aJpVtcI7PjiNRLgXYbT1x5EQBvLdxNQYnD5EQiUhtU2kWkVqzYnc3CHUfws1p46qr2ZscRqdduTmpJ66gQjhU7eG9JqtlxRKQWqLSLSI1zuQwmfbsdgDsvjadVZIjJiUTqNz+blaeGuX84nrZsL0cKSk1OJCI1TaVdRGrc/zZlsOlgHqEBfjx6xUVmxxFpEK7u3IxuLSMoLnPy1sLdZscRkRqm0i4iNaq03MnL892z7A8Oak1kaIDJiUQaBovFwtNXdwDgw5/2k5ZTbHIiEalJKu0iUqM+XJXGgaPHiQ4LYMzARLPjiDQo/dpGMvCiSBxOg79X/PAsIvWDSruI1Ji84w7e+HEXAE8ObUewv5/JiUQanmeGd8RigW82ZrBu/zGz44hIDVFpF5Ea8/biPRwrdtA2OpRbklqaHUekQerUPJxbk+IA+PP/tmIYhsmJRKQmqLSLSI04lHucGcv2AvDHqzvgZ9NfLyJm+d2wdgT720g5kMvXGzPMjiMiNUD/qopIjfj7d9spLXdxSWITrugYbXYckQYtOjyQhwa3AdybnJU4nCYnEpELpdIuIhds3f6jfJlyCIsFnv9NJywWi9mRRBq8sQNbExsRyMHc48xYvtfsOCJygVTaReSCuFwGL369FYBbk+Lo3CLC5EQiAhDkb+MPV7s3XJqycA/ZhdpwScSXqbSLyAX5dH06G9PdGyn9/qr2ZscRkV+5vlsLuraMoLC0nH8u2GF2HBG5ACrtInLeCkvL+cd8dxF49PK2RIVpIyURb2K1WvjTbzoB8PGaA2xMzzU3kIicN5V2ETlvby3czZGCUlo1Debe/q3MjiMiVejdqgk3dG+OYcALX23B5dISkCK+SKVdRM5LWk4x05e6b2577tpOBPjZTE4kImfyzDUdCfG3sSEtl0/Xp5sdR0TOg0q7iJyXF7/eQpnTxYC2kVypJR5FvFpMeCCPXXER4F6eNb/EYXIiEfGUSruIeCx562F+2J6F3WZh4nVa4lHEF9zXP5HWUSFkF5YxOXmX2XFExEMq7SLikeNlTiZ+tQVwrwPdNjrM5EQiUh3+flYmjrgYgH+v3MfOwwUmJxIRT6i0i4hH3ly4i4O5x2nRKIhHL29rdhwR8cCgdlEM6xSD02Xw/JebMQzdlCriK1TaRaTadmcV8u6SVABeGNGJYH8/kxOJiKf+9JtOBNqtrEo9ymfrD5odR0SqSaVdRKrFMNwzcw6nweUdohnaKcbsSCJyHuKaBPP4Fe0A+Ms3WzlaVGZyIhGpDpV2EamWrzdmsGJPDgEV18Xq5lMR3zV2YCIdmoVxrNjB3+ZtMzuOiFSDSruInFNucRkvfe2++fThIW2JbxpsciIRuRB2m5W/juyCxQKfrEtn5Z4csyOJyDmotIvIOf3lm21kF5bRNjqUBwe3NjuOiNSApITG3HlpPADPfb6J0nKnyYlE5GxU2kXkrJbuOsIn69KxWODvN3XVzqci9chTV3UgKiyA1Owipi7aY3YcETkLlXYROaPisnKe+WwTAPf0bUVSQmOTE4lITYoIsvPCiE4ATFm4R2u3i3gxlXYROaNX5u8k/Zh7TfanrmpvdhwRqQXXdonlig7RlDldPDX3Z8qdLrMjiUgVVNpFpEob0o4xc8VeAP46sjMhAVqTXaQ+slgs/O3GLoQH+vFzeh7vLd1rdiQRqYJKu4icprTcydOfbsQwYGSPFlzWPtrsSCJSi2LCA3l+xMUA/Ct5J7t0mYyI11FpF5HTvJq8k52HC2ka4s+fftPJ7DgiUgdu6tmCIe2jKHO6+P0nG3WZjIiXUWkXkZOs2XeUd5ekAjDpxi40CfE3OZGI1AWLxcKkG7sSFujHzwdymbZMl8mIeBOVdhGpVFhazoT/pmAYcHNSS4Zd3MzsSCJSh5pFBFb+ds39GzddJiPiLVTaRaTSX7/ZxoGj7tVinh+hy2JEGqJbklq6L5Mpd/H4xynadEnES6i0iwgAC3dkMXt1GgAv39KV8EC7yYlExAwWi4W/39SVJiH+bMvI558LdpodSURQaRcR4GhRGU9/shGA+/sn0q9NpMmJRMRM0eGB/P2mrgC8uySV5buzTU4kIirtIg2cYRg8NfdnsgpKaRMVwh+u1iZKIgJDO8Uw6tJ4AH733585VlRmciKRhu28SvuUKVNITEwkMDCQpKQkli5desbHfvbZZwwdOpSoqCjCw8Pp27cv8+fPP+/AIlKzZi7fxw/bs/D3s/LGHT0JtNvMjiQiXuL/ru1I66gQMvNLePbzTRiGYXYkkQbL49I+Z84cnnjiCZ577jk2bNjAwIEDGT58OGlpaVU+fsmSJQwdOpR58+axbt06hgwZwogRI9iwYcMFhxeRC7MpPY9J324D3P84d2oebnIiEfEmwf5+vHZbD/ysFr7dnMmcNQfMjiTSYHm8L/mrr77KmDFjGDt2LACTJ09m/vz5TJ06lUmTJp32+MmTJ5/08d/+9je+/PJLvv76a3r06FHlOUpLSyktLa38OD8/HwCHw4HD4fA08gU7cU4zzi3VozHyXGFpOY98tB6H02Box2huT2pe6///aZx8g8bJN9TVOHWICeaJK9rySvIuXvhqCxfHhtKhWVitnrM+0evJN5g1Tp6cz2J48LuusrIygoODmTt3LiNHjqw8/vjjj5OSksLixYvP+We4XC5atWrFH/7wBx555JEqHzNx4kRefPHF045/9NFHBAcHVzeuiJyBYcB/dltZl22lkb/BH7o6CdFiMSJyBi4D3ttuZWuulahAg993cRLo8bSfiJyquLiYUaNGkZeXR3j42X/b7dFLLjs7G6fTSUxMzEnHY2JiyMzMrNaf8c9//pOioiJuvfXWMz7mmWeeYcKECZUf5+fnExcXx7Bhw875BdUGh8NBcnIyQ4cOxW5Xs/FGGiPPzF2XzrpVW7FZLbw9ujdJCY3r5LwaJ9+gcfINdT1O/YeUcf2UVWTklbCouAWv3dYVi8VS6+f1dXo9+QazxunE1STVcV4/J5/6IjUMo1ov3NmzZzNx4kS+/PJLoqOjz/i4gIAAAgICTjtut9tN/YY3+/xybhqjc/v5QC4T/7cdgAlD29Gn7Zlfi7VF4+QbNE6+oa7GKTrCzlt39uS2d1by7ZbD9Fl7iHv6tar189YXej35hroeJ0/O5dGNqJGRkdhsttNm1bOysk6bfT/VnDlzGDNmDP/973+58sorPTmtiNSQnMJSHvpgHWXlLq7sGMNDg9uYHUlEfEjP+MY8M7wjAH/5ZispB3LNDSTSgHhU2v39/UlKSiI5Ofmk48nJyfTr1++Mz5s9ezb33nsvH330Eddee+35JRWRC1LudPHo7A0cyishMTKEV2/rhtWqX22LiGfu69+K4Z2b4XAajP9gHUcKSs/9JBG5YB4v+ThhwgSmTZvGjBkz2LZtG08++SRpaWmMGzcOcF+PPnr06MrHz549m9GjR/PPf/6TPn36kJmZSWZmJnl5eTX3VYjIOb28YAcr9uQQ7G/jnbuTCA/Ur2lFxHMWi4W/39yV1lEhHMor4aEP1lFa7jQ7lki953Fpv+2225g8eTIvvfQS3bt3Z8mSJcybN4+EhAQAMjIyTlqz/Z133qG8vJyHH36Y2NjYyrfHH3+85r4KETmrbzZm8M7iVABevrkb7WK0XJuInL/wQDvTRvciLNCPtfuP8cKXW7TxkkgtO68bUcePH8/48eOr/NysWbNO+njRokXncwoRqSE/H8hlwn9TAHhgYCLXdo01N5CI1Auto0J5c1RP7pu5mo/XHKBjbLhuTBWpRR7PtIuI7ziYe5yx76+ltNzFZe2jePrqDmZHEpF6ZHC7qMobU1/631aW7842OZFI/aXSLlJPFZaWM2bWGo4UlNKhWRhv3NEDP5te8iJSs8YOTOTGHi1wugzGf7ie3VkFZkcSqZf0L7hIPeR0GTw2ewPbMwuIDA1g+r29CdONpyJSCywWC3+7sQs94xuRd9zBPTPWkFVQYnYskXpHpV2knjEMgz//bys/bs8iwM/KtHt60aJRkNmxRKQeC7TbmHZPbxIjQziYe5z7Z62hsLTc7Fgi9YpKu0g9M2XRHmat2AfAq7d2p3tcI1PziEjD0CTEn1n39SYy1J/NB/MZ/+F6HE6X2bFE6g2VdpF65KOf0nh5/g4A/vSbTlopRkTqVELTEKbf05sgu40lO4/w7GebtBSkSA1RaRepJ+ZtyuC5LzYB8MiQtowZkGhyIhFpiLrFNeKtO3tgtcDcden8bd42FXeRGqDSLlIPLNuVzeMfb8AwYNSl8fxuWDuzI4lIA3Z5hxj+341dAXhv6V7+9f0ukxOJ+D6VdhEft2bfUX77n7U4nAbXdGnGn6/vjMViMTuWiDRwt/aOY+KITgC8/sMupi7aY3IiEd+m0i7iw9bsO8o9M1ZTXOZk4EWR/Ou27tisKuwi4h3u7Z9Yuanb37/bzqzle01OJOK7VNpFfNSvC/uAtpG8e3cvAvxsZscSETnJQ5e14bHL2wIw8eut/GfVfpMTifgmlXYRH3RqYX9vdC+C/FXYRcQ7PTm0HQ8MdN8c/6cvNjNtaarJiUR8j0q7iI9ZsSdbhV1EfIrFYuHZazry0GVtAPjLN9t444ddWlVGxAMq7SI+5LvNGdw7Y40Ku4j4HIvFwh+uas/vhrpXt/pn8k7+MX+HirtINam0i/iI2avTGP/hesqcLq6+uBnT7lFhFxHfYrFYePSKi/i/azsCMHXRHv705WacLhV3kXNRaRfxcoZh8NbC3Tzz2SZcBtzeO4637uxJoF2FXUR809iBrfnLDZ2xWOCDVWk8+J91FJeVmx1LxKuptIt4sXKni+e/3MLL83cAMP6yNky6sYuWdRQRn3dXnwSmjOpJgJ+V77cd5o53V3GkoNTsWCJeS6VdxEvlFTu4d+aayuXR/u/ajvzh6g7aOElE6o3hXWL56IFLaRxs5+f0PG6cupw9RwrNjiXilVTaRbzQ3uwiRk5dzrLd2QTZbbx9VxJjB7Y2O5aISI1LSmjCpw/1I75JMAeOHmfkW8tZtCPL7FgiXkelXcTLrNidzQ1vLSf1SBGxEYF88lBfru7czOxYIiK1pnVUKJ+N70fP+Ebkl5Rz36w1vLVwt1aWEfkVlXYRL+FyGbz54y7umv4TeccddI9rxJeP9Ofi5hFmRxMRqXWRoQHM/m0f7rgkDsOAl+fvYPyH6ykq1Q2qIqDSLuIVjhWVcf+/1/DKgp24DLg5qSUf/7YP0WGBZkcTEakzAX42Jt3Ylb+N7ILdZuHbzZnc8NZydh4uMDuaiOlU2kVMtj7tGNe+vpRFO44Q4GflHzd15ZVbumlJRxFpsEZdGs/Hv+1LdFgAu7IKGfHGMj5YtV+Xy0iDptIuYhKH08W/kndyy9srOZRXQmJkCF883J9be8eZHU1ExHRJCY355rGBDG4XRWm5i//7YjMP/mcdx4rKzI4mYgqVdhET7M4q5KapK3jth104XQYjujXnq0f60zE23OxoIiJeIyosgJn39ub/ru2I3WZhwdbDDH9tKYt3HjE7mkidU2kXqUMul8HM5Xu59vWlbEzPIzzQj9fv6MEbd/QgLNBudjwREa9jtVoYO7A1n4/vT+vIEDLzS7hnxmqemvszecUOs+OJ1BmVdpE6svVQPjdOXcGLX2+ltNzFwIsiWfDkYK7r1tzsaCIiXq9ziwj+99gA7uvfCosF5q5L58p/LWbBlkyzo4nUCT+zA4jUd0Wl5Uz+ficzlu/D6TIIDfDj6eEduOvSeO1uKiLigWB/P14YcTHXdonlD59uJPVIEb/9zzquujiG/7u2E3FNgs2OKFJrVNpFaolhGMzblMnf5m3jYO5xAK7p0oznf3MxzSK0lKOIyPnq1aoJ8x4byGs/7OLdJanM33KYRTuO8NBlbRg3uI1W35J6SaVdpBas23+Mv36zlfVpuQC0bBzEn6/vzJAO0eYGExGpJwLtNp6+ugM3dG/BC19tZlXqUSZ/v4u5a9N59pqOXNOlmX6bKfWKSrtIDdqfU8Q/5u/gm40ZAATZbTw4uDUPDmpDkL9mfkREalr7ZmHMfqAP8zZl8tdvtnIw9zgPf7Seri0jeOqq9gxoG6nyLvWCSrtIDUjLKebNhbv4dP1BnC4DiwVuSWrJ74a1JyZcl8KIiNQmi8XCtV1jGdIhincWpzJtaSob0/O4e/pq+rZuylNXt6dnfGOzY4pcEJV2kQuwP6eItxburizrAIPaRfH01e25uHmEyelERBqWYH8/nhzajtF9E3hr4R4+WLWflak53DhlBf3aNGX8ZW3p37apZt7FJ6m0i3jIMAzW7T/GtKV7WbA1k4quzuB2UTx+5UWazRERMVnT0ACeH9GJ+we04vUfdvHZ+oOs2JPDij05dG0ZwUOD2zDs4mbYrCrv4jtU2kWqqazcxfwtmUxftpeUA7mVxy9rH8VjV6isi4h4m5aNg/nHzd14/Mp2vLcklY/XpLExPY+HPlxPi0ZB3NUngdt6x9EkxN/sqCLnpNIucg6pRwqZs+YAn6xLJ6eoDAB/Pysju7dgzMBE2sWEmZxQRETOpkWjICZedzGPXN6WWcv38cFP+zmYe5y/f7edf32/kxFdm3PHJXEkJTTWpTPitVTaRaqQV+zguy0ZfLb+ID/tPVp5PDosgNsviefuPglEhQWYmFBERDwVGRrA769qzyOXt+Wrnw/x/sp9bD6Yz6fr0/l0fTqJkSHc2KMFNya1pEWjILPjipxEpV2kQlFpOd9vO8zXPx9i8c4jOJzui9WtFrisfTS3947j8g7R+NmsJicVEZELEWi3cWuvOG5JasmGA7l8uCqNbzdnsDe7iH8m7+TV73fSu1UThnduxtWdmxEboQIv5lNplwYtK7+EhTuy+HF7Fkt2ZnPc4az8XIdmYYzo1pyRPVrQXDMuIiL1jsVioWd8Y3rGN+al6y/mu82ZfLIunZWpOazee5TVe4/y4tdb6R7XiOGdm3HVxc1oFRlidmxpoFTapUFxOF1sOpjH4h1H+HF7FpsO5p30+YSmwVzXrTkjujXXteoiIg1ISIAfNyW15KaklhzMPc53mzP5bnMGa/cfI+VALikHcpn07XbimwQzqF0kgy6Kol/bSEIDVKWkbug7Teq18oqSvir1KKtSc1i77yhFZc6THtOtZQSXd4jhio7RXNw8XDchiYg0cC0aBTFmQCJjBiSSlV/C/K2H+XZTBqv3HiXtaDEfrErjg1Vp+FndM/WXtm5CUkJjeiY0JjzQbnZ8qadU2qXeMAxIO1rM1swiNqbn8nN6HpsP5lF8SkmPCLLTr01ThnSI5rL2UUSHacdSERGpWnR4IHf3SeDuPgkUlpazck8OS3YeYemuI+zLKWb1vqOs3udesMBigQ7NwundqjHdWjaic4sI4htpOUmpGSrt4pNKHE52ZxWy83ABOw8XsvVQLuv22ihatey0x0YE2bk0sQl9WjelT+umdGgWhlUbaoiIiIdCA/wY2imGoZ1iAEjLKWb5nmzW7DvK2n3HSDtazLaMfLZl5AP7AQjws9Is0Maq8q10jWtMh2ZhtIkO1Yy8eEylXbyWw+kiI7eEtKPFlW97jriLetrRYgzj1GdYsNssdIwNp2vLCLq1bES3uEa0jQpVSRcRkRoX3zSY+Kbx3HFJPACH80tYu+8Ya/cfZcvBfLZm5FNYWs7+Qgv716Qze0165XOjwwJoExVKm+gQ2kSF0joqlJaNg2jRKIhAu82sL0m8mEq7mMLlMsgpKuNwfglZBSUczi/lcH4JmXklHDjmLuiHcktwuk5r5pUaB9u5KCaMdjGhtI0MJn/fZu6/6WpCg7R+uoiI1L2Y8ECu7RrLtV1jAfe/dXuy8vjgmyUENGvDtkz3xNPh/FKyCtxvK1NzTvtzosICaNEoyF3iGwfRsnEwzcIDiQz1JyosgMjQABX7Bui8SvuUKVN4+eWXycjI4OKLL2by5MkMHDjwjI9fvHgxEyZMYMuWLTRv3pw//OEPjBs37rxDi/cwDIPiMidFpeUUVrzlFjs4VlzGsaIyjp14v9hBbnEZR4vcb1kFpWct5CcE+FmJaxJMfMVbq6bBtIsJ46KYMCJD/StvGnU4HMzL2UyAn9ZQFxER72C1WmjVNISekQbXDGuH3e6+JKagxEHqkSL2HCl0v2UVkZpdyMFjxykqc3KkoJQjBaWkHMg9458dFuhXWeCjwgKIDPEnIshOeMVbRBVvwf42Lbbgwzwu7XPmzOGJJ55gypQp9O/fn3feeYfhw4ezdetW4uPjT3v83r17ueaaa3jggQf44IMPWL58OePHjycqKoqbbrqpRr6IhsgwDFwGlLtclDsNyl0GTpdBudP1y/unfOxwuir+a1Ba7qS03EVpuYsSR8X7p/73V587XuasLOWFpeXukl5STlFZOdXo3lWyWty708WEBxITHkB0eCAxYYG0bBzk/pVjk2CiQgN0aYuIiNQrYYF2usW5L+H8NcMwyC12cDD3OOnHikk/dpz0Y8c5mHucrIJSsivKfJnTRUFJOQUl5aQeKar2ef2sFkIC/Aj2txHkbyPY30awv1/Ff20E2f0ICaj4nN0Pfz8rdpuFAD8r/hVvdpsVf9svH5/6vt1mxWa1/PJmsWC1WvCr4ph4xuPS/uqrrzJmzBjGjh0LwOTJk5k/fz5Tp05l0qRJpz3+7bffJj4+nsmTJwPQsWNH1q5dyyuvvHLG0l5aWkppaWnlx/n5+YB7NtXhcHga+YJ8sv4gc9emc/SYjRlpq8BiwTAMDNyrlbgMA8Og4uMT77sLtfua61/eP3Gciue7j//yZ50o4gYVf86v3j9x3F3M3YXcm1gsEOLvfrE3CrLTONhOo2D/iv/aafyr95sE+xMd7p4VONfuok5nOU7nWR8CUPl9UdffH+IZjZNv0Dj5Bo2Tb/B0nEL9LbSPDqZ9dHCVnzcMg4KSco4UlpFdWEp2YRlHCks5WlhGfkk5eccd5Jc4yDteTv5xB3klDvKPl7sn8lwGeccd5B33ju8ZP+svhd5qsWCzclKpt+DeAMv9X7DgfsdqAQuWymPuXx5UHD/lc1Q832o99bj7Y/dzLPSMC6cLdf968uR8FsM4/Xa+MykrKyM4OJi5c+cycuTIyuOPP/44KSkpLF68+LTnDBo0iB49evDaa69VHvv888+59dZbKS4urvxV0a9NnDiRF1988bTjH330EcHBVX8T15bvDlj4Nt13rhuzYGC1gK3izVrxdur7div4WcBuNdzvW93H7Fawn/i89ZfP260QaIMAm/u/gTaDgF997G898aIRERERb2IYUOaC4+VQ4nS/X+aEUpel4r/uj93HLe6PXVBe8eY0oNw48bHllI8r3jfAWfH+iclKF75TDLo0djG2g6vOz1tcXMyoUaPIy8sjPDz8rI/1aKY9Ozsbp9NJTEzMScdjYmLIzMys8jmZmZlVPr68vJzs7GxiY2NPe84zzzzDhAkTKj/Oz88nLi6OYcOGnfMLqmntsgq5OjOfjRt/pnv3btj9/Cp/6jvx01nlT4IVP71ZK97nV++fOM4pj6n8qe+kn/hO/nN//ZOjn839qyU/qwU/q/WX920N+9dNDoeD5ORkhg4dWuUPguIdNE6+QePkGzROvqEhj9OJKwicLgOX4Z7pd1XM+LsM99UDTpeBs/J9Tvr8r684qLyiAeDElQ6cfFUCnHoFhPtzFf877eqIXx9vEmQja9vqOh+nE1eTVMd53Yh66k0MhmGc9caGqh5f1fETAgICCAg4fQUQu91e59/wHVs0pm10KKSncHXn5g3uBedrzPgeEc9pnHyDxsk3aJx8g8bJuzkcDuZtq/tx8uRcHi21ERkZic1mO21WPSsr67TZ9BOaNWtW5eP9/Pxo2rSpJ6cXEREREWmQPCrt/v7+JCUlkZycfNLx5ORk+vXrV+Vz+vbte9rjFyxYQK9evfQTp4iIiIhINXi8qPWECROYNm0aM2bMYNu2bTz55JOkpaVVrrv+zDPPMHr06MrHjxs3jv379zNhwgS2bdvGjBkzmD59Or///e9r7qsQEREREanHPL6m/bbbbiMnJ4eXXnqJjIwMOnfuzLx580hISAAgIyODtLS0yscnJiYyb948nnzySd566y2aN2/O66+/rjXaRURERESq6bxuRB0/fjzjx4+v8nOzZs067djgwYNZv379+ZxKRERERKTB057vIiIiIiJeTqVdRERERMTLqbSLiIiIiHg5lXYRERERES+n0i4iIiIi4uXOa/WYumYYBgD5+fmmnN/hcFBcXEx+fr42hPJSGiPfoHHyDRon36Bx8g0aJ99g1jid6LYnuu7Z+ERpLygoACAuLs7kJCIiIiIiNaugoICIiIizPsZiVKfam8zlcnHo0CHCwsKwWCx1fv78/Hzi4uI4cOAA4eHhdX5+OTeNkW/QOPkGjZNv0Dj5Bo2TbzBrnAzDoKCggObNm2O1nv2qdZ+YabdarbRs2dLsGISHh+sF5+U0Rr5B4+QbNE6+QePkGzROvsGMcTrXDPsJuhFVRERERMTLqbSLiIiIiHg5lfZqCAgI4IUXXiAgIMDsKHIGGiPfoHHyDRon36Bx8g0aJ9/gC+PkEzeiioiIiIg0ZJppFxERERHxcirtIiIiIiJeTqVdRERERMTLqbSLiIiIiHg5lXYRERERES+n0u6h6667jvj4eAIDA4mNjeXuu+/m0KFDZseSX9m3bx9jxowhMTGRoKAg2rRpwwsvvEBZWZnZ0eQUf/3rX+nXrx/BwcE0atTI7DhSYcqUKSQmJhIYGEhSUhJLly41O5L8ypIlSxgxYgTNmzfHYrHwxRdfmB1JTjFp0iR69+5NWFgY0dHR3HDDDezYscPsWHKKqVOn0rVr18pdUPv27cu3335rdqwzUmn30JAhQ/jvf//Ljh07+PTTT9mzZw8333yz2bHkV7Zv347L5eKdd95hy5Yt/Otf/+Ltt9/m2WefNTuanKKsrIxbbrmFhx56yOwoUmHOnDk88cQTPPfcc2zYsIGBAwcyfPhw0tLSzI4mFYqKiujWrRtvvvmm2VHkDBYvXszDDz/MqlWrSE5Opry8nGHDhlFUVGR2NPmVli1b8v/+3/9j7dq1rF27lssvv5zrr7+eLVu2mB2tSlqn/QJ99dVX3HDDDZSWlmK3282OI2fw8ssvM3XqVFJTU82OIlWYNWsWTzzxBLm5uWZHafAuvfRSevbsydSpUyuPdezYkRtuuIFJkyaZmEyqYrFY+Pzzz7nhhhvMjiJnceTIEaKjo1m8eDGDBg0yO46cRZMmTXj55ZcZM2aM2VFOo5n2C3D06FE+/PBD+vXrp8Lu5fLy8mjSpInZMUS8WllZGevWrWPYsGEnHR82bBgrVqwwKZWI78vLywPQv0NezOl08vHHH1NUVETfvn3NjlMllfbz8PTTTxMSEkLTpk1JS0vjyy+/NDuSnMWePXt44403GDdunNlRRLxadnY2TqeTmJiYk47HxMSQmZlpUioR32YYBhMmTGDAgAF07tzZ7Dhyik2bNhEaGkpAQADjxo3j888/p1OnTmbHqpJKOzBx4kQsFstZ39auXVv5+KeeeooNGzawYMECbDYbo0ePRlcZ1T5Pxwng0KFDXH311dxyyy2MHTvWpOQNy/mMk3gXi8Vy0seGYZx2TESq55FHHmHjxo3Mnj3b7ChShfbt25OSksKqVat46KGHuOeee9i6davZsarkZ3YAb/DII49w++23n/UxrVq1qnw/MjKSyMhI2rVrR8eOHYmLi2PVqlVe++uU+sLTcTp06BBDhgyhb9++vPvuu7WcTk7wdJzEe0RGRmKz2U6bVc/Kyjpt9l1Ezu3RRx/lq6++YsmSJbRs2dLsOFIFf39/2rZtC0CvXr1Ys2YNr732Gu+8847JyU6n0s4vJfx8nJhhLy0trclIUgVPxungwYMMGTKEpKQkZs6cidWqXyrVlQt5PYm5/P39SUpKIjk5mZEjR1YeT05O5vrrrzcxmYhvMQyDRx99lM8//5xFixaRmJhodiSpJsMwvLbTqbR7YPXq1axevZoBAwbQuHFjUlNTef7552nTpo1m2b3IoUOHuOyyy4iPj+eVV17hyJEjlZ9r1qyZicnkVGlpaRw9epS0tDScTicpKSkAtG3bltDQUHPDNVATJkzg7rvvplevXpW/pUpLS9M9IV6ksLCQ3bt3V368d+9eUlJSaNKkCfHx8SYmkxMefvhhPvroI7788kvCwsIqf3sVERFBUFCQyenkhGeffZbhw4cTFxdHQUEBH3/8MYsWLeK7774zO1rVDKm2jRs3GkOGDDGaNGliBAQEGK1atTLGjRtnpKenmx1NfmXmzJkGUOWbeJd77rmnynFauHCh2dEatLfeestISEgw/P39jZ49exqLFy82O5L8ysKFC6t83dxzzz1mR5MKZ/o3aObMmWZHk1+5//77K/+ui4qKMq644gpjwYIFZsc6I63TLiIiIiLi5XShr4iIiIiIl1NpFxERERHxcirtIiIiIiJeTqVdRERERMTLqbSLiIiIiHg5lXYRERERES+n0i4iIiIi4uVU2kVEREREvJxKu4iIiIiIl1NpFxERERHxcirtIiIiIiJe7v8DsBvP8ch4QJUAAAAASUVORK5CYII=\n", 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", 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" ] @@ -961,10 +961,68 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m \u001b[0mgaussian\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnormed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mSource:\u001b[0m \n", + "\u001b[0;32mdef\u001b[0m \u001b[0mgaussian\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnormed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;34m\"\"\"\u001b[0m\n", + "\u001b[0;34m returns normal distribution (pdf) for x given a Gaussian with the\u001b[0m\n", + "\u001b[0;34m specified mean and variance. All must be scalars.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m gaussian (1,2,3) is equivalent to scipy.stats.norm(2,math.sqrt(3)).pdf(1)\u001b[0m\n", + "\u001b[0;34m It is quite a bit faster albeit much less flexible than the latter.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Parameters\u001b[0m\n", + "\u001b[0;34m ----------\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m x : scalar or array-like\u001b[0m\n", + "\u001b[0;34m The value for which we compute the probability\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m mean : scalar\u001b[0m\n", + "\u001b[0;34m Mean of the Gaussian\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m var : scalar\u001b[0m\n", + "\u001b[0;34m Variance of the Gaussian\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m norm : bool, default True\u001b[0m\n", + "\u001b[0;34m Normalize the output if the input is an array of values.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Returns\u001b[0m\n", + "\u001b[0;34m -------\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m probability : float\u001b[0m\n", + "\u001b[0;34m probability of x for the Gaussian (mean, var). E.g. 0.101 denotes\u001b[0m\n", + "\u001b[0;34m 10.1%.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Examples\u001b[0m\n", + "\u001b[0;34m --------\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m >>> gaussian(8, 1, 2)\u001b[0m\n", + "\u001b[0;34m 1.3498566943461957e-06\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m >>> gaussian([8, 7, 9], 1, 2)\u001b[0m\n", + "\u001b[0;34m array([1.34985669e-06, 3.48132630e-05, 3.17455867e-08])\u001b[0m\n", + "\u001b[0;34m \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpi\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m.5\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m0.5\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2.