From 65bd9d16a99a49d1d66a914cfd3b588a4fe5a1eb Mon Sep 17 00:00:00 2001 From: Ziaeemehr Date: Tue, 20 Aug 2024 17:11:20 +0200 Subject: [PATCH] update chap 4 --- docs/examples/chap_04.ipynb | 288 +++++++++++++++++++++-------- netsci/datasets/sample_graphs.json | 2 +- netsci/utils.py | 62 ++++++- 3 files changed, 269 insertions(+), 83 deletions(-) diff --git a/docs/examples/chap_04.ipynb b/docs/examples/chap_04.ipynb index b7f5012..a0ab653 100644 --- a/docs/examples/chap_04.ipynb +++ b/docs/examples/chap_04.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -61,17 +61,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Comparing Poisson and Powe-law Distributions" + "#### Figure 4.4, Comparing Poisson and Powe-law Distributions" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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q0dHRREZG6mJ9vtuHdtnu3bt1rz1+/JjRo0fj5uamW37gwAESExN15XNLe4zO7G84q38/WfHqq69SqVKlbK3z4Ycf6v2Wy5QpQ58+fbhy5UqBNI3Pz+Ou9ri/YcMGUlJS8ucNCCEKJUn+hRCFioODA3FxcVkur+2/ml4zx+rVq+uVeV7ZsmX1njs7OwOkOzq0s7Nzmr62AFWqVEmzzN/fH9DvrxwfH8/YsWPx9vbG2toaV1dX3NzcdM3GHz16lGY7fn5+aZal56233qJdu3ZMnToVZ2dnWrRowbRp07hx44auzIMHD4iLi0v3M7K2tqZ8+fLpfkbpNQ8uUaJEup/Fi65fv07JkiUpUaJEmteqV6+OWq3OdULg5eXFzp072blzJ8HBwVy+fJnr16/rLrRz+tvQsrCw4Mcff+T8+fOULVsWf39/hg8fnqbf8Oeff07ZsmXp2rUrbm5udO3alV9++UUvMcppLC9+B9rPMyvfQUpKClOmTKFixYpYWVlRokQJ3Nzc6NevH5D+7y4r37n2t53Z7z871q9fz86dO9mzZw+nT5/m/v37fPnll0D2f7stW7bU9ZsGTZIfGBhIjRo1KFmypN7ySpUqUbp0aQAuX76MWq1m2bJluhtKzz8uXbrEvXv30sSQ1b/T7Fq/fj0NGjTA2toaZ2dn3Q0u0P/e3N3dqVq1qt77cnFxoWbNmrRo0UJvufbzyQva33ZmN2qz+veTFTn5nLN6fM4v+XncHT58OHXq1GHYsGG4uLjQoUMHfvzxx3R/o0KI4kWSfyFEoVK9enViY2OzfHGWUU3ry2RUW5fR8vT2k9l0Ts+/1qtXL11f7dWrV7N9+3Z27typq9VVq9Vp1n++tUBmLCws+Pvvvzl27BhffPEFFhYWTJo0iSpVqrB27doMY3/Ze4PsfRbZKZPT7+xFNjY2tG7dmtatW9OsWTP8/Pz0Pve82M+7775LaGgoixYtol69evzxxx+0bduWrl276r638uXLc/78ef7++2/efvttbt++zXvvvUelSpUICQnJVSy5+Q4+/PBDvvzyS2rXrs3SpUvZtm0bO3fu5LvvvgPS/93l1e8/O5o2bUrr1q1p0aIFNWrU0Kv1zO5v19XVlWrVqrF7925dv/5WrVoB0KJFC3bv3k18fDzHjh3TS4S12+nVq5fuhtKLj+fH8dDK6t9pdvz++++6sQh+/PFH/vzzT3bu3Mnff/8NpP3eWrZsycmTJ3n06BF79uyhRYsWmJiY0LJlS44cOUJ8fDx79uyhSpUqeTImAcCpU6cAqFy5cqblsvL3kxU5+ZzT+31qv2fta5n9hnNbo56fx10XFxeOHj1KcHAwo0aN4smTJ3z00UdUrFiRoKCgHMcshCj8ZMA/IUSh0q1bN4KDg1m4cGGa0bnTU758eYB0m3GeO3dOr0xe0yZ26S3T1t5omxP369cvzdzeu3btyrNY6tatS926dfn888+5c+cOderU4dNPP6VXr164u7tjb2+f7mf09OlTrl+//tKL+OwqX74827dvJyoqKk3t//nz5zExMcnzObjTi0G7vxdl57fh4eHBO++8wzvvvINarWbIkCEsWbKE4OBgWrRoAWhuwrRr1043Un1QUBAtWrTgu+++Y/ny5Qb5na5atYpmzZqxbt06veXpdWHJDm2cISEhVKxYUe+19P4mciMnv92WLVsye/ZstmzZwtOnT3XJf6tWrfjggw/YunUrKSkpesl/hQoVUKlUJCYm0rp16zx9D9m1atUqrKys2Lt3r17Sm173INC83zlz5rB9+3YOHz7MzJkzAc37TU5O5q+//uL48eO8//77eRJfYmIiK1aswMzMTPd7z0xW/n7yQ0hISJqBQy9cuAD8//HZxcUF0MxK8KL0auWzc8Mrv4+7JiYmNGvWjGbNmgGa91anTh0mTJhAcHBwjrcrhCjcpOZfCFGovPPOO1SpUoUZM2Zk2B/77NmzzJgxA4DatWvj4+PD8uXLuX37tq6MWq1m2rRpAHTt2jVfYt25cycnT57UPVcUhenTp+vtU1uL82Itz507d1i0aFGuY4iMjEyzzNPTE09PT90FrYmJCZ06deLs2bNs3bpVr+ysWbOIj4/njTfeyHUsz+vatSuKoui+A61Dhw6xZ88eWrduna2xHXIit7+NJ0+e8OTJE71lJiYm1KxZE/j/hCG976BWrVqYmJjoyhjid2pqaprmd/f48WNdcphTnTp1QqVSMWPGDL1pLcPCwli9enWutv2inPx2W7ZsiaIoTJo0CU9PT13z75YtW5KSksLXX3+NSqXSSzxLlChBx44d2bx5MwcOHEgTh6IoPHjwIE/fW0ZMTU1RqVR6NeOKojBlypR0ywcGBmJiYsI333xDYmKi7mZHhQoV8Pb2ZvLkyaSmpuqW58bjx4/p06cPYWFhuikRM5LVvx/QjO6fXjeU3Jg5cyZJSUm657du3WLNmjVUrFhR1xTf3t4eDw8P9uzZo/e3cv36dTZt2pRmm9rxYLISa34ed9M75lSsWBF7e/t0b2QIIYoPqfkXQhQq1tbWbN26lVdffZU333yT1q1b07ZtW1xdXYmKiiI4OJht27YxZMgQQHOhPH/+fDp37ky9evV47733cHZ2ZuPGjQQHBzNkyJBMp2LKjYCAAFq2bMmwYcPw9PRk8+bN7Nq1i379+ukGELS3t6dt27asWrUKa2tr6tWrR1hYGD///DNly5bNUt/tzEyZMoV//vmH1157TTeOwfbt2zl58qRuLmyAadOmsWvXLt58803dlFOHDx9mxYoVBAQEMGrUqFzF8aKBAweycuVKZsyYQWhoKC1bttRN9efg4MCsWbPydH/pye1v4/LlyzRv3pyuXbtStWpVSpQowcWLF1mwYAGlSpXS1RC3bdsWR0dHmjVrhpeXFzExMaxYsQK1Wk3//v3zJJac6NatGz///DM9e/akdevW3Lt3jyVLlqQ7DkN2VKpUidGjRzNz5kyaN29Oz549iYmJYcGCBVSuXFnvhlheyO5vt3nz5piamhISEkLfvn11y8uVK4evry8hISHUrFkzzeewYMECXnnlFVq0aEG/fv2oXbs2arWa69evs3nzZvr375/ufPDZdfLkyQwT+S+++IJu3brx+++/07JlS/r3709ycjKbNm1Kk0hrOTk5UatWLU6cOEGZMmX0WmO0aNGC5cuXY2JiQmBgYLbi3LFjB1evXkWtVhMTE8OZM2fYuHEjDx8+ZODAgfzwww+Zrp/Vvx+ABg0asGvXLv73v//h5eWFra0tr7/+erbifVFKSgpNmzalV69exMXF8dNPP5GQkMCcOXP0avCHDx/OF198QYcOHejSpQsRERH89NNPVKtWjWPHjults0GDBoBmOr5evXphaWlJgwYN0owho5Vfx90hQ4Zw69Yt2rZti4+PD4mJiWzYsIH79+8zbty4HG1TCFFEFMykAkIIkbceP36szJo1S3nllVcUZ2dnxczMTHFzc1PatWunLF68WG8qJEVRlP379ytt27ZVHBwcFEtLS6VatWrKjz/+mGaqM+30Yi/au3evAihLly5N89qL09A9Pz3UmjVrlOrVqysWFhZKmTJllC+//FJv+jNFUZQHDx4o77zzjuLp6amL7ZdfftFN7fT8tGiZTSWVXix79+5VevToofj4+ChWVlaKk5OTUrduXWX+/PlppiALDQ1V+vfvr5QsWVIxNzdXvL29lQ8//FCJjo7WK5deXFrNmzdXfHx80o3tRY8fP1Y+++wzpXz58oq5ublSokQJpUePHulO2ZWTqf4qVaqUpbJZ/W28+NlHRkYqo0ePVgICAhQnJyfFyspKKVeunDJ06FDl5s2buvUWLlyotGnTRvHw8FAsLCyUkiVLKm3btlX+/vvvHMeS0e9UUTKeFu1Fjx8/VsaOHat4e3srlpaWSoUKFZRp06Ypu3btSvNbz+53rlarlenTpytly5ZVLCwsFD8/P+XHH3/MdDsv0r7HO3fuvLRsVn+7WvXr11cAZcmSJXrLBw0alGaKuuc9ePBAGTt2rOLn56dYWloqjo6OSrVq1ZSRI0cq58+f15V72d9perTHjcweWr/88otSpUoVxdLSUvHw8FCGDBmiREVFZfjdf/zxxwqg9O/fX2/5ihUrFECpXbt2luPUvjftw8zMTHFxcVFq166tDB06VDl8+HCm62X370dRNNNHtmzZUrGzs1MA3e8ts6n40tvn88vOnTunDB8+XClZsqRiaWmp1KtXT/nnn3/SbCM5OVkZN26c4uHhoVhaWiq1atVStmzZkuF3/M033yje3t6Kqamp3t9RRuXz47j7+++/K6+//rpSunRpxcLCQnF1dVVeeeUVZc2aNel+TkKI4kOlKHk0spIQQggAQkNDKVu2LBMmTMiTmkAhhBBCCCFyS/r8CyGEEEIIIYQQRZwk/0IIIYQQQgghRBEnyb8QQgghhBBCCFHESZ9/IYQQQgghhBCiiJOafyGEEEIIIYQQooiT5F8IIYQQQgghhCjiJPkXQgghhBBCCCGKOEn+hRBCCCGEEEKIIk6SfyGEEEIIIYQQooiT5F8IIYQQQgghhCjiJPkXQgghhBBCCCGKOEn+hRBCCCGEEEKIIk6SfyGEEEIIIYQQooiT5F8IIYQQQgghhCjiJPkXQgghhBBCCCGKOEn+hRBCCCGEEEKIIk6SfyGEEEIUGykpKYwaNQoXFxecnJx45513ePr0qaHDEkIIIfKdJP9CCCGEKDamTp3K3r17OXv2LFeuXCEkJISPP/7Y0GEJIYQQ+U6lKIpi6CCEEEIIIQqCt7c306dP56233gJgx44d9OjRg4cPH2Jqamrg6IQQQoj8IzX/QgghhDA606ZNo3v37pQrVw6VSoWvr2+m5deuXUudOnWwtrbG1dWVXr16ERYWplcmOjqa8PBwatasqVtWu3ZtYmNjCQ0Nzfs3IYQQQhgRSf6FEEIIYXQ+++wz9uzZQ/ny5XF2ds607Ny5c+nduzfW1tbMnDmT0aNHs3PnTho3bkxERISuXFxcHABOTk66Zdr/a18TQgghiiozQwcghBBCCPGia9euUa5cOQCqVatGfHx8uuWioqIYP348tWvXJigoCDMzzaVN+/btqV+/Pl999RWLFi0CwN7eHoCYmBg8PDwATWuA518TQgghiiqp+RdCCCGE0dEm/i+zefNm4uPjGTlypC7xB6hbty7NmjVj/fr1JCUlAZpafi8vL06dOqUr999//2Fvb//SbgVCCCFEYSfJvxBCCCEKraNHjwLQuHHjNK81btyYuLg4Ll68qFs2ePBgpk6dSkREBA8ePGDixIkMHDhQBvsTQghR5Emz/zykVquJiIjA3t4elUpl6HCEEEIUc4qiEBcXR6lSpTAxKZr3+2/fvg1AmTJl0rymXXbr1i1q1KgBaMYSiIyMpGrVqqjVarp168Z3332X4fYTExNJTEzUPVer1Tx8+JASJUrIuV4IIYRRyOr5XpL/PBQREYGXl5ehwxBCCCH0hIeHp5scFwVPnjwBwNLSMs1rVlZWemUAzMzMmD17NrNnz87S9qdNm8akSZPyIFIhhBAif73sfC/Jfx7SDhYUHh6Og4ND9jewcwIcXwwNh0GL8XkcnRBCiOImNjYWLy+vIj2YnY2NDaCpobe2ttZ7LSEhQa9MTowfP54xY8bonsfExODt7Z3zc70QQgiRx7J6vpfkPw9pm/85ODjk7ILAyQUsVWCeCnJBIYQQIo8U5ebppUuXBjRN+/38/PRey6xLQFZZWlpiaWnJvHnzmDdvHqmpqUAuzvVCCCFEPnnZ+b5odgAsrCxsNf8mPTZsHEIIIUQhUa9ePQAOHjyY5rWDBw9iZ2dH5cqVc72fYcOGERISwrFjx3K9LSGEEMIQJPk3JpbPmmkkxRk2DiGEEKKQ6Ny5MzY2NsyePZuUlBTd8uPHj7Nv3z569OiBhYWFASMUQgghjIM0+zcmUvMvhBBCALBy5UrCwsIAePDgAUlJSUyZMgUAJycnhg8fDoCrqytTp05l9OjRBAYG0q9fPyIjI5k5cyYlS5Zk8uTJeRLPi83+hRBCiMJGpSiKYuggiorY2FgcHR2JiYnJWT/AkM2wvj94N4JBf+d9gEIIIYqVXJ+XDCgwMJDg4OB0X/Px8SE0NFRv2erVq5kxYwYXLlzAxsaGNm3aMG3aNMqWLZuncRXmz1QIIUTRlNVzk9T8GxNdzX+8YeMQQgghDCwoKChb5fv06UOfPn3yJxghhBCiCJA+/8bE4lmf/0RJ/oUQQghjMm/ePPz9/XUDDOaJ/T/AkV/ybntCCCFEJqTm35hIn38hhBDCKA0bNoxhw4bpmlbm2q0TsHuS5v+Rl6D9d2Aql2VCCCHyj9T8GxNJ/oUQQojioXRtaD0JUMGxRbCmOyREGzoqIYQQRZgk/8ZEO9Vf8mNQqw0bixBCCCF08rzZv0oFr4yGnivB3Aau7YHFbeDh9bzZvhBCCPECSf6NibbmHzQ3AIQQQghhFIYNG0ZISAjHjh3L2w1XeV0zw499KYi8DAtbQeiBvN2HEEIUE8uWLcPJycnQYRgtSf6NiZkVqJ59JdL0XxQDQUFBqFQqoqOjDR1KrgUGBjJ69Og83+7EiROpWbOm7vnAgQPp0qVLnu8nvX3lpz179lC5cmXU0sopQ2PHjmXkyJGGDkMUBM8AGLIHStWChIewojP8t9rQUQkhRKHTs2dPLl++bOgwjJYk/8ZEpZIR/0WhMnDgQFQqFSqVCnNzc8qVK8fYsWN5/DhrN68aN27MnTt38mbwrHywbNky3fszNTXF2dmZBg0aMHnyZGJiYvTKbty4ka+//jpL283OjYKxY8eye/fu7Ib+UiqVik2bNhXIvtLz8ccf8/nnn2NiUvROQ0+fPmXgwIFUr14dMzOzdG/W3Llzh969e1OpUiVMTEzS/T18/PHHLF26lBs3buR/0MLwHDxh4Dbw7wzqZNg8FHZOkG6AQgiRDdbW1ri7uxs6DKNllFdda9eupU6dOlhbW+Pq6kqvXr0ICwvL0rrr16/n7bffpkaNGpiZmaFSqQgNDc3SumfOnMHc3ByVSsW6dety8Q5yQTfonyT/onBo3749d+7c4fr160yZMoX58+czduzYLK1rYWGBh4cHKpUqn6PMOQcHB+7cucOtW7c4ePAg7777LitWrKBmzZpEREToyrm4uGBvb59n+1UUhZSUFOzs7ChRokSebTczBbWvgwcPcuXKFbp3757v+zKE1NRUrK2tGTlyJK1bt063TGJiIm5ubnz++ecEBASkW8bd3Z22bdvy008/5We4IovyZaq/F1nYQLdl0Gyc5vmBWbC+n7QGFEIUG4GBgQwfPpzhw4fj5OREiRIl+OKLL1AUBYBHjx7Rv39/nJ2dsbGxoUOHDly5ckW3/ovN/k+fPk2LFi2wt7fHwcGBOnXqcPz4cQDCwsJ4/fXXcXZ2xtbWlqpVq7Jt2zbdusHBwdSvXx9LS0s8PT359NNPSUlJ0Yt15MiRfPzxx7i4uODh4cHEiRPz9wPKJaNL/ufOnUvv3r2xtrZm5syZjB49mp07d9K4cWO9C+2MzJ8/n3Xr1mFjY0OFChWyvF+1Ws2QIUOwsrLKTfi5JyP+