\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mvar\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mnormed\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mg\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFile:\u001b[0m ~/Development/personal/Kalman-and-Bayesian-Filters-in-Python/venv/lib/python3.10/site-packages/filterpy/stats/stats.py\n", + "\u001b[0;31mType:\u001b[0m function" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from filterpy.stats import gaussian\n", - "#gaussian??" + "gaussian??" ] }, { @@ -983,7 +1041,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -1237,13 +1295,13 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "69760c5aa4694c629a52688ae1706038", + "model_id": "0bb4016a8dbc4fa684f1d33a77c2097e", "version_major": 2, "version_minor": 0 }, @@ -1298,12 +1356,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -1388,12 +1446,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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6ffv2qWvXrrrppps6clkAAAAgIPkc2vPz85Wdna2cnBwVFRUpNTVV6enpKi0tPee66upqZWRk6K677upwsQAAAEAg8jm0L1u2TNOmTdP06dM1bNgwLV++XLGxscrLyzvnuscee0wTJ05UcnJyh4sFAAAAApFPPxG1vr5ehYWFmjdvXqvxtLQ07d+//6zrNmzYoH/961967bXXtGTJkvNex+12y+12t7yuqamRJHk8Hnk8Hl9Kvmw076uz7q896AE9kOhBoO9fogf+ZmKfeQ/QAykweuDL3nwK7ZWVlWpsbFRUVFSr8aioKJWXl7e55tixY5o3b5727t2rrl3bd7nc3FwtWrTIa3zXrl0KDw/3peTLjsvlsrsE29EDeiDRg0Dfv2RyD66zu4CLqqCgwO4Szsrc94D/0IPO3YO6urp2z/UptDcLCgpq9dqyLK8xSWpsbNTEiRO1aNEiXXvtte3+8+fPny+n09nyuqamRrGxsUpLS1NERERHSjaex+ORy+XS6NGjFRISYnc5tqAH9ECiB4G+f8n8Hizc+m+7S7ioxowZY3cJXkx/D/gDPQiMHjSfJmkPn0J77969FRwc7HVXvaKiwuvuuyTV1tbq4MGDKioq0uOPPy5JampqkmVZ6tq1q3bt2qVRo0Z5rXM4HHI4HF7jISEhnfaL1iwQ9ng+9IAeSPQg0Pcv0QN/MbnHvAfogdS5e+DLvnz6IGpoaKgSExO9/pnC5XIpJSXFa35ERIQOHTqk4uLill+ZmZkaMmSIiouLdfvtt/tyeQAAACAg+Xw8xul0atKkSUpKSlJycrLWrFmj0tJSZWZmSjpztOXUqVN69dVX1aVLFyUkJLRa36dPH4WFhXmNAwAAAGibz6F9woQJqqqq0uLFi1VWVqaEhAQVFBQoLi5OklRWVnbeZ7YDAAAAaL8OfRA1KytLWVlZbf7exo0bz7l24cKFWrhwYUcuCwAAAAQkn3+4EgAAAAD/IrQDAAAAhiO0AwAAAIYjtAMAAACGI7QDAAAAhiO0AwAAAIYjtAMAAACGI7QDAAAAhiO0AwAAAIYjtAMAAACGI7QDAAAAhiO0AwAAAIYjtAMAAACGI7QDAAAAhiO0AwAAAIYjtAMAAACGI7QDAAAAhiO0AwAAAIYjtAMAAACGI7QDAAAAhiO0AwAAAIYjtAMAAACGI7QDAAAAhiO0AwAAAIYjtAMAAACGI7QDAAAAhiO0AwAAAIYjtAMAAACGI7QDAAAAhutqdwEAgMvHzZuO+elK12nh1n9f8qsUTRp8ya8BABcDd9oBAAAAwxHaAQAAAMMR2gEAAADDEdoBAAAAwxHaAQAAAMMR2gEAAADDEdoBAAAAwxHaAQAAAMMR2gEAAADDEdoBAAAAwxHaAQAAAMMR2gEAAADDEdoBAAAAwxHaAQAAAMMR2gEAAADDEdoBAAAAwxHaAQAAAMN1tbsAAABw+bh50zE/Xek6Ldz670t+laJJgy/5NYCLgTvtAAAAgOEI7QAAAIDhOhTaV61apfj4eIWFhSkxMVF79+4969zt27dr9OjRuuqqqxQREaHk5GTt3LmzwwUDAAAAgcbn0J6fn6/s7Gzl5OSoqKhIqampSk9PV2lpaZvz9+zZo9GjR6ugoECFhYW68847NW7cOBUVFV1w8QAAAEAg8Dm0L1u2TNOmTdP06dM1bNgwLV++XLGxscrLy2tz/vLly/Xb3/5Wt956qwYPHqylS5dq8ODBevfddy+4eAAAACAQ+BTa6+vrVVhYqLS0tFbjaWlp2r9/f7v+jKamJtXW1qpXr16+XBoAAAAIWD498rGyslKNjY2KiopqNR4VFaXy8vJ2/RkvvPCCTp8+rfHjx591jtvtltvtbnldU1MjSfJ4PPJ4PL6UfNlo3ldn3V970AN6INGDQN+/v9FnemDq/vleEBg98GVvHXpOe1BQUKvXlmV5jbVly5YtWrhwod555x316dPnrPNyc3O1aNEir/Fdu3YpPDzc94IvIy6Xy+4SbEcP6IFED8zd/3V2F3BRFRQUdGBVoPcg0PfvX+Z+L/CfztyDurq6ds8NsizLau/k+vp6hYeH64033tAvfvGLlvHZs2eruLhYu3fvPuva/Px8TZkyRW+88YbGjh17zuu0dac9NjZWlZWVioiIaG+5lxWPxyOXy6XRo0crJCTE7nJsQQ/ogUQPTN//bX74YTf+9OnDV/u8JtB7EOj79xfTvxf4QyD0oKamRr1791Z1dfV5M65Pd9pDQ0OVmJgol8vVKrS7XC7dd999Z123ZcsWTZ06VVu2bDlvYJckh8Mhh8PhNR4SEtJpv2jNAmGP50MP6IFEDwJ9//5Cj+mB6fvne0Hn7oEv+/L5eIzT6dSkSZOUlJSk5ORkrVmzRqWlpcrMzJQkzZ8/X6dOndKrr74q6Uxgz8jI0Isvvqif/vSnLWffu3Xrpp49e/p6eQAAACDg+BzaJ0yYoKqqKi1evFhlZWVKSEhQQUGB4uLiJEllZWWtntn+8ssvq6GhQTNmzNCMGTNaxidPnqyNGzde+A4AAACATq5DH0TNyspSVlZWm7/3P4P4hx9+2JFLAAAAAPh/fP7hSgAAAAD8i9AOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYrqvdBQAAAODycvOmY3660nVauPXfl/wqRZMGX/JrXChCO4B260zfpC+Hb9AAADTr0PGYVatWKT4+XmFhYUpMTNTevXvPOX/37t1KTExUWFiYBg4cqNWrV3eoWAAAACAQ+Rza8/PzlZ2drZycHBUVFSk1NVXp6ekqLS1tc/6JEyc0ZswYpaamqqioSAsWLNCsWbO0bdu2Cy4eAAAACAQ+H49ZtmyZpk2bpunTp0uSli9frp07dyovL0+5uble81evXq0BAwZo+fLlkqRhw4bp4MGD+uMf/6gHH3zwwqr3I/8cC+DcFgAAALz5FNrr6+tVWFioefPmtRpPS0vT/v3721zz8ccfKy0trdXYPffco3Xr1snj8SgkJMRrjdvtltvtbnldXV0tSfr222/l8Xh8Kfmiafw/P9hy3UuhqqrK5zV3bmv7X1IuvgH6Xxv+9yW/ygcPDrjk1+gIj8ejuro6VVVVtfn/ht0C/f8Df+A94F8deR8Eeg8Cff/+wvcC/7LrfVBbWytJsizrvHN9Cu2VlZVqbGxUVFRUq/GoqCiVl5e3uaa8vLzN+Q0NDaqsrFR0dLTXmtzcXC1atMhrPD4+3pdycRa9H7O7AvvRA/AegMT7QKIHgb5/nGH3+6C2tlY9e/Y855wOPT0mKCio1WvLsrzGzje/rfFm8+fPl9PpbHnd1NSkb7/9VpGRkee8zuWspqZGsbGx+uqrrxQREWF3ObagB/RAogeBvn+JHkj0IND3L9EDKTB6YFmWamtrFRMTc965PoX23r17Kzg42OuuekVFhdfd9GZ9+/Ztc37Xrl0VGRnZ5hqHwyGHw9Fq7Morr/Sl1MtWREREp31jthc9oAcSPQj0/Uv0QKIHgb5/iR5Inb8H57vD3synp8eEhoYqMTFRLper1bjL5VJKSkqba5KTk73m79q1S0lJSUae0QIAAABM4/MjH51Op9auXav169erpKREc+bMUWlpqTIzMyWdOdqSkZHRMj8zM1MnT56U0+lUSUmJ1q9fr3Xr1umJJ564eLsAAAAAOjGfz7RPmDBBVVVVWrx4scrKypSQkKCCggLFxcVJksrKylo9sz0+Pl4FBQWaM2eOVq5cqZiYGL300kuX1eMe/cHhcOjpp5/2OhYUSOgBPZDoQaDvX6IHEj0I9P1L9ECiB/9TkNWeZ8wAAAAAsI3Px2MAAAAA+BehHQAAADAcoR0AAAAwHKEdAAAAMByh3RCrVq1SfHy8wsLClJiYqL1799pdkt/s2bNH48aNU0xMjIKCgvT222/bXZJf5ebm6tZbb1WPHj3Up08f3X///Tp69KjdZflVXl6ebrzxxpYfoJGcnKz33nvP7rJsk5ubq6CgIGVnZ9tdil8tXLhQQUFBrX717dvX7rL86tSpU3rkkUcUGRmp8PBw3XTTTSosLLS7LL+5+uqrvd4DQUFBmjFjht2l+U1DQ4N+97vfKT4+Xt26ddPAgQO1ePFiNTU12V2a39TW1io7O1txcXHq1q2bUlJSdODAAbvLsh2h3QD5+fnKzs5WTk6OioqKlJqaqvT09FaPzuzMTp8+reHDh2vFihV2l2KL3bt3a8aMGfrkk0/kcrnU0NCgtLQ0nT592u7S/KZ///76/e9/r4MHD+rgwYMaNWqU7rvvPh0+fNju0vzuwIEDWrNmjW688Ua7S7HF9ddfr7KyspZfhw4dsrskv/nuu+80YsQIhYSE6L333tORI0f0wgsvBMxPBJfOvP//++vf/MMZH3roIZsr85/nnntOq1ev1ooVK1RSUqLnn39ef/jDH/SnP/3J7tL8Zvr06XK5XNq0aZMOHTqktLQ03X333Tp16pTdpdnLgu1uu+02KzMzs9XY0KFDrXnz5tlUkX0kWW+99ZbdZdiqoqLCkmTt3r3b7lJs9ZOf/MRau3at3WX4VW1trTV48GDL5XJZd9xxhzV79my7S/Krp59+2ho+fLjdZdjmySeftEaOHGl3GUaZPXu2NWjQIKupqcnuUvxm7Nix1tSpU1uNPfDAA9YjjzxiU0X+VVdXZwUHB1t/+ctfWo0PHz7cysnJsakqM3Cn3Wb19fUqLCxUWlpaq/G0tDTt37/fpqpgp+rqaklSr169bK7EHo2Njdq6datOnz6t5ORku8vxqxkzZmjs2LG6++677S7FNseOHVNMTIzi4+P18MMP6/jx43aX5Dc7duxQUlKSHnroIfXp00c333yz/vznP9tdlm3q6+v12muvaerUqQoKCrK7HL8ZOXKk/va3v+mLL76QJH3++ef66KOPNGbMGJsr84+GhgY1NjYqLCys1Xi3bt300Ucf2VSVGXz+iai4uCorK9XY2KioqKhW41FRUSovL7epKtjFsiw5nU6NHDlSCQkJdpfjV4cOHVJycrJ+/PFHXXHFFXrrrbd03XXX2V2W32zdulWFhYU6ePCg3aXY5vbbb9err76qa6+9Vt98842WLFmilJQUHT58WJGRkXaXd8kdP35ceXl5cjqdWrBggT799FPNmjVLDodDGRkZdpfnd2+//ba+//57Pfroo3aX4ldPPvmkqqurNXToUAUHB6uxsVHPPvusfvWrX9ldml/06NFDycnJeuaZZzRs2DBFRUVpy5Yt+sc//qHBgwfbXZ6tCO2G+J93ESzLCqg7Czjj8ccf1z//+c+AvJswZMgQFRcX6/vvv9e2bds0efJk7d69OyCC+1dffaXZs2dr165dXneXAkl6enrLf99www1KTk7WoEGD9Morr8jpdNpYmX80NTUpKSlJS5culSTdfPPNOnz4sPLy8gIytK9bt07p6emKiYmxuxS/ys/P12uvvabNmzfr+uuvV3FxsbKzsxUTE6PJkyfbXZ5fbNq0SVOnTlW/fv0UHBysW265RRMnTtRnn31md2m2IrTbrHfv3goODva6q15RUeF19x2d28yZM7Vjxw7t2bNH/fv3t7scvwsNDdU111wjSUpKStKBAwf04osv6uWXX7a5skuvsLBQFRUVSkxMbBlrbGzUnj17tGLFCrndbgUHB9tYoT26d++uG264QceOHbO7FL+Ijo72+kvqsGHDtG3bNpsqss/Jkyf117/+Vdu3b7e7FL+bO3eu5s2bp4cffljSmb/Anjx5Urm5uQET2gcNGqTdu3fr9OnTqqmpUXR0tCZMmKD4+Hi7S7MVZ9ptFhoaqsTExJZPyDdzuVxKSUmxqSr4k2VZevzxx7V9+3b9/e9/D/hvSs0sy5Lb7ba7DL+46667dOjQIRUXF7f8SkpK0q9//WsVFxcHZGCXJLfbrZKSEkVHR9tdil+MGDHC63GvX3zxheLi4myqyD4bNmxQnz59NHbsWLtL8bu6ujp16dI6ngUHBwfUIx+bde/eXdHR0fruu++0c+dO3XfffXaXZCvutBvA6XRq0qRJSkpKUnJystasWaPS0lJlZmbaXZpf/PDDD/ryyy9bXp84cULFxcXq1auXBgwYYGNl/jFjxgxt3rxZ77zzjnr06NHyry49e/ZUt27dbK7OPxYsWKD09HTFxsaqtrZWW7du1Ycffqj333/f7tL8okePHl6fYejevbsiIyMD6rMNTzzxhMaNG6cBAwaooqJCS5YsUU1NTcDcXZwzZ45SUlK0dOlSjR8/Xp9++qnWrFmjNWvW2F2aXzU1NWnDhg2aPHmyunYNvJgybtw4PfvssxowYICuv/56FRUVadmyZZo6dardpfnNzp07ZVmWhgwZoi+//FJz587VkCFDNGXKFLtLs5etz65Bi5UrV1pxcXFWaGiodcsttwTU4/4++OADS5LXr8mTJ9tdml+0tXdJ1oYNG+wuzW+mTp3a8v6/6qqrrLvuusvatWuX3WXZKhAf+ThhwgQrOjraCgkJsWJiYqwHHnjAOnz4sN1l+dW7775rJSQkWA6Hwxo6dKi1Zs0au0vyu507d1qSrKNHj9pdii1qamqs2bNnWwMGDLDCwsKsgQMHWjk5OZbb7ba7NL/Jz8+3Bg4caIWGhlp9+/a1ZsyYYX3//fd2l2W7IMuyLHv+ugAAAACgPTjTDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGI7QDgAAABiO0A4AAAAYjtAOAAAAGO7/Aq2rE6dFzznxAAAAAElFTkSuQmCC\n", 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", 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" ] @@ -1426,7 +1484,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1438,7 +1496,7 @@ }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -2149,7 +2207,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.12" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/04-One-Dimensional-Kalman-Filters.ipynb b/04-One-Dimensional-Kalman-Filters.ipynb index 3acf016e..1297a8f7 100644 --- a/04-One-Dimensional-Kalman-Filters.ipynb +++ b/04-One-Dimensional-Kalman-Filters.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -48,7 +48,7 @@ "" ] }, - "execution_count": 2, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -96,12 +96,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -127,19 +127,19 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Mean of readings is 9.936\n" + "Mean of readings is 9.969\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -190,12 +190,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -298,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -316,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -344,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -353,7 +353,7 @@ "(3.4, 3.4, 10.1, 10.1)" ] }, - "execution_count": 8, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -371,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -388,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -397,7 +397,7 @@ "𝒩(μ=25.000, 𝜎²=0.530)" ] }, - "execution_count": 10, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -462,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -471,7 +471,7 @@ "𝒩(μ=10.800, 𝜎²=0.008)" ] }, - "execution_count": 11, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -521,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -533,7 +533,7 @@ }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -572,7 +572,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -581,7 +581,7 @@ "'$(3.3,3.3)$'" ] }, - "execution_count": 13, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -593,12 +593,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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TBwcHBzp37kxcXBzbtm2jW7duODo6MnDgQDIyMkr3i4uL48EHH6RevXp4eHgwduxYLl++XKbtGTNm0LZtW5ycnPD19eXpp59Gp1NGhTpz5gwqlYpVq1YxcOBAHB0dCQ4OZvfu3RU+tjc7NhXNszw+Pj58++23Zdbt2bMHe3t7zp07d9PX+N/ju3z5cnr37o2dnR3//PMPt99+O0uXmn8iuUrdiFpUVMS+ffuYNm1a6Tq1Ws2gQYOIjIwsd7+cnBwaNWqEwWCgQ4cOvP/++7RuXf4vmcLCQgoLC0sfZ2VlAaDT6cocPGF+JcdbjnvdJZ+BmivYLZhgt2Czvjemev/va3YfH+37iGXHl3FPk3tQqVSmSE+Ymanef4PBgMFguLrCaARdXrXarDKtI1Tx87dnzx48PT35+uuveeGFF0o/x1u2bKFXr16lr3Hr1q106NChzGs+cuQIAwcO5Pnnn+ebb77h6NGj3HfffdjZ2dGiRYuyx+eKkoLU3d39us//fwcOHABg/vz5vPvuuzg5OXHXXXfx0EMP4ezszBdffIFer+f2229n0aJFvPDCC5w+fZqePXvy1FNPsXPnTnJycpg8eTJTp07lm2++Aa6+f/Pnz8ff359jx44xfvx42rRpw9NPP82BAwdQqVTMmTOHN954A39/fyZNmsSrr75KRETETfOuyLG5UZ4LFy68aYy2bdty9OjRMsfxf//7H0888QSNGjVCr9ff8DX+9/h+/PHHvPvuuzRu3Bhvb2/s7e157733yM/Px87O7rrxDQbDdf8fVeb/VqWK9rS0NPR6/TVnyn19fTl+/Ph19wkODmbRokW0a9eOzMxMZs+eTY8ePTh69CgBAQHX3WfWrFm8/fbb16xfv349jo6OlUlZmEh4eLi1UxBWJp+Buq2677+t0RYbbDiTeYbFqxbjp/EzUWbCEqr7/gcGBuLm9p/7LnR5uM9rWc2sqiZjUoxSuFfB1q1bee+993jyySf5888/GTx4MAAbN27kxRdfLD3JeObMGby9vUsfA0yePJlhw4bx8ssvA9CgQQM6dOhAQkICeXnX/gFjMBh49tln6dq1Kw0bNizTVnmioqKoV68e33zzDR4eHgB0796dXbt2ERkZWVpDhYaGcv78ebKysnjqqad47LHHeOmll0rbmTRpEtOnTyc7OxtQTr7+9/mePXvSp08fjhw5QlZWFnv27MHNzY1vvvkGLy8vAIYMGcLixYsrlHdFjs2N8qxIjObNm3P48OHSbSMiIti7dy8LFy4sXXej11hyfJ2cnPjuu+9o2LBh6baurq4UFRVx6tSpMuv/69KlS0RHR1+z/nrvfXnMPuRj9+7d6d69e+njHj160LJlS77++mveeeed6+4zbdo0pkyZUvo4KyuLwMBAhgwZgqurq7lTFv+h0+kIDw9n8ODBZS79ibpDPgM1z/xD80nLT2NM8Biauzc3ayxTvv/bt25n88XNFDQsYET7ESbKUJiTqd7/hISEsr+/izQmyK5qXF1cwNapSvvGxcXx1ltv8cMPP/DNN99wzz33AGBra1taJINy3FxcXEpf8/nz59m2bRuHDh0qcxycnJwICwu7bm3zzDPPcOLECbZu3Vrh2uf48ePcddddZW5+TUpKYsyYMfj5Xf1DOTExkbvvvpvLly+zadMmdu3axbx580qf1+v1BAYG4uLiQnZ2Nunp6cyePZutW7cSHx+PTqejoKCAWbNm4erqyvHjx7nzzjtp0qRJmRgtWrS4ae4VOTbnz5+/YZ4VOT4dOnRg9erVuLq6YjQaee+995g6dSqNGzcuzePjjz8u9zWWHN/bb7+dNm3alGnb21sZHUuj0ZSbi6enJ23btr1mfUX+4ChRqaLdy8sLjUZDcnJymfXJycllPgw3otVqCQsL4/Tp0+VuY2dnd93LC1qtVooGK5FjL+QzUDPoDXpWnFlBan4qg4IG0UrbyiJxTfH+D2s8jM0XN7Phwgae6/icdJG5hVT3/Ver1ajV/7mNzs4ZXkswQWZVyKWK3WNyc3Px8PBArVYzc+ZMBg4cyPbt2/Hx8aFt27ZlXp+3tzcZGRml6w4dOoStre01Rdvx48d5/PHHyx4blDPP//77L1u3bi33zO31HDx4kGnTppVp7+DBg7z44oul6woKCjhx4gRhYWEcPnwYDw+P6/Y9d3BwQKVSkZaWRo8ePRgwYABz5szB398fvV5Pp06dCA0NRa1Wc+jQoevG7dOnzzWv7f+ryLG5WZ43iwHQrl07Ll68SF5eHitXriQxMZGXXnoJtVpNamoqXbt2veFrLHlNr7766jXxSu4P8PX1LTcXtVp93f9Dlfl/Vami3dbWlo4dOxIREcGoUaMA5fJNREQEkydPrlAber2ew4cPM2KEnGURQojKOpBygNT8VFy0LnSv3/3mO9Qg/QL7Yau2JTYrlpOXTxLsEWztlIS1qFRVPtttLb/99ht33303AAMGDODOO+9k8uTJPProozz55JNltg0LCyszmohGo6G4uJiCgoLSYa8jIiI4evQo7du3L93OaDTy7LPP8tdff7F58+bSs8AVkZWVRWxsLGFhYaXrzp07R2ZmZpl1hw8fxmg00rZtW7Zt20Z2djYNGjS4bvdjg8HA2rVr0ev1/Prrr6V/aH/55ZfodDpCQ0PJzMy8Ji5AdHQ0zz333E3zrsix0Wq1N8yzIkrOjh86dIg333yT6dOn4+SkfAZXrlx5w9cI1z++JY4cOUJAQEBp1yBzqfToMVOmTGHhwoUsWbKEmJgYnn76aXJzcxk/fjwA48aNK3Oj6syZM1m/fj1nz55l//79PPTQQ5w/f57HH3/cdK9CCCHqiHWx6wDo37A/Ws2tdeXDSetE74DetPduT16xlW5CFKIS9u7dy7hx44iLi2PTpk306tWr9LnPP/+c2NhYIiMjS4u/EkOHDuXo0aOlN5J27NgRrVbLyy+/zNmzZ1m5ciVPPPEEQJmifdKkSfz000/88ssvuLi4kJSURFJSEvn5+aXbfPnllwwcOPCaXA8ePIhGoynTdSM6OhoPDw8aNWpUZl3Tpk1xdnama9euuLq6Mm7cOA4ePMjp06dZu3YtL7zwQun2Hh4eZGVl8c8//3Dq1CnmzJnD22+/jb+/P97e3hw6dAgbG5syZ8rPnz/P5cuXSwveG6nIsalInjc6NgDOzs40atSo9Oz6xIkTS5/z9PS84Wv87/G9XheXbdu2MWTIkJu+1uqqdNE+evRoZs+ezfTp0wkNDSU6Opq1a9eW3pwaFxdHYmJi6faXL19m4sSJtGzZkhEjRpCVlcXOnTtp1coyl3SFEKK20Bv0bIjbAMDQoKFWzqZqPu77MT+N+Ikwn2vPVglR02RkZPDzzz/Tq1cvXn/99TLPNWrUiLlz516350Dbtm3p0KEDy5cvB6B+/fosWrSIv//+m3bt2rF48WIeeeQRmjVrVqYv/Pz588nMzKRfv37Ur1+/9GfZsmWl26SlpXHmzJlrYh48eJDg4OAyE1gePHjwmjPDBw8eLC2GPTw8WL16NZcuXaJPnz506NCB119/vUzf9GHDhvHYY4/x8MMP06tXL+Lj47n//vtLC/LrxT1w4ADu7u5l+taXTLb5/1Xk2FQkzxsdmxJt27Zl165dvPfee9jYXO1scvvttzNhwoRyX2N5rxOU7kYrVqwo80eAuaiMRqPR7FGqKSsrCzc3NzIzM+VGVAvT6XSsXr2aESNGSH/mOko+AzXHnqQ9PLbuMVxsXdhy/xaLnGmX979uM9X7f+HCBQIDA02YmeUkJyfj7u5e7lB+5fn33395+eWXOXLkyDX9nA0GA/369aNXr168//77pkzXpAwGA1lZWbi6ulao3/iNzJgxgy1btrB58+abxrwVjk2J+fPn89dff7F+/fobblfe/4HK1LhmHz1GCCGEaZR0jRnYcOAt1zXm/8sszORizkVae9bsiaGEqOqEkCNHjuTUqVPEx8dz7tw5UlNTCQsLIy0tjY8//pjz58+zYsUK0yZbg61Zs4Yvv/zymvVbt269pY+NVqtl7ty5FoklRbsQQtwi/J39CXAOuGW7xpTYk7SHJ9Y/QX3n+vx7178yioyotUr6XO/atYtXX32V+Ph4fH19GTRoEFFRUWW6xtR2UVFR112fnJx8Sx8bS96jKUW7EELcIsa3Gc+jrR/FSI3v1XhDrT1bY6O24UL2BWLSY2jlKfc4idrtvvvu47777rN2GjWSHJuKq14HJSGEEBalUqlQq27tr25HrSO9A3oDV7v8CCGEuLFb+5tfCCHqgGJDMVsvbkWn11k7FZMZEqQMj7Yudh23wHgIQghhdVK0CyFEDbcveR+TIiZx59931poCt49/H+w19sTnxHMs/Zi10xFCiBpPinYhhKjhSrqQdPHrUmtu2nTUOtInoA8gXWSEEKIipGgXQogarNhQzIbzyoRKJV1KaouSUXA2nN9Qa64gCCGEucjoMUIIUYPtSdrD5cLLuNu508Wvi7XTManeAb15retrDG40uNZcQRBCCHORol0IIWqwkq4jgxoNwkZdu76yHWwceCDkAWunIYQQtwTpHiOEEDWUzqAjIi4C4JafUEkIIUT1SNEuhBA11IHkA2QUZuBh70En307WTsds/jnzD4+ve5zDqYetnYoQVhMUFMRnn31m7TREDVa7rrUKIUQt0tmvM3/d8RdJeUm1rmvMf229uJXdSbvZdGETbb3bWjsdIWqFRx99lIyMDFasWGHtVISJyJl2IYSooVQqFc3qNaOXfy9rp2JWfQP6AkrxLsStrKioyNopiFpMinYhhBBW1dO/JypUnLh8gqTcJGunI0Spfv36MXnyZCZPnoybmxteXl68+eabpUOUBgUF8c477zBu3DhcXV154oknAPjjjz9o3bo1dnZ2BAUF8cknn5RpNyUlhdtvvx0HBwcaN27Mzz//XOb52NhYVCoV0dHRpesyMjJQqVRs3ry5dN3Ro0e57bbbcHV1xcXFhd69e3PmzBneeustlixZwt9//41KpbpmP3Frqr3XW4UQ4ha2/MRy9ibt5d4W99Klfu0a6vH/87D3oK13Ww6lHmJb/Dbua3GftVMSFpKnyyv3OY1ag53GrkLbqlVq7G3sb7qto9ax0jkuWbKECRMmEBUVxd69e3niiSdo2LAhEydOBGD27NlMnz6dGTNmALBv3z7uv/9+3nrrLUaPHs3OnTt55pln8PT05NFHHwWUrisJCQls2rQJrVbLc889R0pKSqXyio+Pp0+fPvTr14+NGzfi6urKjh07KC4uZurUqcTExJCVlcXixYsB8PDwqPRrFzWLFO1CCFEDrTm3hr3Jewn1Ca31RTsoXWQOpR5i68WtUrTXIV1/6Vruc739e/PVoK9KH/db3o/84vzrbtvJtxOLhy0ufTzsj2FcLrx8zXaHH6n8zc6BgYF8+umnqFQqgoODOXz4MJ9++mlp0T5gwABeeuml0u3Hjh3LwIEDefPNNwFo0aIFx44d4+OPP+bRRx/l5MmTrFmzhqioKDp37gzAd999R8uWLSuV17x583Bzc2Pp0qVotdrSWCUcHBwoLCzEz8+v0q9Z1EzSPUYIIWqYrKIsDqQcAKBPQB8rZ2MZJa9zd+JuCvWFVs5GiKu6detWZvKv7t27c+rUKfR6PQCdOpUd2SkmJoaePXuWWdezZ8/SfWJiYrCxsaFjx46lz4eEhODu7l6pvKKjo+ndu3dpwS5qPznTLoQQNczOhJ3ojXqauDUhwCXA2ulYRHC9YAKcAwh0CeRywWX8nOTsYF2w+8Hd5T6nUWvKPN58/+Zyt1Wryp6DXHvP2mrlVRlOTk4mb1OtVl5PSd95AJ1OV2YbBwcHk8cVNZsU7UIIUcNsu7gNqDtn2UEZKWflXStr9dCW4lqV6WNurm1vZvfusn9Y7Nq1i+bNm6PRaK67fcuWLdmxY0eZdTt27KBFixZoNBpCQkIoLi5m3759pd1jTpw4QUZGRun23t7eACQmJhIWFgZQ5qZUgHbt2rFkyRJ0Ot11z7bb2tqWXg0QtYN0jxFCiBpEb9DXyaIdkIJd1EhxcXFMmTKFEydO8OuvvzJ37lyef/75crd/6aWXiIiI4J133uHkyZMsWbKEL7/8kqlTpwIQHBzMsGHDePLJJ9m9ezf79u3j8ccfL3Pm3MHBgW7duvHBBx8QExPDli1beOONN8rEmTx5MllZWYwZM4a9e/dy6tQpfvzxR06cOAEoI9scOnSIEydOkJaWds2ZenHrkaJdCCFqkCOXjnC58DIuWhdCfUKtnY5VpOSlkFGQYe00hABg3Lhx5Ofn06VLFyZNmsTzzz9fOrTj9XTo0IHly5ezdOlS2rRpw/Tp05k5c2bpyDEAixcvpkGDBvTt25e7776bJ554Ah8fnzLtLFq0iOLiYjp27MgLL7zAu+++W+Z5T09PNm7cSE5ODn379qVjx44sXLiw9Kz7xIkTCQ4OplOnTnh7e19z9l/ceuS0hhBC1CAFxQW08mxFQ5eGaNV17waz93a9x9ITS3mp40s82uZRa6cjBFqtls8++4z58+df81xsbOx197nnnnu45557ym3Tz8+PVatWlVn38MMPl3ncsmVLdu7cWWbdf/u4g9JFZt26ddeN4e3tzfr168vNQdx6pGgXQogapGv9riy7bRnFhmJrp2IVQW5BAGy5uEWKdiGE+A/pHiOEEDVQXe3f3cdf6cd/IOUAWUVZVs5GCCFqjrr5W0EIIWqghJwE3OzccNKafgi5W0WgayCN3RpzLvMcOxN2MixomLVTEnXY5s2brZ2CEKXkTLsQQtQQH0R9QK+lvfjnzD/WTsWqSs62l4yiI4QQQop2IYSoEYr0RexK3EWxoZhm7s2snY5VlQx1uT1+OwajwcrZCCFEzSBFuxBC1AB7k/aSX5yPj4MPLT1aWjsdqwrzDcNZ60x6QTpH0o5YOx1hIjLRj6irTPXZlz7tQghRA2y5uAWA3gG9UalUVs7GurRqLZPDJuNm50Zjt8bWTkeYgLe3N/Hx8fj7+5c7k6gQtZFeryc+Pv6acfirQop2IYSwMqPRyNaLWwGlaBcwtuVYa6cgTMje3h4fHx8SExOvGWtc1FwGg4FLly7h6emJWi2dM6rKx8cHe3v7arcjRbsQQljZuaxzXMy5iFatpXv97tZORwizsLe3JyAgwNppiErQ6XRER0fTtm3b0plWhfXIn01CCGFlJaOkdPLthKPW0crZ1ByxmbF8e/jb0qsQQghRl8mZdiGEsLKhQUPRqrX4OflZO5UaZU3sGr6K/ooBgQNKR5QRQoi6Ss60CyGElfk5+fFgywcZ0HCAtVOpUXr7K/37o5Ki0Bl0Vs5GCCGsS4p2IYQQNVJLj5a42bmRo8uRoR+FEHWeFO1CCGFFf5/+m99O/kZafpq1U6lxNGoN3ep3AyAyIdLK2QghhHVJ0S6EEFa0+MhiZkbO5EDKAWunUiP1aNADgJ0JO62ciRBCWFeVivZ58+YRFBSEvb09Xbt2JSoqqkL7LV26FJVKxahRo6oSVgghapWk3CTOZJ5BrVLTxa+LtdOpkUqGwDycdpisoiwrZyOEENZT6aJ92bJlTJkyhRkzZrB//37at2/P0KFDSUlJueF+sbGxTJ06ld69ZeIQIYSAq10+2ni1wc3OzcrZ1Ez1nevT2K0xdho7Tl8+be10hBDCaipdtM+ZM4eJEycyfvx4WrVqxYIFC3B0dGTRokXl7qPX6xk7dixvv/02TZo0qVbCQghRW5QU7TKh0o19OeBLto/ZTgffDtZORQghrKZS47QXFRWxb98+pk2bVrpOrVYzaNAgIiPLv0lo5syZ+Pj4MGHCBLZt23bTOIWFhRQWFpY+zspSLonqdDp0Ohn2y5JKjrcc97pLPgPmYTAaiExUvje7+HQxzfE1GiArAVV2IkbXAHDxA5WqWk1W5v03Go0kZRWSlFmAn5s9fq52qKoZH6C+Q30wIMM+WoH8/6/b5P03v8oc20oV7Wlpaej1enx9fcus9/X15fjx49fdZ/v27Xz33XdER0dXOM6sWbN4++23r1m/fv16HB1ltkBrCA8Pt3YKwsrkM2Ba8cXxZBRmYIcdF/dcJFGVWKn97Ysu4Zl7CueCROWnMAHnwiRsDEWl2xSr7cm2r0+OXX1y7OuTbVefdOcWFGrdK53v/3//MwrhbLaKlHxIzleRUqAsFxmuFul2aiM+DuDjYMTXQVlu4mLEzbbS4UsZjAbUKhlDwdLk/3/dJu+/+eTl5VV4W7POiJqdnc3DDz/MwoUL8fLyqvB+06ZNY8qUKaWPs7KyCAwMZMiQIbi6upojVVEOnU5HeHg4gwcPRqvVWjsdYQXyGTCPv8/8jTpKTXf/7tze5/aK75h4EM2uL1HF/I3KaLjmaaPaBpx8ICcZG0MB9fLOUS/v3H+e12Jsez/6bpPAq8VNw/3/9/9YYhbfbo9l9ZFk9AbjNdvbqFV4OduSmlNEoQEu5MKFXFWZ529vX5/Hezaiha9LhV/28pPLWXpyKWNajOH+FvdXeD9RPfL/v26T99/8SnqTVESlinYvLy80Gg3Jycll1icnJ+Pnd+3022fOnCE2Npbbb7/6C8lgUH7J2NjYcOLECZo2bXrNfnZ2dtjZ2V2zXqvVyofGSuTYC/kMmNa9IfcyuPFgsoqybn5cjUY4EwE7voBzW66ub9ABfFspxbdnc/BqgapeI9BoobgILp+DtJOQdkr5ST6MKukwqoM/oz74M7QYDj2fh4bdbtiNxmiEqLgsvttxnm2nro4n3y7AjWBfF5r6ONPEy4mmPs409HBEq1FTVGwgLj2PM6k5nE3N5UxqDseTsjgSn8VfBxL460AC/YO9eaJPU7o18bhpN5p8Qz6xWbHsTt7N2NZjK3SMhenI//+6Td5/86nMca1U0W5ra0vHjh2JiIgoHbbRYDAQERHB5MmTr9k+JCSEw4cPl1n3xhtvkJ2dzeeff05gYGBlwgshRK3iZud241FjDAY48rtSrCdf+S5VaaDNPdDjWajfrvx9bWzBO1j5+a8LUbDjczj+L5xco/wEdIaeL0DIyDLFu9Fo5N/DScw+rOHirn0AqFUwsl0DnuzThDb+5edua6OmmY8zzXycy6yPvpDBN1vPsPZIEptOpLLpRCrtA9x4qm9ThrXxK7d4796gO5/v/5yopCh0Bh1atRQQQoi6pdLdY6ZMmcIjjzxCp06d6NKlC5999hm5ubmMHz8egHHjxuHv78+sWbOwt7enTZs2ZfZ3d3cHuGa9EELUFUaj8eY3aOamwV9PwukNymOtE3R8BLo9De4Nqx48sAuM+RnSTkPkXIj+FS7ugWVjofXdcPvnYO9KRl4RU387yIaYFECFg1bN6M4NmdCrMYEeVb+3KDTQna/GdiQ2LZdvt5/lt70XOXgxk6d/3s/wNn58eG87XO2vLchberTE3c6djMIMDqcelpFkhBB1TqWL9tGjR5Oamsr06dNJSkoiNDSUtWvXlt6cGhcXh1otNwkJIUR5Zu+dzcHUg0xsO5G+gX2v3eD8Tvh9AmQngI099J4KXR4Hh3qmS8KrmVKg938dds2HnV/A0T8hMZpjvb5g4nod8Rn52NqoGeCnY+bD/fBxczJZ+CAvJ94d1ZYXB7Xg+52xLNhyhjVHkjiakMWXD4bRLsC9zPZqlZpu9buxNnYtkYmRUrQLIeqcKlXXkydP5vz58xQWFrJ79266du1a+tzmzZv5/vvvy933+++/Z8WKFVUJK4QQtcK2+G0cTD1I0X9GegGU7jDbPoHvb1MKdq8WMHEj9H3ZtAX7fzn7wKAZMH4tRrcASD9L07/von/2PzT2dOS3J7owPNBIPcdqDPlyA57Odrw0JJjfn+pBoIcDcel53DN/J9/vOIfRWPZG1x4NegCwM2GnWXIRQoiaTE6JCyGEBSXlJnEu8xxqlZoufl2uPpGbBr/cBxEzwaiHdqNh4ibwbW2RvC57tOd51y8I13fATqXjXe1i1gcuppVH9cdZr4j2ge6serY3Q1v7otMbeWvlMZ7+aT+Z+VfHMO7eQJmE6kjaETILMy2SlxBC1BRStAshhAWVzILaxqvN1ZtQL0TBgt5K/3Ube7jjS7jra7BzvkFLphN9IYORX2zjn1MFTDK+zL6QqRjVNmiP/43NdwNwzY+zSB5uDloWPNSRGbe3QqtRsfZoErfN3caReKVA93Pyo3v97tzV7C7yi/MtkpMQQtQUZh2nXQghRFklXTtKunoQuwN+vhd0eUp3mPu+t9jZdYB95y8z7rvd5BbpaezlxJcPhtG6wQi4MAx+H4/q8jl6Zs2C5F4QEGb2fFQqFeN7NqZDw3pM/nU/F9LzeWDhLn55vBttA9z4Zsg3Zs9BCCFqIjnTLoQQFqI36IlMVM6092jQA+J2w8/3KQV70wEW7Q4Dyhn2RxdFkVukp0dTT/6Z3JPWDa6c/Q/sDE9uxeDfCVt9Lja/3APJxyyWW0l3mc5B9cguKOah73ZzNEG6xAgh6i4p2oUQwkKOpx8nszATZ60zbQoK4ad7QJcLjfvCmF8s1h0G4Eh8JuO+2012YTFdG3vw7SOdcPn/Qy06eqAfs5zLjo1R5V2CH+6A1BMWy9HNQcvi8V3o0NCdzHwdD327m+NJWegNeg6nHiYtP+3mjQghRC0hRbsQQliIWqVmcKPBDPAKRfvz/VCUDUG94YGloHWwWB5HEzIZ++1usgqK6RxUj0WPdsbRtpzekvauRDZ9BaNvW8hNhSW3K7OrWoiznQ3fP9aF9oHuXM7TMXbhbh5fO4kHVz9I+Plwi+UhhBDWJkW7EEJYSEvPlswJfoT39q+Gwkxo2F0p2G2rPllRZR1PyuKhb3eTma8jrKE7i8d3wcnuxrc36WycKH7wD/BtCznJSuF+6YyFMgZXey0/PNaFNv6uXMot4sApd0CGfhRC1C1StAshhKUkH4UfRkFBBgR0gbG/WbRLzKnkbMYu3M3lPB3tA9xY8lgXnG9SsJdy9IBxK8C7JWQnKoV7+jmz5vtfbg5afprQlVb1Xcm63BiA3YlR6Ay6m+wphBC1gxTtQghhAfHxuzn/050Y89PBvyM89AfYuVgsfkJGPg9+u5tLuUW08Xflhwldcf3/fdhvxskLHvlHGeUmKx6W3AE5qeZJ+DrcHW356fGuNHcPxlDsRH5xHltj91ksvhBCWJMU7UIIYW5Fefy05hlu83Lg04Dm8NCfYO9qsfAFOj1P/bSP1OxCQvxc+GlCV9wcKlmwl3D2gUdWgkcTyIyD3x4FveXOdns42fLz491x0AcDMHPj3xQVGywWXwghrEWKdiGEMCejEVY+xy5jDgCte7wEDu4WDG/kzRVHOHQxk3qOWr59pBPujrbVa9TF70pffGc4vx3Cp5sm2QrycrZjYqehAKToDjNz1VGLxhdCCGuQol0IIcxp13xSj/3BaVtbVKjo0mSYRcP/tDuO3/ZdRK2CLx/sQEA9E9306h0Mdy1Qlnd9BYeWm6bdCrqtRV8ANA4X+CnqJMv3XrBofCGEsDQp2oUQwlzObYP1b7DL3h6AEI8Q6tnXs1j4vbHpvP2Pchb61eEh9GzmZdoALW+H3lOV5X+eg8RDpm3/Bvyd/ZnaaSq3+8wEg5Y3Vhzh4IUMi8UXQghLk6JdCCHMIfOi0t/bqGdXg5YAdGvQzWLhk7MKePrn/RQbjNzWrj4TezcxT6D+r0GzQVCcD8vGQl66eeJcxyOtH+G9YXcwqGUDiooNPPXTPtJyCi0WXwghLEmKdiGEMDVdASx7CPLSMPq1ZdeVez671bdM0V5UbODp/9x4+tG97VCpVOYJptbAPd9CvSDIiIPfHwOD3jyxrhderWLO6PY08XYiMbOAyb/sp1gvN6YKIWofKdqFEMKUjEb49yVIOAAOHpwb8QEp+anYqm3p4NPBIim8vfIo++MycLW34euHO5Y/26mpONSDMb+A1hHOboKImeaN9x8b4zbyRfSHfHBfI5xsNew6m86sNcctFl8IISxFinYhhDCl/Usg+idQqeHeRdRv0JG5A+YypdMU7G3szR7+930X+Xl3HCoVfP5AGI08ncweEwDf1nDHXGV5x2dw7B+LhP3m0DcsO7GMZN0RPrk/FIDvtp9j5cEEi8QXQghLkaJdCCFM5dIZWDtNWR44HZr2x8HGgX6B/RjbcqzZw19Iz2PG30cAeHFQC/oH+5g9Zhlt74Xuk5Xllc9DdrLZQ5Z0OdqVuIthbfyY1L8pAK//dZikzAKzxxdCCEuRol0IIUzBoIcVz4AuD4J6Q4/nLRveYGTqbwfJLdLTOagek/o3s2j8UgNngG9byE9XCnej0azhujfoDsCuhF0YjUZeGNSCdgFuZBUU878/DmE0c3whhLAUKdqFEMIUIr+EC7vA1gVGfQVqNSfST/DF/i+ITok2e/jvd8ay+1w6jrYaZt/XHo3aTDee3oyNrTJ+u1oLJ9dA9C9mDRfqE4qdxo6U/BTOZp5Fq1Ez5/722Nqo2XIylV+jZPx2IUTtIEW7EEJUV/Ix2PiusjxsFrg3BGDjhY0sPLyQH479YNbwp1Ny+HCtcvPlayNaWq4fe3n82ihDQQKsfRUyzFc422nsSm/w3ZW4C4BmPi68MjQYgHf/PUbcpTyzxRdCCEuRol0IIaqjuAj+ehL0RdBiGIQ9VPrUrgSliDTnUI/FegMv/XaQwmIDfVp4M7ZrQ7PFqpSez0NAFyjMgr+fAYP5hmEsGf++5HgDPNazMV0be5BXpGfqbwfRG6SbjBDi1iZFuxBCVMfWjyHpkDLs4e1fwJXx0PN0eRxKVWYILel3bQ7zN5/h4AVleMeP7jHjeOyVpdYo3WS0jnBuK+xZaLZQJX8UJeUllfZhV6tVzL6vPU62GqJi01m0/ZzZ4gshhCVI0S6EEFUVvw+2faIsj5wDLr6lT+1N3kuxsRh/Z38CXQLNEv5IfCafR5wC4O07W+PnZv4hJSvFsykMvjJme/gMSDttljAhHiGsvns1v93+W5k/WgI9HHnjtlYAfLz+BCeTs80SXwghLEGKdiGEqApdPvz1FBj10OYeaHN3macjEyIB83WNKSzW89LygxQbjAxr7ceoUH+zxKm2ThOgST8ozr/SjajY5CHUKnW5fxiN6RxIv2BviooNTFkejU5mSxVC3KKkaBdCiKqImAlpJ8HZD0bMvubpkpsiS/pbm9qc8JOcSM7Gy9mW9+5qU3O6xfx/ajXcOQ/s3CB+rzLxkhkZjGWLcpVKxYf3tMPNQcuR+Cy+3Gies/1CCGFuUrQLIURlXdwHu+Yry3fMBUePMk/n6nJJy09DhYqufl1NHv5IfCYLt54F4P272uLpbGfyGCblFgDDP1SWt3xolm4yBcUFPLfxOfou60uuLrfMc76u9rwzqg0A8zadlm4yQohbkhTtQghRGfpiWPUCYIR2Y6DFkGs2cdI6sWX0Fv668y/q2dczbXiDkddXHMFghNva1WdIaz+Ttm827cdAs0HKKDv/TjH5pEv2NvaczjhNRmEGe5P2XvP8He0bMKilL8UGI2+sOCKTLgkhbjlStAshRGXs+VYZLcbeDYa8W+5mapWapu5NTR7+16g4Dl7IwNnOhjev3GR5S1CpYMTHYGMP57bAkT9MHqLk/oGSrkn/31t3tMJBqyHqXDp/7I83eXwhhDAnKdqFEKKishKvTqI0cAY4e1+zidFoNNtZ3NTsQj66MonSS0Na4Otaw0aLuRmPJtD7JWV53WtQkGnS5m9WtAfUc+S5gc0BeH91DBl5RSaNL4QQ5iRFuxBCVNS616AoG/w7Qsfx190kNiuWQb8PYmbkTJOHn7U6hqyCYlo3cOXhbo1M3r5F9HwePJtBTvLVP4BMpGv9rqhQcTrjNKl5qdfdZkKvxjT3cSY9t4gP154waXwhhDAnKdqFEKIiTkfA0T9BpYbbPlVGRbmOyIRIUvJSiMuOM2n4nWfS+PNAPCoVvHdXW2w0t+jXt40djLwytv2ebyF+v8madrNzo5Wn0mWovLPttjZq3r1yU+qvUXHsO3/ZZPGFEMKcbtFvfSGEsCBdAayeqix3eRLqty9308hE04/PXlRs4M0VRwAY27UhoYHuJmvbKpr0g7b3gdEAq14Eg95kTZcc95Jx8q+naxNP7u0YAMAbK45QLGO3CyFuAVK0CyHEzWz/FNLPgkt96P9auZvpDDr2JO0BoHuD7iYLv3DbWc6k5uLlbMvLQ0NM1q5VDXlPGbs9MRr2LjJZsz39e9LBpwNtvNrccLtpw0Nwc9ASk5jF9ztjTRZfCCHMRYp2IYS4kUtnYPscZXno+2DvWu6mR9KOkKvLxd3OnZYeLU0S/kJ6Hl9EnALg9ZEtcXPQmqRdq3PxhYFvKssRMyE72STNdvbrzJLhS3iw5YM33M7T2Y5Xhyt/AH0afpLEzHyTxBdCCHORol0IIcpjNMK/LyljizcdAK3vuuHmOxN2AkoXDbWq+l+vRqORGf8cpbDYQPcmnowK9a92mzVKp8egQRgUZsH61y0efnSnQDo0dCe3SM87q45ZPL4QQlSGFO1CCFGeYyvg7CbQ2MGI2cpY4zdQ0o/aVF1jwo8ls/F4ClqNindGtUF1k/i3HLUGRs4BVHD4Nzi31WRNZxZmXneSpTLh1SreHdUWjVrF6sNJbD15/RFnhBCiJpCiXQghrkeXD+unK8u9XgDPG0+UZDQa6eDTgWbuzehev/pFe2GxnvdWxwDweO8mNPNxrnabNZJ/B+g8QVle+5pJbkqNy4qj99LePL3haQr1hTfctlUDVx7pHgTAO6uOyU2pQogaS4p2IYS4nsh5kBkHrv7Q84Wbbq5SqZjSaQp/3fkX9Z3rVzv8kp2xnL+Uh7eLHZP6N6t2ezVav9eUGWaTD8OBH6vdXKBLIJ4OnhToC4hOib7p9s8PbE49Ry2nUnL4Jcq0Q3UKIYSpVKlonzdvHkFBQdjb29O1a1eioqLK3fbPP/+kU6dOuLu74+TkRGhoKD/+WP0vZSGEMJvsJNh25ebTQW+DraNFw6flFDI34jQALw8NxtnOxqLxLc7JE/q+qixHvFPtmVJVKlXp1Y4bDf1Yws1Ry5QhwQDMCT9JZp6uWvGFEMIcKl20L1u2jClTpjBjxgz2799P+/btGTp0KCkpKdfd3sPDg9dff53IyEgOHTrE+PHjGT9+POvWrat28kIIYRYR74AuFwI6Q9t7K7TL3qS9N+2KUVFzwk+SXajMfHpvhwCTtFnjdX5cmSk1Lw22fVLt5kruKygZN/9mHugcSAtfZzLydHx+ZbQeIYSoSSpdtM+ZM4eJEycyfvx4WrVqxYIFC3B0dGTRouuPs9uvXz/uuusuWrZsSdOmTXn++edp164d27dvr3byQghhcgkHIPpnZXnorJvefApwMfsi49eNp++yvtUu3GMSs1h6pYvG9NtaoVbXsptPy2Njq4zdDrBrvjIufjWUTLIUcymGywU3n/XURqPmzduU2VR/iIzlTGpOteILIYSpVeqaa1FREfv27WPatGml69RqNYMGDSIy8uZnM4xGIxs3buTEiRN8+OGH5W5XWFhIYeHVX3xZWVkA6HQ6dDq5bGlJJcdbjnvdVac+A0YjmjWvosaIoc296P1CoQKve/tF5SREc/fmqA1qdIaqHSuj0cg7K49iMMKw1r50CHS1+nG36PvfeACaxv1Qn9uMYd2b6O/9vspNuWvdaebejNMZp9lxcQdDGw296T7dgtzpH+zFphNpvLvqKN881KHK8WuLOvX/X1xD3n/zq8yxrVTRnpaWhl6vx9fXt8x6X19fjh8/Xu5+mZmZ+Pv7U1hYiEaj4auvvmLw4MHlbj9r1izefvvta9avX78eR0fL9i0VivDwcGunIKysLnwG6l+OosuFXRSrbIkw9qRg9eoK7bcidwUAHtkerK7gPtdzOF3FzrMabFRGutjGs3p1fJXbMjVLvf8udkPozxbUJ1axc9knXHKp+iRVvvm+nOY0v+/5Hf3Rio1K090Btqg0bDqRxpxf1hDibqxy/NqkLvz/F+WT99988vLyKrytRe5ucnFxITo6mpycHCIiIpgyZQpNmjShX79+191+2rRpTJkypfRxVlYWgYGBDBkyBFfX8mcjFKan0+kIDw9n8ODBaLW1ZCZGUSl15jNQXIDNgjcAUPV6ngF9Hq7QbnqDno/+/AiAcX3G0c6rXZXCFxUbmDN3J5DH472b8PDg5lVqx9Ss8f4b1p5Gs28RPbNXUXzfC8p47lXQ9HJTBqYPpJtfN/yc/Cq8X4LDcb6PjGPDJVeeG90dG03dHWitzvz/F9cl77/5lfQmqYhKFe1eXl5oNBqSk8tON52cnIyfX/lfiGq1mmbNlCHLQkNDiYmJYdasWeUW7XZ2dtjZ2V2zXqvVyofGSuTYi1r/Gdj1hTLEo0sDNL1fRFPB13o89ThZRVm4aF1o79seG3XVzoUs2XWW8+l5eDnbMXlgC7TamjVijEXf/wFvwJE/UCUfRnt0OXQYV6Vm2vi0oY1Pm0rv9+LgEFYcTORUSi6/RyfxcLdGVYpfm9T6///ihuT9N5/KHNdKnT6wtbWlY8eORERElK4zGAxERETQvXvFJxMxGAxl+qwLIYRVlRni8S2wdarwrjsTdgLQpX6XKhfsl3IKS0cseaUuDPF4M06e0O9/ynLEO1BQ8TNRpuDmqGXK4BYAzFl/gsx86c8rhLC+Sl/zmzJlCgsXLmTJkiXExMTw9NNPk5uby/jx4wEYN25cmRtVZ82aRXh4OGfPniUmJoZPPvmEH3/8kYceesh0r0IIIapj4ztQlAP+HaHtfZXatWRIwR4NelQ5/KcbTpJdoAzxeE/HOjLE4810nggeTSE3BbbPqXIzaflp/HTsJ74++HWl9nuwS0Oa+zhzOU/HXBkCUghRA1T6dM7o0aNJTU1l+vTpJCUlERoaytq1a0tvTo2Li0Otvvq3QG5uLs888wwXL17EwcGBkJAQfvrpJ0aPHm26VyGEEFWVfBQOXBnicdgHoK7cuYxpXaYRmRBJb//eVQp/JjWHX6MuAPDGyFZo6soQjzdjYwtD3oWlD0DkV8o47m6V/4MmJS+FD/d8iJPWicfaPoZWXbFL0TYaNW/c1opHFkWxJDKWR3oEEeghAyEIIaynStdgJ0+ezOTJk6/73ObNm8s8fvfdd3n33XerEkYIIcxvw1uAEVrdCYFdKr17sEcwwR7BVQ7/0drj6A1GBrX0oXtTzyq3UysFD4dGPeH8Dtj0Poz6qtJNhHiEUM+uHpcLL3M49TAdfCs+jGPfFt70bu7FtlNpzF5/gs/HhFU6vhBCmErdvSVeCCHObYVT60FtAwNnWDz83th01h1NRq2C/w0LsXj8Gk+lgsHvKMvRv0DSkUo3oVapSydaqujsqP/1v2EhqFTwd3QChy9mVnp/IYQwFSnahRB1k8EA4dOV5Y7jwbNppZv4ZO8n/HPmH/J0FR9nt4TRaOT91TEA3N8pkOa+LpVuo04I6AitRgHGK1dFKq97A2WghJKbhiujjb8bo0L9AZi1JgajUcZtF0JYhxTtQoi66eifkHAAbJ2h7/8qvXtSbhLfH/2eN3e8WaUZUNcdTWZ/XAb2WjUvXhmpRJRj4HTlasjpcDi7pdK7lxTtR9KOkFVU+ZFoXhrSAluNmp1nLrHlZGql9xdCCFOQol0IUfcUF0LETGW55wvg7F3pJiITlK4WrT1b42bnVql9dXoDH61VZpGe2LsJvq72lY5fp3g2hU4TlOXw6cpVkkrwc/KjsVtjDEYDexL3VDp8QD1HHumhjNX+wRrlHgQhhLA0KdqFEHXP3kWQcR6c/aD7M1VqoqR/dMlZ3MpYuucCZ9Ny8XCy5Yk+TaoUv87p+wrYukBitHKVpJK61++OVq0lPie+SuEn9W+Gq70Nx5Oy+XP/xSq1IYQQ1SFFuxCibinIhC0fKcv9p1VqIqUSBqOB3Ym7AaUYrIycwmI+33ASgOcHNsfFXmYZrBAnL+j1vLIc8bZytaQSnmz/JNvHbGdc66rNruruaMuk/srM3nPCT1Kg01epHSGEqCop2oUQdcv2zyA/HbyCIbRqk7zFXIohvSAdRxtH2nu3r9S+C7eeJS2niCBPRx7o0rBK8eusbpPApT5kxMGe7yq1q4e9B47a6o2z/kiPIPzdHUjMLGDxjthqtSWEEJUlRbsQou7IjIddV8b6HvQWaKo0VQXb4rcB0K1+N7Saip8pT8kuYOG2swC8PDQEWxv5Cq4UW0fod2XG7a0fQX5GlZqpyo3DAPZaDVOu3DT81ebTXM4tqlI7QghRFfIbQwhRd2x+H4oLoGEPZeKeKkrISQCgV0CvSu33+YZT5BXpaR/ozoi2flWOX6eFjgXvEMi/DDs+q9Su+5L3cf/K+3lu43NVDj8qzJ+W9V3JLijmy02nq9yOEEJUlhTtQoi6IfmYMkEPwOCZysQ9VTSz50w23b+JYUHDKrzPmdQclu65AMBrw0NQVSN+naaxgUFvK8u75itXTyrI1daVmPQY9iTtoaC4oGrh1SqmDVcmwvohMpYL6ZUfo18IIapCinYhRN2w8R0wGqDlHRDYudrNeTl44WJb8QmRPll/Ar3ByMAQH7o28ax2/DqtxVBo1FO5arJ5VoV3a+beDF9HXwr1hexJqvzQjyX6tPCmVzMvdHojn4afrHI7QghRGVK0CyFqv7hdcGI1qDTKRD3VUGworvQ+By9ksPpwEioVvDwsuFrxBcpVkkFvKcvRP0NqxQpnlUpF74DeAGyP316tFF658j7+FR1PTGLlJ2wSQojKkqJdCFG7GY2w4S1lOewh8Gpe5aYMRgPD/xzO4+seJyk3qYLhjXx4ZSKlu8L8CfFzrXJ88R+BXSB4pHL1ZOPMCu/Wy1+5D6G6RXu7AHdGtq2P0QgfrztRrbaEEKIipGgXQtRup9ZDXCTY2EO/V6vVVEx6DEm5SRxOO4ynfcW6uGw/ncbOM5ew1ah5cVCLasUX/8/AN0GlhpiVcHFvhXbpVr8bNmob4rLjiMuKq1b4l4a0QKNWsfF4ClHn0qvVlhBC3IwU7UKI2sughw1Xblrs+iS4NqhWc9svKmdnu9bvWqGhHg2Gq2fZx3ZrSKBH9cYJF/+PT0to/4CyvOEt5arKTThpnejg0wG4OnRnVTXxdmZ050AAPlx7HGMF4gshRFVJ0S6EqL0O/wYpR8HeDXq9WO3mSrpUlPSLvpl/DydyJD4LZzsbJl+ZTVOYWL9poLGD2G1wJqJCuwxrPIyRTUbS3L3qXaVKPD+wOfZaNfvOX2ZDTEq12xNCiPJI0S6EqJ2KC2HTe8pyrxfBoV61mssszORQ2iEAevvfvGjX6Q18sl7p6zyxdxM8ne2qFV+Uwz0QukxUlje8BQbDTXe5r8V9fND7A7rU71Lt8L6u9ozv2RiAj9cdR2+Qs+1CCPOQol0IUTvtXaxMd+9SH7o8We3mdibsxGA00My9GX5ON58YadmeC8ReysPTyZYJvRtXO764gV5TwM4Vkg7D0T8tHv6pvk1xc9ByMjmHvw5UfNx4IYSoDCnahRC1T2E2bP1YWe77P7Ctfl/ykq4xJaOP3EheUTGfR5wC4NkBzXC2s6l2fHEDTp7Q48ospxvfgeKim+5iNBo5kX6CyITIaod3c9DyTL+mAHwafpICnb7abQohxP8nRbsQovaJnAd5aeDZDMIeNkmTXfy60Mu/F30D+t5028U7YknNLiSgngMPdm1kkvjiJro9DU4+cDkW9i+56eZbLm7h3pX38u6ud00S/pEeQfi52hOfkc/Pu6s3Ko0QQlyPFO1CiNolJxV2zlWWB7yhTHtvAnc2u5P5g+bTya/TDbfLyCtiwZYzgDIkoK2NfM1ahJ0z9H1FWd7yERTm3HDzTr6dsFGZZuhHAHuthhcGKTe2ztt0muwCXbXbFEKI/5LfJkKI2mXbbCjKgQZh0GqUxcN/tfkM2QXFhPi5cGd7f4vHr9M6PAL1giA3BXbNv+GmzrbOhPmGAdUf+rHEvR0DaOrtRHpuEQu3njVJm0IIUUKKdiFE7XH5POz5TlkeOEOZ7t4EIuIiKjQDamJmPt/vjAWUae7VatPEFxVkYwsD3lSWd34BuZduuLmpZkctDa9R8/LQYAC+3X6O1OxCk7QrhBAgRbsQojbZ9D4YdNCkHzTtb5ImMwszmbJ5CoN/H0xK3o3H4f4s/BRFxQa6BHnQP9jHJPFFJbW+G/zaQmEWbJ9zw01LivY9SXsoKC4wSfihrf1oH+hOXpGeLzeeMkmbQggBUrQLIWqLpCNwaJmyPOgtkzUbmRCJwWigqVtTfBzLL8RPp2Tz274LAPxveAgqE53lF5WkVsPAt5TlqG8g40K5mzZ3b46Pow+F+kL2Ju81SXiVSsX/hiln23+JiiPuUp5J2hVCCCnahRC1w8Z3ACO0vkvpz24iJf2dbzbU4+x1JzEYYXArXzo2qt5ETqKamg2EoN6gL4LNH5S7mUqlKp0oa0f8DpOF79HUiz4tvNHpjcwJP2GydoUQdZsU7UKIW9/5SDi5FlQa6P+GyZo1GA2lxVyvgPKL9gNxl1l7NAm1itI+zcKKVCrlngaAg79AyvFyN30g5AG+GfwNL3Z80aQpvHLlc/D3wQSOJWSZtG0hRN0kRbsQ4tZmNCrT1wN0GAdezUzW9PH041wquISDjQMdfDqUE97Ih2uVovDuDgG08HUxWXxRDYGdIeQ2MBquXIW5vmCPYLo36I6txtak4dv4u3F7+wYYjfDxuvL/aBBCiIqSol0IcWs7uRYu7AIbB2X2UxPaenErAF3rdy23qNt6Ko1dZ9OxtVHz4uAWJo0vqmngdFCp4fgquBBl8fAvDW6BjVrFphOp7D5745FshBDiZqRoF0Lcugx62PC2stztKXCtb9LmS4r2AYEDrh/eYOTDNcpZ1HHdGuHv7mDS+KKavIMh9EFlecNbylWZ60jKTeLjPR/z5o43TRo+yMuJMV0CAfhg7XGM5cQXQoiKkKJdCHHrOrQcUmPA3h16vmDy5hcMXsCHvT+kX2C/6z6/6nAixxKzcLGz4Zn+puuWI0yo3zTQ2MH5HXB6w3U30Rl0/HDsB1aeWUlmYaZJwz83oDkOWg0H4jIIP5Zs0raFEHWLFO1CiFtTcaEyLjtArxfBwd3kIVxtXRnRZAT17K8dDaao2MAn65WRQZ7o0wQPJ9P2iRYm4hYAXSYqyxveBoPhmk0CXQJp5t4MvVFfenXFVHxc7XmsVxAAH687gd4gZ9uFEFUjRbsQ4ta05zvIjAOXBtD1SYuHX7YnjvOX8vBytuOxXo0tHl9UQu+XwM4Vkg/Dkd+vu8mAhkoXqE0XNpk8/JN9m+LuqOVUSg5/7L9o8vaFEHWDFO1CiFtPQRZsm60s93sVtKbtS55VlMXDqx9m4aGF6A36a57PLSzm84jTADw3sBlOdjYmjS9MzNEDej6vLG98V7lK8/+U3LewPX47hfprn68OV3stk/op3ac+Cz9Jge7az5QQQtyMFO1CiFvPjs8h7xJ4NofQsSZvftvFbUSnRrPq7Co0as01z3+77RxpOYU09HBkTOeGJo8vzKDb0+DsCxnnYe+ia55u5dkKH0cf8ovz2Z242+ThH+7eiAZu9iRkFrBkZ6zJ2xdC1H5StAshbi1ZiRA5T1ke9BZoTH+Wu6SLREmXif9Kyynkm61nAHhlWDC2NvI1ekuwdVJuSgXY8hEUlL3hVKVS0T+wPwAb4zaaPLy9VsOUIcqES/M2nSYjr8jkMYQQtZv8thFC3Fo2z4LifAjsCiEjTd58kb6IbRe3AZQWcf/1RcQpcov0tA9wY2Rb0w4xKcws7GHwagH56crVmv9nQMMBeDt442HvYZbwd4X5E+LnQlZBMV9tPmOWGEKI2kuKdiHErSPlOBz4UVke/I4yXb2JRSVFkVech7eDN2282pR57lxaLr/sjgPg1eEtUZkhvjAjjQ0MnKEsR34FWQllnu5Wvxsb7tvAcx2eM094tYr/DQ8B4PudsVy8nGeWOEKI2kmKdiHErSPibWVa+pDboGFXs4Qo6RrRL7AfalXZr8iP1x2n2GCkf7A33Zt6miW+MLOQkcpVmuL8q0OGXqFWqa95z02tXwtvujfxpKjYwJz1J80aSwhRu1Tp22nevHkEBQVhb29P165diYoqf3rohQsX0rt3b+rVq0e9evUYNGjQDbcXQojrOr8TTqwGlebq2VITMxgNbL6wGbi2a8yBuMusPpyEWqWcZRe3KJVKuUoDEP2zcvXm/9Eb9BxJO2Km8CqmjVDOtv8VHc+xhCyzxBFC1D6VLtqXLVvGlClTmDFjBvv376d9+/YMHTqUlJSU626/efNmHnjgATZt2kRkZCSBgYEMGTKE+Pj4aicvhKgjjEYIn64sdxgH3i3MEiZHl0OoTyjeDt50rX/1TL7RaGTWGqW4u6dDAMF+LmaJLyykYVflao3RABveKvOUzqBj2J/DeODfBzibedYs4dsFuHN7+wYYjfDB2mv/aBBCiOupdNE+Z84cJk6cyPjx42nVqhULFizA0dGRRYuuHUIL4Oeff+aZZ54hNDSUkJAQvv32WwwGAxEREdVOXghRR8T8Axf3gNZRGZfdTFxtXZnTbw7h94Zjq7k6w+nG4ylEnUvHzkbNlCHm+YNBWNigt5SrNifXQOyO0tVatZambk0B2BRn+omWSrw8JBitRsXWk6lsP5VmtjhCiNqjUmOlFRUVsW/fPqZNm1a6Tq1WM2jQICIjIyvURl5eHjqdDg+P8u/OLywspLDw6uQWWVnK5UOdTodOp6tMyqKaSo63HPe6y+qfAb0Omw1voQL0XZ/GYO8JFsjFoFemuy/WG5i1OgaAR7o3xMvRpk79f7D6+28ubkGoQx9Cc2AJhvVvon90bemNzX38+7AjYQcb4zYyLmScWcLXd9XyQOdAftgVx/urj/HXU91Qq2vejc219v0XFSLvv/lV5thWqmhPS0tDr9fj6+tbZr2vry/Hj1fsEt///vc/GjRowKBBg8rdZtasWbz99tvXrF+/fj2Ojo6VSVmYSHh4uLVTEFZmrc9AUOoG2qefpdDGhQ1ZLShevdoscXIMOeQb8/HWeJdZH5ms4nSqBkcbI40LTrN69WmzxK/pauN3gJ2uI4PUS7FJ2MfeX94msV4XgNJZcA+nHWbZqmW4qM3THSq4GOw1Go4lZvPuj2vp5G00SxxTqI3vv6g4ef/NJy+v4qNIWXTu7Q8++IClS5eyefNm7O3ty91u2rRpTJkypfRxVlZWaV94V1dXS6QqrtDpdISHhzN48GC0Wq210xFWYNXPQGE2NvNfAsBm4BsM6XSP2UL9EPMDnx/4nNub3M7b3ZSTBvlFet7/bDtQyAuDQ7i3RyOzxa+pavt3gMo9DrbPpnPWaorHvA4a5TX+u/ZfjqYfRRuiZUSzEWaLf8n9LHM2nGZTmhP/G9sLuxo2WVdtf//Fjcn7b34lvUkqolJFu5eXFxqNhuTk5DLrk5OT8fPzu+G+s2fP5oMPPmDDhg20a9fuhtva2dlhZ2d3zXqtVisfGiuRYy+s8hnYNh9yU8GjCZouE9BozBd/S/wWANp4tSl9nV9viyU5u5CAeg480rMxWhuN2eLXdLX2O6D3C3BgCar0s2gP/gRdnwBgYKOBHE0/ypb4LYxuOdps4Sf2acbPURe4mFHA0r3xPN67idliVUetff9Fhcj7bz6VOa6V+pPe1taWjh07lrmJtOSm0u7du5e730cffcQ777zD2rVr6dSpU2VCCiHqqsyLsHOusjzordIzoOZwKf8S0SnRgDIrJkBKdkHprJUvDw3Grg4X7LWancvVm5s3z4L8y8DVIT93J+4mV5drtvAOthpeGhwMwOcRp0jPLTJbLCHEra3S1+GmTJnCwoULWbJkCTExMTz99NPk5uYyfvx4AMaNG1fmRtUPP/yQN998k0WLFhEUFERSUhJJSUnk5OSY7lUIIWqfiJnKBDgNe0DLO8waasvFLRgx0tKjJX5OylXDT9adJK9IT1hDd+5o38Cs8YWVdXgUvEMgPx22zgagqXtTngt7ju+GfoeDjYNZw9/TMYBW9V3JLijm8w0y4ZIQ4voqXbSPHj2a2bNnM336dEJDQ4mOjmbt2rWlN6fGxcWRmJhYuv38+fMpKiri3nvvpX79+qU/s2fPNt2rEELULvH74NAyZXnoe6WjephLydB+JWfZjyVksXzfBQDeGNkKlZnjCyvT2MCQ95Tl3V/DpTOoVComtptIqE+o2WdJ1ahVvDFSmbDrp91xnE6Rk1pCiGtV6UbUyZMnM3ny5Os+t3nz5jKPY2NjqxJCCFFXGY2w7nVlud0Y8O9g1nBZRVnsSFDG6R7YcCBGo5F3/z2G0Qi3tatPx0b1zBpf1BDNB0GzQXB6A2yYAaN/smj4Hs28GNTSlw0xyby/OoZFj3a2aHwhRM1Xs25TF0KIY39DXCTYOMDA6WYPtzFuIzqDjmbuzWherzkRMSnsPHMJWxs1/xsWYvb4ogYZ8q4y4VLMSojdDsCBlANM3zGdrRe3mj38ayNCsFGr2Hg8hW2nUs0eTwhxa5GiXQhRcxQXQviVQr3nc+Dmb/aQIxuP5MsBX/Js2LPo9AbevzKR0oRejQn0kHkh6hSfltDxUWV53WtgMLApbhN/nf6LFadXmD18E29nHu6uDCv63r8x6A01d9x2IYTlSdEuhKg5di+AjPPg7Ac9n7dISK1GS9/AvgxoOICfdp3nbFouXs62PNOvqUXiixqm/2tg5wqJB+HQUoY3Hg7AlgtbyCkyf1/z5wc2x81By/GkbJbvvWD2eEKIW4cU7UKImiE3rXTkDgZOB1sni4bPyCvisw2nAJgyOBgXexmTuE5y8oI+U5XliJmEOAcS5BpEkaGIjRc2mj28u6Mtzw9sDsAn60+QXSDTxwshFFK0CyFqhs2zoDAL/NpB+wcsEvLlLS/z+f7PSctPY+7G02Tm6wj2deH+TgEWiS9qqK5PgXsjyE5EFfklIxorM6KuPrfaIuEf6taIxl5OpOUUMf/KXAFCCCFFuxDC+lKOw97FyvLQ90Ft/q+mi9kXWRu7lkVHFnH+Ui4/RMYC8MZtLbHRyFdjnWZjB4NnKss7Pme4d0cAdiXsIr0g3ezhbW3UvDZCGQLy2+3nuJCeZ/aYQoiaT34zCSGsy2iE9a+DUQ8ht0Hj3hYJuzZ2LQCdfTuzYGMqOr2R/sHe9G7ubZH4ooZrdSc07A66PIJ2f0dLj5bojXrCY8MtEn5QSx+6N/GkqNjAB2uPWySmEKJmk6JdCGFdJ1YrY2OrtVfPblpASVeHJo49CT+WjI1axetXJrgRApVKueqDCg4tZUS9NjR0aYidjZ2Fwqt487ZWqFXw76FEdp5Js0hcIUTNJUW7EMJ6dPmw9lVlucez4GmZEVtOXz7NqcunsFHbsC5Kmc15fM8gmvm4WCS+uEX4d4AODwMw9sg6Vt35N6OajbJY+FYNXBnbVRkC8q1/jqLTGywWWwhR80jRLoSwnh2fQ0YcuPpfHbHDAkrOsvvbhXE+1Yi3ix3PXRmxQ4gyBs4Aeze0SUdQ7f/e4uFfGtKCeo5aTibn8EPkeYvHF0LUHFK0CyGs43IsbP9UWR7yrsWGeDQajaw5twaAs+eUQv21ESEyxKO4PicvGPCmshzxDkVZiUQmRFosvLujLa9cmZn3s/CTpGQXWCy2EKJmkaJdCGEda1+D4gJo3Ada32WxsPnF+XRr0A07PMjLCKFzUD1GhZp/5lVxC+s4HnzbUliYwaAVI3ki/AnOZZ6zWPj7OwXSLsCN7MJiPlgjN6UKUVdJ0S6EsLxT4XDiX1DbwPCPlZv+LMRR68hg70mkxUxFjS1v39EGlQXji1uQxgZGzsbOCK1zswBKr9ZYJLxaxcw72wDw5/549saaf9hJIUTNI0W7EMKyigthzf+U5a5PgU+IRcPr9AZm/HMUUPNwt0a0auBq0fjiFtWwG7Qbw4jcXADWnFuN0Wi0WPjQQHdGdwoEYPrfR9EbLBdbCFEzSNEuhLCsyC8h/Qw4+0Lf/1k09NnMs8zauIZTKdl4ONkyZXCwReOLW9zgtxmg02BnMBCbdZ6Y9BiLhn9lWDCu9jYcS8zil91yU6oQdY0U7UIIy8m8CFtnK8uD3wF7y57l/iZ6Mb8lvIqdzxr+NywYN0e5+VRUgosfTn1fpU++cjPomlN/WTS8p7MdLw1R/tD8eN0JLuUUWjS+EMK6pGgXQljO+jdAl6fMNNnufouG1ul1rLsym2Ujxw7c1zHQovFFLdH1SUao3QFYc2oFBqNlx04f27UhIX4uZBUUM3v9CYvGFkJYlxTtQgjLOLMRjv4FKjWMsOzNpwAL962imFwMOhc+HDEKtVpuPhVVoNHSe9CHOBsMJBsKOHbcsmfbbTRq3hml3JS6dM8F9p2/bNH4QgjrkaJdCGF+Rbmw8gVlucsT4NfWouELdHq+PfgrAC2c+hPW0NOi8UXtYtdsEDMdmvPPxQTabPkM9MUWjd85yIO7O/hjNMK0Pw9RVCwzpQpRF0jRLoQwv82zIOM8uAbAgDcsHn7W+h0UaZXxrd8b9LjF44vaZ/Bt39BY4wxJh2DXPIvHf2NkKzycbDmZnMPXW85YPL4QwvKkaBdCmFdCNEReKWpGfgJ2LhYNfzwpi2UnfkelMtLCtSOtvBtbNL6opZx9YOh7AOg2zYJ0y022BODhZMv021oBMHfjac6k5lg0vhDC8qRoF0KYj74Y/nkWjAZofTcED7NseIORV/84jMrhLABPdRhr0fiidktuMYiXGodwr687hpXPgwXHbQe4M7QBfVp4U6Q3MO3Pwxhk7HYhajUp2oUQ5rPrK6X7gL07DP/Q4uF/jIwl+kIGNkmT+LDnPPoF9rN4DqL2crF1ZacNnLXVsjtxFxxcatH4KpWK90a1wUGrIepcOsv2XrBofCGEZUnRLoQwj/RzsOl9ZXnIu0p3AgtKyMjn43XKkHivDG/FiGZ90KplXHZhOo5aR0Y2vR2A31xdYN1rkJtm0RwCPRx5aUgLAN5fHUNKVoFF4wshLEeKdiGE6RmNsOpFKM6HoN4Q9pCFwxt5c8URcotz6dDImbFdGlo0vqg77mtxHwCbHB1JK8qAtdMsnsOjPYJo6+9GdkExb608avH4QgjLkKJdCGF6h5bB2U2gsYPbP7f4mOyrDiUScTwFB+/NJLm9zt9nVlg0vqg7gj2CaefdjmIVrHBxgcPL4VS4RXOw0aj54J62aNQqVh9OIvxYskXjCyEsQ4p2IYRp5aZdPdvY73/g2dSi4TPyinh75VGgGGevA2TrMnG1dbVoDqJuKTnb/odXfQwAq6ZAoWVHc2ndwI2JvZsA8OaKI2QX6CwaXwhhflK0CyFMa83/ID8dfNtAj+csHv6dVTGk5RQREHCWAkMm3g7e9AnsY/E8RN0xNGgoLloXLurz2OXZEDLjIGKmxfN4YVBzGnk6kpRVwKw1xy0eXwhhXlK0CyFM5/DvcOR3UGngji9AY9kbP9ceSeKP/RdRq8A/8CAAo5qNkhtQhVk52DjweLvHebnTy7QapIzdTtTXcGaTRfOw12qYdbcy2/Avu+PYdCLFovGFEOYlRbsQwjSyEuDfKcpyn5fBv6NFw6dkF/DaX4cBeLCnI8cy9qFCxb0t7rVoHqJueqzNY4xrPQ73lndA5yuz7v49CfIvWzSPHk29eKynMoHYK78fIj23yKLxhRDmI0W7EKL6jEalQCnIhAZh0GeqhcMrkyil5xbRqr4r7r77Aejp35MGzg0smosQDJ4JHk0hKx5Wv2zx8K8MC6aZjzOp2YW8seIwRgtP+iSEMA8p2oUQ1bfnWzizEWzs4a5vLN4tZumeC2w8noKtRs3s+9qw8uw/wNUbBIWwhCJ9EX+f/pspO9/EcNcCpZvY4d/gyJ8WzcNeq+Gz0aHYXBlNZkV0vEXjCyHMQ4p2IUT1pJ2C9W8qy4NngncLi4Y/fymXd1YdA+DlocG0alCPxUMXM7HtRPoEyA2ownIMRgMf7vmQ8PPhRKp10Psl5YlVL0JWokVzaePvxvMDmwMw/e+jxGfkWzS+EML0pGgXQlSdXgd/PqFMotSkH3SeaNnwBiMvLT9IXpGero09mNBL6cvbxL0Jz3V4Dhu1jUXzEXWbvY09dzS9A4AfY36Evq9A/VAoyFC6j1m4m8rT/ZoS1tCd7IJipi4/iMEg3WSEuJVJ0S6EqLptn0DCfrB3gzu/ArVlv1K+3nqGvecv42xnwyf3t8eA3qLxhfj/xoaMRa1SsyN+BzEZp+Hub5RuY2ciYO93Fs3FRqNmzv2hOGg1RJ69xOKdsRaNL4QwLSnahRBVE78PtnykLI+cA27+Fg1/NCGTT8NPAvDWHa0JqOfI5I2TmbplKheyL1g0FyFKBLoGMixoGADfHv4WvINh0NvKk+vfhEtnLJpPYy8nXh/ZEoAP1x7nVHK2ReMLIUxHinYhROUV5sCfT4JRD63vhraWHVYxv0jPlGUH0emNDG3tyz0d/DmadpQd8TvYcH4DapV8tQnrmdB2AgDh58M5l3kOujwBjfuCLg/+nAjFlh2GcWzXhvQL9qao2MALy6Ip0MkVKSFuRfKbTQhROUYjrHoBLp0Cl/ow8hOLpzD97yOcSM7Gy9mO9+9qi0qlUs5qAiMaj8Df2bJn/YX4rxb1WtAvsB9GjCw+sljpNjbqK6UbWfw+2DDDovmoVCo+uqcd9Ry1HE3I4t1/j1k0vhDCNKRoF0JUzt5FyjB2Kg3cuxgcPSwafvmeC/y2T5n19IsHQvF0tuNMxhk2xG0Arp7lFMKaJradSAefDqVdZXALgFELlOVdX8Gxvy2aj4+rPZ+ODkWlgp92xfG3DAMpxC2nSkX7vHnzCAoKwt7enq5duxIVFVXutkePHuWee+4hKCgIlUrFZ599VtVchRDWFr8f1r6qLA96Cxp1t2j4YwlZvPn3EQBeGhJMj6ZeACw6sgiAAYEDaOre1KI5CXE97bzbsWT4Enr497i6MmQE9HxeWV4xyeL92/sF+zC5fzMApv15mNMp0r9diFtJpYv2ZcuWMWXKFGbMmMH+/ftp3749Q4cOJSUl5brb5+Xl0aRJEz744AP8/PyqnbAQwkryM+C3R0BfBMEjocezFg2fVaDjmZ/3UVhsoH+wN0/3VYrz+Jx4/j37LwCPt33cojkJUWkDpkPDHlCUDcvHgc6y46e/MKgFPZp6klek5+mf9pNXVGzR+EKIqqt00T5nzhwmTpzI+PHjadWqFQsWLMDR0ZFFixZdd/vOnTvz8ccfM2bMGOzs7KqdsBDCCoxGNCsnQ0YcuDdS+ueqVBYMb+R/vx8i9lIe/u4OzLk/FLVaif9zzM/ojXq61e9GW++2FstJiIq4XHCZedHz+O7wleEeNTZw7yJw8obkI7B6qkXz0ahVfD4mDB8XO06l5PD6X0cwWnj8eCFE1VRq5pGioiL27dvHtGnTStep1WoGDRpEZGSkyZIqLCyksLCw9HFWVhYAOp0OnU5nsjji5kqOtxz3ukun09EsZTXqhLUYNXYU370IbJzAgp+J7yPPs+ZIElqNis9Ht8PZVlX6mXyi9RN42nnS1rOtfE7NQL4DqmdPwh4WHFyAs9aZu5rchYutCzh4obrzazS/3IPqwE8U+3fF2P4Bi+Xkbq/ms/vb8fDivfx1IJ4OgW6M6Rxw3W3l/a/b5P03v8oc20oV7Wlpaej1enx9fcus9/X15fjx45Vp6oZmzZrF22+/fc369evX4+joaLI4ouLCw8OtnYKwEs+c4/RI+A2Agw0e4PyBeDhguZvYzmXDF0c1gIo7AouJP7SD+ENlt/HCi8RziSRi2ani6xL5Dqgag9GAj9qHFF0K7656l772fUufa1H/blom/gH/vsT205lkOTS0aG4jA1T8E6fhrZVHyTx3iEDn8reV979uk/fffPLy8iq8bY2c43vatGlMmTKl9HFWVhaBgYEMGTIEV1dXK2ZW9+h0OsLDwxk8eDBardba6QhLy0lB8+3LqDFQ3OoeWo/6mNYW7BaTnlvErK8iMRgLGdHGl1n3t0N1Jb7OoMNGZVP6WJiHfAeYwDmYHjmdvca9vDXkLRxsHJT1xmEYlmZgczaCfimLKH4sAuxcLJbWMIOR3F+jiTieytKLLqx4uhtuDmXfY3n/6zZ5/82vpDdJRVSqaPfy8kKj0ZCcnFxmfXJysklvMrWzs7tu/3etVisfGiuRY18H6fLhj0cgN5kse38cRs5Ba2trsfCFxXomLz1IUlYhTbyc+Oi+UGxtr35lLT60mA3nN/BChxfKjtAhzEK+A6rutma38fXhr4nPiWdV7CoebPng1SfvWQhf90aVfhbtiifggaVKv3cLmXN/GCPnbuPi5XyeX36I78d3Qau59nY3ef/rNnn/zacyx7VSN6La2trSsWNHIiIiStcZDAYiIiLo3t2yQ78JIczIYIAVz8DFPRjt3dnT+DmwdbJYeKPRyKt/HGZP7GVc7Gz4+uGOONtdLWRyinL46dhPxKTHcLnwssXyEqIqtGotj7Z+FIDFRxdTUFxw9UknTxj9E9g4wOlwZUhVC94Y6uao5ZuHO+Foq2HH6Uu8uUJuTBWipqr06DFTpkxh4cKFLFmyhJiYGJ5++mlyc3MZP348AOPGjStzo2pRURHR0dFER0dTVFREfHw80dHRnD592nSvQghhWpvfh6N/gtoG/b3fk2Nf36Lh5248zV8H4tGoVXz1UAea+5btMvDNoW+4XHiZINcghgYNtWhuQlTFqGaj8HX0JSk3iR+P/Vj2Sf8OcPc3yvKehbD7a4vm1qqBK3MfCEOtgqV7LrBw21mLxhdCVEyli/bRo0cze/Zspk+fTmhoKNHR0axdu7b05tS4uDgSE6/eDJaQkEBYWBhhYWEkJiYye/ZswsLCePxxGU9ZiBop+hfY+rGyfPsXGBv1smj4v6PjmRN+EoB37mxD7+beZZ4/n3WeH2OUouflzi9jo66Rt+YIUYa9jT0vdXqJO5rewZ3N7rx2g1Z3wKArAzCsmwYn1lo0v4EtfXljZCsAZq05ztojSRaNL4S4uSr9tps8eTKTJ0++7nObN28u8zgoKEgutQlxq4jdDv88pyz3fgnCxlp0aMe9sem8/JsyNMzE3o15sOu1o2nM3jObYkMxvfx70Segj8VyE6K6hjcezvDGw8vfoOfzkH4G9v8Avz8GE9aBn+XmHhjfM4jYS7n8EHmeF5YdYLl7d1r6Wq5bnBDixip9pl0IUUulnYalY8Ggg1ajoP8bFg0fdymPJ37cR5HewOBWvrw6vOU12+yI38Hmi5uxUdnwcueXLZqfEKaWp/t/Q72pVDByDjTuA7pc+GU0ZFluGFOVSsX021rRt4U3BToDE5bsJTGz4OY7CiEsQop2IQTkpcMv90FBBvh3grsWgNpyXw+ZeTrGfx9Fem4Rbfxd+XxMKBr1tUM5hp9Xxgp+oOUDNHFrYrH8hDCl5NxkXtz0IhPWTcBgNJR9UqOF+38ArxaQFQ+/joaiXIvlZqNR8+WDYYT4uZCaXcgTP+6nQG+x8EKIG5CiXYi6rigXfn0A0s+CW0N44FfQOlgsfIFOzxM/7uVMai5+rvZ890hnHG2v33NvRvcZzOk3h6faP2Wx/IQwNY1aQ2RiJEcuHWHlmZXXbuBQDx5cDo6ekHgQfhsPxUUWy8/FXst3j3bGy9mO48k5LD6hprDYcPMdhRBmJUW7EHWZLh9+HQMXdoGdGzy4DJx9LBa+sFjPEz/uY/e5dJxsNXz3aCd8Xe3L3V6lUjG40WBcbWWSNXHr8nLw4sl2TwLw2f7PyNVd50y6R2MY8yvY2MOpdfDn46AvtliO/u4OfPdIJxy0ao5nqnlh2UF0einchbAmKdqFqKuKC2HZw3BuK9g6w0N/gG8ri4XX6Q1M/uUAW0+m4qDVsHh8F1o3cLvututj15NVVPFZ44So6ca2HEtDl4ak5aex8NDC62/UsCuM/hk0tnDsb1jxNBgs11elfaA7C8aGYaMysuF4Ki8si6ZYCnchrEaKdiHqIr1OGZ3idLgyqcuDyyGws8XCF+sNvLAsmvBjydjaqPn2kU50aexx3W1PpJ/g5a0vc9uft5FekG6xHIUwJ1uNbenN1D8c+4ELWReuv2HzQXDf96C2gcPLYeXzyuRnFtKjqScTgg1oNSr+PZTIK78fwmCQEeGEsAYp2oWoawx6+OtJOL4KNHbwwC8Q1NNy4Q1GXvn9EP8eSkSrUfH1Qx3p2czrutsajUY+2vMRBqOBzn6d8bC/fmEvxK2ob0BfejTogc6gY/be2eVvGDIS7l4IKjUc+BHWvGLRWVNb1TPy2f3t0KhV/Hkgntdl1lQhrEKKdiHqEoMB/p4MR/4A9ZVRKpoOsFh4o9HI6yuO8OeV2U7nPtCB/iHl96FfG7uWqKQo7DR2TOk0xWJ5CmEJKpWKVzq/gkal4Uzmmev3bS/R5m4YNR9QKbOmhr9p0cJ9SCtfPh0diloFv0bF8fbKY1K4C2FhMpWgEHWFwQCrX4KDv4BKA/cuguBhFgtvNBp5e+Uxfo2KQ62CT0eHMqyNX7nbJ+Qk8E7kOwBMaDMBf2d/S6UqhMU0dW/KR30+opd/Lxy1jjfeuP0YKC5QusjsnKvcpNr/dWV8dwu4o30DiooNTP3tIN/vjMVOq+bVYSGoLBRfiLpOzrQLURfodcpNbHsXASq462tl2nQLKdYbePWPw3y/MxaAj+5tzx3tG5S/vaGYV7e9SrYum3be7Xi83eMWylQIyxsSNOTmBXuJjo/C8I+U5a0fw7rXLNrH/d6OAbw7qg0AX285y4x/jqKXPu5CWIQU7ULUdiXjsB9aqpxhHzUf2t1nsfD5RXqe+mk/y/ZeQK2CD+9py70dA264z88xP3Mg5QBOWic+6P0BWrXWQtkKYT0Go4Efj/3ILzG/3HjDrk/C0FnK8q6v4M+JFh3H/aFujZh5Z2tUKvgh8jzP/rqfAp3MwCSEuUn3GCFqs9xLykyn8fuUUWLuXwIthlosfEZeEROW7GXf+cvY2aj54oEwhrYuv0tMiXua30NMegy9/XsT6BJogUyFsL7NFzbz0Z6P0Kq1dPDtQIhHSPkbd38GnLyUK2hHfoe8NBj9E9i5WCTXcd2D8HCy5cVl0aw+nER6bhTfjOuEq738gS2EuciZdiFqq8vnYdEQpWB3qAePrLRowZ6Qkc99CyLZd/4yrvY2/PR41woV7ADOts580PsDRjYZaeYshag5+gf2p19gP3QGHa9sfYU8Xd6Nd2h3vzIhmtYJzm6G72+DnBSL5ApwW7sGLBnfBWc7G3adTWf017tIySqwWHwh6hop2oWojZKOwHdD4NJpcAuEx9ZZdBz2k8nZ3DN/J6dScvBztee3p3rQOejGwzUajUa2x2+XESlEnaVSqZjZYyY+Dj6cyzzHx3s/vvlOzQbBoyvB0RMSo5X/9+lnzZ5riR7NvFj6RDe8nO2ISczi7vk7OZuaY7H4QtQlUrQLUduc3QKLh0NOEvi0ggnrwTvYYuF3n73EfQsiScwsoKm3E38804Ngv5tfsl9xegVPb3ial7a8JIW7qLPq2dfjvd7voULF7yd/Z8P5DTffyb8jTAgH90Zw+ZxSuMfvM3+yV7Txd+PPp3sQ5OnIxcv53HvlCpsQwrSkaBeitjAaYftn8OMoKMyChj1g/GpwLX+UFtOGN/LttrM8+O1uMvN1dGjozu9P9cDf3eGm+8ZmxjIrSrmxrpVnKxlCTtRp3ep3Y3yb8QDM2DmDpNykm+/k2VQp3P3aQm4qLBoGexdbbCz3hp6O/P50D9r6u5GeW8SYbyL5ITJW/gAXwoSkaBeiNijIhGUPwYYZYDRA+wfg4T+VvuwWkFNYzORfDvDuvzHoDUbuDG3Az493o56T7U33zSrKYsqWKeQX59PVryuPtXnMAhkLUbNNDptMG8825BXncTrjdMV2cvGFR1dD8EjQF8GqF+DvSaDLN2uuJbyc7fj1iW4Mb+OHTm9k+t9HmbL8IHlFxRaJL0RtJ0W7ELe65GPwTX84vgo0tnDbp8qwjtqbn+E2hdMp2dz55Xb+PZyIjVrF23e05rPRoTjYam66b35xPs9GPMupy6fwcvDivV7voVbJ15IQWrWWD/t8yLwB8+jl36viO9q7KqPIDJwBKjVE/wzfDYb0c+ZL9j+c7Wz4amwHXh/REo1axV8H4rn7q52cS7vBbK9CiAqR345C3MoOLYdvB0L6GXANgMfWQqfHLDZD4qpDCdzx5Q7OpObi62rHsie780iPoAp1b9EZdEzdMpX9Kftx0bqwYNACfJ18LZC1ELeGhq4N6eHfo/TxpfxLGIwVmEhJrYbeU+Dhv8DRC5IOwzd94eQ6M2Z7lUqlYmKfJvzyeFe8nO04npTNHXO3s+5oBbr5CCHKJUW7ELeiojz49yVlUhVdHjTpD09uVW5Is4ACnZ63/jnK5F8OkFekp3sTT/59rjcdG1W8O86J9BPsStiFncaOLwd+SbCH5W6WFeJWcy7zHA/8+wCzds+qeD/xJv2U74WAzkoXul/uh4iZFpuIqWsTT/59rhedGtUju7CYJ3/cx6zVMRQWy0RMQlSFFO1C3Gpid8D8HrDnW+Vxn5fhoT/AydMi4ffGpjPi8218vzMWgKf6NuXHCV3wcrarVDttvNrw9eCvmdNvDh18O5ghUyFqj1OXT5GUm8TSE0uZf3B+xXd081f6uXeeqDze9gks7A8J0WbJ8//zdbXn1ye68VjPxgB8vfUst32xnegLGRaJL0RtIkW7ELeKwhxY/TJ8P0IZ1s3VH8b+AQPeAPXN+49XV36Rnpkrj3Hf15GcTcvFx8WO7x7pxKvDQ7DRVPyrJKfo6hjOnfw60SegjznSFaJWGRI0hNe7vg7A/IPz+Tnm54rvbGMLI2fDfd8r47knH4GFAyDiHSguNE/C/6HVqJl+eysWPNQRL2dbTqXkcPdXO5i1JoYCnZx1F6KipGgX4lZwdotydj3qG+Vxh3HwTCQ0H2SR8Kez4LZ5O1m04xxGI9zbMYDwF/sysGXl+qAvP7GcO1fcyanLp8yUqRC11+iQ0TwT+gwAH0R9wKqzqyrXQOu7YFKU8q9RD9tmw9d94aJlxnQf1saP8Bf7cmdoAwxG+HrLWUZ8sU3GdBeigqRoF6Imy8+AVS/CD3dAxnlldtOH/4I75oK9m9nDZxfomLkqhrlHbYhLz6e+mz2Lx3dm9n3tcXPUVrgdo9HI4iOLeXfXu6Tkp7DpwiYzZi1E7fVUu6d4MORBAN7Y/gbLji+rXANOXsoZ9/t/ACdvSI2B7wZB+HQoMv8IL/WcbPl8TBgLx3XC28WOs6m53LtgJ++uOkZuoQwNKcSNSNEuRE1UXAS7v4YvwmDvImVdpwnK2fWmA8weXqc38GNkLP0+3syPuy8AcH9Hf9a92If+wT6VaqtIX8QbO95gzr45GDEytuVYJradaI60haj1VCoV/+vyP0Y1G4XeqGfV2VUUG6pQ7La6Uznr3vY+ZW6HHZ/D3I6w/0cwmL/LyuBWvoS/2Ie7O/hjNMK328/Rb/Zmfo2Ko1hfgRFyhKiDbKydgBDiP4xGZbz18BnKMI4A3iEw4mNobP6+30ajkQ0xKcxaE8PZVOWsWxMvR4Z6ZzNlVGu02oqfXQdIy0/jxU0vEp0ajVql5pXOr/BgyIMy46kQ1aBWqZnZYyYhHiEMDRqKjbqKv8odPeCeb6H13bD2VeVq3j+TYfcCGPKO2U8QuDvaMuf+UG5v14C3Vh7l/KU8pv15mMU7zjFtREv6tfCW7woh/kOKdiFqiov7YP3rEBepPHbyhv6vQ9jDoDH/f9XDFzN5b/Uxdp1NB8DDyZYXBzXnnrD6hK9bW+n2LmRfYMK6CSTmJuKidWF239llxpwWQlSdSqVibMuxZdb9cPQHegf0prFb48o1FjICmg1U7pnZ+rFyo+qPd0GzQdB/hgmzvr7+IT70bObFT7vO88XGU5xMzmH84j30aubFayNa0qqBq9lzEOJWIEW7ENYWvw+2fwYx/yiPbRygx2To+TzYuZg9/OGLmSzYeoZ/DyUCYGejZkKvxjzVrymu9lp0Ol2V2vV19KW+U31sNbbMHTC38oWEEKLC1p5by8d7P2bBoQXKH8gNKvkHso0d9HgWQscqhXvUQji9AZszG+ng3h1SgsC/vVlyB7C1UfNYr8bc0yGAeZtP8/2OWLafTmPk3G3c0b4BT/ZpKsW7qPOkaBfCGoxGOL1B6Ucau+3KShWEPqicXXfzN3N4I9tOpfH11jPsOH2pdP3dYf68NDQYf3eHKrWbX5yPwWjASeuErcaWT/t/ikalwc3O/DfNClGXdfLrRKh3KNGp0Tyz4RmeaPcEj7d9HFuNbeUacvSAYbOg8+MQ8TaqY38TeHkHLOwDzYcoJxMa9TTbrMtujlpeG9GSh7s14qN1J1h5MIG/o5WfPi28eapPE7o39ZRuM6JOkqJdCEvS6+DIH7DjC0g5qqxT20Db+5WzXL6tzBq+WG/g38OJLNhylpjELAA0ahV3tG/AE32a0LJ+1c9kbb24lfd3v09v/9683k0ZT9rD3sMkeQshbszLwYvvhn7HzMiZ/H3mb+YfnM+ac2t4o9sbdK3ftfINejaF+3+g+HwUyX+9ToPMvahOrYdT65WZl3s+DyG3mW2OiEAPR+Y+EMaTfZrw9daz/Hsoga0nU9l6MpW2/m482bcJw1r7VWqOCCFudVK0C2EJ6Wch+hflJyteWWfrDB0fhW5Pg1uAWcNfSM/j930X+X3fReIz8gFwtNUwpnNDHusVREA9xyq3nZSbxIdRH7IhbgMA2+K3kafLw1Fb9TaFEJVnq7HlnZ7v0Mu/Fx/u+ZDYrFgeX/84j7V5jBc7vlilNo0NwtjbeDIjuoWg3fM1RP+sdOlbPg7qBUHYQ9D+AbN9h7Xxd2PuA2G8MjSYb7edZdneCxyOz2TyLwcIqOfA/Z0CubuDf7W+w4S4VUjRLoS5FObAsRVKoX5+x9X1Tj5Kod7pMXBwN1v4vKJi1hxO4rd9F0pvLgXwdLJlfM8gHurWCHfHSl46/49iQzFLjy9l7oG55BXnoVFpGNdqHE+1f0oKdiGsRKVSMazxMHr692TugbksPb6Ujr4dq9+wRxO4bQ70m6bcsBr1DVyOhY3vwsb3oGl/pT98yEjQVq173Y0Eejjy9p1teH5QC36IjGXJzlguXs5nTvhJPt1wkh5NPbmvYyBDW/vhYGv+GaKFsAYp2oUwpeJCpY/6kT/h6ArQlUxWolKGTwsbC8EjQWtvlvBFxQZ2nb3EqkMJ/HsokdwiZbxllQp6NfPi3o4BDG3th722er/UzmScYeqWqZzOOA1Ae+/2vNntTYI9gqv9GoQQ1edi68JrXV9jbMuxNHJtVLp++YnluNm5MbDhwKoNFensDQNeh14vwLG/4cDPcH47nNmo/Ni5QZu7lZ+G3UFTuWFib8bDyZYXBrXgyT5NWXMkkd/3XWTnmUvsOK38uNjZcFv7+tzWrgFdGnugle4zohaRol2I6spLh1PhcOJfOB0BRTlXn/NoqhTq7caY7ebSzDwdm0+msP5YMltOpJLzn1kFG3k6cm+HAO7uGFDlm0tLGI3G0mVfR1+ScpNwsXXhxY4vck/ze1Cr5JejEDXNfwv2XF0un+37jGxdNv7O/jzc6mHuanZX1a6M2TopN86HPgjp5+Dgr8pVxcwLsG+x8mPvrty8GjxcGT7S3nSjvzjYari7QwB3dwjgQnoef+xXuv9dvJzPr1EX+DXqAi72NvQP9mFQK1/6BXvjam/aPyCEsDQp2oWoLH0xJB2E2B3KTVnnd4LxPzMIOvspv6Taj4HAriYfZUFvMHIsIYvd5y6x8XgKUefSKTZcLai9nO0Y3MqHu8IC6BxUr9qjLCTmJrImfw0rIlawaNgiVCoVzrbOfNr/U1p6tJSRYYS4RRiNRsa2GsvS40uJz4nng6gPmBc9j9HBo3kw5EG8Hb2r1rBHY+j/GvR9FWK3wqHlcHIt5F2Cw8uVH7UWGveG5kMhqCf4tAa1af7QD/Rw5IVBLXhuQHN2n0vnrwMXiYhJ4VJuEf8cTOCfgwnYqFV0a+JJ/xAfujb2oGV9VzRqGYFG3FqkaBfiZoqLIDEaYrcrfdPjdkNRdtltfForE5QED4f6YSb7ZQSg0xs4HJ9J1Ll0dp+9xN7Yy2QXlp22vIWvM4Na+jK4lS/tA9xRV/OXUUpeChFxEUScj2Bv8l70Rj2kwIGUA3Tw7QBAt/rdqhVDCGFZzrbOTAqdxGNtHuOf0//ww7EfiMuO49vD3/L9ke+Z1XsWwxoPq3oAtRqa9FN+DHq4EAUnVis/l05f7UIDYO8GDXsoBXyjnuDXrtqTyKnVKro39aR7U0/0BiPRFy4TfiyFDTHJnE7JYfvpNLafTgPAxd6GLkEedG3iQdfGnrRu4Coj0YgaT4p2If6ruAhSj0Piwas/SYehOL/sdiW/cJr0VQr1ekEmCa/TGziVnMORhEyOxmdyNCGLowlZ5Ov0ZbZzsbOhc2MPejT1ZHArXxp5Opkk/q7EXcw7MI/o1Ogy6xvbNGZKrymE+oSaJI4QwnocbBwYHTKae1vcy+aLm1lydAkHUg7QyvPqkLORCZGczTxL3wZ9qxZErYFG3ZWfIe9A2imleD+7BS7shoJMOLlG+QFlNC2/dlC//dUfrxZVLuQ1ahUdG3nQsZEHrw4P4VxaLhuOJbPjTJpy4qOgmIjjKUQcTwGU0bRaN3CldQM32vi70cbflWbezlLIixpFinZRNxUXKv0wL52CtJOQdhpSjik/+qJrt3fwgEY9IKiXclbIt3W1xicuKjYQl57LmdRczqTmcDY1l5PJ2RxPzKZIb7hme3dH7ZWzQp4mubRrMBo4m3GWg6kHaVGvBW2925Y+V1Kwt/Nux+CGg+nr35dDWw/Rs0FP6bcuRC2iUWsY2HAgAxsO5EL2BQJdAkufW3p8KRsvbOQDPsBH7cO+3fsI8w0j1CeUINegyne782oOXs8r47v/t4vh+R1wPhIKMyFup/JTwsYefNuAT0tlf8/myr/1gip9g2tjLycm9mnCxD5NKNYbOJaYxe6z6ew+l86e2HQy83Xsib3MntjLpfvY2agJqe9KsK8zTbydaeLlRBNvZxp5OsoNrsIqpGgXtZO+GLITIPPilZ8Lyr8ZF5TLtBnnwXhtcQwoox/ULznjE6r869msUl1eivUGkrMLScjIJyEjn/iSfy/ncy4tlwuX89H/px/6f7nY2dDa35U2/znj08TLucpdXnQGHacvnyY2K5azmWc5nHaYQymHyNYpXXweavlQadHe0bcjr3d9nf6B/fF18lX21+k4xKEqxRZC3Br+W7AD9GjQg4zCDA6kHCDFkMJfZ/7irzN/AcpETuH3hpeOPpOYk0g9+3rY21RwVCyNjTJBk39H6Pmc0pUm9TgkHvrPFc5Dyk398XuVn/9S2yiFu0dTcA9Uxoh3C7zyEwAufjc8qWKjUdMuwJ12Ae5M7NMEg8HI6dQcjsRnciQ+iyMJmRxLyCKnsJiDFzI4eCGjbPpqFQ09HGns5YS/uwMN3B1o4G5fuuzjYidn6IVZVKlonzdvHh9//DFJSUm0b9+euXPn0qVLl3K3/+2333jzzTeJjY2lefPmfPjhh4wYMaLKSYs6qLgQ8jOgIAPyL1/5yYDcVMhNgZz//JuTDHlp5RflJWxdwKvZ1bM3Xv/X3t0HR1WfCxz/nrO7Z7PJZvNOkoW8gWB4U6hRBPTaKl5a3669LW+tiO29nVtnfAGUilrsOC0wOKOlSguD0946Yxl1bpWpDIqI1qIgIhEoogEkvIa8EEg2yWY3u3t+94+zbBKTQLAku7rPJ3PmZM959uyz+zt7zrNnz/ntKKtAzyrtcfFoR9ikuS1Ic3sHTf4Qze0hmvwhzrR1cLo1SENrkIaWIKdbrduNrUH6qMlj0gybdfQmL43huW4uG+Jm3FAPRVmpF1Wgt4XaqPfX0+BvoL7dGhelFzGtZBoArR2tzNwws8f9XHYX43LHUZZRFpvm0B3MLp/d78cWQnwzzSqfxazyWdS31POnTX/CUeJg7+m9fNr4Kd40b7fuIu99+14ONx+mMK2Q0oxSSj2lFKYVkpeax1D30AufVqfbrG8v88fChDnWNNO0fpTu1G7r1JrGg9HxF1ZXuo2HrKE3mg3S8qzuKd351m9juPOscVouuLKsnm1cWeDKQndlMio/nVH56fznt849vOLYGT/7apo5VG99G3r4tDX2d0SoPt1G9em2Xh/epmvkpBnkup3kpjvJdRvkuZ3kpTvJTjPIcDnITHWQ4bL+z3A5MOxS5IsLu+ii/eWXX2bhwoWsWbOGSZMmsXLlSqZPn05VVRVDhgzpEb9t2zbmzJnD8uXLue2221i3bh133nknlZWVjBs37pI8CTFITBPMsNVTihm2jo6YYet0kkgo+n+o83YkaBXbkY7u43A7hL48+KGjzTqyEmy1LvQMtkKwxZoW8l98urqDYGohgVQvflcBrSmFtDjzOeMsosFZxBmyaA+btIciBBojtNVEaNt5mtZgLW0dYdqCEVqDYVoD4R7nlPeHw6ZRmGEdgfFmuhiakUJBppOhWQ6GZRtkpurYdTuZKZlWvspkV90ujta00x7uHPwhPy0dLZR4Svj+yO8D1g8b3bH+DhrbG/GHe7421w+9Pla0Z6VkUeopjY3Ls8uZMGQCo7JGfbV+moUQSSMrJYvRjtHcMuEWHA4HoUiIxkBjbL6pTJo7mlEoatpqqGmrYVtN5ykuY3PG8tJtL8Vu3/PmPQTCATyGhwxnBh7Dg8fpId1Ix+v28t3S6IWwus4+AmiFo3EOm4DD5sDQDRy6A6OtEWfzMZxNx6H5ZOc3qc3HwVdj7Ytaa62Bf/bviTrSwOkGZzoYbnRnOqWGm1Kn2+reMtMFeS7UFS5aIgYNAZ36do3GIDS0KWr9ijq/4lSrSbtpJ9Rqp6PVxrFaG18oOyHshLERxkYEPTaOoKPQSTVspDntuJ120pw23LH/7aQaNlIcNlznhujtFIcNw65j2HScdt36P3rbbtOiYx27rmHYrbHdpmPTNey6hk3XsGnav9xxgRg8mura+XI/TJo0iauvvppVq1YBYJomRUVF3H///SxevLhH/KxZs2hra2PDhg2xaddeey0TJkxgzZo1vT5GMBgkGAzGbvt8PoqKijh9+jQez6Xr57U/dr74BNt8b/GhK9xnzIJGJzkR61PyprQQW9PC9PUWuL/RQUE09p3UMFvcXYvB7k1x7xk7xWEdUGxNjfCG2+we2yX8Z00aozpAA7a7FK+md1+W1mX5P2sKMz5obSo+StF5McPeJU51+/9/zrYwORBAx2RXisFzWX137/dfTT5uaA8AsMdp8HR2Zp+xdzW38O9+6+LOKsPB0pysPmNn+Fq5vc2PqTT+6XCzNDeDMDqR6AYwhC22QfQ0j4Smq6hXGTQ6TFK8L3dfmNb5/ELNVxI6e5012daCq+iF2GvUGWeNw77xhM7ciCfFjtsVwp+7El0Hmwa6rtA0a9A1xaQh32bBxIfIdTvpMAPc+NcbiZgRwqrnOnRz8c2suG4FABEzwtUvXd3n63Cd9zqe/fazsdtTXp5CIGK93m6Hm1xXLnmuPPJceZRnlXPX6Lv6XNbFCIVCbN68mZtvvhmHQ/o5TjbS/smtP+2vlKIp2MQR3xGO+I5wrOWY9a1fewNlnjIevfrRWOx1r1zX64EGgPE543lh+gux29997bvUt9f3GjsycyQv39K5fZ+5cSanWk9h023Y0KxSWIENRZGexvPpE9Ha6qH9DPMjJzhKCM2MoKkIurL2kRqQE4mwpq4httwludkcMqzn3WX3gQakKZO1tZ2xy7Kz2O80YvO7sivF/9Z2PpdnsjLZnWLFqtgeunMPvKrGB+iYaPwpy8Uu17n9dDQmGqjQePJUCKfSUGj8X6bOx6mdR+277tEBHq6FdNOK3Zih2JH2pSfV5Z8H6u1kRzRMpXjHo/jA3dfBK417Gx0UhK3HfS8tzDt9xsJ/n3VSHLJiP0gNsyk91GfsvLNORoSsU512poR53dPLNWdRP2pyUt5hxe5JCfPX88TO8BlcEbRe0/1GhBqHSUXef1Axs2cdO9B8Ph+5ubk0NzdfsMa9qMNsHR0d7Nq1i0cf7XwD6rrOtGnT2L59e6/32b59OwsXLuw2bfr06axfv77Px1m+fDlPPvlkj+lvvfUWqamD+/Po6TWf0pHeSJUzvc+Y4sgXFIWtguwNPYOq8/RbXWAeYVTYWkHf0T187szsMzZHHeeysLXSfUA6nzn7LmzTVS0lEeuDzoeam/0p2b1EWW9EG80MMa2COaKn8s+U3D6X22pT2LHefE26zicpfZ+zeMIW4oyyE8bOEc04b2xBSyGnwzkEMDhs7+CTlD6+5gQ+993E44Hv0EIqmlZDmmtVdE4kOnQ6609Ht5ega5DprCeUeqzP5Q6hhBKnicMGpq2Dna4TfcZWuIfx/ZFhdC2M3/SzzFfXOfNLZ+HU1R9i1/tWt2ZhFSYYCdKXmlM1bNy4MXa7QC9A13QMDByaA0MzcODApbnIO5vXLfYe1z2kaCmk6+k4Nac1MRgdmmBj9UYupc2bN1/S5YmvF2n/5Nbf9nfiZGT0D4AGum23fpTyIwIqgF/5CZgB2lU77aqdgAqQ3ZbdLdboMPBoHsKEiaiINY5u8/0t/m6xp32naTN7P10loqewITwVnIATPvU9S71ZDzYb0P3c9yxS+XD4XOxmAHuknX36Dg7prb0uN93UaHCPRldhbGaIAykR9jh7P2RnfOl8yWqH/bz7SI/mj2XW4DD49DyxRXo97ujx1zYjm89d7j5jR9hOkBfdab3uyOKAq7faxlrWcO0oRYRBg3ftGVSl9FXbKIapI1xuWrXNVpuHqug3yL0pUNWMiXb4sFNLp+o8tU2eOsKYsLUP3ae5qXL2VttYsjjGmGhPb1+QSpWz79omXZ1gdPQb/JMOFyc1A9+xfd3WqcHi9/f/TIKLOtJeU1PD0KFD2bZtG5MnT45N/8UvfsF7773Hjh07etzHMAxeeOEF5syZE5v2hz/8gSeffJK6uroe8ZBYR9q/2LuNT09+REOkqc+YsUYpKZr1iflEuIG6yLmrz3u+eccYJbhsVoFVE27kVPhM7wvVNC43iknTrQ8p9eGznAjXRz+Ra93iAC4zivHY3KBp1IfPcjxUG51nDUoD0EHTGG6UkGHPAE2n0WziaPBE53J166s6NA00nWFGGScP1DJ2/JW00MqR9sOg6ShNB023zh3UNNCgOG0kuSkFAPg6zlLd+qk1S9M6s47eLkkbQUHqMDQN2kLNfN68F10DXdPQNS16P+t2afpwSjwl2HSN9nALexorsekaGtZXfF17MSjxlDA8Yzhgneu9s25n50v1pfYY5h7GiMwRAATCAXbW7USjc3nn4jVNIz81P7bckBli7+m9aGjYNBua1jnW0clwZlCYVghYR6Bq/bXYNTu6pmPTbdbXu7qBXbf/yz98NBjkSGtyk/ZPbonW/kopwmaYsArjsnf+ynOdv46OSIdV3JthTGVaAyYO3cHIzJGx2P2N+/GH/SgUZvTaJ1OZKKUwbAYV+RWx2N0Nu2npaEF1OWZ9rmyy63ameqd2i20KNtFbWaVrOjcMvT52aumeht00tkevvVIR6/RTTFAKlMl38q6y9kBmhH1NB6kLNlrzUGjKjNbVVu7/ljUeh66DMtnfcpRTgUa6HIo/lzVKKa71XI6h2YmYiqq2k5wInEapc8/fem4KUKZiYuoIHEpj/2dVuMqyOBVpisVElxh9PWBcSgmpmhMFnOho4GS4MTav6xig3FlEuu5CAbWhMxwPNXR7fbumPcoxFI9udWncEGniaEfv37wAXObwkmlzo5SiMeKjOtx7jQlQZs8nx2bVk2cjLfhVkNElkykd0/f1mQNlwI60Dxan04nT6ewx3eFwDPpGo/yqGyi/qv/91PZ9csPXUygUYuPZjVz/rXHR1/76ft6zABjdz9gcpjK8n7FplOb27yLmTEcmN5fd3K9Yh8PBjaU39i8WB9cO7f8PCxUbxf2OTWTxeP+JxCHtn9wSqf0NjB7ThmUM6/f9ryy4st+xV3v7v1fvX6xV21SU/Fu/lztx6BX9jr0iOvRHRXQ4n1AoxN4zG7n+27f0u/3HXDgkpv8t8c11Me+ri7pcOTc3F5vN1uMIeV1dHQUFBb3ep6Cg4KLihRBCCCGEEN1dVNFuGAZXXXUVW7ZsiU0zTZMtW7Z0O12mq8mTJ3eLB+vcuL7ihRBCCCGEEN1d9OkxCxcuZN68eVRUVHDNNdewcuVK2tra+MlPfgLA3XffzdChQ1m+fDkADz74IDfccANPP/00t956Ky+99BIff/wxa9euvbTPRAghhBBCiG+oiy7aZ82aRUNDA0888QS1tbVMmDCBN998k/x869cTjx07ht7llyOnTJnCunXr+OUvf8ljjz3GyJEjWb9+vfTRLoQQQgghRD99pQtR77vvPu67775e5/3973/vMW3GjBnMmDHjqzyUEEIIIYQQSU9+N1cIIYQQQogEJ0W7EEIIIYQQCU6KdiGEEEIIIRKcFO1CCCGEEEIkOCnahRBCCCGESHBfqfeYwaaUAsDn88U5k+QTCoXw+/34fL6E+QlrMbhkHUhu0v7JTdo/uUn7D7xzte25Wvd8vhZFe0tLCwBFRUVxzkQIIYQQQohLq6WlhYyMjPPGaKo/pX2cmaZJTU0N6enpaJoW73SSis/no6ioiOPHj+PxeOKdjogDWQeSm7R/cpP2T27S/gNPKUVLSwter7fbj5P25mtxpF3XdYYNGxbvNJKax+ORN2ySk3UguUn7Jzdp/+Qm7T+wLnSE/Ry5EFUIIYQQQogEJ0W7EEIIIYQQCU6KdnFeTqeTX/3qVzidzninIuJE1oHkJu2f3KT9k5u0f2L5WlyIKoQQQgghRDKTI+1CCCGEEEIkOCnahRBCCCGESHBStAshhBBCCJHgpGgXQgghhBAiwUnRLoQQQgghRIKTol306eTJk9x1113k5OTgcrkYP348H3/8cbzTEoMgEomwZMkSysrKcLlcjBgxgl//+tdIZ1PfTP/4xz+4/fbb8Xq9aJrG+vXru81XSvHEE09QWFiIy+Vi2rRpHDx4MD7JigFxvnUgFArxyCOPMH78eNLS0vB6vdx9993U1NTEL2FxSV1oG9DVz3/+czRNY+XKlYOWn7BI0S56dfbsWaZOnYrD4eCNN95g//79PP3002RlZcU7NTEIVqxYwerVq1m1ahWfffYZK1as4KmnnuK5556Ld2piALS1tXHllVfy+9//vtf5Tz31FM8++yxr1qxhx44dpKWlMX36dAKBwCBnKgbK+dYBv99PZWUlS5YsobKykldffZWqqiruuOOOOGQqBsKFtgHnvPbaa3z44Yd4vd5Bykx0Jf20i14tXryYDz74gK1bt8Y7FREHt912G/n5+fzxj3+MTfvBD36Ay+XixRdfjGNmYqBpmsZrr73GnXfeCVhH2b1eLw899BAPP/wwAM3NzeTn5/PnP/+Z2bNnxzFbMRC+vA70ZufOnVxzzTUcPXqU4uLiwUtODLi+2v/kyZNMmjSJTZs2ceuttzJ//nzmz58flxyTlRxpF73629/+RkVFBTNmzGDIkCFMnDiR559/Pt5piUEyZcoUtmzZwoEDBwDYs2cP77//Pt/73vfinJkYbNXV1dTW1jJt2rTYtIyMDCZNmsT27dvjmJmIp+bmZjRNIzMzM96piEFgmiZz585l0aJFjB07Nt7pJC17vBMQienw4cOsXr2ahQsX8thjj7Fz504eeOABDMNg3rx58U5PDLDFixfj8/koLy/HZrMRiURYunQpP/7xj+OdmhhktbW1AOTn53ebnp+fH5snkksgEOCRRx5hzpw5eDyeeKcjBsGKFSuw2+088MAD8U4lqUnRLnplmiYVFRUsW7YMgIkTJ7Jv3z7WrFkjRXsSeOWVV/jLX/7CunXrGDt2LLt372b+/Pl4vV5pfyGSWCgUYubMmSilWL16dbzTEYNg165d/O53v6OyshJN0+KdTlKT02NErwoLCxkzZky3aaNHj+bYsWNxykgMpkWLFrF48WJmz57N+PHjmTt3LgsWLGD58uXxTk0MsoKCAgDq6uq6Ta+rq4vNE8nhXMF+9OhRNm/eLEfZk8TWrVupr6+nuLgYu92O3W7n6NGjPPTQQ5SWlsY7vaQiRbvo1dSpU6mqquo27cCBA5SUlMQpIzGY/H4/ut5982Cz2TBNM04ZiXgpKyujoKCALVu2xKb5fD527NjB5MmT45iZGEznCvaDBw/y9ttvk5OTE++UxCCZO3cue/fuZffu3bHB6/WyaNEiNm3aFO/0koqcHiN6tWDBAqZMmcKyZcuYOXMmH330EWvXrmXt2rXxTk0Mgttvv52lS5dSXFzM2LFj+eSTT3jmmWf46U9/Gu/UxABobW3l0KFDsdvV1dXs3r2b7OxsiouLmT9/Pr/5zW8YOXIkZWVlLFmyBK/Xe97eRcTXy/nWgcLCQn74wx9SWVnJhg0biEQisesZsrOzMQwjXmmLS+RC24Avf0hzOBwUFBRw+eWXD3aqyU0J0YfXX39djRs3TjmdTlVeXq7Wrl0b75TEIPH5fOrBBx9UxcXFKiUlRQ0fPlw9/vjjKhgMxjs1MQDeffddBfQY5s2bp5RSyjRNtWTJEpWfn6+cTqe66aabVFVVVXyTFpfU+daB6urqXucB6t1334136uISuNA24MtKSkrUb3/720HNUSgl/bQLIYQQQgiR4OScdiGEEEIIIRKcFO1CCCGEEEIkOCnahRBCCCGESHBStAshhBBCCJHgpGgXQgghhBAiwUnRLoQQQgghRIKTol0IIYQQQogEJ0W7EEIIIYQQCU6KdiGEEEIIIRKcFO1CCCGEEEIkOCnahRBCCCGESHD/D/67kisG6mV9AAAAAElFTkSuQmCC", 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" ] @@ -647,12 +647,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", 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Mw9zb8V7C/cIt3r/BaGDurrlsvbCV5bcsp417G4vHYA4N5fwL8zDV+U9OTpb/vxsgo9FIQUEBrq6uqFQqa4fToDVv3pzQ0NArbq+cTVITtUravb290Wg0pKWlVbs9LS0Nf3//q94nICAArVZbbSpM586dSU1Npby8HHt7+yvu4+DgcNXdx7RarfynYSXy3Atbfw2sObeG07mnGdFyhNXi1Bv1yg6pZ35lbr+5N75DA2Lr51+YV33Pv1qtRq2WKtMNTeWUGJVKJeevntRq9VX/hmrzd1WrM2Bvb094eDibN2+uus1gMLB582YGDBhw1fsMGjSI06dPV5sLdfLkSQICAq6asAshRG2dyjnF6dzT2KntGNVqlNXiuKvjXQCsPrOaYl3Nv/IUQgghbqTWH5vmzJnD4sWLWbZsGXFxccyaNYuioqKqajLTp0+vtlB11qxZZGdn89RTT3Hy5EnWrl3LG2+8wRNPPGG6RyGEaNLWn1sPwODAwbjZW+8r+AEtBhDsGkyBroANCRusFocQwnpKSkqsHYJopGqdtE+dOpV3332XefPmERYWRkxMDBEREVWLUxMTE0lJSak6Pjg4mA0bNrB//366d+/Ok08+yVNPPXXV8pBCCFFbRqOxKmm/pfUtVo1FrVIzse1EALYkbrFqLEIIyzIajTz66KO4uLgwd+5csrKy8PX1JSEhwdqhCTO6++67ee+99yzSV50Wos6ePZvZs2df9XeRkZFX3DZgwAD27t1bl66EEOK6jmUe42LhRZzsnBgWNMza4TCi5Qg+jvmYPSl7KNYV46yVildCNCZRUVH07dv3ittXr17NkCFDCAoKAuD1119n4sSJtdqbZuHChfz666+cOHECJycnBg4cyFtvvUXHjh1NFb4wsRdffJGhQ4fyyCOPmL1CkqwqEEI0aOsTlFH24UHDbSJBbu/RnkCXQMr0ZexNkcEKIRqbGTNmkJmZecXtUVFR3H///cybN49nn32Wr776iocffrhWbW/bto0nnniCvXv3smnTJnQ6HWPHjqWoqMhU4QsT69SpE23btuW7774ze1+StAshGrSOnh0J9Q7l5tY3WzsUQKmy8FC3h3ix34t09+lu7XCEECaUl5dHXFwcy5Ytq3Z7RUVFtSog69atw8HBgf79+1c7bt++fQwePBgnJyfCwsLYvn07KpWKY8eOARAREcGDDz5I165d6dGjB0uXLiUxMZHo6OgaxZeQkIBKpeKXX35h6NChODk50adPHxITE9mxYwf9+/fH2dmZUaNGkZubW3W/xMRE7r33Xjw9PfHy8mLatGnk5ORUa3v+/PmEhobSrFkz/Pz8mDVrVtXGQGfOnEGlUrFmzRpGjRqFs7MzHTt2ZN++fTV+bm/03NQ0zmvx9fXlyy+/rHbb/v37cXR05Ny5czd8jH99fleuXMmQIUNwcHDgjz/+4LbbbmP58uU1fqx1JUm7EKJBm9huIj+M/4HhwcOtHUqVuzrexdROU/F28rZ2KELYJqMRyousc7m0y2ddREdH07x5cz7//POq3UIBduzYwdChQ6tdDw+vvl/EsWPHGDVqFMOHD+fQoUO89NJLTJkyBQcHBzp16nTV/vLy8gDw8vKqUXyHDx8G4LPPPuONN95g9+7dpKWlcd999/Hmm2/y8ccfs3XrVg4fPszXX38NwOnTpwkPD6ddu3ZVI/ynT5/mueeeq2rXaDRiNBr5/PPPOX78OEuXLuWXX36pSoIPHz6MSqXi/fff56WXXuLw4cO0bNmyxusXa/Lc1CTO6wkNDeX48ePVbnv++ed57LHHaN269Q0f41+f33feeYd58+YRGxvLqFGj6Nu3L1FRUZSVldUolroy++ZKQghhCbLxhxANiK4Y3mhhnb7/Lxns67Zr8b59+/jwww+57777iIiI4OablW/4du7cWa1y3vnz52nRovrje/LJJ5kwYQKvvfYaoEyrWLZsGRcvXsTO7sp0zGAw8PTTTzNo0CC6detWo/hiYmLw8vJixYoVNG/eHIBhw4axc+dOYmNjq3aV79OnD6mpqQA8/vjjPP7449V2ov/3v/9dLRlWqVS88sorVddbtWrF6NGjiY+PB5Rk1sPDgxUrVuDj4wPAhAkT+Pzzz2sUd02em5rEeT3dunWrlrRv2LCBAwcOsHLlyho9RlCe32bNmvHTTz9VW6vQokULysvLSU1NpVWrVjWKpy5kpF0I0SDpDDpWnV5FXlmetUO5qsySTFacWMEfZ/6wdihCCBM5efIk06ZNY9CgQXzwwQdVtxuNxmqJd0lJCY6OjlXXz58/z9atW/nPf/5TrT0HBwd69Ohx1b6eeOIJjh07VqtpF4cPH+b222+vSthBmVIyderUqoS98rbWrVtz/vx5Nm3axDvvvIOLi0vV5b777qv2eM6fP88TTzxBt27d8PT0xMXFhZUrV1Ytuj18+DATJ06sStgBzp07R7t27W4Yc02em5rGeT1/HWk3Go3MnTuX5557Dm9v7xo9xsrHOWHChCsWFzs5OQFQXGze/TlkpF0I0SDtTd7LS7tewr+ZPxvv2GhzI+1RKVG8tu812nm0Y0LbCdYORwjbonVWRryt1XcdFBUV4enpCcArr7zCqFGj2L59O76+vleMhHt7e1ebax0TE4O9vT1du3atdlxcXByPPPLIFX3Nnj2bNWvWsH379mpJ443ExMRUG/EHJdH817/+VXW9tLSU+Ph4evToweHDh/Hy8rrq3PPKRDQzM5OBAwcycuRI3n//fQIDA9Hr9fTu3bsqqT58+PAV/cbExFSbMnS9mG/03NQkzhvp1q0bFy9epLCwkNWrV5OSksKcOXMAyMjIoE+fPtd9jJWxXm3KT3Z2NkC1Dy3mIEm7EKJBikiIAGBE8AibS9gBBgUOwk5lx+nc01zIv0CwW7C1QxLCdqhUdZ6iYi0//fQTkydPBmDkyJFMnDiR2bNn8+CDD/LYY49VO7Znz57VqoloNBoqKiooLS2tGoHfvHkzsbGx1ZJCo9HIP//5T3777TciIyNp3bp1jePLz88nISGBnj17Vt127tw58vLyqt129OhRjEYjoaGh7Nixg4KCAlq0aFFtJL6SwWAgIiICvV7Pjz/+WPVe+/HHH6PT6QgLCyMvL++KfkFJcJ988skbxl2T50ar1V43zpqo/GB15MgRXnrpJebNm0ezZsprcPXq1dd9jHD157fSsWPHCAoKqhq1NxeZHiOEsFkXc4pZeeACscnVp8CU68vZnLgZwGaqxvydu4M74X7KQrTIi5HWDUYIUScHDhxg+vTpJCYmsnXrVgYPHlz1u//+978kJCSwZ8+equSv0rhx44iNja0abQ8PD0er1fLcc89x9uxZVq9ezaOPPgpQLWl/4okn+O677/jhhx9wdXUlNTWV1NTUarusfvzxx4waNeqKWA8fPoxGo6k26l85x/2v86xjYmJo27YtLi4u9OvXDzc3N6ZPn87hw4c5ffo0ERERPP3001XHe3l5kZ+fzx9//MGpU6d4//33WbBgAYGBgfj4+HDkyBHs7OwIDQ2tus/58+fJycmpSnivpybPTU3ivN5zA+Di4kKrVq145plnUKvVzJw5s+p3zZs3v+5j/Ovz+9fHWWnHjh2MHTv2ho+1viRpF0LYlJJyPb8dusi9i/cy+K2t/PvnI4z/305u/u8Oluw8R1ZhGYfSD1GkK6K5Y3N6+Fx9PqgtqKxoE3kh0pphCCHqKDc3l++//57BgwdfMee6VatWfPTRR9xyy5U7MYeGhtKrV6+qRY4BAQEsWbKE33//ne7du/P111/zwAMP0K5du2qVYT777DPy8vIYPnw4AQEBVZcVK1ZUHZOZmcmZM2eu6PPw4cN07Nix2lz6w4cPXzEyfPjw4apk2MvLi3Xr1pGVlcXQoUPp1asX//nPf2jTpk3V8TfddBMPPfQQ999/P4MHDyYpKYm77rqrKiG/Wr+HDh3Cw8Oj2tzvpUuXXvVb0Zo8NzWJ83rPTaXQ0FD27t3L66+/Xm0u/G233cbDDz98zcd4rccJynSjVatWVfsQYC4qo7EetY8sJD8/H3d3d/Ly8nBzc7N2OE2KTqdj3bp13HLLLdVq0IqmwxKvAaPRSPT5HH6OvsiaIykUllVU/a5boBsnUwsp1xsA0GpUtOkQSTLrGd/6Vt4cutAsMZnChYIL3PLrLWhUGrZN3Ya7g3l3yzMHeQ9o2kx1/i9cuEBwcMOcIpaWloaHhwcODg61ut/atWt57rnnOHbsGGp19TFSg8HA8OHDGTx4MG+88YYpwzUpg8FAfn4+bm5uVzyG2po/fz7btm0jMjLyhn02hOem0meffcZvv/3Gxo0br3vctf4GapPjypx2IYRVlVXo+ce30WyNz6i6LdjLiTt7BTO5VyDBXs7kFJWz+kgyPx24yNGkPC6UxqBxhB1HvEjvWYqvq+N1erCeYNdg2nm043TuaXYm7WR8m/HWDkkIUUt+fn51ut/48eM5deoUSUlJnDt3joyMDHr27ElmZibvvPMO58+fZ9WqVaYN1oatX7+ejz/++Irbt2/f3qCfG61Wy0cffWSRviRpF0JYjcFg5JmVh9kan4G9nZrburfgzvAg+rX2Qq2+/DWqZzN7pg8IYfqAEKISE3l4q1JfODmlJTO+3s/yR/vj6mibo8AjgkeQkJfAhYIL1g5FCGFhlXOu9+7dywsvvEBSUhJ+fn6MHj2aqKioGm+a1BhERUVd9fa0tLQG/dxcrfqPuUjSLoSwCqPRyKtrj7PmSAp2ahVfTu/N0A43LpfVt2VLNk/5k81nD/DeBS2xyfn847toljzYBwc7jQUir537utzHg90exM1epvYJ0VRNmTKFKVOmWDsMmyTPTc3JQlQhhFUs2naWr3clAPDulB41Stgr+Tr7ck+3W/j6wb40s9ew63QWz6w8jMFge0t0vBy9JGEXQghRb5K0CyEs7ufoi7wVcQKAF8d3ZlLPwDq1ExrkzqL7w9FqVKw5ksKra49jy2vrSytKrR2CEEKIBkqSdiGERW09kc7zvxwB4NGhbXhkSJsb3OOy+Ox4Ht34KCtOXC5/NqS9D+9OUcqXfb0rgUXbzpo2YBNIzE9k2tppTPp9kk1/qBBCCGG7JGkXQljMocQcHv/+IHqDkdt7BvLCTZ1qdf8dSTvYk7KHnUk7q90+MSyQF8d3BuCtiBP8HH3RZDGbgo+zD/E58SQVJnEy56S1wxFCCNEASdIuhLCI1LxSHlq6nxKdnqEdfHj7zu7VKsTUxO7k3QAMDBx4xe8eGdKGR4cqo/bP/3KEfWez6h+0iTjZOTEgYAAgGy0JIYSoG0nahRAW8faGE+QU6+jawo3PpvVCq6nd20+xrphD6YcAGNjiyqQd4IWbOjGhRwv0BiPz/4hFb0MLU2V3VCGEEPUhSbsQwuyOXMzl14NJACycHEozh9pXm92fup8KQwWBLoG0dG151WPUahWvTOyKu5OWE6kF/HTAdmqjDwkaAkBsVix5ZXlWjkYIIURDI0m7EMKsjEYjr62JA2Byz0C6B3nUqZ1dybsAGNRiECrVtafVeDjb8+So9gC8u/EkhWUVderP1HydfWnt3hojRg6kHbB2OEIIIRoYSdqFEGa1ITaVqIRsHLVqnh3Xsc7tXG8++9/d378VIc2dySwsY1HkmTr3aWp9/fsCyrcGQgjxVyEhIXz44YfWDkPYMEnahRBmU1ahZ+F6pR77o0Pa0MLDqU7tlFSUEOgSiLOdM/38+93weHs7NXNvUarJLN5xlqTckjr1a2rDgoZxc8jN9Pbrbe1QhBCN3IMPPsikSZOsHYYwodpPLBVCiBr6ds95zmcV4+PqwGPD2ta5HSc7Jz4f8zk6vQ6tRluj+4zt4ke/1l7sO5fNOxEn+PDunnXu31SGBA2pmtsuhGh8ysvLsbe3t3YYopGSkXYhhFlkF5Xz382nAHhubMc6LT79u5om7AAqlYqXbu2CSgWrYpKJuZBb7/6FEE3L8OHDmT17NrNnz8bd3R1vb29eeumlqk3SQkJCePXVV5k+fTpubm48+uijAPzyyy907doVBwcHQkJCeO+996q1m56ezm233YaTkxOtW7fm+++/r/b7hIQEVCoVMTExVbfl5uaiUqmIjIysui02NpZbb70VNzc3XF1dGTJkCGfOnOHll19m2bJl/P7776hUqivuJxomGWkXQpjFf/88SUFpBV0C3LgjPKjO7VQYKsguzcbX2bfW9+0W6M4dvYL4Ofoir645zs//GHDdRayWYDQaOZt3lqySLPoG9LVqLEJYW7Gu+Jq/06g1OGgcanSsWqXG0c7xhsc6a51rHeOyZct4+OGHiYqK4sCBAzz66KO0bNmSmTNnAvDuu+8yb9485s+fD0B0dDR33XUXL7/8MlOnTmX37t08/vjjNG/enAcffBBQpq4kJyezdetWtFotTz75JOnp6bWKKykpiaFDhzJ8+HC2bNmCm5sbu3btoqKigmeffZa4uDjy8/P5+uuvAfDy8qr1Yxe2RZJ2IYTJnU4v5Lt9iQC8OL4zmlpuovRXRzOPMn39dPr492HJuCW1vv+zYzuy9kgK0edzWHc0lfHdA+ociynsSNrBE5ufoKVrS9ZOXmvVWISwtn4/XHuNypDAIXw6+tOq68NXDqek4urrU3r79ebrm76uun7TLzeRU5ZzxXFHHzha6xiDg4P54IMPUKlUdOzYkaNHj/LBBx9UJe0jR47kmWeeqTp+2rRpjBo1ipdeegmADh06cPz4cd555x0efPBBTp48yfr164mKiqJPnz4AfPXVV3Tu3LlWcX3yySe4u7uzfPlytFptVV+VnJycKCsrw9/fv9aPWdgmmR4jhDC5hevi0BuMjO7sx8B23vVqa1eSUuqxuWPzOt3f392Rx4YpO6W+GRFHqU5fr3jqq5dvLzQqDYkFiaQUplg1FiHEjfXv37/aN3QDBgzg1KlT6PXKe0nv3tUXlsfFxTFo0KBqtw0aNKjqPnFxcdjZ2REeHl71+06dOuHh4VGruGJiYhgyZEhVwi4aPxlpF0KY1M5TmWw+kY6dWsXcWzrVu72qUo/X2AW1Jh4d2oYfoxK5kF3C0t0J/KMei2Lry8Xeha7Nu3Ik8whRqVFMbDfRarEIYW377t13zd9p1Jpq1yPvirzmsWpV9THIiDsi6hVXbTRr1szkbarVyuOpnDsPoNPpqh3j5FS3alyi4ZKRdiGESf1380kA7uvfirY+LvVqK7c0l2OZx4D6Je3O9nY8N075ALFo2xmrj7ZXzmWPSo2yahxCWJuz1vmal7/OZ7/RsX+dz369Y+ti377qHyz27t1L+/bt0Wg0Vz2+c+fO7Nq1q9ptu3btokOHDmg0Gjp16kRFRQXR0dFVv4+Pjyc3N7fquo+PDwApKZe/jfvrolSA7t27s2PHjiuS+Ur29vZV3waIxkGSdiGEyRxLymN/Qg52ahWzhtd/NHtv6l6MGGnn0Q6/Zn71auv2noEEejiRW6zj95ikesdWH338lXms+1L2VRtJE0LYnsTERObMmUN8fDw//vgjH330EU899dQ1j3/mmWfYvHkzr776KidPnmTZsmV8/PHHPPvsswB07NiRm266iccee4x9+/YRHR3NI488Um3k3MnJif79+/Pmm28SFxfHtm3bePHFF6v1M3v2bPLz87n77rs5cOAAp06d4ttvvyU+Ph5QKtscOXKE+Ph4MjMzr5nci4ZDknYhhMks250AwM2hAfi5OV7/4BqISlFGovsH9K93Wxq1iukDWgGwdPd5qybLPX17Yqe2I604jcSCRKvFIYS4senTp1NSUkLfvn154okneOqpp6pKO15Nr169WLlyJcuXL6dbt27MmzePV155papyDMDXX39NixYtGDZsGJMnT+bRRx/F17d6hawlS5ZQUVFBeHg4Tz/9NK+99lq13zdv3pwtW7ZQWFjIsGHDCA8PZ/HixVVz3GfOnEnHjh3p3bs3Pj4+V4z+i4anTnPaP/nkE9555x1SU1Pp0aMHH330EX37Xr102dKlS5kxY0a12xwcHCgtLa1L10IIG5VdVM7vh5MBeHBgK5O0eSDtAAC9/U2zg+jUPsF88OdJ4lLy2Z+QQ9/W1imB5mTnRA+fHkSnRbMvZR+t3EzzfAkhTE+r1fLhhx/y2WefXfG7hISEq97njjvu4I477rhmm/7+/qxZs6babffff3+16507d2b37t3Vbvv7YEP37t3ZsGHDVfvw8fFh48aN14xBNDy1TtpXrFjBnDlzWLRoEf369ePDDz9k3LhxxMfHX/EpsZKbm1vV1zWA1eskCyFMb/n+RMorDIQGutOrpWe92zMajcwMncmBtAOE+4bf+A414OFsz+09A/kx6gJLd5+zWtIO8Gj3RzEYDfTy7WW1GIQQQjQctZ4e8/777zNz5kxmzJhBly5dWLRoEc7OzixZcu36ySqVCn9//6qLn1/95qYKIWxLhd7Ad3vOA/DAwBCTfDBXqVTc1vY2FgxcgIejR73bq/TAwBAANsSmkZx79ZrPljCwxUAGBw6u8+I4IYQQTUutRtrLy8uJjo5m7ty5Vbep1WpGjx7Nnj17rnm/wsJCWrVqhcFgoFevXrzxxht07dr1mseXlZVRVlZWdT0/Px9Qyh3JQgrLqny+5XlvumryGoiITSM5rxRPZy03dfa26ddL2+ZO9A3xJCohh293n2POmPbWDsmmyXtA02aq828wGDAYDKYIyaK2bNkC0CBjN4XK6ThGo7HJPgemYjAYrvp3VJu/rVol7ZmZmej1+itGyv38/Dhx4sRV79OxY0eWLFlC9+7dycvL491332XgwIHExsYSFHT1rc0XLlzIggULrrh948aNODvLqJQ1bNq0ydohCCu73mvgo1gNoKKPZxmbN119fmVtRZdF46fxI0ATgEZ19dJqddXNXkUUGr7ZfZa2ZafQWmlJflJFEsd0xwjUBNLNvpt1gqgheQ9o2up7/oODg3F3dzdRNMLSCgoKrB1Cg5eVlXVF2U6A4uLiGrdh9s2VBgwYwIABA6quDxw4kM6dO/P555/z6quvXvU+c+fOZc6cOVXX8/PzCQ4OZuzYsbi5uZk7ZPEXOp2OTZs2MWbMGNl1rYm60WvgRGoBp/fsQaNW8eI9wwlwr3/VmPzyfF76+SWMGNl4+0a8neq3q+rfjdUbWP/BTlLySqlo0YOJvQJN2n5NLT2+lB0xOxgRNIJ/D/23VWK4EXkPaNpMdf6Tk5Pl/+8GyGg0UlBQgKurq6xHrKfmzZsTGhp6xe2Vs0lqolZJu7e3NxqNhrS0tGq3p6Wl4e/vX6M2tFotPXv25PTp09c8xsHBAQcHhytu12q18p+GlchzL671Gvg+6iIAN3Xzp6W3q0n6OpJyBCNGQtxCCHALMEmbf6XVwvQBIbwVcYJv911gat9WVvkPaUDgAP4X8z8OpB9ArVFfsQOkLZH3gKatvudfrVZjNBqvuSGRsE2VU2JUKlXVLq2i9vR6PWq1+qp/Q7X5u6rVGbC3tyc8PJzNmzdX3WYwGNi8eXO10fTr0ev1HD16lIAA0/9HLISwrNziclZd2qjowUsLPE0hOk3ZKdBUpR6v5u4+wTjYqYlNzif6fI7Z+rmeTl6dcNW6UlBewImcq08xFKIx8PHxISkpSXboFE2OXq8nKSmpapfb+qj19Jg5c+bwwAMP0Lt3b/r27cuHH35IUVFRVS326dOnExgYyMKFCwF45ZVX6N+/P+3atSM3N5d33nmH8+fP88gjj9Q7eCGEda3Yf4FSnYEuAW70blX/Mo+VKuuzh/uZptTj1Xg2s2diWAtWHrjI0t0J9A6xfPlHO7Ud4X7hRF6MJColiq7Nr71AX4iGzNHREV9fX1JSUmQX4AbEYDCQlZVF8+bNZaS9Hnx9fXF0rP/U0Von7VOnTiUjI4N58+aRmppKWFgYERERVYtTExMTq53YnJwcZs6cSWpqKp6enoSHh7N79266dOlS7+CFENajNxj55lKZxwcHmabMI0CRroi47DgAevuZb6QdlPKPKw9cZP2xVFLzSvE3wXz82uob0JfIi5HsS93HjG4zbnwHIRooR0fHaxagELZJp9MRExNDaGioTI+zAXVaiDp79mxmz5591d9FRkZWu/7BBx/wwQcf1KUbIYQN+zMujaTcEjydtUzo0cJk7R5KP4TBaCDIJQj/ZjVbK1NXXVu40zfEi6iEbL7fd55nxnY0a39X09df2U36YNpBdHodWo38xyiEEOJK8l2HEKJOlu1OAODuvi1x1JpucVnlfHZzTo35q8rNln7Yl0hZheXn27b3bI+ngydOdk5cKLxg8f6FEEI0DGYv+SiEaHwSMovYfSYLtQru69/KpG3/o8c/GBw4GBeti0nbvZaxXf0IcHckJa+UjbFp3GbCbw1qQq1S88uEX/B28paSakIIIa5JRtqFELVWWTFmSHsfAj2cTNq2g8aBcL9wOnpZZqqKVqNm8qU67b9felyW5uPsIwm7EEKI65KkXQhRK0ajkd8OKcnt7T2tsymRqU0KUx5HZHwG2UXlVovDaDRKZQ0hhBBXJUm7EKJWDl3I5XxWMc72GsZ29TNp2z+d/Ik39r3BkYwjJm33Rtr7udIt0I0Kg5E1R5It2nel+bvnM/qn0ZzKPWWV/oUQQtg2SdqFELWy6tIo+7iu/jjbm3ZZzPpz6/nxxI/E58SbtN2auL2nUoqu8lsES0spTCG9JJ2DaQet0r8QQgjbJkm7EKLGdHoDqw8rI9GTTDw1plxfXjXCbqnKMX91W48A1Co4lJhLQmaRxfvv6dcTQJJ2IYQQVyVJuxCixrafzCCnWIePqwOD2jY3advHMo9Rpi/Dy9GL1m6tTdp2Tfi6OjK4vbLN9CorLEgN91U+qESnR8u8diGEEFeQpF0IUWOVU0cm9GiBnca0bx8H0g4Ayii7tSqp3N5TKfe46lCSxRPnUJ9Q7FR2pBenk1xknXn1QgghbJck7UKIGikorWDT8TTAPFVjDqQqSXtvv94mb7umxnbxx0mrISGrmJgLuRbt28nOiS7NuwAyRUYIIcSVJGkXQtTIhuNplFUYaOfrQtcWbiZtW2fQEZMRA0Bvf+sl7c0c7Bh3qSLOKissSO3pe2lee7ok7UIIIaqTpF0IUSN/HE4BlFF2U09fSStKw9PBE3cHd9p5tDNp27VVucB29ZEUdHqDRfvu49+Hbs27EeIWYtF+hRBC2D7T1msTQjRKuWWw91w2oMxnN7Ug1yA23LmB3NJc1CrrjiUMbueNt4sDmYVl7DiVwchOpq1Ffz3DgocxLHiYxfoTQgjRcMhIuxDihqIzVRiN0DfEi2AvZ7P14+HoYba2a8pOo676YPLbIVkQKoQQwjZI0i6EuKEDmcpbhalrswMYjUYMRstOQ7mRyoW2G2NTKSjVWbz/Yl0xFwouWLxfIYQQtkuSdiHEdZ1ILSC5WIVWo2J8aIDJ2z+de5ohy4fw3LbnTN52XXULdKOtTzPKKgxsiE2zaN/bLmxj4I8DeWHHCxbtVwghhG2TpF0IcV2VC1CHd/DB3Vlr8vYPpR8ivzyfnLIck7ddVyqVqmq03dJVZNp6tEVv1HM86zglFSUW7VsIIYTtkqRdCHFNBoORP44oSfvEHqYfZQclaYfL5Q5txcQwJWnfdSaT1LxSi/Ub6BKIr5MvFYYKjmUes1i/QgghbJsk7UKIa9p7Nou0/DKcNEaGd/A2Sx+2mrQHeznTJ8QToxF+j7HcaLtKpaKXXy9ANlkSQghxmSTtQohrWn1plD2suREHrcbk7acVpZFUmIRapaaHTw+Tt19flaPta4+mWLRf2WRJCCHE30nSLoS4Kr3ByMbYVEBJ2s3hUIYyyt7BswPNtM3M0kd93NTNH7UKjlzM42JOscX6DfcLByAmPYYKQ4XF+hVCCGG7JGkXQlxV1LlssorKcXeyo72beZL2mPQYwPamxlTydnGgb2svACKOpVqs33Ye7XDRulBcUczJnJMW61cIIYTtkqRdCHFVEceUKSGjOvmiMdM7RRv3NvTx70Nf/77m6cAEbu6mLMBdb8GkXaPW8HDow7zQ9wV8nX0t1q8QQgjbZWftAIQQtsdgMBJxaWrMuK5+lJ5JNEs/d3W8i7s63mWWtk1lXFd/5v8RS/T5HFLzSvF3d7RIv4+EPmKRfoQQQjQMMtIuhLjCoQu5pOWX4eJgx6C2za0djlX5uzsS3soTgA2xlhttF0IIIf5KknYhxBXWX6qWMqqzLw525nmbSMxPJK8szyxtm9rN3fwBWH/MslVkEvIS+PXUr6QVWXZXViGEELZHknYhRDVGo7Fq/nZlsmoOr+19jcHLB7P6zGqz9WEq47oqz0PUuWyyCsss1u+83fOYv3s+e1L2WKxPIYQQtkmSdiFENceS8knKLcFJq2FYB/MsgqwwVHA44zCglHu0dcFezoQGumMwwsbjlhv17uUrmywJIYRQSNIuhKimcgrIiE4+ONmbfkMlgFM5pyiuKMZF60I7j3Zm6cPUbg5VRtvXWXCjpcqdUSt3jRVCCNF0SdIuhKjy16kxN10qdWgOlTt99vDpgUZtng8GplZZ+nHPmSzyinUW6bNyl9iE/ASyS7Mt0qcQQgjbJEm7EKJKfFoB5zKLsLdTM7KT+eqD2/qmSlfT2rsZnfxdqTAY2RRnmSky7g7utHVvC1x+zoQQQjRNkrQLIaqsP6qMsg9t74OLg3m2cTAajVUj7Q0paYe/bLRkwSkyYb5hgCTtQgjR1NUpaf/kk08ICQnB0dGRfv36ERUVVaP7LV++HJVKxaRJk+rSrRDCzCIsUDUmpSiF9OJ0NCoN3by7ma0fc6ic177jVCYFpZaZIlP5wUbmtQshRNNW66R9xYoVzJkzh/nz53Pw4EF69OjBuHHjSE9Pv+79EhISePbZZxkyZEidgxVCmM+ZjELi0wqwU6sY3dnPbP242LuwYOACHuv+GM5aZ7P1Yw7tfV1o49OMcr2BLSeu/55nKoMCB/HRyI/4aORHFulPCCGEbap10v7+++8zc+ZMZsyYQZcuXVi0aBHOzs4sWbLkmvfR6/VMmzaNBQsW0KZNm3oFLIQwj8pR9kHtvHF31pqtHzd7Nya3n8yssFlm68NcVCoVt1RNkbHM7qjeTt4MDx6Oh6OHRfoTQghhm2o1abW8vJzo6Gjmzp1bdZtarWb06NHs2XPtzT9eeeUVfH19efjhh9mxY8cN+ykrK6Os7PIGJvn5+QDodDp0Ost8JS0Ulc+3PO+N37qjyQCM7exT7XzLa6C60Z28+XjraSJPppNXVIKzvXnm/tsKOf9Nm5z/pk3Ov/nV5rmt1f82mZmZ6PV6/Pyqf3Xu5+fHiRMnrnqfnTt38tVXXxETE1PjfhYuXMiCBQuuuH3jxo04Ozesr9Mbi02bNlk7BGFGWaUQm2yHCiMkHWFd+pErjjHFa6DUWMqh8kO00rSihV2LerdnDUYjNHfQkFVm4MMVmwhrbjR7n9n6bKLLo1GhYrTTaLP3dzXyHtC0yflv2uT8m09xcXGNjzXrEFFBQQH3338/ixcvxtvbu8b3mzt3LnPmzKm6np+fT3BwMGPHjsXNzc0coYpr0Ol0bNq0iTFjxqDVmm/KhLCuL3cmACfp19qLuyb2qfY7U74GdiXvYm3kWoJcgvjjlj/q1ZY1HdXE89Wu86Q7BHLLLd3N3t+xzGO8v/F9PBw8ePfmd1GrLFf4S94DmjY5/02bnH/zq5xNUhO1Stq9vb3RaDSkpVWvUZyWloa//5XVJs6cOUNCQgK33XZb1W0Gg0Hp2M6O+Ph42rZte8X9HBwccHBwuOJ2rVYrLxorkee+cdsYpyyqHN+9xTXPsyleA0ezjwLKTp8N+fV0a49Avtp1nsj4DPSocdSad4Oobn7dcNQ4kluWS1JxEm08LL82SN4DmjY5/02bnH/zqc3zWqvhGnt7e8LDw9m8eXPVbQaDgc2bNzNgwIArju/UqRNHjx4lJiam6jJhwgRGjBhBTEwMwcHBteleCGEG6fmlHErMBWBsV/OVeoTLZQsbWn32vwsL9sDfzZGicj17zmSZvT+tWltVHlNKPwohRNNU6+9Y58yZw+LFi1m2bBlxcXHMmjWLoqIiZsyYAcD06dOrFqo6OjrSrVu3ahcPDw9cXV3p1q0b9vb2pn00Qoha+/PSKHtYsAd+bo5m60dn0HE0Qxlpb+hJu0qlYkwXZW3PxuOW2R1V6rULIUTTVus57VOnTiUjI4N58+aRmppKWFgYERERVYtTExMTUatlo1UhGoqNx5XShZVJqLnEZ8dTqi/F3cGd1u6tzdqXJYzp4se3e8/zZ1warxu6oVarzNpfZdIekxFj1n6EEELYpjotRJ09ezazZ8++6u8iIyOve9+lS5fWpUshhBkUllWw+7QyvWNcV/Mm7QfTDgIQ5hNm0YWU5tK/TXNcHezIKCgj5mIuvVp6mrW/Hr49UKHifP55Mksy8Xaq+eJ+IYQQDV/D/59TCFFn2+IzKNcbaO3djLY+Lmbtq3KEuJdfL7P2Yyn2dmqGd/IFYJMFpsi42bvR1qMtrvauXCy4aPb+hBBC2JbGvSuIEOK6Nv1laoxKZd7pHa8Neo2pHacS7Np4FqCP6eLH6sPJbIxN5fmbOpm9v8VjF+Pl6NUovqkQQghRO5K0C9FE6fQGtpxQFqGONfN8dgBnrTP9AvqZvR9LGt7RB61GxZmMIs5kFJr92wqZEiOEEE2XDNcI0URFncsmv7SC5s3s6Wnm+diNlZujlv5tmgOWmSLzV0aj+XdiFUIIYTskaReiidoYq0yNGd3ZD42ZK598efRL3t7/NidzTpq1H2uorG1vqaT9rai3GPfzOKLToi3SnxBCCNsgSbsQTZDRaKxKMs1d6hHg99O/8+3xb0kpTDF7X5Y2prPy/B1MzCGjoMzs/aUVp5FclCz12oUQoomRpF2IJig2OZ/kvFKctBoGtzfvPOns0mwS8hMACPMNM2tf1uDv7kiPIHeMRtgcZ/7RdtlkSQghmiZJ2oVogip38RzawRtHrcasfVUml+082uHu4G7Wvqyl8tsKS0yR6eWrlMyMyYjBYDSYvT8hhBC2QZJ2IZqgy1Nj/M3eV0x6DHB5hLgxqnwed5zOpKiswqx9dfDqgJOdEwXlBZzNPWvWvoQQQtgOSdqFaGIuZBcTl5KPWgWjLm0OZE4H05WdUBtz0t7Bz4VWzZ0przCw41SGWfvSqrWEeocCcChDpsgIIURTIUm7EE1M5Sh7nxAvPJvZm7WvkooSjmcdBxp30q5SqaoWpG6MNf8Umcq1AZXfYgghhGj8JGkXoonZeGkX1MpSheaUUpiCp4Mnvk6+BLoEmr0/a6p8PjefSKdCb9655uF+4XTy6kQrt1Zm7UcIIYTtkB1RhWhCcorK2Z+QA1hmF9Q2Hm3YPGUzuWW5qFTmrQVvbeGtPPFqZk92UTlRCdkMbGu+qjwDWwxkYIuBZmtfCCGE7ZGRdiGakC0n0tEbjHTydyXYy9kifapUKjwdG/+Oqxq1qmqNgKV3RxVCCNH4SdIuRBNSmUxaYpTdaDRiNBrN3o8t+WvpR0s89jJ9GRcKLpi9HyGEENYnSbsQTUSpTs+2k0plE0vMZz+Zc5LhK4fzn53/MXtftmJIex8ctWou5pQQl1Jg1r72puxlwA8DmBM5x6z9CCGEsA2StAvRROw6nUmJTk+AuyNdW7iZvb9D6YfILs0mo9i8JRBtiZO9hiHtfQDzT5Fp694WnUFHfHY8BeXm/YAghBDC+iRpF6KJuLyhkp9FFoVW1Wf3a7ylHq+maopMXKpZ+/Fx9qGla0uMGKX0oxBCNAGStAvRBOgNRv6Mu5y0W0JT2An1akZ18kWtgmNJ+STllpi1r15+vQCITos2az9CCCGsT5J2IZqAmAs5ZBaW4+pgR7/Wzc3eX0phCilFKWhUGrp7dzd7f7akuYsD4a2Uajl/mnmKTC9fJWmv/FZDCCFE4yVJuxBNwMZLyeOITr7Y25n/z/5Q+iEAOnl1wllrmdKStmRsF2Whr7nntYf7hQNwLPMYZfoys/YlhBDCuiRpF6IJ+Ot8dkuoms/exKbGVKp8nveezSKvRGe2foJdg/F28kZn0HE046jZ+hFCCGF9siOqEI3cmYxCzmYUodWoGN7RxyJ9tnZvTU/fnvTx72OR/mxNiHcz2vu6cCq9kMj4dCaGBZqlH5VKxYNdHwQgyDXILH0IIYSwDZK0C9HIVY6y92/THFdHrUX6nNZ5GtM6T7NIX7ZqTBc/TqUXsul4mtmSdoAHuj5gtraFEELYDknahWjkNsYqpQctsQuquGxMFz8+jTxDZHwGZRV6HOw01g7JdApS4eJ+yEmA4mwoyYaSnEs/50BZATi4gbMnOHmCkxc4eyk/e7WBwN7gKq9HIYSoDUnahWjEMgrKOHQhF4DRFkraL+RfwNPRExd7F4v0Z6t6BHng6+pAekEZe89mM6yD+aYmJRUmcSD1AL38ehHsGmzaxnUleBWeRL0vAZIPwsUDkH+x/u26t4Sg3pcufcC/O2gd69+uEEI0UpK0C9GIbY5Lw2iE7kHuBLg7WaTPF3e9SExGDO8MfYexIWMt0qctUqtVjO7ixw/7Etl0PNWsSftre19jZ9JO/t3n39zf5f76N1hRBqc2wpEV2J3cyBB9GZz6y+9VavDtAr6dwbn55dF0J09ldN3eVRltL8mpPgpfnAXpxyE9DvISlUvsr0qbdo7Q4SboPhXajQY7+/o/DiGEaEQkaReiEauqGtPZMqPspRWlHM08isFooKNXR4v0acvGXEra/zyezqsTjWbbiTbcL5ydSTs5mHaw7km7wQDnd8HRlXD8dyjNA0AFlNq5Y99mEOrgPsqoeIue4FCPb1JK8yH5kDLFJila+bcoA46vUi5OntBlkpLAB/cDtRQ6E0IISdqFaKSKyyvYeToTgDFdLZO0H808is6gw8fJh5auLS3Spy0b2LY5zew1pOaXcjQpj+5BHmbpp7Je+8H0gxiNtfxwUJoHUV/AgaXVp724toDQO9F1mcyGA+e5Zfx41FoTLWR2dIM2w5QLgNEIKYfh6E9w9GcoTIXor5WLe0vo8xD0eQQcXE3TvxBCNECStAvRSG0/mUlZhYFgLyc6+lkm2TmQegCA3n69zTaq3JA42GkY1tGHdUdT2XQ8zWxJe9fmXbFX25Ndmk1CfgKt3Vvf+E7F2bBvEexdBGV5lwJ2hy4ToPtd0GoQqDWg04Eq0SxxV1GpoEWYchnzCpzbriTwx/9QptD8+TLs+i/0fxz6PgpOHuaNRwghbJB85yhEI7XxuFI1Zkxnf4sl0PvT9gPQ27+3RfprCCo3WtoYa77dUe019oT6hAJwMO3g9Q8uyoQ/F8CH3WHbW0rC7tMJJi+GZ0/CxI+h9VAlYbcGtQbajoBJn8Jzp2DSZ9C8vTIvfuvrStxbXlc+dAghRBMiSbsQjVCF3sCWE+mA5XZBLdeXcyTjCKCMtAvFiI6+aNQq4tMKSMwqNls/vXx7AZd3o71CaT5smgcfhsLO96G8APxCYcoymLVHGV23teotWicIuxee2Ad3fAU+nZUPGdvfVh7H5legrNDaUQohhEXUKWn/5JNPCAkJwdHRkX79+hEVFXXNY3/99Vd69+6Nh4cHzZo1IywsjG+//bbOAQshbuzA+Rxyi3V4OGvpE+JpkT6PZh6lTF+Gl6NXzaZnNBEezvb0a+0FXP72wxwq57VHp0VX/4XRCMd+gY/7KFNMdMXKQtK7f4R/7ICuk2x/oadaA6F3wqzdcNc3yoeN8kLY8R580g/iViuPUwghGrFaz2lfsWIFc+bMYdGiRfTr148PP/yQcePGER8fj6+v7xXHe3l58Z///IdOnTphb2/PmjVrmDFjBr6+vowbN84kD0IIUV1l1ZiRnXyx01gmIWvl1oqX+r9Eub5c5rP/zZgufuw+k8Wm42k8MqSNWfro6duTD4Z/QE/fnpdvzDoD656FM1uU615tYNxC6DBOmUfe0KjV0GUidJ4AJ9bChv+D3POw4j5oPw5ueRs8Q6wdpRBCmEWt/zd///33mTlzJjNmzKBLly4sWrQIZ2dnlixZctXjhw8fzu23307nzp1p27YtTz31FN27d2fnzp31Dl4IcSWj0ViVtFtyF1RvJ2/u6ngX93W5z2J9NhSVU