CzSJ35OkFIM8tAfXrLK0tMTDwwMvLy969+5Nnz59dDXKiYmJjBw5End3d6ysrHjllVf0+su+2Ow/s4Pwo0eP6NOnD25ublhbW+Pn58fSpUt12zp79iwtW7bE2tqaEiVK8O677xIf//830bTN5b///ns8PT0pUaIEw4YNIzk5OdP3p1Kp8PDwwNPTkypVqvDOO+9w8OBB4uPj+fjjj3XlXqzNnz9/Pn5+flhZWVGyZEm6deumiyM4OJgff/xR16ogNDRU91ns2LGDunXrYmlpyf79+zNsij9p0iTc3d1xcHDgvffeIykpSfear68vs2bN0itfs2ZN3QnJ19cXgK5du6JSqXTPX9yXWq1m8uTJlClTBktLS2rWrMnff/+tez00NBSVSsXGjRtp0aIFNjY2BAQEcOjQoUw/03Xr1tG2bVu9461230uWLMHb2xs7Ozs++OADUlNTmT59Oh4eHri7u/PNN9/obSsmJoZ3331X91m0bNmS06dP616/du0anTt3pmTJktjZ2VGvXj127dqltw1fX1+mTp3KoEGDsLe3x9vbm19+yfnc67a2tixYsIAhQ4bg4eGRbhlfX19+/PFH+vfvn2nLl06dOrF27docxyLyTr71+X+RiQm0/AK6/gKmFnBxKyxpBzG383e/QogirTBdWy5fvhwzMzOOHDnC7NmzmTlzJosWLQI011HHjx9ny5YtHDp0CEVR6NixY4bXc3369KFMmTIcO3aMEydO8Omnn2Jubg5ojuuJiYns27ePs2fP8t1332FnZwfA7du36dixI/Xq1eP06dMsWLCAxYsXM2XKlDSx2tracuTIEaZPn87kyZPZuXNndr+eAmNUE8pGRUUxfvx4ateuTVBQEGZmmvDat29P/fr1+eqrr3RffEZWrFhBqVKlMDMzY/jw4Vy6dClL+547dy7nz5/n448/ZsKECbl+Lzkmyb8AEpJT8f9qh0H2HTK5HTYWOT80WFtb6w7AH3/8Mb///jvLly/Hx8eH6dOn065dO65evYqLi0uadYcNG0ZSUhL79u3D1taWkJAQ3UH4yy+/JCQkhO3bt+Pq6srVq1dJSEgA4MmTJ7Rv356GDRty7Ngx7t+/z+DBgxk+fDjLli3TbX/v3r14enqyd+9erl69Ss+ePalZsyZDhgzJ1nt0d3enT58+LFmyhNTUVExNTfVeP378OCNHjmTlypU0btyYhw8fsn//fgB+/PFHLl++TLVq1Zg8eTIAbm5uuhZKH3/8Md9//z3lypXDycmJ4ODgNPvfvXs3VlZW7N27l9DQUN5++21cXV3TJMYZOXbsGO7u7ixdupT27duniV/rxx9/ZMaMGfz888/UqlWLJUuW0KlTJ86fP4+fn5+u3Oeff87333+Pn58fn3/+Ob169eLq1au6Y/iL9u3bR69evdIsv3btGtu3b+fvv//m2rVrdOvWjRs3blCxYkWCg4M5ePAggwYNolWrVjRs2BBFUXj11VdxcXFh27ZtODo68vPPP9OqVSsuX76Mi4sL8fHxdOzYkSlTpmBlZcXy5ct5/fXXuXTpEt7e3rp9z5gxg6+//prPPvuM3377jQ8++IBmzZpRuXJlAKpWrZppCzQfHx/Onz+fpc8/O+rXr094eDhhYWH4+Pjk+faFEQvoCc6+sK433D0LC1tCrzVQuo6hIxNCFEKF6drSy8uLmTNnolKpqFSpEmfPnmXmzJkEBgayZcsWDhw4QOPGjQFYvXo1Xl5ebNq0Kd0WhTdv3mTcuHG68/nz1y83b97kzTffpHr16gCUK1dO99r8+fPx8vJi7ty5qFQqKleuTEREBJ988glfffWVrttijRo1dLmjn58fc+fOZffu3bRp0yabn1LBMKrkf/PmzcTHxzNy5Ei9i8a6devSrFkz1q9fz/z587GwsMhwG89fzGVVeHg4X3zxBRMmTMDNzS1HsecZ7XR/SXGGjUOIHDh69Chr1qyhVatWPH78mAULFrBs2TI6dOgAwMKFC9m5cyeLFy9m3LhxadbP7CB88+ZNatWqRd26dYH/r70GzYE/ISGBFStWYGuruYE2d+5cXn/9db777jtKliwJgLOzM3PnzsXU1JTKlSvz6quvsnv37mwn/wCVK1cmLi6OqKioNH3Lbt68ia2tLa+99hr29vb4+PhQq1YtABwdHbGwsMDGxibdWuHJkye/9IRhYWHBkiVLsLGxoWrVqkyePJlx48bx9ddfZ6kPvfY45+TklGHNNMD333/PJ598wltvvQXAd999x969e5k1axbz5s3TlRs7diyvvvoqoGmRULVqVa5evao70b4oNDSUUqVKpVmuVqtZsmQJ9vb2+Pv706JFCy5dusS2bdswMTGhUqVKfPfddwQFBdGwYUP27t3L2bNnuX//PpaWlrqYN23axG+//ca7775LQECAXrP6KVOm8Mcff7BlyxaGDx+uW96xY0eGDh0KwCeffMLMmTMJCgrSvYdt27Zl2kpEW4uQ10qXLg1oPjNJ/osh7waagQDX9IQHF2BpR+j6E1TtaujIhBAi3zRs2FCvS2ijRo2YMWMGISEhmJmZ0aBBA91rJUqUoFKlSly4cCHdbY0ZM4bBgwezcuVKWrduTffu3SlfvjwAI0eO5IMPPuCff/6hdevWvPnmm9SoUQOACxcu0KhRI704mjRpQnx8PLdu3dLlnNryWp6enty/fz9vPoh8YFTJ/9GjRwF0d3Ke17hxY4KDg7l48WKaDzm3hg0bhq+vLx9++CGrVq3K8nqJiYkkJibqnsfGxuY+GKn5F4C1uSkhk9sZbN/ZsXXrVuzs7EhJSSE5OZnOnTszZ84crl27RnJyMk2aNNGVNTc3p379+hkeoDM7CH/wwQe8+eabnDx5krZt29KlSxfdseLChQsEBAToEn/QHKDVajWXLl3SJf9Vq1bVq+X29PTk7Nmz2Xq/WtombOmNV9CmTRt8fHwoV64c7du3p3379nTt2hUbG5uXbld7cyMzAQEBettq1KgR8fHxhIeH51mCGBsbS0REhN73B5rP9flm9aB/4vP09ATg/v37GSb/CQkJ6Xax8vX11Rs3oWTJkpiamurd0ChZsqTupHrixAni4+PTjFOQkJDAtWvXAHj8+DGTJk1i69atREREkJKSQkJCAjdv3szwPWi7ejx/8jZU4m1tbQ1oWreIYsrZB975B34bBFd3woaBEHkVmo3VDBQshBBZUJiuLbNLUZQMx4+aOHEivXv35q+//mL79u1MmDCBdevW0bVrVwYPHky7du3466+/+Oeff5g2bRozZsxgxIgR6W4zvWu/F2/+q1Qqo57JyKj6/N++renPVqZMmTSvaZfdunUrT/e5YcMGtm7dyk8//ZRhE9WMTJs2DUdHR93Dy8sr9wFJ8i/QHDhsLMwM8sju4HstWrTg1KlTXLp0iadPn7Jx40bc3d0zTI4zO0APHjyY69ev069fP86ePUvdunWZM2cOAB06dCAsLIzRo0cTERFBq1atdAMLZrbN/DpAX7hwAQcHh3QHyLO3t+fkyZOsXbsWT09PvvrqKwICArI0peHzNzCyS/teTUxM0vSve9nYBi/bplZ6n/Xzn6v2tcw+V1dXVx49epRmeXrfT2bfmVqtxtPTk1OnTuk9Ll26pGtZMm7cOH7//Xe++eYb9u/fz6lTp6hevbreGAkZ7fv591C1alXs7OwyfFStWjXD95sbDx8+BDB8qzRRMAP+ZcTKAXqtg4aa1insnQIb34XkpwUfixCiUCpM15aHDx9O89zPzw9/f39SUlI4cuSI7rWoqCguX75MlSpVMtxexYoV+fDDD/nnn39444039MaM8vLy4v3332fjxo189NFHLFy4EAB/f38OHjyodz118OBB7O3tda3yCiOjSv61NRva5pvP09YS5WXtR3R0NKNGjeKdd95Jt7XBy4wfP56YmBjdIzw8PPdBWWj6N8tUf6KwsLW1pUKFCvj4+OglUBUqVMDCwoJ///1Xtyw5OZnjx49neoDO6CAMmgRo4MCBrFq1ilmzZukGZfP39+fUqVN6UwweOHAAExMTKlasmJdvF9DUaq9Zs4YuXbpk2MzezMyM1q1bM336dM6cOUNoaCh79uwBNM32U1NTc7z/06dP68Y7AM1J0c7OTneT1M3NjTt37uhej42NTTNdnLm5eaYxODg4UKpUKb3vDzQnvsy+v6yoVasWISEhudoGQO3atbl79y5mZmZUqFBB7+Hq6grA/v37GThwIF27dqV69ep4eHhkeQaY523bti3NTYbnH8+PDpyXzp07h7m5eb7dXBBZV2AD/mXE1AzaT4PXZoLKFM6uh+WvQ/wDw8QjhBD5JDw8nDFjxnDp0iXWrl3LnDlzGDVqFH5+fnTu3JkhQ4bw77//cvr0afr27Uvp0qXp3Llzmu0kJCQwfPhwgoKCCAsL48CBAxw7dkx3HTN69Gh27NjBjRs3OHnyJHv27NG9NnToUMLDwxkxYgQXL15k8+bNTJgwgTFjxhTqaYqNqtm/thlrYmKirqmjlvZCNyvNZrPq448/JiUlhe+++y5H61taWqZ7oyJXtMm/TPUnCjlbW1s++OADxo0bh4uLC97e3kyfPp0nT57wzjvvpLvO6NGj6dChAxUrVuTRo0d6B+GvvvqKOnXqULVqVRITE9m6davutT59+jBhwgQGDBjAxIkTefDgASNGjKBfv366Jv85pSgKd+/eRVEUoqOjOXToEFOnTsXR0ZFvv/023XW2bt3K9evXadasGc7Ozmzbtg21Wk2lSpUATfP2I0eOEBoaip2dXbqDH2YmKSmJd955hy+++IKwsDAmTJjA8OHDdSejli1bsmzZMt3MCV9++WWaQf18fX3ZvXs3TZo0wdLSEmdn5zT7GTduHBMmTKB8+fLUrFmTpUuXcurUKVavXp2teF/Url07li9fnqttALRu3ZpGjRrRpUsXvvvuOypVqkRERATbtm2jS5cu1K1blwoVKrBx40Zef/11VCoVX375ZY5ae2S32X9ISAhJSUk8fPiQuLg4Tp06BaA3m4J2WXx8PA8ePODUqVNYWFjg7++vK7N//36aNm2a5pwoirG6g8C5LGwYALeOagYC7P0rlPR/+bpCCFEI9O/fn4SEBOrXr4+pqSkjRozg3XffBWDp0qWMGjWK1157jaSkJJo1a8a2bdvSHXvH1NSUqKgo+vfvz71793B1deWNN95g0qRJgGZq3mHDhnHr1i0cHBxo3749M2fOBDRj7mzbto1x48YREBCAi4uL7tqrMDOq5F/bhOLWrVt6IzFC5l0CcuK///5j0aJFfP3118TGxur660dGRgLw4MEDQkND8fT0zPsEPzPS7F8UId9++y1qtZp+/foRFxdH3bp12bFjR7qJJmR+ELawsGD8+PGEhoZibW1N06ZNWbduHaC5Kbhjxw5GjRpFvXr1sLGx4c033+SHH37I9XuIjY3F09MTlUqFg4MDlSpVYsCAAYwaNQoHB4d013FycmLjxo1MnDiRp0+f4ufnx9q1a3W1t2PHjmXAgAH4+/uTkJCQplb+ZVq1aoWfnx/NmjUjMTGRt956S29e2fHjx3P9+nVee+01HB0d+frrr9PsY8aMGYwZM4aFCxdSunTpdGvDR44cSWxsLB999BH379/H39+fLVu2pDk+Z1ffvn355JNPuHTpku6GSE6oVCq2bdvG559/zqBBg3jw4AEeHh40a9ZMd9Nn5syZDBo0iMaNG+Pq6sonn3ySN+OzvETHjh31ZgfQDvj4fPNB7TLQjF+wZs0afHx89L6LtWvX6i5ShNAp3wIG74Y1PeDhdVjcFrotgYptDR2ZEELkmrm5ObNmzWLBggVpXnN2dmbFihUZrjtw4EAGDhwIaK4dM5suV9u1NCPNmzfXjUmXnqCgoDTLtNNdGyuVkt2JF/PR4sWLGTx4MMuWLWPAgAF6rwUGBnLixAmioqIyHe3/ecOHD2fevHncuHFDb2Rw0HwxXbu+fLTcQ4cO0bBhwyztLzY2FkdHR2JiYjJMCl7qwI+w8ysI6KUZ0VcIIYqgjz/+mJiYGH7++WdDh2K0/vrrL8aNG8eZM2eyPSaNVp6cl4Qeo/pMnzyE9f0hdD+oTKDtN9DwAxkIUAhRaAUGBlKzZk1mzZpl6FAKlayem4yqw0Lnzp2xsbFh9uzZpKSk6JYfP36cffv20aNHD13if+fOHS5evJjjMQAaNGjAH3/8keYxYsQIAD766CP++OOPXNVK5Yiu5l+a/Qshiq7PP/8cHx+fXI19UNQ9fvyYpUuX5jjxF8WAjQv03Qi1+oGihh3jYeuHkJqzAT6FEEIUbUZ1ReHq6srUqVMZPXo0gYGB9OvXj8jISGbOnEnJkiWZPHmyruz48eNZvnw5e/fuJTAwULd837597Nu3D9DcNADNfN9OTk4AjBgxAkdHRzw9PenSpUuaGLSjcdetWzfd1/Odrs+/NPsXQhRdjo6OfPbZZ4YOw6j16NHD0CGI58ybN4958+YZ3w0rMwvoNAfcKsE/X8KJpZquAD2Wg3X6XayEEMJYpdeUXuQdo0r+AUaNGoWrqyszZsxg9OjR2NjY0KZNG6ZNm5alaRX27NmTpn/kjBkzdP/v27cvjo6OeR53npE+/0IIIYTRGTZsGMOGDdM1rTQqKhU0HgEu5eH3wXAjGBa1ht7roUR5Q0cnhBDCSBhVn//CLk/6AV7bCyu7gHtVGHowT+MTQghRvBhV//Qiwug/07tnYc1bEHsLrJyg5yoo29TQUQkhhMhHhbLPv0Cm+hNCCCFEznlUhyF7oHQdeBqtqVA4kfupNYUQQhR+kvwbG2n2L4QQQojcsC8JA/+Cqm+AOgX+HAk7Pge1kY1XIIQQokBJ8m9sLKXmXwghhBC5ZG4N3ZZA8081zw/NhXV9IFGuL4QQoriS5N/YaJv9pzyF1JTMywohhBBCZESlghbj4c3FYGoJl7fDknYQHW7oyIQQQhiAJP/GRtvsHyBZmv4LIYQQIpeqd9N0A7B1h3vnYGFLuHXc0FEJIUShFRgYyOjRow0dRrZJ8m9sTC3A5NkMjNI0T4hib9myZTg5OeX5dkNDQ1GpVJw6dQrQzKurUqmIjo7O933lp6SkJCpUqMCBAwfyfV8F4ezZs5QpU4bHj+VmsMglr3qagQBLVoPH92FpRzj7m6GjEkIIUYAk+Tc2KtVzI/7LxZ4wbgMHDkSlUqFSqTA3N6dcuXKMHTvW6BOVgkxGM6L93FQqFba2tvj5+TFw4EBOnDihV65nz55cvnw5S9vMzo0CLy8v7ty5Q7Vq1bIbeqYGDhxIly5dCmRf6fnll1/w8fGhSZMm+b6v5wUFBdG5c2c8PT2xtbWlZs2arF69+qXrffPNNzRu3BgbG5t0v7vq1atTv359Zs6cmQ9Ri2LHyQsG/Q0V20NqIvz+DgR9CzLrsxBCZElycrKhQ8gVSf6NkUz3JwqR9u3bc+fOHa5fv86UKVOYP38+Y8eONXRYAKSmpqJWqw0dRoaWLl3KnTt3OH/+PPPmzSM+Pp4GDRqwYsUKXRlra2vc3d3zdL9JSUmYmpri4eGBmZlZnm47PQW5rzlz5jB48OB838+LDh48SI0aNfj99985c+YMgwYNon///vz555+ZrpeUlET37t354IMPMizz9ttvs2DBAlJTZaR2Q5o3bx7+/v7Uq1fP0KHkjqU9vLUGGg3XPA+aprkJkJxg2LiEEAJNc/rhw4czfPhwnJycKFGiBF988QXKs5uUjx49on///jg7O2NjY0OHDh24cuUKAIqi4Obmxu+//67bXs2aNfWuow4dOoS5uTnx8Zo8KyYmhnfffRd3d3ccHBxo2bIlp0+f1pWfOHEiNWvWZMmSJZQrVw5LS0tdLM9btWoVdevWxd7eHg8PD3r37s39+/d1r9epU4cZM2bonnfp0gUzMzNiY2MBuHv3LiqVikuXLuXFx5ghSf6NkUz3JxRF8/0b4pHNGiBLS0s8PDzw8vKid+/e9OnTh02bNgGQmJjIyJEjcXd3x8rKildeeYVjx47p1s3ugTApKYmPP/6Y0qVLY2trS4MGDQgKCtKtr6353rp1K/7+/lhaWhIWFpbtj//atWt07tyZkiVLYmdnR7169di1a5fu9Tlz5lC9enXd802bNqFSqZg3b55uWbt27Rg/fnym+3FycsLDwwNfX1/atm3Lb7/9Rp8+fRg+fDiPHj3Se09ap0+fpkWLFtjb2+Pg4ECdOnU4fvw4QUFBvP3228TExOhaFEycOBEAX19fpkyZwsCBA3F0dGTIkCEZtn44cOAAAQEBWFlZ0aBBA86ePat7TXsCfN6sWbPw9fXVvb58+XI2b96siyEoKCjdfQUHB1O/fn0sLS3x9PTk008/JSXl/wc5DQwMZOTIkXz88ce4uLjg4eGhez8ZOXnyJFevXuXVV1/VW3706FEaNGiAlZUVAQEBHD58mB9//JFOnTplur3s+Oyzz/j6669p3Lgx5cuXZ+TIkbRv354//vgj0/UmTZrEhx9+qPd7elG7du2IiooiODg4z+IV2Tds2DBCQkL0jmGFlokptPsGXp+t6Wp47ndY9hrE3TN0ZEKI/FKIri2XL1+OmZkZR44cYfbs2cycOZNFixYBmhaGx48fZ8uWLRw6dAhFUejYsSPJycmoVCqaNWumuzZ89OgRISEhJCcnExISAmha6tWpUwc7OzsUReHVV1/l7t27bNu2jRMnTlC7dm1atWrFw4cPdfFcvXqV9evX8/vvv2fYajQpKYmvv/6a06dPs2nTJm7cuMHAgQN1rwcGBuriUhSF/fv34+zszL///gvA3r178fDwoFKlStn6rLIr/6thRPbJdH8i+QlMLWWYfX8WoT/wZDZZW1vrmkR9/PHH/P777yxfvhwfHx+mT59Ou3btuHr1Ki4uLroD4UcffZTmQNixY8c0B8K3336b0NBQ1q1bR6lSpfjjjz9o3749Z8+exc/PD4AnT54wbdo0Fi1aRIkSJXJUax4fH0/Hjh2ZMmUKVlZWLF++nNdff51Lly7h7e1NYGAgo0aNIjIyEldXV4KDg3X/Dhs2jJSUFA4ePMiHH36Y7X1/+OGHrFixgp07d9KjR480r/fp04datWqxYMECTE1NOXXqFObm5jRu3JhZs2bx1Vdf6W6W2NnZ6db73//+x5dffskXX3yR6f7HjRvHjz/+iIeHB5999hmdOnXi8uXLmJubvzT2sWPHcuHCBWJjY1m6dCkALi4uRERE6JW7ffs2HTt2ZODAgaxYsYKLFy8yZMgQrKys9BL85cuXM2bMGI4cOcKhQ4cYOHAgTZo0oU2bNunuf9++fVSsWBEHBwfdsoiICNq0aUPfvn1ZuXIlc+bMoW/fvnh6ejJo0CBduQ4dOrB///5M35+2liCrYmJiqFKlSrbWSY+FhQUBAQHs37+fli1b5np7QujUGQAuZeHXfnD7uGYgwN6/gkf+d9ERQhSwQnRt6eXlxcyZM1GpVFSqVImzZ88yc+ZMAgMD2bJlCwcOHKBx48YArF69Gi8vLzZt2kT37t0JDAzkl19+ATTXBQEBAXh7exMUFIS/vz9BQUEEBgYCmoT77Nmz3L9/H0tLSwC+//57Nm3axG+//ca7774LaBL7lStX4ubmlmHMz19TlCtXjtmzZ1O/fn3i4+Oxs7MjMDCQxYsXo1arOXv2LKampvTt25egoCA6duxIUFAQzZs3z9bHmhNS82+MpOZfFFJHjx5lzZo1tGrVisePH7NgwQL+97//0aFDB/z9/Vm4cCHW1tYsXrwY0NwF3b9/P2q1mjNnzmBqakq/fv10d0afPxBeu3aNtWvXsmHDBpo2bUr58uUZO3Ysr7zyii7RBE1frPnz59O4cWMqVaqErW32b2QEBATw3nvvUb16dfz8/JgyZQrlypVjy5YtAFSrVo0SJUroamK1NzC0z48dO8bTp0955ZVXsr3vypUrA5pxCdJz8+ZNWrduTeXKlfHz86N79+4EBARgYWGBo6MjKpUKDw8PPDw89JL/li1bMnbsWCpUqECFChUy3P+ECRNo06YN1atXZ/ny5dy7d++ltddadnZ2WFtb61qDeHh4YGFhkabc/Pnz8fLyYu7cuVSuXJkuXbowadIkZsyYoddNo0aNGkyYMAE/Pz/69+9P3bp12b17d4b7Dw0NpVQp/QubtWvXolKp+P7776lYsSLTpk3j5s2bHDp0iNdff11XbtGiRZw6dSrTR3b89ttvHDt2jLfffjtb62WkdOnSGf4mhMiVss00AwGWqACxt2BxW7i03dBRCSGKsYYNG6JSqXTPGzVqxJUrVwgJCcHMzIwGDRroXitRogSVKlXiwoULgOba8vz580RGRhIcHExgYCCBgYEEBwfrKme015YnTpwgPj6eEiVKYGdnp3vcuHGDa9eu6fbh4+OTaeIP8N9//9G5c2d8fHywt7fX3WC4efMmAM2aNSMuLo7//vuP4OBgmjdvTosWLfSuJQsi+Zeaf2Mkff6FuY3mLqmh9p0NW7duxc7OjpSUFJKTk+ncuTNz5szh2rVrJCcn6w28Zm5uTv369XUH6OcPhAcOHNAdCKdMmQJoDoTaaVROnjyJoihUrFhRb/+JiYmUKFFC99zCwoIaNWrk5J3rPH78mEmTJrF161YiIiJISUkhISFBdwB/vllZq1atOH/+PO+//z7ff/89Fy5cICgoiNq1a+sl31ml7Uf2/EnveWPGjGHw4MGsXLmS1q1b0717d8qXL//S7datWzdL+2/UqJHu/y4uLnon1Lxy4cIFGjVqpPcemzRpQnx8PLdu3cLb2xsgzffo6emp13/uRQkJCVhZWektu3LlCjVr1sTa2hrQ3KDw9/fHxcUFV1dXXbnSpUtnOf6qVavqupM0bdqU7dv1E6WgoCAGDhzIwoULqVq1apa3mxlra2uePHmSJ9sSIo0S5WHwLljfH27sg7W9oO3XmnEBMjgWCSEKmUJ0bZldiqLorimer6AJDg5m8uTJeHl58c0333Ds2DESEhJ0lTNqtRpPT0+9LqRaz3e5fFlF0uPHj2nbti1t27Zl1apVuLm5cfPmTdq1a0dSUhIAjo6O1KxZk6CgIA4ePEjLli1p2rQpp06d4sqVK1y+fFl3wyA/SfJvjLTJv0z1V3ypVLlqel+QWrRowYIFCzA3N6dUqVK65uF37twB0iaxzx+gs3MgVKvVmJqacuLECUxNTfW2+XySbW1tnWHinFXjxo1jx44dfP/991SoUAFra2u6deumO4ADumZl+/fvJyAgACcnJ5o1a0ZwcLBek7Ls0ibaZcuWTff1iRMn0rt3b/766y+2b9/OhAkTWLduHV27ds10uzlpAaGl/TxNTEzSDHKTk1Fvn/8NPL/s+X0BaboaqFSqTAdwdHV11RujADRjUrzY+sDV1VXXXFArO83+t23bpnvf2psKWsHBwbz++uv88MMP9O/fP9PtZcfDhw+zdJNHiByzdoa+G2HbWDixDP75Ah5cgld/ALO0LXiEEIVMIbq2PHz4cJrnfn5++Pv7k5KSwpEjR3Tn8aioKC5fvqzrZqetoNm8eTPnzp2jadOm2Nvbk5yczE8//UTt2rWxt7cHoHbt2ty9exczMzPd+EU5cfHiRSIjI/n222/x8vIC4Pjx42nKBQYGsnfvXo4cOcLkyZNxcnLC39+fKVOm4O7uniddBV9Gmv0bI2n2LwoRW1tbKlSogI+Pj16yVqFCBSwsLHQDmYAmUTx+/LjewU17INy3bx+BgYEZHghr1apFamoq9+/f1zVd1z48PDzy9D3t37+fgQMH0rVrV6pXr46Hh0eaJtfaZmW//fabLtFv3rw5u3bt0mtSll2zZs3CwcGB1q1bZ1imYsWKfPjhh/zzzz+88cYbum4PFhYWuR4R/vkT7qNHj7h8+bKuK4Kbmxt3797VuwHwYnP4rMTg7+/PwYMH9bZz8OBB7O3ts1UD/6JatWpx8eJFve2WL1+eq1ev6p7HxMTw77//pvk+s9Ps38fHR/fbez7eoKAgXn31Vb799ltdP8G8cu7cOWrVqpWn2yyO1q9fzyuvvIKdnV2uLvSKLFNzeG0WtJsGKhP4byWsegOePHzpqkIIkVfCw8MZM2YMly5dYu3atcyZM4dRo0bh5+dH586dGTJkCP/++y+nT5+mb9++lC5dms6dO+vWDwwMZM2aNdSoUQMHBwfdDYHVq1frVc60bt2aRo0a0aVLF3bs2EFoaCgHDx7kiy++SDd5z4i3tzcWFhbMmTOH69evs2XLFr7++us05QIDA/n7779RqVT4+/vrlq1evbpAmvyDJP/GSZf8S82/KLxsbW354IMPGDduHH///TchISEMGTKEJ0+e8M477+jKZfVAWLFiRfr06UP//v3ZuHEjN27c4NixY3z33Xds27YtRzFeunQpTYKXlJREhQoV2LhxI6dOneL06dP07t07TY2ztlnZ8yeSwMBANm3apNekLDPR0dHcvXuXsLAwdu7cSbdu3VizZg0LFixId873hIQEhg8fTlBQEGFhYRw4cIBjx47pbpD4+voSHx/P7t27iYyMzFEz8cmTJ7N7927OnTvHwIEDcXV1pUuXLrr39+DBA6ZPn861a9eYN29emibvvr6+nDlzhkuXLhEZGZluy4ChQ4cSHh7OiBEjuHjxIps3b2bChAmMGTMGE5Ocn5ZatGjB48ePOX/+vG5Zr169uHfvnm6cienTp+Pm5sauXbv0Pp/SpUunuan04iMz2sR/5MiRvPnmm9y9e5e7d+/qjRZ89OhRKleuzO3bt3XLbt68yalTp7h58yapqam63+HzgwuGhoZy+/btTG8IiaxxdnZmxIgRTJ482dChGC+VChoNhV7rNC0RQ/fDotYQefXl6wohRB7o378/CQkJ1K9fn2HDhjFixAjdTfWlS5dSp04dXnvtNRo1aoSiKGzbtk2vAqpFixakpqbqJfrNmzcnNTVV79pSpVKxbds2mjVrxqBBg6hYsSJvvfUWoaGhlCxZMsvxurm5sWzZMjZs2IC/vz/ffvst33//fZpyzZo108WibemYXlz5ShF5JiYmRgGUmJiY3G1oz1RFmeCgKH+OzpvAhMgnAwYMUDp37pzh6wkJCcqIESMUV1dXxdLSUmnSpIly9OhRvTLR0dGKqamp0q1bN92yP/74QwGUuXPn6pVNSkpSvvrqK8XX11cxNzdXPDw8lK5duypnzpxRFEVRli5dqjg6Or407hs3bihAuo8bN24oN27cUFq0aKFYW1srXl5eyty5c5XmzZsro0aN0tvOm2++qZiamur+5tVqteLi4qLUrVv3pTE8v08rKyulfPnyyoABA5QTJ07olXv+PSUmJipvvfWW4uXlpVhYWCilSpVShg8friQkJOjKv//++0qJEiUUQJkwYYKiKIri4+OjzJw5M93P4L///lMURVH27t2rAMqff/6pVK1aVbGwsFDq1aunnDp1Sm+9BQsWKF5eXoqtra3Sv39/5ZtvvlF8fHx0r9+/f19p06aNYmdnpwDK3r170+xLURQlKChIqVevnmJhYaF4eHgon3zyiZKcnKx7Pb3Pu3PnzsqAAQMy/Vzfeust5dNPP9Vbtm3bNqVKlSqKi4uLUqlSJeXy5ctK3759FTc3NyU8PDzT7WXVgAED0v09NW/eXFdG+xnfuHHjpevt3btXV2bq1KlKu3btchRXnp2XipgNGzbo/W6zo1h9pnfPKcoP1TTXJNO8FOXaXkNHJIQo4tI7/4uXy+q5SaUo2Zx4UWQoNjYWR0dHYmJi9KaayraDczR97Wr0hDd+ybsAhRCiiDt79iytW7fm6tWruj59hVliYiJ+fn6sXbtWb/DMrMqz81IemTZtGidPnuTEiRPcuHEDHx+fTGcxWLt2Ld9//z0hISHY2trSpk0bvv32W3x8fHIVx2+//cbYsWNzNIOCsX2m+S7+AazrDbeOgsoUXv0e6g56+XripRRFITEl7TgmpiYqzE2lca4ongIDA6lZsyazZs0ydCiFSlbPTTLgnzGSPv9CCJEj1atXZ/r06YSGhlK9enVDh5NrYWFhfP755zlK/I3RZ599houLC7Vr1yY6OjrTsnPnzmXEiBE0adKEmTNnEhkZyaxZs9i3bx/Hjh3Tm9YxMTEx08Enra2t0wwUKrLIzg0G/AlbhsPZDbD1Q4i8Am2ngIl8pjlx7UE8m/67zR//3ebWo4Q0r5uaqGhRyZ3eDbxoXtEdUxOZcUEIkTck+TdGMtWfEELk2IABAwwdQp6pWLFimuktC7Nr165Rrlw5QDNuxvNjGzwvKiqK8ePHU7t2bYKCgjAz01yutG/fnvr16/PVV1+xaNEiXfkBAwbw66+/ZrjfvXv3FsgUSkWWuRW8sRBcK8HeKXB4PkRdgzcXgVUxaP2QByLjE9l6OoI//rvN6VsxmZZNVSvsunCPXRfuUdrJmp71vOhR1wsPR6tM1xOiKEhv2j2RdyT5N0Yy1Z8QQogiSJv4v8zmzZuJj49n5MiRusQfoG7dujRr1oz169czf/583TSO69atY926dfkSs3hGpYLm46BEedj0AVzZAUvaaQYGdM5dN4yiLO5pMlO3XWT98XBS1ZqetqYmKppXdKNLrdI093PDzFS/Zj8iOoF1x8L5/eQtbkcn8MPOy8zdc5XJnavyVn1vQ7wNIUQRIcm/MZJm/0IIIYqxo0ePAujmcX5e48aNCQ4O5uLFi9SoUSNb201NTSU5OZnk5GQUReHp06eoVCosLS3zJO5iodobmmR/bS+4HwILW8Jba8C7gaEjMzqHrkUxdsNpbkdrmvbXKONI11qleT2gFK52Gf/m/Era8+Vr/oxrV4m/z91l5eEwToQ94tONZ7lyP57POlaRrgBCiByR0USMka7ZvyT/Qgghih/tdIhlypRJ85p22a1bt7K93ZUrV2JtbU3v3r25efMm1tbWVKpUKdN1EhMTiY2N1XsUe6XrwJA94FEdnkTC8tfgzHpDR2U0nianMunP8/RaeJjb0QmUcbZm7ZCGbBn+Cm83KZtp4v88K3NTutQqzW/vN2JMG033n8X/3mDw8mPEPc14jAshhMiIJP/GyFKb/McZNg4hhBDCAJ48eQKQbo28lZWVXpnsGDhwIIqi6D1eNuL/tGnTcHR01D28vLyyvd8iybEMvP03VHoVUpNg4xDY8w2o045eX5ycCo+m4+z9LD0QCkCv+t78PboZjcqXyPE2VSoVI1v5Ma93bazMTdh76QFvLjhI+MPs/w0IIYo3Sf6NkTT7F0IIUYzZ2NgAmlr3FyUkJOiVyW/jx48nJiZG9wgPDy+Q/RYKlnbQcxU0GaV5vm86/PY2JBW/pDQlVc0P/1zizQUHuf7gMe72lix9ux7T3qiOnWXe9LJ9tYYn699rREkHSy7fi6fv4iPESgsAIUQ2SPJvjLTJf2oSpCQZNhYhhBCigJUuXRpIv2l/Zl0C8oOlpSUODg6sXLmShg0b0qpVqwLZb6FhYgJtJkPn+WBiDiGbYFlHiLtr6MgKTFKKmlHrTjF7z1VS1QqdAkrxz4fNaFHJPc/3VaOME5uHvUJpJ2vCop4wbsNpFEXJ8/0IIYomSf6NkbbPP8h0f0IIIYqdevXqAXDw4ME0rx08eBA7OzsqV65coDENGzaMkJAQjh07VqD7LTRq9YH+m8HaGSL+0wwEeOe0oaPKd0+TU3l/1Qn+OnsHc1MVP75Vk9m9auFkY5Fv+/RwtGJ+n9qYm6rYcf4ei/+9kW/7EkIULZL8GyNTczB91s9Rmv4LIYQoZjp37oyNjQ2zZ88mJSVFt/z48ePs27ePHj166Kb5E0bEt4lmIEDXihB7G5a0hwtbDR1VvnmcmMKgZcfYc/E+lmYmLOxfl841SxfIvgO8nPjqNX8Apm2/yLHQhwWyXyFE4WaUyf/atWupU6cO1tbWuLq60qtXL8LCwrK07vr163n77bepUaMGZmZmqFSqDAfzCQ4OZtiwYVSvXh17e3vc3Nxo0qQJa9euNXwTKun3L4QQoohZuXIlU6ZMYcqUKTx48ICYmBjd87lz5+rKubq6MnXqVE6ePElgYCA///wz33zzDe3bt6dkyZJMnjy5wGOfN28e/v7+ulYJIgMu5eCdnVCuBSQ/gV/7wr+zwNDXVXks9mky/Zcc5eC1KGwtTFk+qD6B+dDMPzN9G/rQKaAUqWqF4WtOEhmfdowMIYR4nkoxeJarb+7cuYwYMYImTZrQt29fIiMjmTVrFpaWlhw7doxSpUplun5gYCBHjhwhICCA6OhoLl26xI0bN/D19U1TtmHDhty8eZOuXbsSEBDA48eP+fXXXzly5AiDBw9m4cKF2Yo9NjYWR0dHYmJicHBwyNa6acysDjE3YfAeKFMnd9sSQghRLOXpeSkPBAYGEhwcnO5rPj4+aW7Wr169mhkzZnDhwgVsbGxo06YN06ZNo2zZsgUQbfqM7TM1Wqkp8PcncGyR5nnNPvDaLDAr/C02Hj1Oov+So5y9HYODlRnLBtWntrezQWJ5nJhC53kHuHo/nmYV3Vj+dj1UKpVBYhFCGE5Wz01GlfxHRUXh6+tLxYoVOXLkCGZmmtFRjx8/Tv369Rk0aBCLFi3KdBs3b96kVKlSmJmZMXz4cObNm5dh8h8UFMQrr7yi2w+AWq0mMDCQ/fv3c+7cOapWrZrl+PP0gmB+I7gfouk/Vy4wd9sSQghRLEmimvfkM82mI79obgIoavBpAj1Wgm3Op70ztPtxT+m36CiX7sXhYmvBynfqU7WUo0FjunIvjlfn/EtSiprFA+rSqkpJg8YjhCh4WT03GVWz/82bNxMfH8/IkSP1EvK6devSrFkz1q9fT1JS5qPfe3t7662bmcDAwDRlTUxM6NatGwBnz57N5jvIQ9LsXwghhDAa0uw/hxq8C703gIU9hB2ARS3hwSVDR5UjEdEJ9Pz5MJfuxeFub8n69xoaPPEH8Ctpz9tNfAGYuu0CKalqwwYkhDBaRpX8Hz16FIDGjRunea1x48bExcVx8eLFfI9DO42Qu3vmfbcSExOJjY3Ve+QZSf6FEEIIoyGj/eeCX2sYvBOcfOBRKCxqA1d3GzqqbIl5kkzfxUe4EfmY0k7WbHi/ERXc7Q0dls6wFhVwtjHn2oPHrDsWbuhwhBBGKmtV5AUks7l7tctu3bpFjRo18jWGn3/+mXLlytG0adNMy06bNo1JkyblTyDa6f4S4/Jn+4VA0KX7HLwWlWkZSzMT+jX0wd3BqoCiEkIIIUS2uVfRzASwrg+EH4bV3aHDd1B/iKEje6mkFDXvrzrB9QeP8XS0Yv37jSjtZG3osPQ4WJkzunVFJmw5z6xdl+lcsxT2VuaGDksIYWSMKvl/8uQJAJaWlmles7Ky0iuTX/vv2rUr8fHxbN68GXPzzA+a48ePZ8yYMbrnsbGxeHl55U0w2uS/mNb8P3qcxLsrT5CU8vKmazciHzO3d+0CiEoIIURxNW/ePObNm0dqaqqhQym8bF1hwBb4cxScXgvbxkLkFWg3FUyN6pJUR1EUvtx0jkPXNaP6Lx5Qz+gSf63eDbxZdjCUG5GP+Tn4OmPbVTJ0SEIII2NUR1obGxtA05ze2lr/wJqQkKBXJq89ffqUzp07c/z4cZYtW0bz5s1fuo6lpWW6NyryRDFv9r/51G2SUtR4uVjTsZpnumWeJqey/FAYf5+7y/24p7jbS+2/EEKI/DFs2DCGDRumG1RJ5JCZJXRZAK5+sHsyHP0Zoq5C96VgZXyf68/7rvPr8XBMVDCndy38SxnvII/mpiZ82qEy7608wcL91+ndwJtSRnqjQghhGEaV/JcuXRrQNO338/PTey2zLgG59fTpU7p06cLu3bv5+eef6d+/f57vI9t0yX+8YeMwkA0nbgEwqElZ3m6S8ZROZ2/HcPJmNL8eDWdEK78MywkhhBDCSKhU0PQjKFEBNr4H13bD4rbQax24GG4axxf9fe4O327XjDX11Wv+tKxs/KPot/UvSX1fF46GPmTmzsv8r3uAoUMSQhgRoxrwTzuC7sGDB9O8dvDgQezs7KhcuXKe7jMxMZGuXbvyzz//sGDBAoYMMZK+Z5bPBpEphsl/SEQs5yNisTA1oUvN0pmW7dfIB4A1R2/K6LZCCCFEYeLfGQZtB3tPeHARFrWCsEOGjgqA0+HRjP71FAADGvkwMJOKCGOiUqn4pIPmWnnzqQgexCUaOCIhhDExquS/c+fO2NjYMHv2bFJSUnTLjx8/zr59++jRowcWFhYA3Llzh4sXL+ZqDIDExES6dOnCjh07mD9/Pu+9916u30OeKcbN/jec0IxS29rfHWdbi0zLdqjmiYutBXdinrL74v2CCE8IIUQxJFP95ZNStTQDAXoGwJMoWNEJTq01aEi3oxMYvOI4T5PVBFZy48vX/A0aT3bV8XGmppcTSalq1h69aehwhBBGxKia/bu6ujJ16lRGjx5NYGAg/fr1IzIykpkzZ1KyZEkmT56sKzt+/HiWL1/O3r17CQwM1C3ft28f+/btAzQ3DQDmzp2Lk5MTACNGjND11evTpw9///03rVu3xs7OjlWrVunFU6NGjXydWSBTxTT5T0pRs+k/TReP7nVePniilbkpPep68VPwNVYdDqNdVY/8DlEIIUQxJH3+85FDKXh7O/zxHlz4Eza9D5GXoeWXYFKw9VRxT5N5Z9kxHsQlUtnDnjm9amFmalR1ZVnydhNfRq07xarDYbzfvDwWZoXvPQgh8p5RJf8Ao0aNwtXVlRkzZjB69GhsbGxo06YN06ZN040JkJk9e/akmX5vxowZuv/37dtXd9LW3hzYtWsXu3btSrOtCRMmGDD5L55T/e2+cI9HT5Jxt7ekqZ9rltbp08Cbn/ddY/+VSG5EPqasq20+RymEEEKIPGVhC91XwN4psH8G/PsDRF2Brj//f4VIPktJVTNi7X9cvBuHq50liwfWK7TT5XWo5skU+wvcj0tk+7k7dH5JN0ohRPFglLcB+/Tpw8mTJ0lISCAqKop169ZRtqx+X6tly5ahKIperT/AxIkTURQlw4evr6+ubGhoaKZlJ06cmP9vNiPFdKo/7UB/b9Quk+U77V4uNrSo5A7A6sNh+RabEEIIIfKRiQm0+kqT8JtaaFoBLO0AsREFsvspf10g6NIDrMxNWDygrtFO6ZcVFmYm9G2gGRdp2cFQwwYjhDAaRpn8C4pls//7sU8JuqTpt9+9bvZmdejXUHOC23DiFglJMgezEEIIUWgFvAX9t4BNCbhzGha2hIj/8nWXvx67qUuSZ/aoSYCXU77uryD0buCNuamK/25Gcyo82tDhCCGMgCT/xspSW/NffEb73/jfbdQK1PZ2orybXbbWbVbRDS8Xa2ISkvnzTMHUEAghhCg+ZMC/AubTCAbvBrfKEHcHlnSAkC35squLd2P5avN5AD5qU5EO1T3zZT8Fzc3ektdrlAJgudT+CyGQ5N94WRSv5F9RFDYc14zy36Puywf6e5GpiYo+z5q3rZKm/0IIIfLYsGHDCAkJ4dixY4YOpfhwKQvv/AMVWkNKAqzvB/u+B0XJs108Tkxh6OqTJKaoaV7RjWEtKuTZto3BgMa+AGw9E8H92KeGDUYIYXCS/Bur55v95+FJzlj9Fx7NtQePsTI34dUaObvj3qOuFxZmJpy5FcNpad4mhBBCFH5WjtDrV2jwvub5nq/hj/chJffz1yuKwhebznH9wWM8HKz4oUcAJiaqXG/XmAR4OVHL24nkVIVNp24bOhwhhIFJ8m+stMm/OiVPTnDGbsNxzUB/Hat55nhkXRdbC1571lRvpdT+CyGEEEWDqRl0+A46fg8qUzizDpZ3gseRudrsr8fC+eO/25iaqJjTuxYl7CzzKGDj8kZtzThKW05Lt0ghijtJ/o2VxXN93ov4oH8JSalsfXZC6pbNgf5e1LeRpun/n6cjePQ4KdexCSGEEMJI1B8CfX8DS0cIP6wZCPD+hRxt6sKdWCZsedbPv21F6vm65GWkRqVjNQ9MTVScux3L9QfFozupECJ9kvwbKxNTMHs2xUwR7/e/4/xd4hJTKONsTcOyJXK1rVpeTvh7OpCYoua3Z9MGCiGEEKKIKN8SBu8E57IQHQaL28KVXdnaRHxiCsOe9fMPrOTG+83K51OwxqGEnSWvVHAFpPZfiOJOkn9jVkym+1v/bKC/bnXK5LqvnUqlot+z2v9VR8JQq4v+eAlCCCFEseJWCYbsAZ8mkBgLa7rDkZ+zNEaSoih8/sdZrkdq+/nXLHL9/NPTKUAz6v+W0xEoxWAsKSFE+iT5N2bFYLq/8IdPOHgtCoA3a+euyb9W55qlsLc0IyzqCfuv5q4/oBBCCAEy1Z/RsXGBfpugZl9Q1LD9Y/jrI0hNznS1X4+Fs/lUhK6fv4utRcHEa2Btq5bE0syE6w8ecz4i1tDhCCEMRJJ/Y1YMpvv7/aSmaX6TCiXwcrHJk23aWJjxZh3NjYSVh2TgPyGEELknU/0ZITML6DwXWk8CVHB8MazuDgnR6RZ/vp//2LaVinQ//xfZW5nTsrI7oBkXSQhRPEnyb8yKeLN/tVrR9cvvXscrT7fdt6Gm6f+ei/e49ehJnm5bCCGEEEZCpYJXRkPPVWBuA9f3wuI2EHVNr9jz/fxbVHLjvWblDBOvAWmb/v95OkK6RQpRTEnyb8y0Nf+JRbPm//CNKG49SsDe0ox2VT3ydNsV3O1oXL4EagXWHr2Zp9sWQgghhJGp8hoM+hscSkPkZVjUCkL/BTT9/D/bqOnn7+loxYxi0s//RS0qu2NnaUZEzFNO3Hxk6HCEEAYgyb8x09X8F83k/7fjmlr/1wJKYW1hmufb7/es9v/XY+Gkyh1uIYQQomjzDNAMBFiqNiQ8ghVd4L9VrDsWzpbTz/r59yo+/fxfZGVuStuqJQFp+i9EcSXJvzHT9fkves3+454ms+3cHQC6182bgf5e1Nq/JPaWZkTGJ3HhjgxuI4QQQhR59h4w8C/w7wLqZNg8jLitn6FCzbh2lahbjPr5p+e1Gp4A7Aq5J6P+C1EMSfJvzIpwzf8/5+/xNFlNeTdbank55cs+zE1NqOPrDMDh61H5sg8hhBBCGBkLG+i2lJRXxgLwrsmf/O48n3cbuBs4MMNrVM4VSzMTImKecvle0bu+FEJkTpJ/Y2ZZdGv+j4dp+pq19i+JSpV//e4alC0BwNEbD/NtH0IIIYQwMiYmTHnyBqOShpKIObUTDmKytAPE3DJ0ZAZlbWFKo/Kaa6O9l+4bOBohREGT5N+YFeGa/9Ph0QDULOOUr/tpUE7TvO9o6EMZ2VYIIYQoJoIu3WfZwVA2q1/hfJvVYOsG987CwpZw+4ShwzOoFpU0LSD2XpTkX4jiRpJ/Y1ZE+/w/TU7l0r04AALyqcm/VvXSjlibmxL9JJnL9+PydV9CCCGKrnnz5uHv70+9evUMHYp4iaj4RMZuOAPAwMa+1G7SDgbvBnd/iL8HSzvCuY0GjtJwtMn/8bBHxD5NNnA0QoiCJMm/MSuiU/2dj4ghVa3gameJp6NVvu7L3NSEOj6afv/S9F8IIURODRs2jJCQEI4dO2boUEQmFEXhk9/PEBmfSMWSdnzaobLmBWcfGLQD/NpBylP47W0Ing7FcNA77xI2lHOzJVWt8O+VSEOHI4QoQJL8GzNds/+iVfN/OjwGgJpejvna31+rQVlN0/8j1yX5F0IIIYqyNUdvsuvCfSxMTfjxrVpYmT83lbCVA/RaCw2HaZ7v/QY2DoHkp4YJ1oBaStN/IYolSf6Nma7Zf9Gq+T99KxqAGvnc31+rvjb5v/FQprURQgghiqir9+P5emsIAB+3r0QVT4e0hUxMof1UeG0WmJjB2Q2w/HWIL15JcIvKmuQ/6PIDGRNJiGJEkn9jVkQH/DtzS1PzX6OMY4HsL8DLCQszEyLjE7keWbRaUQghhBACklLUjP71P54mq3mlgiuDmpTNfIW6b0Pf38HKEW4d1QwEeO98wQRrBOr6OmNrYcqDuERC7sQaOhwhRAGR5N+YFcGp/mKeJHPjWQIeUEA1/1bmptR6NrCgNP0XQgghip6Zuy5z7nYsTjbmzOgRgIlJFroVlgvUDAToUh5iwmFxW7i8I99jNQaWZqY0qeAKSNN/IYoTSf6NWREc7f/M7WgAvF1scLa1KLD9avv9H70RVWD7FEIIIUT+O3w9ip+CrwHw7RvVKemQjcGEXf1g8C7wbappabn2LTg0r1gMBKht+r/nkiT/QhQXkvwbs+eb/ReRk5C2yX9+T/H3ogblSgDS718IIYqzxMREhgwZQrly5bCzs8PPz49Zs2YZOiyRCzEJyYz59RSKAj3qlqF9Nc/sb8TGBfpuhNr9QVHDjs9g62hILdrT4DWv6AZors3iE1MMHI0QoiBI8m/MtDX/ihqSEwwbSx45FR4NQEAB9ffXquXthJmJijsxT7n1qGh8lkIIIbInJSUFDw8P/vnnH+Li4vj111/55ptv+PXXXw0dmsgBRVH4YtM5ImKe4lvChgmvV835xsws4PXZ0PYbQAUnlsGqNyDhUV6Fa3RKOVnj5WJNqlrheKh0ixSiOJDk35iZ2/z//4tI0/8zz0b6L+iafxsLM90Ag4evS9N/IYQojmxtbfn666+pUKECKpWK2rVr06FDBw4cOGDo0EQObDp1mz9PR2BqomJmz5rYWprlboMqFTQerpkO0MIObuyDRa0h6lreBGyEGpT9/5aRQoiizyiT/7Vr11KnTh2sra1xdXWlV69ehIWFZWnd9evX8/bbb1OjRg3MzMxQqVSEhoZmWD4pKYnJkydTvnx5LC0t8fHx4ZNPPuHJkyd59G5ywcQEzIvOiP93Y55yLzYRExVULZXO9Dv57Pmm/0IIIQxj2rRpdO/enXLlyqFSqfD19c20fG6uCV4mJSWFQ4cOUaNGjTzZnig44Q+f8NUmzej8o1r5UcvbOe82XqkDDNoBjl4QdVUzE8CNfXm3fSOiHRPpiFSMCFEsGF3yP3fuXHr37o21tTUzZ85k9OjR7Ny5k8aNGxMREfHS9efPn8+6deuwsbGhQoUKLy3fu3dvJkyYQJMmTZg3bx6dOnVixowZvP7666jV6rx4S7mjG/G/8Cf/p5/V+lcsaY+NRS7vzudAfd2gf5L8CyGEoXz22Wfs2bOH8uXL4+ycecKWnWuCxMRE4uPjM3ykpqam2f7w4cNxcnKif//+efoeRf5KSVXz4a+niEtMoa6PM0MDy+f9TjyqaWYCKF0XnkbDyq5wYnne78fAGj6rGDlzK4YnSdLvX4iiruAzsExERUUxfvx4ateuTVBQEGZmmvDat29P/fr1+eqrr1i0aFGm21ixYgWlSpXCzMyM4cOHc+nSpQzL7tixg99//50RI0Ywe/Zs3XJfX1/Gjh3LmjVr6Nu3b968uZzSDfpX+Jv965r8F9AUfy+q6+OMiQpuPnzCnZgEPB2tDRKHEEIUZ9euXaNcuXIAVKtWjfj49G9uZ/eaYMCAAZn23d+7dy+BgYG652PGjOHgwYPs2bMHC4uCm31G5N6CoGscD3uEnaUZM3vWxMw0n+qy7EvCwK2weRic+x3+HAmRl6HNZDAxzZ99FjAvFxtKO1lzOzqBE2GPaOrnZuiQhBD5yKhq/jdv3kx8fDwjR47UneQB6tatS7NmzVi/fj1JSUmZbsPb21tv3cysXr0agI8++khv+dChQ7G2tmbVqlXZfAf5wKLoNPs/Ha4Z6b+GV8EO9qdlb2VOtdKafUvtvxBCGIY28X+Z7F4TrFu3DkVRMnw8n/iPHj2af/75h927d+Pq6ppn703kv1Ph0czafQWAyZ2r4uVi85I1csncGt5cDIHjNc8PzYV1vSExLn/3W4D+v+m/XBsJUdQZVfJ/9OhRABo3bpzmtcaNGxMXF8fFixfzdH+lSpXCx8dHb7m1tTU1a9bUxZORxMREYmNj9R55Tjvif2LhTv4VRTF4zT9AfV/NCe6wnOCEEMKo5dc1wciRI9m1axd79uzBze3ltZwFcq4XWfI4MYXR6/4jVa3wWg1PutYqXTA7Vqkg8FPotgTMrODy37C4HUTfLJj957MG5Z4l/zek378QRZ1RJf+3b98GoEyZMmle0y67detWnu4vvX1p9/fo0aNMB/6bNm0ajo6OuoeXl1eexaajTf4LebP/0KgnxD5NwdLMhEoe9gaL4/8H/ZMTnBBCGLP8uCYICwtjzpw5XL16lXLlymFnZ4ednR0dOnTIcJ0COdeLLJn8ZwihUU8o5WjFN12qo1KpCjaAam/CwL/A1h3un9cMBBh+rGBjyAfaEf9PhUeTkJR2bAwhRNFhVMm/NtG2tLRM85qVlZVembzaX3r7yur+xo8fT0xMjO4RHh6eZ7HpFJE+/6fDowHwL+WAeX71zcuCer7OqFRw/cFjHsQlGiwOIYQQmcuPawIfHx8UReHp06d6gwFu3749w3UK5FwvXurvc3f59Xg4KhX80LMmjjbmhgmkTF0YsgdKVoPHD2DZq3D2N8PEkkd8Stjg4WBFcqrCfzcfGTocIUQ+Mqrk38ZG028rMTFtUpaQkKBXJq/2l96+sro/S0tLHBwc9B55zqJojPZ/2gia/AM42VhQqaSm5YH0+xdCCONV0NcEGSmQc73I1L3Yp3y68QwA7zUrrxuh3mCcvGDQ31CxA6Qmwu/vwN6poCiGjSuHVCqVrun/Ybk2EqJIM6rkv3RpTd+t9JrxZdb8Lzf7y6jJ4O3bt3F2di6QC4tMFZGp/rQ1/wEGGuzvedqLhqPS9F8IIYxWQV8TvMy8efPw9/enXr16BbZPAWq1wkfrTxP9JJlqpR0Y06aioUPSsLSHt1ZD4xGa58HfwW+DIDnBsHHlkLbp/+Hrcm0kRFFmVMm/9oR68ODBNK8dPHgQOzs7KleunKf7i4iIICwsTG95QkICp06dMo4TfBFo9p+cquZ8hGaAJEPX/APU145qK3e3hRDCaBX0NcHLDBs2jJCQEI4dK/x9vAuTJQdu8O/VSKzMTZjVsxYWZkZ06WpiCm2nQKc5YGIG5zdqugHE3TN0ZNmmvTY6HR5NcqrawNEIIfKLER1BoXPnztjY2DB79mxSUlJ0y48fP86+ffvo0aOHbi7eO3fucPHixVyNAdC7d28AZsyYobd8wYIFJCQk0Ldv3xxvO88Ugan+Lt+LIzFFjb2VGb4lbA0dju4Ed/FuHNFPMp86UgghhGFk55qgIEjNf8G7cCeW6X9fAuCLV/2p4G5n4IgyULs/9NsE1s5w+4RmIMC7Zw0dVbaUc7XF3sqMxBQ1l+4WnWkMhRD6zF5epOC4uroydepURo8eTWBgIP369SMyMpKZM2dSsmRJJk+erCs7fvx4li9fzt69e/Xm7t23bx/79u0DNBcIAHPnzsXJyQmAESNG4OioaXreoUMHunTpwpw5c4iJiaFZs2acPn2a+fPnExgYSJ8+fQrmjWfG4tnI+IV4qr/T4TGAptbfxKSAR+ZNh6udJRXc7bh6P56jNx7StqqHoUMSQohiY+XKlboWdw8ePCApKYkpU6YA4OTkxPDhw4HsXRMUhGHDhjFs2DBiY2N11xEi/zxNTmX0ulMkpappXcWdPg28DR1S5so2hcG7YU0PiLqqmQrwzUVQuaOhI8sSExMVNb2c2H8lkv/Co6lWWn7jQhRFRpX8A4waNQpXV1dmzJjB6NGjsbGxoU2bNkybNk3X/y8ze/bsYdKkSXrLnq/Z79u3r95Je926dUybNo0VK1awbt06SpYsyZgxY5gwYQImJkbQMKIINPs/82ywvxpljOdEUr+sC1fvx3NEkn8hhChQixcvJjg4WG/Zl19+CWhG49cm/5D7awJReH27/SKX7sXhamfJt2/WKPhp/XKiRHkYvAvWD4AbwbCuN7SZrBkXoBDEr03+T92Mpl9DH0OHI4TIBypFKaRDkxohbW1ATExM3o0GfH4TbBgA3o1hUMZTERmz9rP2cfFuHD/1rUP7asaRaG8+dZtR605RvbQjf454xdDhCCFEvsiX81IxNW/ePObNm0dqaiqXL1+WzzQfBV9+wIAlRwFY+nY9WlRyN3BE2ZSaDNvGwYmlmue1+sGrP4BZwXVTyYndF+7xzvLjVHC3Y9eY5oYORwiRDVk93xtB1bbIlG6qv8LZ/+pJUgpX7mu6LNT0cjJsMM/Rjmp7PiKG2KfJBo5GCCGEsZMB/wpGVHwiYzecBmBAI5/Cl/gDmJrDazOh/begMoH/VsLKrvDEuAcaDnh2nXbtQbxcGwlRREnyb+x0U/0Vzmb/5yNiSVUruNtb4uFoZehwdDwcrfApYYNagRNhjwwdjhBCCFHsKYrCJ7+f5UFcIn7udozvWMXQIeWcSgUNP4Bev2rGbwr7Fxa1ggeXDR1ZhlztLCnjbI2iwJln4zUJIYoWSf6NXSHv8386PBr4/7vJxqSBdsq/68Z9J14IIYQoDtYeDWfXhXtYmJrw41u1sDI3NXRIuVexLbzzDzh6w8PrsKg1XNtr6KgypG2leSpcKkaEKIok+Td2hTz5P3NLO9K/8Qz2p1X/WdP/IzeiDByJEEIIYydT/eWv6w/i+XprCADj2lXCv1QRGk+hpD8M2QNeDSAxBla9CccWGzqqdP1/8h9t0DiEEPlDkn9jp53qLyke1GrDxpIDp3Uj/TsZNI70aGv+z96K4UlSyktKCyGEKM6kz3/+SUpRM2rdKRKSU2lSoQTvvFLW0CHlPTs36L8FqvcAJRX+GgPbPwV1qqEj01PL2wmAU+ExyJjgQhQ9kvwbO23NP0DyE8PFkQPRT5IIi9LEbEzT/Gl5udhQ2smaFLXCybBoQ4cjhBBCFEuzdl3m7O0YHK3NmdG9JiYmxj8tXo6YW8Ebv0DLLzTPjyyANT3haaxh43pO1VKOmJmoiIxP5HZ0gqHDEULkMUn+jZ25tWakWCh0Tf9PP2vy71vCBicb45zepv6z2v+jodLvXwghhChoR65HsSD4GgDfvlHdqAYHzhcqFTQbB92Xg5k1XN0Ji9vCo1BDRwaAlbkplT01rU6l6b8QRY8k/8ZOpXpuur94w8aSTWeMeLA/LW3ftjPPuicIIYQQ6ZE+/3kvJiGZMetPoyjQvU4ZOlT3NHRIBadqF3h7G9h5wIMLsLAV3Dxi6KiA5/r934w2aBxCiLwnyX9hoBv0r3Al/9qaf2Ps76+l7Y5w5pb0bRNCCJEx6fOf977afI7b0Qn4lLBhQqeqhg6n4JWurRkI0KM6PImE5a/BmfWGjoqaXs7A/w/aLIQoOiT5LwwK4Yj/iqLoBvur6WV8/f21qng6YG6q4uHjJG49kr5tQgghREHY9N9tNp+KwNRExayeNbGzNDN0SIbhWBoG7YDKr0FqEmwcAru/Nuggz9VKa2ZaCLkTi1otFSNCFCWS/BcG2uQ/sfDU/N+NfcqDuERMTVT4expv8m9lbkplD81JTu5wCyGEEPkv/OETvtx0DoCRLf2o5e1s4IgMzMIWeqyEVz7UPN//Pfw2EJIMM9BzeTc7LMxMiE9MkYoRIYoYSf4Lg+en+yskTj/r71+xpD3WFqaGDeYl/r/pf7RhAxFCCCGKuFS1wpj1p4hLTKGOjzPDWpQ3dEjGwcQEWk+EzvPBxBxCNsOyjhB7p8BDMTc1oVJJzbXn+QipGBGiKJHkvzAohM3+tf39jbnJv1bAszEJTkvyL4QQIgMy4F/eWBB0lWOhj7CzNGNmj5qYmcqlqJ5afaD/ZrB2gYj/YGFLuHO6wMPw9/z/pv9CiKJDjriFQSFM/rW16MY82J9WjWc3KM7dlr5tQggh0icD/uXewWuR/LDzMgCTOlXFu4SNgSMyUr5NYMhucK0EcRGwpD1c+LNAQ/Av9Sz5j5DkX4iiRJL/wsBSO9VfnGHjyCJFUTh3W3OyqF7a+Gv+K7jZYW1uSnxiCtcjC0/XCiGEEKKwuBvzlJFr/0OtwBu1S/NG7dKGDsm4uZSDwTuhfEtIfgK/9oV/Z0IBzUykS/6l5l+IIkWS/8LAQpv8F46a/wdxicQkJGOiggrudoYO56XMTE10I9ueDpe+bUIIIUReSkpRM3T1CSLjk6ji6cA3XaqjUqkMHZbxs3KE3hug3hDN810TYdNQSEnM911X9tD0+b8T85SHj5PyfX9CiIIhyX9hUMia/V+6p2mh4Otqi5W5cQ/2p1VD+v0LIYQQ+eKbv0I4eTMaeyszfupb2+gHAjYqpmbw6vfQ4X+gMoHTa2BFF3gcla+7tbcyx/dZtwxp+i9E0SHJf2GgrfkvJFP9Xb6nibOiu72BI8k67Yj/p2W6PyGEECLPbPrvNssPhQEwq2dNfErYGjiiQqrBu9BnA1g6wM2DsKgl3L+Yr7v8/6b/cm0kRFEhyX9hoKv5LyTJ/11NzX9Fj8KT/Nf0cgLgQkQsSSlqwwYjhBDC6Mho/9l38W4s4zeeBWBEywq0qlLSwBEVchVawzs7wckHHoXC4jZwdVe+7U434r/U/AtRZEjyXxgUsj7/2mb/FUsaf39/LW8XG5xszElKVXPpbuEYWFEIIUTBkdH+syf2aTLvrzxBQnIqTf1cGd26oqFDKhrcK8OQPeDdCBJjYXUPOLowX3Ylg/4JUfRI8l8YFKKaf0VRuPIs+a9UsvDU/KtUKt3MBNLvXwghhMg5tVrho/WnCY16Qmkna358qxamJjLAX56xdYX+myGgFyipsG0sbBsHqSl5upuqpTTXRdcePOZpcmqeblsIYRiS/BcGloWn5v92dAKPk1IxN1Xh61q4+vUFPBv074wk/0IIIUSO/bTvGjtD7mFhasL8PrVxsbUwdEhFj5kldFkArSZonh/9Bdb0gKd51z/f3d6SErYWpKoVaRUpRBEhyX9hoGv2b/w1/1eeDfZXztUOc9PC9fPSDvp3Rgb9E0IIIXLkwNVIvt9xCYBJnasS8GxMHZEPVCpoOgZ6rgJzG7i2Gxa1gYc38mjzKmn6L0QRU7iys+KqEE31p+3v71eI+vtraS9QLt+L40lS3jadE0IIIYq6iOgERqz9D7UC3euU4a16XoYOqXio8jq8vR3sPSHyEixsCWEH82TTlZ8N3iw1/0IUDZL8FwaFaKq/y4Wwv79WSQcrSjpYolbg3G25wy2EEEJkVWJKKkNXn+Th4ySqlnLg6y7VUKmkn3+BKVVTMxCgZ01IeAjLO8GpNbnerN+z67kr9yX5F6IokOS/MNAm/ykJoDbuAVcu62r+C1/yD1BD+v0LIYQQ2TZl6wVOhUfjaG3Ogj51sDI3NXRIxY9DKU0LgCqdQJ0Mmz6AXRNBnfMpjCs+u567fM/4K6CEEC8nyX9hYPHcwHlG3PQ/Va1w9b7m5FDJo3Am/wFltCP+S79/IYQQIis2nrzFysNhqFQwq2dNvEvYGDqk4svCBrovh6ZjNc//nQnr++X4+rGCu6YC6kFcItFPkvIqSiGEgRhl8r927Vrq1KmDtbU1rq6u9OrVi7CwsCyvf+LECdq3b4+joyP29vYEBgayb9++dMuGhoYyZMgQypcvj7W1NWXKlKFLly4cPJg3faXyhJklmJhp/m/Eg/6FP3zC02Q1lmYmeLsUzhO/tt+/1PwLIYR43rx58/D396devXqGDsWohETE8tkfZwEY2dKPFpXdDRyRwMQEWn0JXX8GUwu4uBWWtIfYiGxvys7SjNJO1oDU/gtRFBhd8j937lx69+6NtbU1M2fOZPTo0ezcuZPGjRsTEfHyg9axY8do2rQpFy9e5Msvv2Tq1KlERUXRqlUrdu3apVf29u3b1K1bl99++40ePXowd+5chgwZwtGjR2nWrBk7d+7Mr7eZPSpVoRj0T9vkv4K7XaGdz7dGaScAwqKeyB1uIYQQOsOGDSMkJIRjx44ZOhSjEZOQzAerT/A0WU3zim6MauVn6JDE8wLeggF/gk0JuHsGfmkBt09mezPaQZyl378QhZ+ZoQN4XlRUFOPHj6d27doEBQVhZqYJr3379tSvX5+vvvqKRYsWZbqNkSNHYmJiwr59+/D29gagf//+VK1alaFDh3Lp0iXdADQrVqwgKiqKTZs20blzZ902OnfuTK1atVi8eDFt2rTJp3ebTRZ2mrlbjbjmvzAP9qflaGOObwkbQqOecOZWDM0quhk6JCGEEMLoqNUKH60/RVjUE0o7WTOrZ01MCumN/yLNu6FmIMA1b8GDC7C0I3T9Cap2yfImKpa0J+jSA910zkKIwsuoav43b95MfHw8I0eO1CX+AHXr1qVZs2asX7+epKSMa2OvX7/O4cOH6d69uy7xB3B0dGTw4MFcuXKFI0eO6JbHxGj6dZcqVUpvO9rnNjZG1HRdW/NvxCP+a5uDFdbB/rRk0D8hhBAicwuCr7Hrwn0szEz4qW8dnG0tDB2SyIizL7zzD1Rooxk8esMA2Pc/UJQsre73rN+/tpJHCFF4GVXyf/ToUQAaN26c5rXGjRsTFxfHxYsXc7z+82UAWrduDWia8gUHB3P79m2OHDlC3759cXZ25sMPP8w03sTERGJjY/Ue+UY74n8haPZfycPOwJHkTg0Z9E8IIYTI0P4rD/j+n0sAfN25KtWfnTeFEbNygF7roMH7mud7psAf70FK4ktXlRH/hSg6jCr5v337NgBlypRJ85p22a1bt/Js/datWzNr1iyuXr1KYGAgZcqUoWHDhty+fZvDhw9TvXr1TOOdNm0ajo6OuoeXl9dL3mEu6Pr8G+eBNzlVzfUHmhsTfu6Fu+ZfBv0TQggh0nc7OoGRa/9DUaBnXS961vN++UrCOJiaQYfv4NUZoDKFM7/C8tch/kGmq2lH/I+MT+TRYxkPSYjCzKiS/ydPngBgaWmZ5jUrKyu9Mnm1vjbh/9///sfmzZv54YcfePToEe3atePGjRuZxjt+/HhiYmJ0j/Dw8EzL54qR1/yHRT0mKVWNrYWpblTYwqpqKQdMVHAvNpG7MU8NHY4QQghhFBJTUhm66gSPniRTvbQjkzpXNXRIIifqDYa+v4GlI4QfgUUt4V5IhsVtLc0o46wd8V+a/gtRmBlV8q/tY5+YmLYJUkJCgl6ZvFh/4cKFvPXWW0yfPp2xY8fSqVMnPvzwQ4KCgrhz5w4fffRRpvFaWlri4OCg98g3ltrk3zhr/rVNwSqUtC/0A/7YWJjpmridltp/IYQoMoYOHYqXlxcODg6ULl2a0aNHZzqWkNA36c8QTt+KwcnGnPl9amNlbmrokEROlW8Jg3eBc1mIvgmL28KVjGe50jX9v2+c16FCiKzJk+T/5MnsTxuSntKlSwPpN+3PrEl/TtefNm0aVapUoVq1anplK1asSK1atdi7d28230E+MvKp/i7d1Y70X7j7+2tp+/1L038hRHGXV+d4YzB8+HAuXrxIbGwsp06d4vTp00ydOtXQYRUKG46Hs+bITVQqmNWzJl4uRjQossgZt4qamQB8mkBSHKzpAYd/SncgQO10f1el5l+IQi1Pkv/evXvrRs5/3rlz57K1nXr16gFw8ODBNK8dPHgQOzs7KleunOP1ny8DmhsCycnJ6W4rOTmZlJSUrAef3yyMu+ZfO/drxUI+0r/W//f7l0H/hBDFW16d442Bv78/traam+kmJiaYmZlx5coVA0dl/M5HxPDFJs33PbpVRQIruRs4IpFnbFyg3yao1RcUNfz9Cfw1BlL1r4+14znJoH9CFG55kvwPHTqUPn366C3buXMnLVu2zNZ2OnfujI2NDbNnz9ZLvI8fP86+ffvo0aMHFhaaqWTu3LnDxYsX9frwly9fnvr167Nhwwa9/vexsbEsXryY8uXL07BhQ91yf39/Ll++zKFDh/TiOHnyJKdPn6Z+/frZij9faZN/I53qT1vzX2SSf910fzEoWZwKRwghiqK8OseDpsVd9+7dKVeuHCqVCl9f30zLr127ljp16mBtbY2rqyu9evUiLCws2/t93rfffou9vT2urq6cPHmSkSNH5mp7RV3Mk2TeX3WCxBQ1LSq5MaJlBUOHJPKamQV0mgttJgMqOL4EVneDhEe6IhWf1fxrK3uEEIVTniT/I0eOxMrKStd0bvHixfTt25d169Zlazuurq5MnTqVkydPEhgYyM8//8w333xD+/btKVmyJJMnT9aVHT9+PFWqVNGbug9g9uzZpKam0rRpU3744Qfmzp1LkyZNuHPnDvPnz0el+v/+6JMmTQKgbdu2jBs3joULF/LJJ58QGBiIiYkJX3/9dU4/krxnxM3+E1NSCY3S3IQpKsl/JQ97LMxMiElIJiwq40EmhRCiqMurczzAZ599xp49eyhfvjzOzs6Zlp07dy69e/fG2tqamTNnMnr0aHbu3Enjxo2JiIjQK5uYmEh8fHyGj9TUVF3ZTz/9lLi4OEJCQnj//fd1XQZFWmq1wuhf/yP8YQJeLtbM7Fmz0I/rIzKgUkGTUfDWGjC3hetBsKgNRF0Dnh/xP0lG/BeiEDPLzcobNmygUaNGlClThiVLllCvXj3Onz/PwYMH2bt3L/7+/tne5qhRo3B1dWXGjBmMHj0aGxsb2rRpw7Rp07J0gm7QoAH79u3j888/Z+LEiaSmplK3bl127dpFYGCgXtlOnTpx+PBhpk6dyoYNG4iIiMDR0ZFWrVrxxRdfUKdOnWzHn2+MeKq/6w8ek6pWcLAyo6RD2pkWCiNzUxP8PR04FR7N6VvR+LraGjokIYQoUPlxjr927RrlypUDoFq1asTHp39Oi4qKYvz48dSuXZugoCDMzDSXK+3bt6d+/fp89dVXLFq0SFd+wIAB/Prrrxnud+/evWmuAapUqUJAQAD9+vUzrjF+jMjcvVfZe+kBlmYmLOhTBycbC0OHJPJb5Y4w6G9Y+xZEXYFFraDnKmx8X6GUoxURMU+5HvmYOrbyWxCiMMpV8v+///2PM2fO4ObmRsOGDalbty5BQUEEBQXh5+eX4+326dMnTRPDFy1btoxly5al+1q9evX4559/srSvevXq8ccff2Q3xIJnxH3+tdO+VPKw12tZUdgFlHHkVHg0Z27F0Lmm1AwJIYqX/DjHaxP/l9m8eTPx8fGMHDlSl/gD1K1bl2bNmrF+/Xrmz5+v6wq4bt26HLVESE1N5fLly9lerzgIvvyAmbs0n82ULtWoVtrRwBGJAuNZQzMQ4NpeEHESVnSB12ZSzq2iJvl/EE8dn8xb7gghjFOumv0fPXqUuLg4Nm7cSIsWLbCwsMDJyYmqVavi5+dHjx498ipOoZvqz/ia/WuTf78i0uRfq8azfv+nw6MNGocQQhiCIc/x2i59jRs3TvNa48aNiYuL4+LFi9naZkxMDMuWLSM6OhpFUTh79ixff/01HTp0yJOYi5KbUU8Yte4/FAV61feme10vQ4ckCpq9B7y9Dap2BXUybBnO+4lLMUHNjUjjuxYVQmRNrmr+AczNzalXr57eKPrx8fEcP36c48eP53bzQsuI+/xfuqtpjVCpiCX/AV6aWo5zETGkpKoxM82TITKEEKLQMNQ5PrPpfbXLbt26RY0aNbK8TZVKxapVqxgzZgxJSUm4u7vTrVs3Jk6cmOl6iYmJJCYm6p7HxsZmeZ+FUVjUY3r9cpjoJ8nUKOPIhNez371DFBHm1vDmEnCtCMHf8cqDtfxsfpmt9ya/fF0hhFHKdvJ/+/Zt1qxZQ2hoKHZ2dtSqVYuOHTvi4OCgK2NnZ0dgYGCa/nUiF4y42b925FftHLBFRTlXO+wszYhPTOHK/XiqeDq8fCUhhCjEjOUcr53Jx9Iy7TgyVlZWemWyysHBgV27dmU7lmnTpukGCC7qbkQ+pvfCw9yJeUp5N1sW9a+LlbmpocMShmRiAi0+gxJ+qDcNpQ0nKBc2HGK2gmPam3NCCOOWreQ/ODiYjh07kpCQoLfc0dGRzz77jHHjxuVpcOI5RjrVX0JSKjcfai7AilrNv4mJimqlHTh8/SFnbkVL8i+EKNKM6RxvY2MDaGrdra2t9V7Txqctk9/Gjx/PmDFjdM9jY2Px8ip6zeCvPYin98LD3ItNxM/djtVDGuBub2XosISxqNGd+yYlMd3Qh/LqGygLW6J6ay2UMaLBsYUQL5Wtdsxjx47F1NSUlStX/l979x0eVZn2cfw76QlphEDoVamCdDAIRgVEVxdURAVBRCwritjWFxQUFdBdRUVAUbCBC4JlraCgFNdI70IApYaeQBrpyXn/OJmRAAkpkzmTye9zXXMlc9rccw5k5j7P89wPR44cIT4+ns8++4y2bdvy9NNPM2jQIM2JXlHctNv/HyfSMAyoUc2PGsGeUen/bJc3CAdgS3yytYGIiFQwd/qMt8/uEx8ff9664oYEVAR/f39CQ0OZO3cu3bt359prr3XJ67rSHydSueNdM/FvERXC/Pu7K/GX89Rs3ZPbciexM78BtrTj8OENsP1zq8MSkVIoVfK/Y8cOHnvsMYYMGULt2rWpW7cut9xyC6tWreLjjz/m888/580336yoWKs2e/KflwV5OdbGcpZdBcX+mntYq7/d5QVF/7bGJ1kah4hIRXOnz3h7jYHY2Njz1sXGxhIcHEzLli1dEovdqFGj2LFjB+vWrXPp61a03cfNxP9kahYta4fwn/u6EemBN/Ol/Ly9bPjWaMTA7OdJrHs15GbCZyNgxSugxj+RSqFUyX9ISEiRXd3uuusu7rrrLt59912nBCbn8DtrPL0bjfvf40j+PWu8v127+mbRv7ijqWTm5FkcjYhIxXGnz/j+/fsTFBTEtGnTyM3NdSxfv349q1atYtCgQY5p/qTs4o6lcMe7q0lIy6Z1nVDm39fdI3vxifM0rVmNMwTybetX4YqHzYUrJsPnIyEn09rgROSiSpX8X3XVVSxevLjI9b169WLfvn3lDkouwMcPvAu+6LhR139Hy39tz2z5rxceSGSwH7n5Br8f8ewKzyJStbniM37u3Lm89NJLvPTSS5w8eZLk5GTH8+nTpzu2i4yMZPLkyWzcuJGYmBhmzZrFpEmT6NevH1FRUbzwguurjc+YMYPWrVsXmvmgMttxJIU7313NqTPZtK0Xxn/u60b1arqhIsVrEmk29vyZmAnXTYKb3gQvH9j+GXx0I6SdsDhCESlOqZL/+++/n19//bXIbn9//vkndevWdUpgcgFuOO5/z3GzF4Kndvu32Wy0t4/7P5RkaSwiIhXJFZ/xc+bMYfz48YwfP54TJ06QlJTkeP7qq68W2vbRRx9l3rx5pKenM2bMGKZOnUrv3r2JjY111ARwJU/q9r/9cDKDZ6/mdHoOlzcIZ97IboQHKfGXi2ta0/wuui+h4Ltop+Fw1xcQEA7x6+C9a+DYdsviE5Hilaraf58+ffD29ubxxx/ns88+495776VTp074+PiwcuVKpk2bxr/+9a+KilX8giHjtNtU/E/NzOFwkll1uXktz0z+wRz3v2znCTYr+RcRD+aKz/gVK1aUavshQ4YwZMiQcr2mFLY1Pom7Zq8hJTOXDg3D+WhEV0IDfK0OSyqJppFm8r/35FkNUU2vgpE/wX8Gwak/4f3r4NY50KKfRVGKSFFKlfxPnDiRLVu2sGnTJmJjY/n111+x2WyO9R07diQ8PJzt27fTsmVLfHxKdXi5GPu4fzcZ87/nhBlHVKg/YUGe+8Xhr4r/SZbGISJSkfQZX7wZM2YwY8YM8vIqb/2XTQdPM+z9taRm5tKpUXU+vKcLIUr8pRSa1jS/ix5OyiAzJ48AX29zReQlMHIZLBwG+3+B+XdA35fgilFw1t8REbFWqT65x48f7/g9JSWFzZs3s3nzZjZt2sSmTZvYunUrd911FzabDV9fX1q0aEG7du2YO3eu0wOvktys2//uY55d6d/OXvH/QGI6p89ka0ykiHgkfcYXb9SoUYwaNYqUlBTCwsKsDqfUNhw4zfD315KalUvXxhG8f08Xgv2r1g0cKb/qQb6EBfqSnJHDvoQztKoT+tfKoAgY+iV89wRs/Ah+fAYSdsPfXgNv3WQScQdl/qsfGhpKr1696NWrl2NZTk4O27dvL/Rl4ZtvvnFKoIL7Jf8ePt7fLizIl6aR1dibcIbN8Ulc3aKW1SGJiFQofcZ7lnX7TzH8/bWcyc6je9MI3h/ehSA/Jf5SejabjaY1q7HpYNL5yT+YSf5Nb0LNFvDDM+ZNgFN7YdDH5s0BEbGUU//y+/r60qFDBzp06MA999zjzEMLgH9Bkp2dam0cBXYXVPpv4eHJP0D7BuHsTTjDlkNK/kWkaqrqn/GVtdv/mr2J3PPhOtKz8+hxSQ1mD+tCoJ+31WFJJdYk0kz+954sYhiqzWZ2949oBp/faw4DmN0bBi80hweIiGVKVe1fLOZ2Lf+ePc3f2S5XxX8RkSqtMlb7/+3PRIZ/YCb+PS+NZM7dSvyl/BrXML+P7k9ML37DFv1gxA8Q1sAsBDj7Wti70gURikhRlPxXJm6U/CelZ3MiNQuAS2sFWxxNxbMn/5sPJWEYhrXBiIiIXMSvfyRwz4drycjJ46rmNXlvWOe/irOJlEOjGkEAHLxY8g9Q+zK472eo3wUyk2DeLbDhwwqNT0SKpuS/MrEn/1nWd/u3j/evXz2QalWgYFCrOiH4eXtxOj2HQ6cyrA5HRESkSKt2n2TEh+vIzMnnmpa1mDW0kxJ/cZqGEQXJ/6kSJP8AwbXg7m/hsoGQnwvfPApLxkF+5RpCI+IJlPxXJn72Mf/Wt/zvOl41Kv3b+ft406quWdRms6b8ExGpcmbMmEHr1q3p0qWL1aEUa/muE4z8eD1Zufn0bhXF23d1VOIvTtWooNv/sZRMMnNKmMD7BsCts+HqZ8znq2fA/DvdokFLpCpR8l+ZuFG3/6oyzd/Z2tc3p3bafDDJ2kBERMTlKsOY/592HueBjzeQnZvPdW2imDmkI/4+SvzFuaoH+RJS0OvzUElb/8EsBHjVP2HgB+ATAHt+gDnXQdLBCopURM6l5L8ycST/RVRXdSFHsb8ozx/vb9e+YTgAW9TyLyIibubH34/x4LwNZOflc0Pb2kwf3BE/H33NE+ez2Ww0LBj3f6Ak4/7PddktMPx7qFYLTvwO710Dh9z3ppqIJ9GnQmXimOrP2uTfMIyzkv+q0/J/ef1wALYfTiYnL9/aYERERAos2X6Mhz7ZSE6ewY3t6vDmHR3w9dZXPKk49qJ/B0rT8n+2+p3g/uUQ1RbOnIQP/wZbFzkxQhG5EH0yVCZu0u0/IS2b0+k5eNngkipQ6d+ucY1qhAb4kJWbz65jGqMmIiLW+27rUUb9ZyO5+Qb929fljdvbK/GXCtcwwvxOejCxHN9Jw+rDiCXQ4gbIy4IvRsLPkyBfDSwiFUWfDpWJmyT/9lb/RjWqVakiQl5etkJT/omISNXhjgX/vt5yhNELNpGXb3BLh3pMHdQeHyX+4gL2iv9lbvm38w+G2+dB9Gjz+ap/wecjIEczK4lUBH1CVCZ+Ba3sWdZ2+7e3el9ahVr97dor+RcRqZLcreDffzcdZkxB4j+wU33+fdvleHvZrA5Lqgh7t/+DZRnzfy4vb+j7Ivx9Onj5wO9fmsMAUo+V/9giUoiS/8rEPuY/MxkMw7Iw7Ml/y9pVZ7y/nX3c/xYl/yIiYpHPN8Tz+MLN5BtwR5cG/OvWdkr8xaXsLf/xpzPIy3fSd9KOQ2HYVxBYHQ5vMAsBHt3qnGOLCKDkv3IJrWf+zE6FjNOWhRFX0O2/Re1Qy2Kwir3b/x8n00jNzLE2GBERqXIWrj/Ek59tId+Awd0aMvnmtngp8RcXqxseiK+3jey8fI6lZDrvwI2vhJE/QY1LIeUwvN8P4r5z3vFFqjgl/5WJXxCE1DV/T/zTkhDy8w32OJL/qtfyXzPEn3rhgRgGbItPtjocERGpQuavPcg/P9uKYcCwKxoxacBlSvzFEt5eNupXt0/35+RaVDWawcil0DQGcs7AgiHw65uW9noV8RRumfzPnz+fTp06ERgYSGRkJHfeeScHDhwo8f4bNmygX79+hIWFERISQkxMDKtWrSpy+z179nD33XdTv359/P39qVOnDjfccAM7d+50xttxrhrNzJ+n9lry8odOp5OenYefjxeNC8Z7VTWOcf/xSZbGISIiVce81QcY+8U2AO7p0ZiJf2+DzabEX6xj7/rvlHH/5wqsDkM+g84jAAOWToCvH4bcbOe/lkgV4nbJ//Tp0xk8eDCBgYG8/vrrjBkzhqVLlxIdHc2RI0cuuv+6devo2bMncXFxjB8/nsmTJ5OYmMi1117LsmXLztv+p59+on379qxevZoHHniAd955h6eeeorw8HBOnDhREW+xfCKamD8tSv7jzir2V1UrCtuTf437FxGpOqys9v/xb/t59r/bARh5ZRMm3Nhaib9Yzl70r9wV/4vi7Qt/mwr9XgGbF2yaB3NvhvRTFfN6IlWAj9UBnC0xMZGxY8fSsWNHVqxYgY+PGV6/fv3o2rUrEyZMYPbs2cUeY/To0Xh5ebFq1SoaNmwIwLBhw2jTpg0PPfQQu3btcnxgnjx5kttvv53u3bvz3XffERAQULFv0Bki7C3/1nT7txf7q4pd/u003Z+ISNUzatQoRo0aRUpKCmFhYS573ff/t48Xvt0BwAO9mvJ/17dU4i9uoUJb/u1sNuj+oNnzddE9cOB/ZiHAwQuhZvOKe10RD+VWTbdfffUVaWlpjB492pH4A3Tu3JlevXqxcOFCsrOL7u6zd+9eVq9ezW233eZI/AHCwsIYOXIke/bsYc2aNY7l77zzDomJibz22msEBASQkZFR7PHdQkRT86dFLf+7jlfdSv92l9ULxdvLxvGULI4lO7HIjYiIyFlm/7LXkfg/FNNMib+4FXvyf+CUk8f8X8ilfeDeHyG8IZzeB7N7w5/LK/51RTyMWyX/a9euBSA6Ovq8ddHR0aSmphIXF1fm/c/eBuD7778nJCSE9PR0unTpQlBQEAEBAXTt2pWffvrpovFmZWWRkpJS6FHh7Mm/RQX//mr5r3qV/u2C/HxoHmXe/FDrv4iIVIR3Vv7JS9+ZtYdGX3MJT13XQom/uJVGNaoBFdzyf7ao1jDyZ2jQDbKSYd6tsG6Oa15bxEO4VfJ/+PBhAOrXr3/eOvuy+Ph4p+0fFxdHXl4effv2pXnz5ixatIi33nqL+Ph4rrvuOpYvL/6O4pQpUwgLC3M8GjRocJF36AT2Mf+ZSS4f85SVm8e+BPPubouoqtvyD9C+gdnlU8m/iIg424zlf/DyYrOx47HezXm8rxJ/cT/1qgcCkJKZ67rpj4NrwrCvod3tYOTBd4/D4qchL9c1ry9SyblV8p+ebt459Pf3P2+dfTy+fRtn7J+amkp6ejo33XQTn3zyCQMHDmTUqFEsX74cm83GuHHjio137NixJCcnOx6HDh26yDt0Ar9qEFLH/N3FXf//OJFGXr5BWKAvUaHnn+Oq5PL64YCK/omIiHNN+2kP//5hFwBP9m3Oo70vtTgikQsL9vehepAvAIeTMlz3wr4BcPMsuGa8+XzNOzD/dsjUFMwiF+NWyX9QkDl2KCsr67x1GRkZhbZxxv6BgeYdyxEjRhTatkWLFkRHR7N27dpibzb4+/sTGhpa6OESEdZM93d2sb+q3gLRvmE4ANsOJ5OXr3lnRUSkfAzDYOrS3UxduhuAf/ZrwcPXKPEX92Zv/Y8/5cLkH8xCgL2ehNs+Ap9A+GMZzLkOTu93bRwilYxbJf/16tUDLty1v7gu/WXd3/57nTp1ztu+Tp065Ofnk5SUVMLoXcii6f7syX9VLvZnd2mtEIL8vEnLyuXPk2lWhyMiIpWYYRi89uNupv20B4BxN7TkoZhLLI5K5OLqh5uNavGnXTTu/1xtBsA930NwbTi505wJ4OBqa2IRqQTcKvm3z50bGxt73rrY2FiCg4Np2bJlmfc/exuA7t27A1ywu/7Bgwfx8fEhIiKiFO/ARWoUtPy7uOhfnKb5c/D2snFZPY37FxGR8jEMg1eW7GL68j8AGH9ja+7v1cziqERKpr695f+0i1v+z1avI9z3M9RuB+mJ8NFNsGWBdfGIuDG3Sv779+9PUFAQ06ZNIzf3r8Id69evZ9WqVQwaNAg/Pz8Ajh49SlxcXKFu+c2aNaNr164sWrSoUEKfkpLCnDlzaNasmSPhBxg2bBgA06dPxzD+6rq9fv16Vq9ezbXXXuuoFeBWLJruTy3/hXVoEA5o3L+IiJSNYRhMWRzHOyvNm/kT/96Ge69sYnFUIiXnFsk/QFg9GLEEWt4Iednw5QPw0wuQn29tXCJuxq2S/8jISCZPnszGjRuJiYlh1qxZTJo0iX79+hEVFcULL7zg2Hbs2LG0atWq0NR9ANOmTSMvL4+ePXsydepUpk+fTo8ePTh69CgzZ84sNFb96quvZtiwYXz//ff07duXGTNmMGHCBHr37k1ISAivvfaay957qTjG/Luu5T85PYdjKeac9s2reKV/u8sLkn+1/IuIeL4ZM2bQunXrQj0Iy8MwDF78difvrjJv5L844DLujm7slGOLuEq96ma3f5cW/CuKXzUYNBeufNx8/strsOhuyLZoSIKIG3Kr5B/g0UcfZd68eaSnpzNmzBimTp1K7969iY2NdYzpL063bt1YtWoVzZs35/nnn+fpp58mIiKCZcuW0bdv3/O2f//993n11Vc5fPgwjz/+ODNmzKBPnz6sWbOGNm3aVMRbLD/7mP+M0y6b7m/XcbPVv154ICEBvi55TXfXviD5jzuWSmZOnrXBiIhIhRo1ahQ7duxg3bp1TjnelvhkPojdB8Dkm9sytHsjpxxXxJX+avl3kwTbywt6PwcD3gYvX9j5NXxwPaQctToyEbdgM87u7y7lkpKSQlhYGMnJyRVf+f/VFpB2zBzjVK9Txb4WMPe3/Yz/6neuaVmL94c7p9WjsjMMg66Tf+Jkahaf/+MKOjVyw/oQIlKlufRzqYpw5jn9bEM8efn53N6loZOiE3GtlMwc2j3/IwDbJ15HsL+PxRGd5UAsLBgCGafMabLvXAB121sdlUiFKOlnk9u1/EsJOYr+uWbcv4r9nc9ms3F5/XAANh1MsjQWERGpfAZ2qq/EXyq10ABfwgLNHqGHrR73f65G0WYjWWQLSD1q9gDY8bXVUYlYSsl/ZeXi6f5U7O/COjQMB8zumyIiIiJVTb1ws+v/4SQ36fp/togmMHIpNLsGctJh4VD4ZSqo47NUUUr+KysXFv0zDMMx5l8t/4XZW/43HzptbSAiIiIiFnCbiv9FCQiDwYug6/3m858mwn//AblZ1sYlYgEl/5WVC6f7O5KcSWpmLj5eNppGBlf461UmbeuHAXDoVAaJafoQERGpDDIyMrjkkksIDtZnmkh51S+o+O+2yT+Atw/c8G+44VWwecOW+fBxfziTYHVkIi6l5L+yso/5d0Hyv+tYCgDNagbj56N/MmcLC/SlWc1qAGyJT7I2GBERKZEJEybQqJGq64s4g9tV/C9O1/tgyCLwD4WDv8F718CJOKujEnEZZXKVVfWCMf/piZCRVKEvpWJ/xevQsDoA6/ar67+IiLvbsGEDixcv5umnn7Y6FBGP4Pbd/s91ybVw71Ko3hiSDsCcPvDHMqujEnEJJf+VlX8wBEeZv1dw6/9uJf/F6tbEnOJvzd5EiyMREXFvU6ZM4bbbbqNp06bYbDYaN25c7Pbz58+nU6dOBAYGEhkZyZ133smBAwfK/Pq5ubncd999zJw5Ez8/vzIfR0T+Uq8g+Xe7av/FqdUSRv4MDaMhKwU+uQ3WvGt1VCIVTsl/ZRbhmq7/jpb/KCX/F9K9aQ0AtsYnk56da3E0IiLua9y4cfz88880a9aM6tWrF7vt9OnTGTx4MIGBgbz++uuMGTOGpUuXEh0dzZEjRwptm5WVRVpaWpGPvLw8AP7973/ToUMHevXqVWHvUaSqsY/5TzyTXbm+B1WrAcP+C5cPBiMfFj8F3z0BeZXoPYiUko/VAUg5RDSFg7EVmvzn5OXz58k0QC3/RalfPZC6YQEcSc5k44Ekrrw00uqQRETc0p9//knTpmbB2ssuu4y0tLQLbpeYmMjYsWPp2LEjK1aswMfH/LrSr18/unbtyoQJE5g9e7Zj+7vvvptPP/20yNddvnw59evX55133mHTpk1OfEciEhboS0iAD6mZuRw+ncGllamxyMcfBsyEmi1g2fOwbrb5vXrgBxAYbnV0Ik6nlv/KrEZBxf/Eipvub1/CGXLyDIL9fRxjuqQwm81Gt4LW/zX71PVfRKQo9sT/Yr766ivS0tIYPXq0I/EH6Ny5M7169WLhwoVkZ2c7li9YsADDMIp8xMTE8L///Y/jx4/TvHlzIiMj6d+/P2fOnCEyMpJVq1Y5/b2KVCV1w8zviEeSMy2OpAxsNrhyDNw