5T2J2STU1Rulj6ctc6MbjWa5k7NQVcKWxfCpwOUhF3jAMPnKtNgOt7UMBP2v1KpoPOt8PheGPIsqLVwaoMy6r79HaXOvBBCNDK1GmkvLy8nOjqauXPnVt2mVqsZPXo0e/bsueH9jUYjW7ZsIT4+nrfeeuuax5WVlVFWdvlNNz8/HwCdTodOp6tNyKKeKp9ved4bjpNpBSRmF2Nvp6Z/iEe9z528BurPz0VLJ39XTqQWsCk2hdt7tjBbX6rE3WjWPIUq5xwAhjYj0Y97UxllB6UaTC3Y9PlXaWHoC9DlDjQRz6E+vxO2vIbx8HL0t36EMaiPtSNs8Gz6/Auzk/NvfrV5bmuVtGdmZqLX6/Hzqz565+fnx4kTJ655v7y8PAIDAykrK0Oj0fDpp58yZsyYax6/cOFCFixYcMXtGzduxNnZuTYhCxPZtGmTtUMQNbThogrQ0M6lgm2bN5qs3eu9BjL0GZytOEsbuzb4aMy382dD1spOzQnUfBd5BIeUGJO3rzLq8U/9iejSXaRpNDyv9eRY4DSS3frA3hPAtd+ja8Lm3wM8ZxJEN7om/YBj1mnUy8YTH3A7J/1uU3ZwFfVi8+dfmJWcf/MpLq55gQKL1Gl3dXUlJiaGwsJCNm/ezJw5c2jTpg3Dhw+/6vFz585lzpw5Vdfz8/MJDg5m7NixuLm5WSJkcYlOp2PTpk2MGTMGrak2VhFmtfizvUA+9w7rxi29g+rdXk1eA1/Hfs3qw6sZETSC94a+V+8+G6NWyfls+GwvpwrsGDF6BE72JiypmHcBzarHyE4/wMOtlHM+e9pqwlwDCatn0w3rPWA8lD6HIeI51LG/0jnlFzpqU9BPXARu5vt2ozFrWOdfmJqcf/OrnE1SE7VK2r29vdFoNKSlVa83nJaWhr+//zXvp1aradeuHQBhYWHExcWxcOHCaybtDg4OODg4XHG7VquVF42VyHPfMFzMKeZYcj5qFdwU2sKk5+x6r4GDmUqZwb4BfeV1cg09WnoR5OnExZwS9iTkMq7rtd8za+XYr7D6aSjLw9vBjRCH5iSUZXGsKIHhXiGm6YMG9B6g9YY7l0D7MbD2WdSJu1F/OQwmfKzMgxd10mDOvzALOf/mU5vntVbfGdrb2xMeHs7mzZurbjMYDGzevJkBAwbUuB2DwVBtzroQwjQ2XNrAp3eIF94uV37wNYcKQwWH0g4p/cqmStekUqmqEvUNx0xQ+rG8CH6fDT/PUGqXB/WBf+wgvOVw4PLutE2SSqXUd39sOwSEKRszrZgGa58BXYm1oxNCiDqp9US/OXPmsHjxYpYtW0ZcXByzZs2iqKiIGTNmADB9+vRqC1UXLlzIpk2bOHv2LHFxcbz33nt8++233HefVJgQwtQqk8GbTDWKWwNxWXEUVxTjau9Ke4/2Fuu3Ibqpm3Je/oxLo7zCUPeGss7A4pFw6FtApVRQmbEePEPo468svoxKvfb+GU2Gdzt4eBMM/Kdyff+X8OVoyDlv3biEEKIOaj2nferUqWRkZDBv3jxSU1MJCwsjIiKianFqYmIi6r9s1FFUVMTjjz/OxYsXcXJyolOnTnz33XdMnTrVdI9CCEFGQRn7zytbu4/rZrmk/UCaMqIb7heORm3CedqNUK+Wnni7OJBZWMbes1kM7VCHRbtnI2HlA1CaCy7+cMdiaD206td9/fsCcCL7BHllebg7uJsm+IbKzh7GvgZthsNv/4C0Y7B4BNz1LYQMsnZ0QghRY3VaUj979mzOnz9PWVkZ+/bto1+/flW/i4yMZOnSpVXXX3vtNU6dOkVJSQnZ2dns3r1bEnYhzODPuDSMRuge5E6gh5PF+q1M2nv7ydSYG9GoVYztqgxwRMTWcoqM0Qj7PodvJysJe2BveGxbtYQdwMfZhzbubTBibNpTZP6u3Wh4NBICekBxFnwzAaKXWjsqIYSoMamDJUQjEXFpaozJFjjWgMFo4HDGYUDms9dU5dSljbFp6A3Gmt2pohxWPwXr/w1GPXS/Gx5cC65XP9d9/fvSTNuMzJJMU4XdOLgHwYwI6Ho7GCqU53Tdc6CvsHZkQghxQxYp+SiEMK+8Eh27zygJ2k0WnBqjVqmJmBzBofRDdPLsZLF+G7L+bZrj5mhHZmEZBxNz6BPidf07FGXCivshcTeggjGvKHO0r7Or6T97/ZPn+z6PnVre4q9g7wx3fg1+XWHLaxD1BWTEw5Sl4HyDcyGEEFYkI+1CNAJbT6Sj0xtp7+tCWx8Xi/btYu/CkKAhMp+9huzt1IzufGmKzI2qyKSfgC9GKAm7gxvcuxIGPXndhB3Azd5NEvbrUalg6HMw9XvQNoNz2+DLUcoCXyGEsFGStAvRCFQmf5YcZRd1V7lQOOJYKkbjNabIJO6DJeMgLxG82sAjf0KHsbXuS6eX7cevqfOt8PBGcG8J2Wfhq7GQdNDaUQkhxFVJ0i5EA1dSrifyZDpg+fnsj258lA+iP6CwvNBi/TYGQ9v74KTVkJRbQmzyVXbDi4+AbyYqC06D+sAjm8GnY6362JCwgVt+vYXX971umqAbK/9uMHOLUs+9OBOW3gpntlg7KiGEuIIk7UI0cNtOZlCqMxDk6UTXFm4W6/dUzin2pOxh+YnlONo5WqzfxsDJXsPwjkq5xyumyBz6DpbfCxUl0H4cTP+9TnOtneycuFBwgX0p+0wRcuPm4gMPrlHKQuqK4Pu74OjP1o5KCCGqkaRdiAZuQ+zlDZVUN5jrbEqVpR57+vWU+dN1UDmVqar0o9EIO96H359QKsT0uBfu/h7sm9Wp/XC/cDQqDRcLL5JUmGSqsBsvB1e49yfodgcYdPDLw7D3M2tHJYQQVSRpF6IBK68w8GdcGmD5+eyVNcClPnvdjOjki1aj4nR6IafT8iBiLmxeoPxy0NMw6VPQaOvcfjNtM7p5dwMgKkV2R60RO3uY/CX0+4dyPeIF+PNl5QOVEEJYmSTtQjRge85mUVBagY+rA71aelqsX4PRQHRaNCBJe125OWoZ1M4bDXr0v/wD9l0a1R33BoxZcMMKMTVRuTtqVKok7TWmVsNNb8Ko+cr1nR/AH/8Eg966cQkhmjxJ2oVowCrnQ4/t4odabbmpMadyTpFTloOTnRNdm3e1WL+Nzc2dm/Nf7cd0TF8HajuYvBgGPGGy9vsFKLtVR6VEXbtKjbiSSgVD5sCEj0GlhkPfwqpZsgmTEMKqJGkXooHSG4xsOm6dUo+7k3cD0Me/D9p6TOFo0irKmHT6/7hVs48yox2Z47+E7neZtIsePj2wV9uTXpJOQn6CSdtuEnrdD3cuUT5QHVkBvz4CUkJTCGElsnpMiAYq+nwOmYXluDna0b9Nc4v2rTfq8XTwZGCLgRbtt9HQlcLK+3E4vZFytDym+xdDSsJ42MTdONo5ckubW3DQOKBRyeZXddL1dtDYw8oHIPY3JWm/82tl/rsQQliQJO1CNFCVU2NGd/FDq7Hsl2aPhD7CQ90eosIg0wVqrbwYlt8DZyPBzokt3T8gcrcbxbGpPDy4tcm7e3XQqyZvs8npNB7u/gFW3Acn1ij/3vUNaKXUqRDCcmR6jBANkNForFbq0RrUKjX2GhltrJWyQvjhLiVh1zaD+36m+9BJAOxPyCajoMyq4Ynr6DAW7l0Odk5waoPywau82NpRCSGaEEnahWiADl/MIym3BCethqEdfCzad05pjixqrIuyAvjuDkjYAfaucP+vEDKYFh5O9Ahyx2j8S812E9PpdRxKP0R6cbpZ2m8y2o6EaT8pH7jObFE+gJUXWTsqIUQTIUm7EA3QmsPJgDI1xlFr2bnKj2x8hNE/jeZIxhGL9tuglV/aZfPCXnB0V3Y5bdm/6tfjuwcAl8+rqT2z7Rmmr59OxLkIs7TfpLQeonzgsndVPoD9eA/oSqwdlRCiCZCkXYgGxmAwsuZICgC3XUr2LCWjOIOTOSfJKMkg2DXYon03WLoS+PFuSNwNDu5w/yoICq92yPjuLQCISsgmNa/U5CH08u2ltC/12k2jZf9LibsLnNumzHGvkKlNQgjzkqRdiAbmwPkcUvNLcXW0Y1hHy06N2ZuyF4BOXp3wdLTcZk4Nlq4Ult8L57YrCd59v0BgrysOC/RwoncrT4xGWHs0xeRh9A1QNlk6kHZAFg+bSnBfuHclaJ3h9J9KdZmKcmtHJYRoxCRpF6KBWX1pCsW4rv442Fl2asye5D0AUuqxJirKYeV0Ze6z1hmm/QzBfa55+G09lNH21WaYItPRsyNu9m4U6Yo4nnXc5O03WSGD4J7lYOcIJ9fDLw9JHXchhNlI0i5EA1KhN7Du0khsZZJnKUajsWpTJUnab0Cvg59nKFVG7JyUEdlWA657l5tD/VGrIOZCLheyTVuVRKPW0Mdf+cAgU2RMrM0wuPt7pZZ73Gr47THZOVUIYRaStAvRgOw9m01WUTmezloGtrXshkqnck+RVZqFk50TYb5hFu27QdFXwC+PKPW8NQ5wzw/K4sUb8HV1rNokq3LNgin19VemyOxL2Wfytpu8dqPhrm9BrYVjv8DvT4BBb+2ohBCNjCTtQjQglVMnbg4NsPiGSvtSlWQv3C9c6rNfi8GgJGzHVykJ3NTvlDKBNWTOKTL9AvoBcDDtICUVUu3E5DreBFO+BpUGjiyHNU+DlEYVQpiQJO1CNBDlFQbWH6usGmPZqTGgVCCZ3mU6t7a51eJ9NwhGI6x/TknYVBq4a5myIU8t3NTVHzu1iuMp+ZzJKDRpeG3c2/BM+DN8c/M3OGgcTNq2uKTzbXDHl6BSw8FvYOOLkrgLIUzGztoBCCFqZsepDPJLK/B1daBvay+L99+1eVfC/MMs3m+DsXkB7P8SUMHkL6DT+Fo34dnMnsHtvYmMz2DN4RSeGt3eZOGpVCoe7PagydoT19BtMuiKlW9c9nwMDm4w/HlrRyWEaARkpF2IBqJyysQtoQFo1CorRyOq2fEe7PxA+fnWDyD0zjo3Vfktyh+Hk2Tn2Yaq531w05vKz5FvwJ5PrRuPEKJRkKRdiAagVKdn0/E0wPJVYwDidfHsTdlLaYXpN/5p8KIWw+ZXlJ/Hvga9Z9SruTFd/bC3U3Mmo4gTqQUmCLC6rYlbmbdrHufyzpm8bfEX/WfBiBeVnzfMVabLCCFEPUjSLkQDsPVEOkXlegI9nOjV0sPi/W8q2cTjWx9nS+IWi/dt02J+hHXPKj8Pex4G/rPeTbo5ahneQdk0a80R0y9IXXFyBb+d/o1tF7aZvG3xN0OfhYFPKj//8SQc+9W68QghGjRJ2oVoAFZfSt5u7RGASmXZqTFZJVmkGlIB6N+iv0X7tmlxq+H3x5Wf+82C4XNN1vTlKjIpJp8iMyRQKT+5I2mHSdsVV6FSwZhXIHwGYIRfZ8LJDdaOSgjRQEnSLoSNKyyrYHNcOmCdqjGVpR47eXbCy9HyC2Bt0pmt8PNDYDQo85fHvaEkaCYyqrMvTloNidnFHLmYZ7J24XLSfjDtIIXlpq1QI65CpYLx70HoFDBUKLvkJuyydlRCiAZIknYhbNyfx9MoqzDQ2rsZXVu4Wbz/val7AegfIKPsAFw8AMungb4cukyE2/4HatO+lTrb2zGqsy9g+prtLd1aEuIWQoWxgj0pe0zatrgGtQYmfQYdboaKUvjxbkg5bO2ohBANjCTtQti4ynnNt3W3/NQYo9F4OWn3l6Sd9Dj47g7QFUGbETB5sZKQmUHlFJm1R1MwGEw8RSbo0hSZizJFxmI0WmXzpVaDoCwfvp0MmaetHZUQogGRpF0IG5ZXrGPbyQzAOlVjTueeJrMkEy1awnzCLN6/TclJgG9vh9JcCOqj7HZqZ75NioZ18MHVwY6UvFKiE3NM2vZf57VLWUkL0jrBPT+Cf3cozoRvJ0FekrWjEkI0EHVK2j/55BNCQkJwdHSkX79+REVFXfPYxYsXM2TIEDw9PfH09GT06NHXPV4IcVlEbAo6vZFO/q6093O1eP8H0w4CEGIXgr3G3uL924yCNPhmEhSkgE9nuHclOLiYtUtHrYaxXf0B+CPGtFNkwv3CcbZzxt3encySTJO2LW7A0R3u+xWat4O8C0riXpRl7aiEEA1ArZP2FStWMGfOHObPn8/Bgwfp0aMH48aNIz09/arHR0ZGcs8997B161b27NlDcHAwY8eOJSlJRheEuJFfopW/E2uMsgPc1fEuVtyyglGOo6zSv00oyYXvJkPOOfBoCff/Bs6WWZA7IexSFZkjyZRV6E3Wrr3Gnog7Ilg1aRU+zj4ma1fUkIuP8jpyC4TMk/D9HVBm+pr8QojGpdZJ+/vvv8/MmTOZMWMGXbp0YdGiRTg7O7NkyZKrHv/999/z+OOPExYWRqdOnfjyyy8xGAxs3ry53sEL0ZglZBYRlZCNWgWTewVaJQaVSkV7j/YE2QVZpX+rKy+GH6ZC2jFo5gv3rwK3AIt1P7idN/5ujuQW6/jz+NUHRurK09HTpO2JWqr8AOjkBcmH4Md7QCeblwkhrs2uNgeXl5cTHR3N3LmX6xGr1WpGjx7Nnj01q0JQXFyMTqfDy+vaI1VlZWWUlZVVXc/PzwdAp9Oh0+lqE7Kop8rnW553y1ux/zwAg9o2x9vZzmrnoMm+BvQ6ND/dj/rCXowOblTc8xO4tQQLPw+TwgJYtP0cK/cnMrazt8nbL60oRaVS4aC5+vz8Jnv+LcGjDaq7V6D5fhKqhB0YfpqB/o4loK7Vf81mJee/aZPzb361eW5VxlqsQkpOTiYwMJDdu3czYMCAqtv//e9/s23bNvbt23fDNh5//HE2bNhAbGwsjo6OVz3m5ZdfZsGCBVfc/sMPP+Ds7FzTcIVosAxGWHBQQ265igfa6+nlbfnFgj8X/YwBA8Mch+Gn8bN4/1ZlNNDr/OcE5+yhQmXPnnb/Jtulg1VCSS+B12PsUGHk5V56PEy49nVdyTr2l+1novNEwuzDTNewqBXvguP0P/MuGmMF572GEtPyYZPW/RdC2K7i4mLuvfde8vLycHO7fllni36cf/PNN1m+fDmRkZHXTNgB5s6dy5w5c6qu5+fnV82Fv9EDEqal0+nYtGkTY8aMQavVWjucJmPH6Uxy9x7EzdGO5+4ZhYPWPGUFr6VYV8wrv7xCuaGc50c8z7moc03nNWA0ot44F03OHoxqO5iyjP7txlg1pIjsKKITcylo3pl7h7Y2WbtnYs6w+/huinyKuGXQLVc9Rt4DLOEWjCc6Y/x1Bq2ytxPUoTuGUS9bOyhAzn9TJ+ff/Cpnk9RErZJ2b29vNBoNaWlp1W5PS0vD39//uvd99913efPNN/nzzz/p3r37dY91cHDAweHK4SStVisvGiuR596yfotJBWBiWCAuztf+gGsu+5P3U24oJ8gliE7NO3GOc03nNRD5Jhz4ElChmrQIu85XT2Yt6a4+wUQn5vLroWSeGNneZPX6h7ccztfHv2Z36m7UGjWa69ScbzLn31pCJ4GuAP6YjWbvx2hcfGDw09aOqoqc/6ZNzr/51OZ5rdVCVHt7e8LDw6stIq1cVPrX6TJ/9/bbb/Pqq68SERFB7969a9OlEE1OXrGODbFK0j6lt3UWgG5J3ALAyJYjLb6hk1Xt+xwiFyo/3/w2dJ9i3XguGd+9BU5aDWczizhowprt3X2642bvRl5ZHkczj5qsXVFHve6HMa8qP/85H6KXWTceIYRNqXX1mDlz5rB48WKWLVtGXFwcs2bNoqioiBkzZgAwffr0agtV33rrLV566SWWLFlCSEgIqamppKamUlhYaLpHIUQj8seRZMorDHT0cyU00N3i/esMOrZd3AbAqJZNqNTjkZWw/t/Kz8PnQr9HrRvPX7g42HFzqPJt5k8HLpqsXTu1HYNaDAJg+8XtJmtX1MOgJ2HQ08rPa56G479bMxohhA2pddI+depU3n33XebNm0dYWBgxMTFERETg56csVEtMTCQlJaXq+M8++4zy8nLuvPNOAgICqi7vvvuu6R6FEI3Iz9FKUjald5BVRrkPph0kvzwfL0cvevj0sHj/VnFyI6yapfzc9zEY9rx147mKKeHBAKw5kkJJuelqtg8JUnZH3Zm002Rtinoa/TL0mg5GA/zyCJzZau2IhBA2oE4LUWfPns3s2bOv+rvIyMhq1xMSEurShRBN0qm0Ag5fyMVOrWJST+vUZt+cqEx/Gx48HI1ag0FvsEocFnN+N6y8HwwVEHoX3PSmTVbu6Nfai2AvJy5klxARm8LtPU0zdWpQ4CBUqIjLjiO9OB1fZ1+TtCvqQaWCWz9UNvaK+wOWT4MH/oAgmV4qRFNW65F2IYT5/HRplH1EJ1+8XUxY268WWru3prNXZ0YGj7RK/xaVHKNsnlRRCu3HwaRPQW2bb4tqtYo7eymj7aacIuPl6MXk9pN5tvez16zVLqxArYE7voQ2w0FXBN/dAWnHrR2VEMKKbPN/JyGaIJ3ewK8HkwCYEm69HUjv6XQPK29bydCgoVaLwSIyTymJUFk+tBoEdy0DjW1XR7gjPBCVCnafyeJCdrHJ2n154Ms80PUB3B0sv4ZCXIedA0z9HoL6QGkufHs7ZJ+zdlRCCCuRpF0IG7EtPoPMwjK8XewZ0cn6UxQaddWY3AvwzSQozoSAHnDPctA6WTuqGwrydGZg2+YA/HLQdKPtwoY5uMC9K8G3CxSmwreToCDV2lEJIaxAknYhbMRP0RcAmBQWiFZjnT/NnUk7KdaZbgTXJhVmKIlP/kXw7gD3/QqODWfTtsoFqT9HX8RgMN1Oufnl+fx++nciL0SarE1hIs5ecP9v4NkachKUEffibGtHJYSwMEnahbABWYVlbI5LB+BOK9Vmv5B/gVl/zmLEyhGUVJRYJQazK82D7yZD1mlwD1YSoWbe1o6qVsZ19cfVwY6LOSXsPZdlsnZ/P/07L+56kSXHlpisTWFCrv4wfRW4+EP6cfh+CpRJ6WQhmhJJ2oWwAatikqkwGAkNdKeTv3VGfbdcUDZUCvUOxcnO9qeK1Fp5MfxwN6QegWY+cP8qcLfe2oG6crLXcGuPFgD8bMIFqWNbjUWFikPph0gtkukXNskzREncnTwh6QAsvxd0pdaOSghhIZK0C2FlRqORnw4oU2OstQMqXN4FdUTLEVaLwWwqymDFNEjcDQ7uypQY73bWjqrOKl8n646lkFeiM0mbfs386OnbE4ANCRtM0qYwA9/OMO0XsHeBc9vgpwdBb5rXgBDCtknSLoSV7TuXzYnUAhy1aib2sE5t9qySLGIyYgAaX6lHvQ5+mgFntoDWGaathIDu1o6qXnoGe9DRz5VSnaHqA58p3NT6JkCSdpsXFK4snrZzhJPr4ddHwWC6DbeEELZJknYhrGzprgQAJvcKwt3ZOiUHt1/cjsFooLNXZwJcAqwSg1kY9MpOp/FrQeMA9/wILftbO6p6U6lUPDgoBIBv9pxHb6IFqWNajUGtUnM08ygXC6Q6jU1rPQTu+hbUWoj9Ff54EgyNfCM0IZo4SdqFsKKLOcVsPK7MH35wYIjV4qicGjOyZSMaZTcaYc3TcPQnUNvBXd8oG9U0EpPCAnF30pKYXczWE+kmadPbyZvefsqumzLa3gB0GAt3fgUqNcR8BxEvKK97IUSjJEm7EFb07Z7zGIwwqF1zOvi5WiWGIl0Re1L2ADCq5SirxGByRiNEzIWD3ygJzR1fQsebrB2VSTnZa7i7r1L+8evdpttwZ1zIOFSoSC5MNlmbwoy6TIRJnwEqiPocNi+QxF2IRsrO2gEI0VQVl1fwY1QiADMGtrZaHM20zVg9aTU7knbQ3rO91eIwqa2vw77PlJ8nfgJdb7duPGZyf/9WLN5+ll2nsziZVmCSD363tL6F4cHD8XW2/gZfooZ63A26YljzL9j5Adg3g6HPWTsqIYSJyUi7EFay6lAy+aUVtPRytvoOqAEuAdzV8S6rxmAyO96D7e8oP9/yLoTda914zCjI05lxXf0BWLo7wSRtuti7SMLeEPV+CMa+rvy85TXY/bF14xFCmJwk7UJYgdFoZOmlKQ3TB7RCo1ZZLY5GZdd/YfMrys+jF0DfmdaNxwIq10L8evAiecWmLf2XW5pr0vaEmQ2cDcP/T/l5439g3+fWjUcIYVKStAthBbvPZHEyrRBnew139Qm2WhwfHfqIWX/OIjot2moxmMyeT2DTPOXnkS/C4KetGo6l9G3tRecAN0p1BpbvTzRJmwajgcf/fJxhK4dxNu+sSdoUFjLs3zDkWeXn9f+GqMXWjUcIYTKStAthBV9fKvN4Z3gQbo7WKfOoN+j5/fTv7EzaSU5pjlViMJm9i2DDpRHG4XOb1HxelUrFjEuj7d/sOU+Fvv5l/9QqNSqVCoPRwIbzUkWmQVGplA+tg55Wrq97Fg4ssWpIQgjTkKRdCAtLzCpm84k0AB6wYpnHvSl7SS9Jx93BnaFBQ60WR71FLYaI55Wfhz4Hw563bjxWMCGsBV7N7EnKLeHPONOUf7wpRKm2sylxU+ObRtXYqVQw+mUYMFu5vuZfSiUlIUSDJkm7EBa2bE8CRiMM6+BDWx8Xq8Xx+5nfAaVaiL3G3mpx1MuBJcpIIsDgOTDiP0rC0sQ4ajXcU1n+cZdpyj+OCB6BvdqehPwE0gxpJmlTWJBKBWNfg/6PK9f/eBIOfW/dmIQQ9SJJuxAWVFRWwcr9yrbzlTtaWkNBeUHVhkoT2060Whz1Er1MGUEEGPgkjJrXJBP2Svf1VxY07zuXzfHk/Hq352LvwuDAwQAcKT9S7/aEFahUMO4N6PsoYITfn4CYH60dlRCijiRpF8KCfj14kYKyCtp4N2NYex+rxbEhYQNl+jLaurelS/MuVoujzvZ/BaufVH7u/wSMeaVJJ+wAAe5O3NxNKf+4zETlH29ufTMAMeUxVBgqTNKmsDCVCm5+G3o/DBhh1Sw49J21oxJC1IEk7UJYiMFgrKql/cDAENRWKvMI8MeZPwCY2G4iqoaW7O79DNbOUX7u/ziMe73JJ+yVZlz69mZVTBLZReX1bm9ky5F4OniSb8xne9L2ercnrESlUvYsqEzcf39CFqcK0QBJ0i6EhUSeTOdMRhEuDnbcER5ktTiMRiMT2k6gl28vxrcZb7U46mTnhxDxgvLz4H8pX/1Lwl6lV0tPQgPdKasw8N3e8/Vuz15jzz+6/4NJTpMYEDDABBEKq1GrYfx70G+Wcn3Nv5QPwEKIBkOSdiEswGg08uGfpwC4t19LXBzsrBaLSqXizg53suzmZQ1n50ujESLfgj/nK9eHvQCj5kvC/jcqlYqZQ9sA8OWOs+SX1n+zpSntp9DboTdOdk71bktYmUoFNy2EQU8p1yNeUD4ICyEaBEnahbCALSfSOXIxDyethkcvJVWihoxG2PIqRL6hXB81D0bMlYT9GsaHBtDO14X80gq+3plg7XCErVGplN2CK0uj/jkftr1t3ZiEEDUiSbsQZvbXUfbpA1vh7eJgtViOZR7jxxM/Npzt6Y1G2Pgi7HhPuT7uDRjyjHVjsnEatYqnRrUH4MudZ8krqf9oe4WxghUnV/DA+gcorSitd3vCylQqGPF/MPIl5frW12Hzq8rfmxDCZknSLoSZ/RmXztGkPJztNTw2tK1VY/nxxI+8se8N/nfof1aNo0YMemXe7Z6Pleu3vAsDnrBuTA3E+NAAOvi5UFBawZKd9a/brkbNN3HfcDD9IBEJESaIUNiEoc8qtdwBdrwL658HQ/131BVCmIck7UKYkTLKfhJQKsZ4NbPeJkbFumI2nd8EwIS2E6wWR41UlMHPMyD6a1CpYcJH0HemtaNqMNRqFU+N6gDAkp3nyCuu32i7WqXmznZ3ArAyfmW94xM2ZOA/lQ/EAFGfw2+Pgr7+384IIUxPknYhzGjj8TRik/NpZq9h5hDrzmVffWY1JRUltHJrRQ+fHlaN5brKCuD7KXD8d9DYw5Sl0Gu6taNqcG7u5k8nf1cKyir4aufZerc3se1E7NR2HM08SmxWrAkiFDaj70yY/CWo7eDoT/DjPVBebO2ohBB/I0m7EGZiMFyey27tUXa9Qc+y48sAuLfTvbZbm70oC5bdBue2gb0LTPsZujTQHVutTP2Xue1LdiWQW1y/uu1ejl6MbTUWkNH2Rqn7FLhnOdg5welN8O0kKM62dlRCiL+QpF0IM9l4PJW4lHxcHOysPsq+OXEzFwou4O7gzqR2k6wayzXlXoAl4yD5EDg3hwdWQ5th1o6qQRvXVRltLyyr4Msd9Z/bPrXjVADWnV1Hfnl+vdsTNqb9GJj+Ozi6w4V9sHQ8FKRYOyohxCWStAthBn8dZX9wYAieVhxlNxqNfH3sawDu6XQPzlpnq8VyTRnxSsKedQrcguChDRDYy9pRNXhqtYqnRytz27/edY6ceu6S2tO3J+082lGqL2X1mdWmCFHYmpb9YEYEuPhD+nHslo2nWWmqtaMSQiBJuxBmERGbyonUAlwd7HhkSGurxlJSUUKwazDOds7c0+keq8ZyVQk74auxkJ8E3h3h4Y3g3d7aUTUa47r60SXAjaJyPYt31G9uu0ql4t7O9zIieASdvTqbKEJhc/y6KH+HXm1Q5SUy5NSrqC5GWTsqIZq8OiXtn3zyCSEhITg6OtKvXz+ioq79xxwbG8sdd9xBSEgIKpWKDz/8sK6xCtEgGAxG/ntplH3GoBA8nK03yg7grHXm7WFvs2nKJrwcvawayxUOL4dvJkFpLgT1hYciwD3Q2lE1KiqViqdHKx+Clu1OILueo+1TOkzhfyP/Ry8/+SakUfNsBQ9txBAQhkNFAZrvbodjv1o7KiGatFon7StWrGDOnDnMnz+fgwcP0qNHD8aNG0d6evpVjy8uLqZNmza8+eab+Pv71ztgIWzdumMpxKcV4Opox8ODbWf3Uzd7N2uHcJnRCFsXwm+PgUEHXSbBA3+As419qGgkxnTxo1ugMtr+xfb6V5IRTYSLD/r7fifFvRcq/aUyrDvel02YhLCSWift77//PjNnzmTGjBl06dKFRYsW4ezszJIlS656fJ8+fXjnnXe4++67cXCw3k6QQlhCqU7POxviAXhoUGvcnbVWjWfV6VUk5CVYNYYrVJTBb/+AbW8q1wf/C+78GrRO1o2rEVOpVDx9qW770t3nuJBd/3J+Fwou8H70+yQXJte7LWHD7JsR1fpJ9H0fU65vXgCrn5Ra7kJYgV1tDi4vLyc6Opq5c+dW3aZWqxk9ejR79uwxWVBlZWWUlZVVXc/PV6oU6HQ6dDp5o7Ckyudbnvea+XTrGc5nFePr6sAD/YOt+rylFaexYPcC9EY9v936Gy3dWtapHZO+Bkpy0Pz8AOrE3RhVGvQ3v4Ox53TQ65WLMJuh7Tzp19qTfedyWPDHMT6b1rNG97vW+V+wewH7UveRU5LDvH7zTB6vsA06nQ5UasqGv4yDR2vUm/4P1cFvMOQkop+8BBxt6Bs8YXKSA5hfbZ7bWiXtmZmZ6PV6/Pz8qt3u5+fHiRMnatPUdS1cuJAFCxZccfvGjRtxdrbByhdNwKZNm6wdgs3LLIXPYjSAipv9i9mxZaNV44koiaDCWEGIJoRjO49xjGP1aq++rwGX0hT6nv0Q17IUdGon9rf+Jxkp3pCyrl7tipob6Qb7VRr+PJHBO9+vp6tnzac5/P3896jowT728ceZPwhJD8Fb423qcIUNUc5/C/xaP0XvhE+xOxdJ4SdD2NfmXxQ7+Fo7PGFmkgOYT3Fxzb/5rFXSbilz585lzpw5Vdfz8/MJDg5m7NixuLnJp3pL0ul0bNq0iTFjxqDVWneqh6179LuD6IyZDGjjxX/uD7fqBkYF5QUsXLUQgH8N/hdDAofUuS1TvAZUpzag+f01VGUFGN0CYepy+vhK9RFryHA9yZc7E1iX5sI/7xqIo1Zz3eOvd/6PRx5nZ/JO4r3imT5Idq1tjK48/7dgTLkV48p7cStMYvTZ19DfvhhjmxHWDlWYgeQA5lc5m6QmapW0e3t7o9FoSEtLq3Z7WlqaSReZOjg4XHX+u1arlReNlchzf32bjqexNT4TrUbFq5NCsbe3bsWYVfGrKKooop1HO4a3Go5aVf/qrnV6DRgMsP0diHxDud5yAKopy9C6+l3/fsJs/jWmI2uOpHIxp4TFuxKZM6ZDje53tfP/z17/ZGfyTiLORzCzx0zae0qpzsaq2vlv2RsejYQV96NKOoDd8qkwaj4MegpsdbdlUS+SA5hPbZ7XWv1Pbm9vT3h4OJs3b666zWAwsHnzZgYMGFCbpoRoNErK9bz8RywADw9uQztfF6vGU64v57vj3wHwQNcHTJKw10lpPqy8/3LC3ucRmP4HSMJuVc0c7Hjp1i4ALNp2hoTMojq31aV5F8a0GoMRI5/GfGqqEEVD4NYCZqyDnveD0QB/zleqy5TX/fUkhLi+Wv9vPmfOHBYvXsyyZcuIi4tj1qxZFBUVMWPGDACmT59ebaFqeXk5MTExxMTEUF5eTlJSEjExMZw+fdp0j0IIK/o08jRJuSW0cHfkyVHtrB0Oa8+uJaMkA18nX8a3Hm+dIDJPwZej4MQa0NjDhI9h/HtgZ91vIITillB/hrT3przCwMurYzHWo4Tf4z0eR4WKPxP/JDYr1oRRCptn5wATPlL+ttV2EPsbfDkGss9ZOzIhGqVaz2mfOnUqGRkZzJs3j9TUVMLCwoiIiKhanJqYmIhaffmzQHJyMj17Xq5S8O677/Luu+8ybNgwIiMj6/8IhLCic5lFfL5NqXs977YuONtbf5mIndoOV3tX7u9yP1qNFb7OPLFWKelYlg+uLWDqdxAUbvk4xDWpVCoWTOjKuA+3ExmfwYbYNG7qVrcpju0823FHhztw1brSolkLE0cqbJ5KpXyL5tsVVk6H9Fj4Yjjc8SW0H2Pt6IRoVOqUYcyePZvZs2df9Xd/T8RDQkLqNYojhK0yGo3M+/0Y5XoDQzv4MK6rbWwedlvb2xgUOAgnOwvXPa8og40vQdTnyvWWA2DKMpkOY6Pa+Ljw6NA2fLL1DK+sjmVoB+86f+icP2C+iaMTDU6rAfDYNlhxPyQdgO/vhIH/hJHz5Bs2IUzESpNdhWj4Io6lsuNUJvYaNQsmdLVqtZi/83L0smzSnnUGvhx9OWEfMFvmrzcAs0e0J9DDieS8Uj7eIlMWRT1VznPv+6hyffdH8PVNkJNg1bCEaCwkaReiDvJKdLyy5jgA/xjWhtbezawcEby9/222X9xu+Y6PrITPh0LqEXDygntXwrjXZXStAXCy1zD/NmVR6uIdZ4lPLahXezHpMTy84WH2puw1RXiiIbJzgFveUabFObpDUjQsGqLMdxdC1Isk7ULUktFo5IVfjpCSV0pLL2ceH2H9xae7k3fz7fFveXLLk1wsuGiZTsuLYNUT8OtMKC+EVoNh1i7oMM4y/QuTGNPFj9GdfdHpjcz+4SDF5RV1bmv9ufVEpUbx0aGPZFpkU9f5NvjHTgjup6xv+elBWP006EqsHZkQDZYk7ULU0rd7z7P+WCpajYqP7ul5w81pzE1n0PFW1FsA3N3pboJcg8zf6cUD8PkwiPkOVGoYPhce+EP5elw0KCqVijfv6I6PqwOn0guZ/3vdK8DM7D4TR40jRzKOEHkh0mQxigbKoyU8uBYGzwFUEP01fDECkg9ZOzIhGiRJ2oWohWNJeby2Jg6AF27uTI9gD+sGBCw/sZyzeWfxdPBkVo9Z5u2sogz+fBm+GgNZp8A1AB5YDcNfALV1P7yIuvN2ceC/d4ehVsFP0Rf59WDdvq3xdvLm3s73AvBG1BsUlNdvuo1oBDRaGD0f7v8VmvlCRhwsHgVbXoeKcmtHJ0SDIkm7EDVUUKpj9g8HKdcbGN3Zj4cGhVg7JLJKsqo2tXmq11O4O7ibrS9V8iFl7vrOD5TNVLpPhVm7IWSw2foUljOwrTdPjlJ2NH1x1TFOpxfWqZ3Huj9GsGswqUWpvHvgXVOGKBqytiPh8T3Q9XYw6mH727B4JKQcsXZkQjQYkrQLUQNGo5H/++0YCVnFBHo48e6U7jZRLeZ/h/5Hoa6QLs27MKndJPN0UlFGp+Sf0Sy9CTJOQDMfmPo9TP4CnL3M06ewin+ObM+ANs0pLtcz+4eDlOr0tW7DWevMq4NeRYWKX0/9ys6knWaIVDRIzbxhylK482tl0XraUVg8AiLfAr3O2tEJYfMkaReiBpbvv8Dqw8lo1Cr+d09PPJytXxnlXN45fjulVGSY23cuGnNMT7l4ALuvx9Ax7Q9URj10uwMe3wedbzV9X8LqNGoV/707DG8Xe06kFlRVSKqtcL9wpnWeBsCq06tMGKFoFLpNhif2QadbwVABkW8oo+4y112I67L+9o1C2Li4lHxe/kNZnPfcuI6Et/K0ckSK1u6t+XjUx8SkxxDmG2baxouzlbnrB79BhZEyO1c0E/6LXfc7TNuPsDm+bo58MDWM6Uui+GFfIn1beVCX75Se7PUkbTzaMLndZJPHKBoBF1+lLOSxX2DtM0rJ2C9GKLurjnwRnDysHaEQNkdG2oW4jqKyCmb/cJCyCgPDO/rw6JA21g6pmqFBQ3my15Oma9BggIPfwEfhcHAZYMQQOpUtnRZi7DzBdP0ImzakvQ+PD28LwH9+jyWjDlX6nOycmNJhinm+ARKNg0oFoXfCE1HQ7U7ACPsXw8e94fBykLKhQlQjSbsQ16DTG/jnj4c4k1GEn5sD703pgVpt/Xns+1P3m6cWe8oRWDIO/vgnlGSDbxeYsR79hE8o17qZvj9h0/41ugN9QjwpKtOzOF5DVlHdK32UVJTw0aGPyCvLM2GEotFw9YM7v1J2UfbuAEUZ8NtjsHQ8pNVtipYQjZEk7UJchd5gZM7Kw2w5kY6DnZpPp/WiuYuDtcPiQsEFntr6FFPXTCU+O940jRZmwNpn4YthcDEK7F1g7Gvw2HZoNdA0fYgGx06j5qN7euHv5kBaiYqHlkWTX1q3xYLPbXuOL458UbWfgBBX1WYY/GMXjJoPdk5wfhd8PgQi5ipT9oRo4iRpF+JvjEYjL646yurDyWg1KhbdH054K+tXSSnTl/FM5DMUlBcQ4hZCG/d6TtUpL4Jt78D/wpSvpI0G6DJJ+ap64D+V+sqiSfN3d2TZg71xsTNyPKWAh5fup6S89hVlZnafiVqlZvXZ1WxJ3GKGSEWjYWcPQ+bA7KjLC1X3fgr/DYMd78uOqqJJk6RdiL8wGo0sXH+CH6MuoFbBh1N7MqKjr7XDAmDhvoXEZcfh6eDJe8PfQ1vXpFpfAQe+hv/1gq2vQXkhBPRQvpq+axm4B5o2cNGgtfFpxqwuelwd7difkMM/voumvMJQqzZ6+PTgga4PADB/93wS8hLMEKloVDxawt3fw32/gF8olOXB5gXKeptD34Gh9h8ehWjoJGkX4i8+2XqaL7afBWDh5FDGdw+wckSK3079xi+nfkGFireGvoV/M//aN2I0Qtwa+GwArHkaClPBoxXc8RXMjFS+mhbiKoKaweL7euKk1bDtZAb/WhGD3lC7RYJPhD1B1+ZdyS3L5R9//oOM4gwzRSsalXajlal6t38ObkGQnwS/PwGLBkN8hCxWFU2KJO1CXLJsdwLvbjwJwIvjOzO1T0srR6SIy4rj9X2vAzC752wGtBhQuwYMBohdBYuGwIppkHlS2djkpjdh9n6leoNa3grE9YW38uTz+8PRalSsPZrC3F+PYKxFwuSgceCTUZ/Q0rUlSYVJzPpzFgXlBWaMWDQaajX0uBv+GQ1jXgVHd0g/Dj9OhS+GK4MRhtp9+yNEQyT/UwsB/HTgAvMv1WJ/clR7HrGh0o5fHv2SMn0ZQ4OG8kjoIzW/o75CKZv2aT/46QFl90FtMxg8B56Kgf6zwM76i2tFwzG0gw//u7snahWsPHCRV9fE1Spxb+7UnEVjFuHl6EVmSSbpxelmjFY0OlpHGPQkPHUYBj6pLFZNiVEGIxYNgqM/y7QZ0ajJ5kqiSTMYjHy4+RT/23wKgBmDQvjX6PZWjqq6N4a8QSu3VjzQ9QHUqhp8zq4og8M/ws4PICdBuc3RHfr9Q7k4W39RrWi4bg4N4K07uvPcz0dYsuscafmlvDulB072NavHHuwazOdjPqeZthnBrsFmjlY0Sk6eMPZVGPSUskh13xfKyPsvD8PWN5SFrKF3KYtahWhEJGkXTVZRWQXPrDxMRGwqAI8Mbs3/3dIZlcr6tdjzyvJwtXdFrVLjoHGo2QZK+clwYAlEL1XqHAM4N4cBs5VdBh2l1rowjSm9gzEC//ntKGuPppCQVcTi6b1p4eFUo/t38upU7frFgosEugTaxN+eaECaecOoeUq1q6jFSgKffUaZ8775Fej9EITPUOrAC9EIyPQY0SRdzCnmjs92ExGbir1GzTt3dufFW7vYxOZJSYVJ3LP2Ht7Z/86Npx4YjXB+D/z0IHwYCtvfURJ21xYwbiE8fVQZdZKEXZjYXb2D+f6R/jRvZk9scj4TPt5F9PmcWrcTeSGS23+/na9jvzZ9kKJpcPKEYf+Gp48pc95d/KEwDSIXwgdd4eeH4UKULFoVDZ4k7aLJ2Z+QzcSPd3EitQBvF3t+fLQfU3rbxtf05/LO8cD6B7hQcIGtF7aSX55/9QNL8yF6mbLxyNc3QexvSj3jVoNgylJ4+ggMeBzsm1k0ftG09G3txe+zB9HJ35XMwjLu+WIvPx24UKs2EvMTKdWX8kH0B3wW8xkGoywoFHXk4KLMeX/6qFIVK7gfGHRw7Gf4aoyyaPXQd1BWaO1IhagTmR4jmpTlUYm89PsxdHojXQLcWPxAbwJr+JW+ucVnx/PopkfJLs2mjXsbvhjzBe4O7pcPMOjh3DaI+UGpllBxaZMRO0fofhf0fRT8Q60TvGiygjyd+WXWQOasjGFDbBrP/XyE+NQCXri5E3aaG48LTe86ndyyXBYfXcynhz8lLjuONwa/gYu9iwWiF42Snb1SFSv0TkiOgagvlEWqKTHK1Jl1z0HnCRB2L4QMkepZosGQpF00Ccm5Jcz/I5ZNx9MAGB8awDtTuuNsbxt/AoczDleVwOvs1bmqwgYAGSfh8A9weAUUJF++k3cH6Hkf9LxfFpcKq2rmYMdn08KrFnV/ufMc+85l88btoYQGud/w/k/2epJg12Be3fsqWy9sZdq6afx3xH8JcQ8xf/CicWsRBpM+hTGvwMFvlJH27DNwZLlycQ+G7lOVBL55W2tHK8R12UbGIoSZVOgNLN2dwPubTlJcrsdOreKpUe2ZPbKdzSx6W35iOW/tf4sKQwVhPmF8Mupj3HKTYO8XELca0o5dPtjRQxk96nEvBPYCG3kMQqjVKuaM6UBHP1de+PUIR5PymPjJTh4YGMIzYzvi4nD9/25ub3877Tza8XTk05zNO8u9a+9l5W0rCXINstAjEI1aM29lfc/gf8HF/co3lsd+hbwLsONd5eIfCp0nQpcJ4NPR2hELcQVJ2kWjdfhCLv/321Fik5V54eGtPHnj9lA6+rtaObLqgl2DqTBUMNqnN6/bBeH8xUjIOn35AJUG2o+BHvdAx5ultrqwaeO7B9CntSevrYnjj8PJfL0rgfVHU3l5QhfGdfW/7oflUJ9QVty6gmcinyHINYhAl0ALRi6aBJUKgvsql5sWQvw6iPkRzmyG1KPKZetryjeZnScoCbx/dxkgETZBknbR6OSV6Hh/Yzzf7D2P0QjuTlpeuLkTU3sH20R1GL1Bz+nc03R09IGzWxl0egvf51YQeu5XqqLTOEDbkdD5NiVRl+kvogHxdXXkf/f05M7wIF5cdYzE7GL+8d1BRnf2Zf5tXQn2cr7mfb2dvPly7JcYMFQl+BcKLlBSUUIHzw6WegiiKdA6Qbc7lEtRFsSvVb7dPLNV2Tm6cgTeLVB5P243CtoMV6rVCGEFkrSLRiMlr4SvdyXww75ECssqALi9ZyD/Gd8ZbxcbGJ2uKCPh1HpejPmQ02XZ/HoxiRYVSpzdAbTOyoh65wnQYRw42NY3AkLU1tAOPmz811A+3nKaz7ef4c+4dCLjM5jQowUzh7ahc8DVS5FqNdpq19/e/zbbL27n9na3M7vnbLydvC0RvmhKmjWHXtOVS2kenNwAcX/AqT8hPwkOfatcVGoIDIe2o5REvkVP2cRJWIwk7aLBi08t4IvtZ/k9JokKg1KHt6OfK/Nu68Kgdlb8z700T6kNnLiHC+d3sKz4LL81c6JcrcLFaOCs1o4WXh0uj+C0HKhs0y1EI+Ko1fDsuI5M6tmCBauPs+NUJr8eSuLXQ0kM6+DDY0PbMKBt82tOmynXl6NVazEYDfxy6hfWn1vPzO4zua/zfTjayd+LMANHd6UiV/e7QFcC53fB6S3KFJqME8qc+Iv7YdubSvWuwN7QagC0HKBMu5EBF2EmkrSLBklvMLLnTBZf7TzL1viMqtv7tfbiH8PaMryjj2UXmlaUK9top8QoJcaSDkBaLCe0Gpa4u7GhmTMGV2VKwAC1Gws6TSPgjkng1sJyMQphRe18Xfn24X4cvZjH59vPsO5oCttOZrDtZAbdAt2YOaQN47r646jVVLufvcae94e/z8G0g7yz/x2OZR3jvwf/y8r4lczuOZtxIeNw0NjAN2micdI6QbvRygUg7yKc2QKnN0PCDijOgvM7lQsoI/H+ocpofIueEBAGvp3hb98eCVEXkrSLBqNCb2DfuWzWHk1hY2wqmYXlAKhVcFM3fx4d2pawYA/zB1KSA+knICMOUo4oiXpaLOjLqx1WrFIxvUUAJZc+Owzy6cnDPWfT27+PzVSuEcLSQoPc+fjeXiRmFfPlzrOsPHCBY0n5PLU8Bmd7DSM7+XJLaAAjOvriZH85ge/l14vvx3/PunPr+DD6Q1KKUvjPzv+gVqm5tc2tVnxEoklxD7o8jcZohMxTkLgbEvfC+d2Qex5SDiuXShoH8O+mJPAB3cGnM/h2Ukb0hagFSdqFTSvV6dmfkM26oylsiE0ju+hyYuzupGVCjxY8PLg1Id4m3vnTYICCFMg5p1RyqUzS009AYeoVh+uBw65e7PIO4omAEagDe+Hcsj9T478nrTiNh7o9RCevTqaNUYgGrGVzZ16Z2I2nR3fgmz0J/HTgIkm5Jaw5ksKaIyk4aZUE/uZQf4a098HdSVuVoI9qOYrv475n7dm1jGo5qqrNNWfXkF+Wz/g246tvTCaEOahU4NNBuYQ/qNyWn6wk8MmHLn3zehjK8iApWrn8lWsLJXn36ayUmGzeDrzagKu/VKsRVyVJu7Ap2UXlRJ/P4UBCNvsTsjmalIdOb6z6vaezlnFd/bklNIABbZujrcGOi1dlNCoj5nkXlUVGeRchJwGyz0H2WSVZryi99v3dgij16cA+D2+2qMuJzD9DdnkekMuQsMmE+YYBMCd8joyqC3EdXs3seXp0B54a1Z7DF/NYfzSFtUdTuJhTwtpLP6tUyjqV3iGe9AnxoneIF4+EPsLD3R6u+vsyGo18ceQLzuWd490D7xLmG0Yf/z708etDd5/u2GtksaCwALcW0G2ycgHl/5rss5enTqbFKvPi85OUzfIKkpXpNn9l5wRerZUE3qs1eLRSNoFyD1RG+h09JKlvoiRpF1ZRoTdwPruY0+mFVZcjF3M5k1F0xbE+rg6M7uzH+NAA+rXxun6ibjAooxpFWcqIeGEaFKQp/xamQUGqMhKSdxF0V/ZVjUoDnq2UN07vjlUjIvsMhbx35DNO5Z6iIvtyPXVXe1eGBQ3Dyc7pchPyxipEjahUKsKCPQgL9uCFmztxNCmPdUdT2RibytnMIk6kFnAitYDv9iYCEODuSFiwB+19XWjr60IbbyfubDeV1edWcSL7BPtT97M/dT8AjhpHxrQawxtD3qjqz2g0yt+nMD+VStlptXlbpbRkpdI8yIiH9Dglic84oQwa5SZCRYmyRir9+NXbtHdRkne3FuDiD65+4OIHLr7KdRc/pRqOgzuo6ziwJWxSnZL2Tz75hHfeeYfU1FR69OjBRx99RN++fa95/E8//cRLL71EQkIC7du356233uKWW26pc9DC9pVV6EnPLyMlr5SUvBJS80pJzS8lObeEsxlFJGQVVRtBv8xIZx9HBgbb0zvAnjBfO/wddajKkqEkDqLzoDRXecMrzYPi7EuXLCi59LNRX/NAnb2VNz/3IHTuQaS6epPk2IwkjZokQwkXi1JIzE/k/g6DGN9mPAAO6THEZccB4Ofsx8iWIxnZciThfuFo1bLYSIj6UqlUdA/yoHuQksCnF5QSnZDDgUvfwh1Lzr/03pLK+mr38yDY83G6+RSgcT5LoTqe1LJjFOlzKSyroLi8Amd7O3QGHSNXjqSla0tau7emrUdbQtxC8Gvmh4+TD16OXmjUmmvGJ0S9Obpf3uTpr/Q6JXGv/NY3+6yya2veBWWwqTgLygsvJ/rXo9Ioe3w4N7908VJqzDu6K6P11f51BwcXsG8G9q7Kz7KRn82pddK+YsUK5syZw6JFi+jXrx8ffvgh48aNIz4+Hl9f3yuO3717N/fccw8LFy7k1ltv5YcffmDSpEkcPHiQbt26meRBiDowGMCox2ioQKerQK+voLyigvLyMnQ6HbrycnQ6HaWlJeRkJnFw/y50FTrKysooLy+nvLwUXXk5ZWWllJSWUl5aQnl5KeXlZejLSzHoynBAh4NKhwM6HCmnIzp6qMpxRIezuhRnOx0edjpcNeU4q8pxNJb+f3v3HhxlfS5w/Pt7d9+9ZHMjAZJsSCAqNyMFKopAHU8rDLWoxxkFsRapnulozygCSqFa7HisMtiD9UILQ0/P1Dmt42lnKkc5KCLHu0gRiHhBriGBhISQ2ybZ7PX9nT82bBLY5WJJNrjPh3l5ed/32Xef5ffu7rO/94Y90oFqi8CXxIaz0EAECCtFWClMNBkAzmz8mUP4IjMXvzsHvzMLvyMDv+mi1W7SYsDU4dfzvbLvA7C3aS9zNszBOm4lfJ5PGz6NF+1j8saw6rpVlA8ux+vxSm+dEH1saJaLG8YVccO4IgD8oQgV1S18UeuL7alriO2ta+0MU93kp7rJBozsGmZhOBrYcBBefWsTGQ4b2VnNdAxtoSXYwu4Tu097vvG5M5hb9jAZDhvKCPLXytVkObLIcmSR44wNua5ssp2ZFGd6uTS3DMNQWNqiKdCEy+bCtJnYlV2Kf3F+bGZ3z3wiIX/3IZ2+mq69yMe7x211sXGoLdaB1dEQG74Ow8TuzGRGRGGvfgIcGbH7iZgZsavqmBmxwt7u6h6brtjY5uge7M7Y67I5YmPD7DG295i2g2HrGtu7p5UtwTg99yAorXWi7s6kJk+ezFVXXcXq1asBsCyLkpISHnjgAZYtW3Za/O23305HRwcbNmyIz7vmmmuYMGECa9euTfgcwWCQYDAYn/b5fJSUlHDixAmysxPfjKOvfPJfj/KRbzMfZyTvvX240SQ/qgDNG54o73osepdxOj5a2GRQFFEoNG95LN70kDgWWNBkMSKsUWjezlC8ltW9kSp0r8c80BRgbCiKoS3eyzB5OccZX6ZOeczipmYmBmMndH7gdrEuN/n/6U+bW5kSiLXFdpeT5wflJsg05ictrVzXGTsOvMLp4Nd5g9CAVt3xuiuje1p9fL/DD8AXDgfLh+ShAQuF1fUYCwPLUNwdtDHbiPUO7DFNfhI+SERBVGvCWL3yuHfUndw78QGwOdjXvI+5r89N+trmjZ3HoomLADjWcYxZ/zMLp81JkacIr8dLcWZxfFyeX06Rpyjpur7JwuEwmzdvZsaMGZim7ElINxdL+2utaewIcbChg0MnOqhrDVLni+3hO/lvf+jk53gUw9mA4TiO4TweGzsaUfY2lL2NUOM/EWqYCYAyG8m87NdJnzfUdA3B+lswFNgdfpyX/NspiSnABtqGo/MqPO2zMZRCqSBNeU+hMAADUCgUdA3u8BUMCt4Sm6csjnlWdq1Q9RorFK7oZeQHb40f5lzjfobY6fGnc1nDGRK6PT5d43wBSyU+f8dpeRka/CHNLS0Mys2l1rWWqGpPGOuwhlAY+nF8+pjzPwir5oSxdp2LN/iT+HSd40VCxvGEsTbtoTj4r/HpesdLBI2ahLGGdjIsuCA+fdzxVwLG4YSxCoOSwEPx6RPmevy2/QljAUoCi1Bd/ZyN5v/SYUveq1QcuB8bscMkm8xNtNtO/2F4kjdwL3Zi38HN9v+jzb4jaWxR8F8wdezu2C329/HZPz5DDj9kcNRFtvbRbN9OteMzbESw6SgGFjaiGDqKDYufNkN5qBO31cmHbov/zkl+/4OHm1r4Vlf98I7bzX/mJr8m/QPNrVzVVT985HKxdlDyWuPeFh/TuuqHHU4nz+UlP5H8x61tfM/fSRSDzxxO/j3/ZGzPyij2ZrjVF+K7nVE0ioOmwTN53XsPdI/qa3qHZsLgf2b8Hae8f/uBz+dj8ODBtLa2nrXGPa+e9lAoxI4dO/j5z38en2cYBtOnT2fr1q0JH7N161YWL17ca97MmTNZv3590udZsWIFjz/++Gnz33zzTTIykt/+ui9k1+4hmN3MV2e4WYI3epiSrjtbho0cvjrDVQsGWzWURcMARIxs9rhyT4no3ogyaaDYCnXFZvGFK/mtkw3VwSAde3N02jLZ7cpMGtvao+en2Wawy5X8DXrMCNGCSRQbVYaDClfy3WV73MMZZnjAsHPAGWa3qzFpbMXga8kbOoqocvCVamG/tTlp7La86bhc1wFQG6mlLbzv9F8MXb6qOsrG428B0GK1MMQYgkM5cCgHTpw4lAO3cpOhMrBX29l4bCMAlrZYmr0Uj/JgKAM6iQ0NECLErq4/6Wzz5uRtJL75Lqb2z+kaRrsAFzA0dj5gIArtYfBHoCMyBH9kCP5IOR0RhT8AIQsCUYtANEokWxOMQkA7CTV+H8voxFIBtBFAG50oIwBGEB3JBcDSEI6GOO0TUnXtD1QR2kMhGps6Y/MNP1lDEhe1AE3tQ6mtbeuaipI19kjS2Ha/m6NHW+PTmWMOoVTior09YHCkuqU7dtRBlC1x0d4RDHP0SCugqGxrxXNZJYbdlzg23EFNj/V6LjmM4TyRMNYK5XOsR2xG2WFs5rHEsZEsdvSIdQ+vwp5RlTBWR529Y0uqsWceTByrjV6xrmHVmFmJYwF2HmkBHSuZXN4jmDnJYyuONoMV+z52FtbgGJQ8dndtMzoS28PrHFqDIz957GfHGtGhWOedY0gtzsFnWG99C1awGBiEI9/E6Une235v4D6inSMAMF0f4HJtSBr7ZPRWikM5uFWIWncVu1zJf+i8x1DaozYcRNhpBNjlCieNPWpE8GmFDYsThnnGuuTG9liHnw2LTsPiU1fyk8xndrQxyIq9j6px8LmrMGHc1EArjTWH2LhxY9J19RW/33/OsefV015bW0txcTEfffQRU6ZMic//2c9+xrvvvsu2bdtOe4zD4eDFF1/kjjvuiM/73e9+x+OPP059fX3C5xlIPe2HPvuYz2u20RBtTRygFOWOMpxG7KP6aLiB+mjTyYWnjGGss4wMmxsU1IYbOBZpjK8nHqti49HOS8gyPWgUx8ONHI3UQ7wnBpQR+7dSBqMyLiPXkQtK0RBppDpwFKUMlDLAMGI9O4YNpRSX545lSMZQbDYbjeFmDrYfxGYYGDYbdru91+Eeo7JHsfvD3cyYMYPmcDNfNH5xysvvETtoFF5P7GZBTYEmPjvxWTxG9egVUkpRllMWj/WFfPFjxG0qlqOBgaEMlFIUZRQxJGMIAMFokLqOOmyGDUMZmIaJw3DgsDkwDRO7IedWX2gXS0+r6BvS/qfTWhOxNKGIRdTShC1N1NJEohbhqIU/HCRkhYlYYYKRCGErTDgaxm64yDbz0FoTtqJUte/D0hZRHSVqWVhao9FobZFpz6XQPSK2B1Jb7G3dQay0iy3XsUQAyLQPosQzOp7fFy1bu/s1enzFW1hk2nMYkdl9aOqe1m1EdSTh68ywZzHcXU5FxadMmDCe/R07iFjdhVfP6sFly+CyrInx6X1tOwhFE/8YcBguRmVfGZ8+0LaLQDRx4WI3TMZkdx/3fah9N/5IW8JYQ9m4POea+PTh9s9pjyT+7lYKynOmxaerOvbQFm5KGAtwec41GCrW4XXEv5fWUOIfJABjsq/G3nV+U43/AM2hxLUOwOjsSZhd9cOxzkoag7VJY0dmTcRpi3Vc1geqaAgcTRp7adZ43LZY511D4Cj1gcQ/dADKMq/AY491Np4I1lLXWRlfZlkWhw8fZsSIERiGwXDP5WSZsQ7EpmAdtZ3JfziUesaQbeYD0BJq4Kh/X9LYYRkjyXXEDrH2hRup7vgK0CgdRemu/fBao7SF11nKYDMfpS3aI61Udn4FWqOwYr+RY/vrQWuKHUUMtQ+OxUbbORA4QLyPXZ/8S1Noz2dcyVVcOqo8aY59pc962vuL0+nE6Ty9R9c0zX7/0hj97WsZ/e1rzzk++em4A1MxJXyLbyVdHg6H2c1uTNOkOKOY4pzic1pvgVlAQVbBOcXmm/l8x/Odc4o1TZPLXJedU6y4sFLx/hMDh7R/bw7gH93vey3nfsjdTIadc+wN3HbOsbPOst5wOIw+UsEN47zcbA4/5/VyHvlKbH/EXnPWqO7Y7komHA6zsW0jP7j2Bwne/8OASeex3olnjeqOHX+OsQDfPY/Yged8PlfP60j+wYMHY7PZTushr6+vp7Aw8S6HwsLC84oXQgghhBBC9HZeRbvD4eDKK69ky5Yt8XmWZbFly5Zeh8v0NGXKlF7xEDs2Mlm8EEIIIYQQorfzPjxm8eLFzJ8/n0mTJnH11Vfz7LPP0tHRwd133w3AXXfdRXFxMStWrADgwQcf5LrrrmPVqlXMmjWLl19+mU8++YR169Zd2FcihBBCCCHEN9R5F+233347DQ0NPPbYY9TV1TFhwgTeeOMNCgpixy9XV1dj9Lh+5tSpU3nppZf4xS9+wSOPPMLIkSNZv369XKNdCCGEEEKIc/S1TkS9//77uf/++xMue+edd06bN3v2bGbPnv11nkoIIYQQQoi0l563lBJCCCGEEOIiIkW7EEIIIYQQA5wU7UIIIYQQQgxwUrQLIYQQQggxwEnRLoQQQgghxAD3ta4e09+01gD4fL4UZ5J+wuEwfr8fn88ntzBPU7INpDdp//Qm7Z/epP373sna9mSteyYXRdHe1tYGQElJSYozEUIIIYQQ4sJqa2sjJyfnjDFKn0tpn2KWZVFbW0tWVhZKqVSnk1Z8Ph8lJSUcOXKE7OzsVKcjUkC2gfQm7Z/epP3Tm7R/39Na09bWhtfr7XVz0kQuip52wzAYNmxYqtNIa9nZ2fKGTXOyDaQ3af/0Ju2f3qT9+9bZethPkhNRhRBCCCGEGOCkaBdCCCGEEGKAk6JdnJHT6eSXv/wlTqcz1amIFJFtIL1J+6c3af/0Ju0/sFwUJ6IKIYQQQgiRzqSnXQghhBBCiAFOinYhhBBCCCEGOCnahRBCCCGEGOCkaBdCCCGEEGKAk6JdCCGEEEKIAU6KdpFUTU0NP/rRj8jPz8ftdjNu3Dg++eSTVKcl+kE0GmX58uWUlZXhdru59NJLeeKJJ5CLTX0zvffee9x00014vV6UUqxfv77Xcq01jz32GEVFRbjdbqZPn87+/ftTk6zoE2faBsLhMEuXLmXcuHF4PB68Xi933XUXtbW1qUtYXFBn+wzo6b777kMpxbPPPttv+YkYKdpFQs3NzUybNg3TNHn99df58ssvWbVqFYMGDUp1aqIfrFy5kjVr1rB69Wr27NnDypUrefrpp3nhhRdSnZroAx0dHYwfP57f/va3CZc//fTTPP/886xdu5Zt27bh8XiYOXMmgUCgnzMVfeVM24Df72fnzp0sX76cnTt38re//Y29e/dy8803pyBT0RfO9hlw0iuvvMLHH3+M1+vtp8xET3KddpHQsmXL+PDDD3n//fdTnYpIgRtvvJGCggL+8Ic/xOfdeuutuN1u/vSnP6UwM9HXlFK88sor3HLLLUCsl93r9fLQQw/x8MMPA9Da2kpBQQF//OMfmTt3bgqzFX3h1G0gke3bt3P11VdTVVVFaWlp/yUn+lyy9q+pqWHy5Mls2rSJWbNmsXDhQhYuXJiSHNOV9LSLhF599VUmTZrE7NmzGTp0KBMnTuT3v/99qtMS/WTq1Kls2bKFffv2AfDpp5/ywQcfcMMNN6Q4M9HfKisrqaurY/r06fF5OTk5TJ48ma1bt6YwM5FKra2tKKXIzc1NdSqiH1iWxbx581iyZAnl5eWpTidt2VOdgBiYDh06xJo1a1i8eDGPPPII27dvZ8GCBTgcDubPn5/q9EQfW7ZsGT6fjzFjxmCz2YhGozz55JPceeedqU5N9LO6ujoACgoKes0vKCiILxPpJRAIsHTpUu644w6ys7NTnY7oBytXrsRut7NgwYJUp5LWpGgXCVmWxaRJk3jqqacAmDhxIp9//jlr166Voj0N/OUvf+HPf/4zL730EuXl5VRUVLBw4UK8Xq+0vxBpLBwOM2fOHLTWrFmzJtXpiH6wY8cOnnvuOXbu3IlSKtXppDU5PEYkVFRUxOWXX95r3tixY6murk5RRqI/LVmyhGXLljF37lzGjRvHvHnzWLRoEStWrEh1aqKfFRYWAlBfX99rfn19fXyZSA8nC/aqqio2b94svexp4v333+f48eOUlpZit9ux2+1UVVXx0EMPMWLEiFSnl1akaBcJTZs2jb179/aat2/fPoYPH56ijER/8vv9GEbvjwebzYZlWSnKSKRKWVkZhYWFbNmyJT7P5/Oxbds2pkyZksLMRH86WbDv37+ft956i/z8/FSnJPrJvHnz2L17NxUVFfHB6/WyZMkSNm3alOr00oocHiMSWrRoEVOnTuWpp55izpw5/P3vf2fdunWsW7cu1amJfnDTTTfx5JNPUlpaSnl5Obt27eKZZ57hnnvuSXVqog+0t7dz4MCB+HRlZSUVFRXk5eVRWlrKwoUL+dWvfsXIkSMpKytj+fLleL3eM15dRFxczrQNFBUVcdttt7Fz5042bNhANBqNn8+Ql5eHw+FIVdriAjnbZ8CpP9JM06SwsJDRo0f3d6rpTQuRxGuvvaavuOIK7XQ69ZgxY/S6detSnZLoJz6fTz/44IO6tLRUu1wufckll+hHH31UB4PBVKcm+sDbb7+tgdOG+fPna621tixLL1++XBcUFGin06mvv/56vXfv3tQmLS6oM20DlZWVCZcB+u2330516uICONtnwKmGDx+uf/Ob3/RrjkJruU67EEIIIYQQA5wc0y6EEEIIIcQAJ0W7EEIIIYQQA5wU7UIIIYQQQgxwUrQLIYQQQggxwEnRLoQQQgghxAAnRbsQQgghhBADnBTtQgghhBBCDHBStAshhBBCCDHASdEuhBBCCCHEACdFuxBCCCGEEAOcFO1CCCGEEEIMcP8PtxtHodSltAMAAAAASUVORK5CYII=", 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" ] @@ -699,13 +699,13 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a475b8df3b2841afa07da1def9d3dd5e", + "model_id": "d18925338c9d4c3f89699cde6e258e29", "version_major": 2, "version_minor": 0 }, @@ -743,7 +743,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -780,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -831,13 +831,13 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "43607f2b28a64ce49854da9ff10a9ea5", + "model_id": "bb501196a0844d59afb874f0d42c72ee", "version_major": 2, "version_minor": 0 }, @@ -2160,7 +2160,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.12" }, "widgets": { "application/vnd.jupyter.widget-state+json": {