+F3yD4M+fzToALiiqLeJqSv4rMxdM92fv8t88KhibzVZhr1PZ2cf9r9a4fxGRclu7di0A0dHR562Ljo4mNTWVuLjSVegeNGgQf/zxB5s3b2bz5s3Mnj2boKAgNm/eTLdu3ZwSt0hVVSc8AICjSZVo3P+5Wt0EI5ZASF1I2A3vXQsHYq2OSsSplPxXZi4Y82+f5q9F7dAKew1PYB/3v+VQMpk5eRZHIyJSuR0+fBiA+vXrn7fOviw+Pr5UxwwKCqJ+/fqOR82aNbHZbNSvXx9/f/8i98vKyiIlJaXQQ0QKq1OZW/7PVudyuO9nqNsBMk7BR3+HTZ9YHZWI0yj5r8wi7NP9JUBmcoW8xK6Clv+WGu9frEY1gogK9Sc7L5+NBzXln4hIeaSnm/OFXygpDwgIKLRNWcXExBRZc+BsU6ZMISwszPFo0KBBuV5XxBPVDfOAln+70Dow/Hto3R/yc+Crh2Dpc5Cfb3VkIuWm5L8y8w+BarXM3yuo9T9O0/yViM1mo1uTgnH/e09ZHI2ISOUWFGRWD8/KyjpvXUZGRqFtKtrYsWNJTk52PA4dOuSS1xWpTOqE21v+PSD5B/ALgoEfQq+nzOe/vgELh0L2GSujEik3Jf+VXY2Crv8VUPQvLSuX+II5WzXN38V1a6px/yIizlCvXj3gwl37ixsSUBH8/f0JDQ1l7ty5dO/enWuvvdYlrytSmdR1jPmv5N3+z+blBdc8Cze/C95+EPctvN8Pkg9bHZlImSn5r+wcRf/2Of3Qu4+brf61QvypXs3P6cf3NPaW/02HkjTuX0SkHLp06QJAbOz5xbZiY2MJDg6mZcuWLo1p1KhR7Nixg3Xr1rn0dUUqg7+q/WdgGIbF0TjZ5bfD3d9CUCQc2wrvXQOHN1gdlUiZKPmv7Cqw4v8udfkvlWY1qxEZ7E92bj5bDiVZHY6ISKXVv39/goKCmDZtGrm5uY7l69evZ9WqVQwaNAg/P92UFnEXtQvG/Gfm5JOUnmNxNBWgYTezEGDNVpB2DD64AX7/0uqoRErN5+KbiFtzJP/O7/avYn+lY7PZ6NY0gu+2HmXNvlN0K5gBQERETHPnzuXAgQMAnDx5kuzsbF566SUAwsPDefjhhwGIjIxk8uTJjBkzhpiYGIYOHUpCQgKvv/46UVFRvPDCCy6PfcaMGcyYMYO8PPXsEjlXgK83Nar5kXgmmyPJGZ7ZY7R6I7j3R/hsBPyxFBYNh4Q/oNeToOmwpZJQ8l/Z1ai46f7iNM1fqXVvYk/+E4FLrQ5HRMStzJkzh5UrVxZaNn78eAAaNWrkSP4BHn30USIjI3nttdcYM2YMQUFB9OnThylTpjhqArjSqFGjGDVqFCkpKYSFhbn89UXcXZ3wABLPZHM0KZM2dT30/0hAKNy5AH58Fta8DctfgoTd8Pe3wDfA6uhELkrJf2VXvWC6vzMnITPF/KPkBIZhqOW/DOyt/RsOnCY7Nx8/H42sERGxW7FiRam2HzJkCEOGDKmYYETEqeqEBbL9cApHPaXif1G8feD6l6Fmc/juSdi2EJIOwO2fQHBNq6MTKZYyk8ouIBSqFfyhcWLr/8nULE6n5+Blg0tqBTvtuJ7u0lrBRFTzIzMnn63xSVaHIyIiTjJjxgxat27tKEYoIoXVLRj3f9iTKv4Xp/MIuOtzCAiDQ2vMQoDHd1gdlUixlPx7ggjnd/2PK2j1bxxZjQBfb6cd19PZbDa6NTGn/Fuz75TF0YiIiLOo2r9I8eqEmxX/Pb7l/2zNroaRP5k1uJIPwpy+sPtHq6MSKZKSf09QAUX/1OW/7OzJ/+q9iRZHIiIiIuIadQpa/o9WlZZ/u8hLzRsAja6E7FSYfzusfhs8bcpD8QhK/j1BDXvyv89ph9x13Ez+m0cp+S+ts8f95+TlWxyNiIg4g7r9ixSvXkHL/5Gq1PJvFxQBQ7+EDkPByIcl/wffPgZ5HjjtoVRqSv49gb3lP1Et/+6gRVQI4UG+pGfnse1wstXhiIiIE6jbv0jx7N3+j6dkkp9fBVu9ffzMqv99XwJssOEDmHcrZJy2OjIRByX/nsDJY/7z8g12F7T8a5q/0vPystG1ccG4/70a9y8iIiKeLyrEHy8b5OQZJKRlWR2ONWw2iH4E7vgP+FaDfSthdm+nNtCJlIeSf08QYZ/u7wRkpZb7cAcSz5CVm0+ArxcNI4LKfbyqyN71f80+jfsXERERz+fj7UWtEHPc/5HkKjbu/1wtb4B7f4DQ+pD4hzkTwL5frI5KxD2T//nz59OpUycCAwOJjIzkzjvv5MCBAyXef8OGDfTr14+wsDBCQkKIiYlh1apVF91v69at+Pr6YrPZWLBgQXnegmsFhEFQpPm7E1r/7V3+m0eF4O1lK/fxqiJ70b/1+0+Tq3H/IiKVnsb8i1xcnfCC5D+pCo77P1fttnDfz1CvE2QmwdwBsPFjq6OSKs7tkv/p06czePBgAgMDef311xkzZgxLly4lOjqaI0eOXHT/devW0bNnT+Li4hg/fjyTJ08mMTGRa6+9lmXLlhW5X35+Pvfddx8BAQHOfDuuU8N5Xf/t0/y1ULG/MmtVJ5SQAB/SsnL5/UiK1eGIiEg5acy/yMXZK/4fq+ot/3YhUTD8O2hzC+TnwtePwA/PQH6e1ZFJFeVWyX9iYiJjx46lY8eOrFixggcffJBnn32WJUuWcPToUSZMmHDRY4wePRovLy9WrVrFk08+ySOPPML//vc/oqKieOihhzCKmHZj+vTp/P777zz11FPOfluu4cSif/aW/xYq9ldm3meP+1fXfxEREakCokLN5P94qpJ/B99AGPg+XPV/5vPfpsOCIZCVZm1cUiW5VfL/1VdfkZaWxujRo/Hx8XEs79y5M7169WLhwoVkZ2cXuf/evXtZvXo1t912Gw0bNnQsDwsLY+TIkezZs4c1a9act9+hQ4d49tlnee655wrtV6k4iv6Vf7q/7UfMCvWt6qjYX3l0t4/7V9E/ERERqQIcyb9a/guz2eDqsXDrHPD2h92L4f1+kHTI6sikinGr5H/t2rUAREdHn7cuOjqa1NRU4uLiyrz/2ducbdSoUTRu3JjHHnusVPFmZWWRkpJS6GEZe9G/U+Vr+T+Rmkn86QxsNmhXP8wJgVVd3ZqaLf9r958irypOeSMiIiJVSu2C5P9YipL/C2o70BwGUK0WHN9mFgKMX291VFKFuFXyf/jwYQDq169/3jr7svj4eKfuv2jRIr799lveeeedQr0NSmLKlCmEhYU5Hg0aNCjV/k7lpDH/mw4mAdC8VgghAb7lDKpqa10nlGB/H1Izc9l5VOP+RUQqMxX8E7k4R8t/ShWd6q8kGnQxCwFGXWbO1PXBDbDtM6ujkirCrZL/9PR0APz9/c9bZy/EZ9/GGfsnJSXx6KOPcu+9916wt8DFjB07luTkZMfj0CELu+5UL2j5TzterjFE9uS/Y6Pw8sdUxfl4e9G5cXUAVu/VuH8RkcpMBf9ELq72WQX/iqqzJUB4AxixBJr3g7ws+PxeWPEy6JxJBXOr5D8oyJxTPivr/LuFGRkZhbZxxv7//Oc/yc3N5ZVXXilTvP7+/oSGhhZ6WCYwHILMMeblaf3fdPA0AB0aVHdCUNKtScG4/30a9y8iIiKezd7tPyMnj9SsXIujcXP+IXDHf+CKh83nK6bA5yMhR9MkSsVxq+S/Xr16wIW79hfXpb8s+2/atInZs2fz6KOPkpKSwv79+9m/fz8JCQkAnDx5kv3791/wRoLbiihf1//cvHy2xpvF/tTy7xzdC8b9r9t/inyN+xcREREPFujnTWiAOYxWRf9KwMsbrpsEN00DLx/Y/hl8eCOkHrc6MvFQbpX828fRxcbGnrcuNjaW4OBgWrZsWeb9z97mwIEDGIbBs88+S5MmTRwP+1R/o0ePpkmTJmzatKl8b8qV7NP9lbHoX9yxVDJy8ggJ8KFpZLATA6u6LqsXRpCfN0npOew6nmp1OCIiIiIVytH1X0X/Sq7T3TD0SwgIh8PrzUKAx7ZbHZV4ILdK/vv3709QUBDTpk0jN/evrkLr169n1apVDBo0CD8/PwCOHj1KXFxcoTH8zZo1o2vXrixatKjQ+PuUlBTmzJlDs2bN6N69OwDdunXjyy+/PO/xyCOPAPDEE0/w5Zdf0qJFC1e8decoZ9E/e5f/9g3C8fKyOSuqKs3X24tOjTTuX0RERKoGe9G/Y2r5L50mvcxCgDUugZR4mNMXdi22OirxMKUrb1/BIiMjmTx5MmPGjCEmJoahQ4eSkJDA66+/TlRUFC+88IJj27Fjx/LRRx+xfPlyYmJiHMunTZtGTEwMPXv2ZPTo0fj5+TFr1iyOHj3K999/j81mJrV16tRhwIAB58WQlJQEQOfOnS+43q05Wv73lWl3R7G/hhrv70zdm9bglz0JrNl7int6NLE6HBEREZEK81fFfyX/pVajGYxcBguHwb5VMP9O6PsSXDEKbGqYk/Jzq5Z/gEcffZR58+aRnp7OmDFjmDp1Kr179yY2NtYxpr843bp1Y9WqVTRv3pznn3+ep59+moiICJYtW0bfvn1d8A4sZE/+E8vW7X+jvdhfw3AnBSRgJv8Av/6ZQHZuvsXRiIhIWWiqP5GSqa3p/sonsDrc9QV0Gg4Y8OMz8M1oyM22OjLxADZD83A4TUpKCmFhYSQnJ1tT+T8jCV5pZP4+7gj4VSvxrqfOZNPxxaUAbJnQl7Ag3woIsGrKyzfoNnkZCWnZfDyiK72a17Q6JBGpIiz/XPJAOqcixZu7+gDj/7udPq2jeG9YZ6vDqbwMA1a/bSb/Rj407gmDPoagCKsjEzdU0s8mt2v5l3Iox3R/mw+Zrf7NalZT4u9k3l42+rSuDcAPvx+zOBoRERGRilNb3f6dw2aDKx6COxeAXzDs/wVm94aEP6yOTCoxJf+extH1v3R/GDYeSAI03r+iXNcmCoAfdxzXlH8iIiLisWqr4J9zNb8O7v0RwhqaM3rNvgb2rrA6KqmklPx7mtrtzJ97V5Zqt02H7OP9lfxXhOhmkYT4+3AyNctxrkVEREQ8TVSYPwAJaVnk5qnWkVNEtYH7foL6XSEzGebdCus/sDoqqYSU/HualjeYP3d9D/kl+4Obl2+w2V7pv1F4xcRVxfn5eHFNq1oALNmurv8iIiLimSKr+ePjZSPfgJNpKvrnNMG14O5voO1tkJ8L346BJWMhP8/qyKQSUfLvaRr3Av8wSDsO8etKtMueE6mcyc6jmp83l9YKqeAAq67r2tjH/R9HdTZFRETEE3l52agVYrb+q+K/k/kGwC3vwdXPms9XzzSnA8xMsTYuqTSU/HsaHz9oXjClYdw3JdrFPt7/8gbheHtpDtGKclXzmvj7eHHwVDo7j6ZaHY6IiIhIhYgK07j/CmOzwVVPwcAPwCcA9vwA718Hpw9YHZlUAkr+PVHLG82fO781pwm5iE0HzTHoKvZXsar5+9DzUnOaP1X9FxEREU8VFaKK/xXusltg+PcQHAUndsDsa+HgGqujEjen5N8TXdIbvP3h9D44sfOim286lARAh4bhFRuX0O8yTfknIlIZzZgxg9atW9OlSxerQxFxe1GhZrf/E6lK/itU/U5w389Quy2cOQkf3QhbF1odlbgxJf+eyD8Yml1t/h73bbGbJqfn8MeJNECV/l2hd6taeHvZiDuWyoHEM1aHIyIiJTRq1Ch27NjBunUlq6cjUpXVKpju74TG/Fe8sPpwzxJo8TfIy4Yv7oOfJ5W48LdULUr+PZWj63/x4/43xycB0LhGEBHV/Co4KAkP8qN70whArf8iIiLimWqG2Fv+lfy7hH8w3D4PejxqPl/1L/jsHshOtzYucTtK/j1Vi+vB5gXHthZbAGTjAY33dzV71X9N+SciIiKeqJaSf9fz8oI+L0D/GeDlCzv+Cx/+DVL1fVP+ouTfU1WLhIbR5u+7vi9yM433d72+rc3kf+PBJE6oEI6IiIh4GHvL/0mN+Xe9DnfBsK8gsDoc2QjvXQNHt1gdlbgJJf+erOXfzJ87LzzuPz/fcFT613h/16kdFkD7BuEA/LjjuLXBiIiIiDhZrYJq/4lnssnN09hzl2vcwywEGNkcUg7D+/2KzAekalHy78nsyf/BWDiTcN7qvQlppGbmEuDrRcvaIS4Ormqzd/3XuH8RERHxNDWq+eHtZcMwICEt2+pwqqaIpnDvUmh6NeSkw6d3wf/eKNE04OK5lPx7suqNoHY7MPJh1+LzVm88mARAu/rh+Hjrn4IrXdcmCoDf/kwkOT3H4mhERKqG4cOH4+fnR3BwsOOxZMkSq8MS8TheXjYig81C0ic17t86geEwZBF0GQkYsOw5+OphyNUNmapKGZ+na3WT+fMCU/7Zu/yr2J/rNa0ZTPOoYHLzDX6KU9d/ERFXuf/++0lLS3M8+vXrZ3VIIh7J3vX/hMb9W8vbF/72Glz/b7MY+OZ5MHcAnEm0OjKxgJJ/T2ef8u/P5ZCVVmjVpoKWfxX7s0Y/df0XERERD6WK/26m2/0weBH4hcCBX2H2NXByl9VRiYsp+fd0tVpB9SaQlwV/LHMsTs3MYdfxVEDJv1X6FiT/K3efJCM7z+JoREQq3pQpU7jtttto2rQpNpuNxo0bF7v9/Pnz6dSpE4GBgURGRnLnnXdy4EDR09eWxCeffEJERAStWrVi0qRJ5Obmlut4InJhtUILkv8UJf9u49LeMHIphDeE0/thdh/482eroxIXUvLv6Ww2aFXQ+n9W1/+t8ckYBtSvHujoliWu1aZuKPXCA8nMyWfl7pNWhyMiUuHGjRvHzz//TLNmzahevfghZ9OnT2fw4MEEBgby+uuvM2bMGJYuXUp0dDRHjhwptG1WVlahrvznPvLyzBuso0ePZteuXSQkJDB37lw+/PBDJk6cWGHvV6Qqq6lu/+6pViu4bzk06A5ZyTBvIKx9z+qoxEWU/FcFLQvG/e/+0VHgY+MBjfe3ms1mo99lZuv/j+r6LyJVwJ9//kliYiJLly6lbt26RW6XmJjI2LFj6dixIytWrODBBx/k2WefZcmSJRw9epQJEyYU2v7uu+8mJCSkyMcvv/wCQMeOHalVqxZeXl507tyZiRMnsmDBggp9zyJVlbr9u7FqkXD313D5nWDkwfdPwvf/hDz1hPJ0Sv6rgvpdIDjKvLu3fxUAmw4lAerybzX7lH/Ldh4nR/PgioiHa9q0aYm2++qrr0hLS2P06NH4+Pg4lnfu3JlevXqxcOFCsrP/qla9YMECDMMo8hETE3PB1/Hy8sLQtFciFaKmkn/35uMPA96Gawtupq6dBf8ZBJnJ1sYlFUrJf1Xg5QUtbjB/j/sOwzBU6d9NdGpUnchgP1Iyc1m9V1VXRUQA1q5dC0B0dPR566Kjo0lNTSUuLq7Ux/30009JTk7GMAy2bt3KxIkTufXWW4vdJysri5SUlEIPEbk4e8v/yRR1+3dbNhv0fAIGfQw+gfDnTzCnr1kPQDySkv+qwl71P+579iekcTo9Bz8fL1rVCbU2rirO28tGn9ZRACzZrq7/IiIAhw8fBqB+/frnrbMvi4+PL/VxZ86cSePGjQkJCeHWW2/l9ttv58UXXyx2nylTphAWFuZ4NGjQoNSvK1IV1Qo1x/yfTMtSDxt317o/jFgMIXXgZBy8dw0c+M3qqKQCKPmvKpr0Av9QSDvGgS0rAWhbLww/H/0TsJq96/+PO46Tn68PRxGR9PR0APz9/c9bFxAQUGib0li5ciWnT58mLS2NPXv28Pzzz+Pn51fsPmPHjiU5OdnxOHToUKlfV6Qqqhls/v/NyTM4nZ5jcTRyUXU7wH0/Q53LIT0RPv47bJ5vdVTiZMr8qgofP7i0LwDeu78DoKPG+7uF6GaRhPj7cDI1i3X7T1kdjoiI5YKCggCzy/25MjIyCm1T0fz9/QkNDS30EJGL8/PxonqQL6CK/5VGaF24ZzG0ugnysuG/D8KyiZCvulSeQsl/VVIw5V/ThOWAQQeN93cLfj5e3NC2DgAf/bbf2mBERNxAvXr1gAt37S9uSEBFmjFjBq1bt6ZLly4ufV2Rysw+nfRJFf2rPPyqwW0fw5WPm8//NxUWDYPsM9bGJU6h5L8quaQ3hrc/9fKPcqntsIr9uZERVzYBzHH/h06VviuriIgnsSfYsbGx562LjY0lODiYli1bujSmUaNGsWPHDtatW+fS1xWpzGqFFlT8T1HyX6l4eUHv52DAO+DtBzu/gQ+uh5QjVkcm5eSWyf/8+fPp1KkTgYGBREZGcuedd3LgwIES779hwwb69etHWFgYISEhxMTEsGrVqvO2W7lyJaNGjaJt27aEhIRQs2ZNevTowfz58z2zMIl/CKeizMrJA4M2UTsswOKAxK5F7RB6XhpJvgEf/Lrf6nBERCzVv39/goKCmDZtGrm5f807vX79elatWsWgQYMuOlbf2dTyL1J6mu6vkmt/Jwz7GoJqwNEtZiHAI5usjkrKwe2S/+nTpzN48GACAwN5/fXXGTNmDEuXLiU6OpojRy5+t2ndunX07NmTuLg4xo8fz+TJk0lMTOTaa69l2bJlhbZ9+umn+fLLL+nVqxevvfYa48aNIy8vj8GDB3P//fdX1Fu01HJbVwBu8fkV8nIvsrW40sie5vzXn647SHKGCuOIiOeZO3cuL730Ei+99BInT54kOTnZ8Xz69OmO7SIjI5k8eTIbN24kJiaGWbNmMWnSJPr160dUVBQvvPCCy2NXy79I6dmL/iWkKfmvtBpdASN/gpotIfUovH897Pja6qikjGyGGzVxJyYm0rhxY5o3b86aNWvw8fEBzDv9Xbt2ZcSIEcyePbvYY1xxxRVs27aNHTt20LBhQwCSk5Np06YNQUFB7Nq1C5vNBsCKFSu48sorHa8DkJ+fT0xMDL/88gvbt2+nTZs2JY4/JSWFsLAwkpOT3bIgUE5ePte89BVf5T9MhC0N+r0C3R+0OiwpYBgG172xit3H0xh3Q0vu79XM6pBEpJJzt8+lmJgYVq5cecF1jRo1Yv/+/YWWffLJJ7z22mvs3LmToKAg+vTpw5QpU2jSpIkLor0wdzunIu7svVV7mfT9Tvq3r8ubd3SwOhwpj8xkWHQP/PmT+fzaCWZdgIK8SqxV0s8mt2r5/+qrr0hLS2P06NGFEvLOnTvTq1cvFi5cSHZ2dpH77927l9WrV3Pbbbc5En+AsLAwRo4cyZ49e1izZo1jeUxMTKHXAfDy8mLgwIEAbNu2zVlvzS3E/pnIoQw/3vYeYi5YPgnSTlgblDjYbDZGXmm2/n/4635y8lRZVUQ8y4oVKzAM44KPcxN/gCFDhrBx40YyMjJITExkwYIFliX+6vYvUnqRIebwHLX8e4CAMBi8ELo+YD7/6QX47z8gV9e2MnGr5H/t2rUAREdHn7cuOjqa1NRU4uLiyrz/2dsUx15JuFatWhcPuhL5bqs5bCKz7WCo0x6yUszpO8Rt/L19XSKD/TiSnMni7cesDkdERAqo279I6UUWdPtXtX8P4e0DN/wLbngVbN6wZT589Hc4k2B1ZFJCbpX8Fzd9j33Zhab9cdb+9mPMmjWLpk2b0rNnz2K3zcrKIiUlpdDDXWXn5rOkIJn82+UNzP+0AJvnQfx6CyOTswX4ejO0e2MAZv+y1zMLT4qIiEiVEOkY8190z12phLreB3d9Bv5hcGi1WQjwxE6ro5IScKvkPz3dnOLM39//vHUBAQGFtqmo/W+++WbS0tJ4//338fX1LTbeKVOmEBYW5ng0aNCg2O2t9OsfCaRk5lIzxJ8ujSOgQRdoX9D9/7snID/P2gDF4a7uDfHz8WJrfDLr9p+2OhwRERGRMrEn/6fTs8nVcEbP0uwaGLkUqjeGpAMwpy/sWXbR3cRabpX8BwUFAWaL+rkyMjIKbePs/TMzM+nfvz/r16/n/fff56qrrrpovGPHjiU5OdnxOHTo0EX3scq3W48CcMNltfH2KijM0ft58A+Fo5th01zLYpPCagT7c2vHeoDZ+i8iItbTmH+R0ouo5oeXDQwDTp1R67/HqdkCRv4MjXqYw4n/cxusmWVecHFLbpX816tnJjwX6ppfXJf+8u6fmZnJgAED+Omnn5g1axbDhg0rUbz+/v6EhoYWerijrNw8ftxR0OW/Xd2/VgTXgpix5u/LJkL6KQuikwu590qzoNXSncfZn3DG4mhERERj/kVKz9vLRkS1gnH/KvrnmarVgKH/hfZ3gZEPi/9p9irO07TV7sitkn/73fTY2Njz1sXGxhIcHEzLli3LvP/Z29hlZWVx88038+OPP/L2229z3333lTl+d/XL7gRSM3OJCvWnc6PqhVd2vQ9qtoKMU2b1f3ELl9QK4eoWNTEM+ODXfVaHIyIiIlImkcH2iv9q+fdYPn7Qfzr0ngjYYP0c+OQ2yEiyOjI5h1sl//379ycoKIhp06aRm5vrWL5+/XpWrVrFoEGD8PMz/4AcPXqUuLi4QmP4mzVrRteuXVm0aFGhLvgpKSnMmTOHZs2a0b17d8fyrKwsBgwYwA8//MDMmTN54IEHXPAuXe+7bQVd/tvWwcvrnLk4vX3Nqp0A69+Ho1tdHJ0UZWRPc9q/hevjSUrXB6aIiIhUPjVDCor+qeK/Z7PZ4MoxcPs88A2CvcthTh84pSGs7sStkv/IyEgmT57Mxo0biYmJYdasWUyaNIl+/foRFRXFCy+84Nh27NixtGrV6ryp+6ZNm0ZeXh49e/Zk6tSpTJ8+nR49enD06FFmzpyJzfZX8jtkyBCWLFnCtddeS3BwMPPmzSv02Lq18ifCmTl5LN1xHIAb29W58EZNekGbW8yuOt8/pXE6biK6WQ1a1g4hIyeP/6w9aHU4IiJVmsb8i5SNY7o/dfuvGlrdCCOWQGg9SNgN710L+3+1Oiop4FbJP8Cjjz7KvHnzSE9PZ8yYMUydOpXevXsTGxvrGNNfnG7durFq1SqaN2/O888/z9NPP01ERATLli2jb9++hbZdv96c4m7ZsmUMHTr0vMcXX3xRIe/RlVbtPklaVi51wgLo0KB60Rv2fcm8S3doNWxd6LoApUg2m83R+v9R7H6yc1UlV0TEKhrzL1I2jm7/avmvOupcDvf9DHU7mkOLP+4Pm+ZZHZUANkMTiTtNSkoKYWFhJCcnu03xv0cXbOKrzUe498omjL+xdfEb//Ia/PQCBEfBw+shwD3eQ1WWlZvHla8s52RqFq/ffjk3dyi64KWIyLnc8XOpstM5FSmdWSv/ZMriOAa0r8sbd3SwOhxxpex0+O8/YMd/zec9HoVrnwcvt2t/rvRK+tmkM+/BMnPyWHaxLv9nu+JhiGgKacdh1b8qODopCX8fb4ZHNwZg9i/70L06ERERqUzs3f5V8K8K8guCgR9Ar3+az399Ez69C7LSrI2rClPy78FW7DrBmew86oUH0r5B+MV38PGH6wuS/tVvw4HfKjQ+KZnBXRsS4OvF70dS+G1votXhiIiIiJRYpL3gn8b8V01eXnDNM3DLe+DtD7u+gw/6QfL5U7NLxVPy78G+3WpW+f9buzqFCh0W69I+0OrvkJ8LnwyEg6srMEIpierV/BjYyezu/+ayPeTnq/VfRMTVVPBPpGz+mupPyX+V1m4QDP8WqtWEY9vgvWvg8Aaro6pylPx7qIzsPH7aeQKAv7UtQZf/s908C5pcBdlpMO9W3QBwAw/0akaArxdr9p3iE1X+FxFxORX8EymbmgXd/k+dySZPDRhVW4OuMPInqNXaHGb8wQ2wvfIXWK9MlPx7qJ/jTpCRk0eDiEDa1Q8r3c5+QXDnAt0AcCMNIoJ4ul9LAKZ8v5ODiekWRyQiIiJycRHV/LDZIN8wbwBIFVe9EYz4AS7tC7mZ8Nk9sPLfmmrcRZT8e6jvth0B4G9t65a8y//ZdAPA7dx9RWO6NYkgPTuPJz/bou7/IiIi4vZ8vL2ICDK7/p/UdH8C5oxidy6A7g+Zz5e/BF/cBzmZ1sZVBSj590BnsnL5Oc7s8l+iKv9F0Q0At+LlZePfAy8nyM+btftO8WHsfqtDEhEREbmovyr+K/mXAl7e0G8K3PgGePnAtkXw0U2QdsLqyDyakn8P9HPcCTJz8mlUI4g2dcs5B7FuALiVhjWCGHdDKwD+9UMce09qqhQRERFxb5EhKvonReh8D9z1OQSEQfxasxDg8d+tjspjKfn3QN8VVPm/sTRV/oujGwBuZUi3hlx5SSSZOfk8uWiLiueIiLiAqv2LlJ1a/qVYTWPMQoARTSH5EMzpC7t/sDoqj6Tk38OkZeWyfJe9yn9d5x34QjcA9q503vGlxGw2G68MbEeIvw8bDyYx+5e9VockIuLxVO1fpOwiqpkt/4kq+CdFibzUvAHQuKeZa8y/A36boUKATqbk38P8tPM4Wbn5NI2sRqs6Ic49+Lk3AD7+O3z7OGSmOPd15KLqhQcy/sbWALy2dDd7jqdaHJGIiIjIhdlb/k+lKfmXYgRFwF1fQMdhYOTDD+Pg2zGQl2N1ZB5Dyb8Hyc83mPvbAQD+5qwu/+ey3wDoMNR8vn4OzOgGcd85/7WkWLd1rs/VLWqSnZvPE4u2kJuXb3VIIiIiIuepoZZ/KSkfP7hpGvSdBNhgw4cw7xbIOG11ZB5Byb8HWbDuEOsPnCbIz5s7ujasuBfyC4L+0+Hub8yxOalHYMFgWDgMUo9X3OtKITabjSm3tCM0wIet8cm8s/JPq0MSEREROY+6/Uup2GwQ/TDcOR98q8G+VTC7NyTqu255Kfn3ECdSMpmyeCcAT/RtQb3wwIp/0Sa94B+xcOVjYPOGHV/BjC6w8WONz3GR2mEBPP/3NgC8+dMedh7VEAwRERFxLzUKuv0nquCflEaL6+HeHyC0PiT+Yc4EsG+V1VFVakr+PcTz3/xOamYu7eqHMTy6sete2DcQej8P96+AOu0hMxm+fsScp1N351zi5g716NM6ipw8gycWbiEjO8/qkEREREQcHN3+NeZfSqt2W7jvZ6jXGTKTYO7NsOEjq6OqtJT8e4ClO47z/bZjeHvZmHJLW7y9KmCs/8XUaWdW6Oz7EvgEwv5fYEZX+HwkxG9wfTxViM1mY/LNbake5MuOoyncNWcNSen6cBURERH3UCPYTP4zcvJIz861OBqpdEKiYPi3cNmtkJ8L34yGH56BfDV4lZaS/0ouNTOH8f/dDsDInk1oUzfMumC8fSD6EXjoN2h2rfmfc9simH2NOU5n22eq1llBaob4M/vuLoQG+LDhwGlun7WaY8mZVoclIiIiQrC/D34+Ztqh1n8pE99AuHUOxIw1n/823aw5lqUZr0pDyX8l9+oPuziWkknDiCDGXNvc6nBMEU1g6BfmUIDL7wRvP4hfB5/fC2+0hVX/hjMJVkfpcTo1qs7CB6+gVog/u46ncuvbsexLOGN1WCIiHmHGjBm0bt2aLl26WB2KSKVjs9kcXf9PqeiflJXNBjH/Z94E8AmA3Uvg/X6QdNDqyCoNJf+V2MaDp/l4tTm13+Sb2xLo521xROeo2wFufgce+928S1etFqQehZ9fgqmt4atRsP9/kKfuX87SsnYon/8jmsY1gjiclMHAt2PZfjjZ6rBERCq9UaNGsWPHDtatW2d1KCKVkr3rf+IZFf2Tcmo7EIZ/Z+YWx7ebhQAP6W9zSSj5r6Syc/MZ+/k2DANu6ViPKy+NtDqkogXXMu/SPbYdbp5lFgbMy4JN8+DDv8Grl8AXD8Dv/1XXHSdoEBHEZ/+Ipk3dUBLPZHPHu6uJ/VM9LURERMQ6EdXMiv8J6vYvzlC/s1kIMOoyOHPSzCm2fWZ1VG5PyX8l9e6qP9l1PJWIan48+7fWVodTMj7+cPkd5nCAET/C5YMhMAIyTsPWBbDobvhXU5h3K6ybDSlHrI640ooM9mfB/d3p3jSCtKxchr+/jiXbj1kdloiIiFRRker2L84W3gBGLIHm15sNi5/fC8unaMrxYij5r4T2nkxj2s9/ADDhxtZEFPwxrTRsNmjYDW5+G57cA/cshisehoimkJcNfyyD756Aqa3g7R7w7eOwZQGc2qv/zKUQEuDLh/d05bo2UWTn5fPQJxtYsFZjokRERMT1HN3+09TtX5zIPwTu+MQsOg6w8mX4bATkZFgbl5vysToAKR3DMBj35Tayc/Pp1bwm/dvXtTqk8vH2gUbR5qPvS5CwG3Z9D3Hfm0UCj283H+vnmNtXqwn1u0KDLtCgm1lXwDfQ2vfgxgJ8vZkxuCPPfLmdT9cf4v++2Mb2I8k8em1zaob4Wx2eiIiIVBH2bv+JavkXZ/PyNvOIyObw7WPw+xeQdADumG9OEygOSv4rmUXr41m99xQBvl5MGnAZNpvN6pCcx2aDmi3Mx5WPQdoJOBBr3gQ4tAaObjHH9Oz6znwAePlARDOo1cp81GwJtVqbvQi89c8bwMfbi5dvbUtEsB9vr/iTeasP8sXGw4y8sgn39WpKSICv1SGKiIiIh/ur5V/Jv1SQjsOgehNYOBQObzALAQ5eALXbWh2Z21B2VIks3naUF7/bAcDjfZrTICLI4ogqWHAtaDPAfADkZJo3AOLXmjcDDq2FtOOQsMt87PjvX/t6+0GNS80bApGXQvXGEN7I/BkcBV5Va8SLzWbj6X4t6XlJJK8siWNLfDLTfv6DeWsOMurqS7ire0P8fdxstggRkQrwzTff8Nxzz7F7925CQkJ4/PHHeeqpp6wOS8Tj2af6U7V/qVBNesLIn+A/gyDxD5hzHQycAy2utzoyt2AzDA2idpaUlBTCwsJITk4mNDTUacc9mZrFhK+2s7igYFunRtX59P7u+HhXrQT2PIYBKYfhxE7zcTIOTuyAk7sgJ73o/bz9IbyheSOgeiPzpkBoXQipDSF1zIef595YMQyDJduP8e8fdrE34QwA9cIDebxPcwZ0qIe3lwf1JhGp4irqc6myWrJkCffeey8ff/wxV111Fenp6Rw8eJDLLrusxMfQORUpm82Hkhgw41fqhgUQO/Zaq8MRT5dxGhbeDftWAjbo84JZF8CTek2fpaSfTUr+ncjZXwgMw+C/mw8z8ZsdJKXn4O1l46GYZjx8zSVqpS1Ofj4kH4QTBTcDTu2F0/vNsT/Jh8HIu/gxAsIKbgQU3BAIrgVBkVAtsuBnjYKfNSvtjYLcvHwWbYjnjWW7OZ5i3oVvERXC6Gsv5eqWNQnyU8cgkcpOiWphXbp0YcSIEfzjH/8o8zF0TkXK5tCpdHr+azl+Pl7serGfZw1dFfeUlwPfPwUbPjCfdxgKf5sKPpWsWHoJlPSzyS2/3c+fP59XX32VHTt2UK1aNfr06cPLL79Mo0aNSrT/hg0beOaZZ/jtt9/Iz8+nU6dOvPDCC/Tq1eu8bbOzs3n55Zf56KOPiI+Pp3bt2txxxx0899xzBAVZl9QdTc5g3BfbWL7rJACt64Tyr4HtuKxemGUxVRpeXgWt+o2hRb/C6/JyIDnevBFw+kDBTYGDkHoMUo+aj5x0yEw2HyfjLv56vkEQVMO8YRAQBv6hf/0eEFrE8rOWWfQHyMfbizu7NmRA+3p8GLuft1f8wa7jqYz6z0b8fLzo3rQG17SoyTUto2hYo3Le4BAR9zJlyhQ2btzIhg0b2LdvH40aNWL//v1Fbl/e7wNnO3PmDBs2bGDQoEG0bNmS06dP061bN958802aNGlSjnclIiVhH/OfnZvPmew8gv3dMg0RT+LtCze+btYT+2EcbJoLp/bB7XMhKMLq6Czhdi3/06dP55FHHqFHjx7cddddJCQk8MYbb+Dv78+6deuoW7f46vbr1q3jqquuolatWjz88MP4+/vz7rvvEhcXx+LFi+ndu3eh7QcOHMjnn3/O0KFD6dWrF1u2bOHtt9/mqquuYunSpXiVYmy4M1oDDMNg/tpDTPl+J6lZufh5e/Fo70u5v1dTfKt6N39XMAzISvnrZkDKUUg9AmcSzEe6/Wei+TPPCePWfAILbgSEmL0IfKuZMxjYf/cLMm8w+AadsyzwrN/PWuYTYNY88AkAH3+zAmoJJKfn8O4vf/L1liMcOlV4epRLagVzTctaXN2iFp0bV9e/RZFKwt1aqW02GxEREXTs2JENGzYQGhpaZPJfmu8DWVlZ5OTkFPm6gYGBHD16lAYNGnDZZZfxzTffUKtWLcaMGcO6devYuHFjiVsh3e2cilQmrcYvISMnj5VPxdCoRjWrw5GqZPeP5hSA2almYfDBC826YB6iUnb7T0xMpHHjxjRv3pw1a9bg42PeEVy/fj1du3ZlxIgRzJ49u9hjXHHFFWzbto0dO3bQsGFDAJKTk2nTpg1BQUHs2rXL8QH/ww8/0K9fPx555BGmTZvmOMZrr73Gk08+ydy5c7nrrrtKHH9ZvxAYhkH86Qy2HU5m3uoDxP6ZCECHhuH8e2A7LqkVUuJjiQsZBmSlmjcE0k+ZPQWyUv7qNZCZUvyyrBTXxOnlW3Aj4KwbAvaf3v6Fn/sEYHj7kpJt41BKDvtP5xCfkkuW4U2u4U0uPnj5+FE9NIjqIdWICK1GZGgwNcOCiQwPwcfHz5xlwdvPfF3vc58XPLx8zZsSXt7mjA22gp9e3h47FkvECu6WqO7du5emTZsCcNlll5GWlnbB5L+03wfuuOMOPv300yJfd/ny5XTo0IHw8HDee+89Ro4cCUBCQgI1a9bkwIEDju8MF+Nu51SkMunx8s8cTsrgi4ei6diwutXhSFVzfAf853ZzeHBAGNz2ETS72uqonKJSdvv/6quvSEtLY/To0Y4PeoDOnTvTq1cvFi5cyMyZM/Hzu3A36b1797J69WqGDx9e6EM8LCyMkSNHMnHiRNasWUP37t0B+OSTTwB44oknCh3noYceYvz48cybN69UyX9J2BP97YeT2Xo4me2Hk9l2OJmk9L9aLAJ8vXjqupYMj26s4mvuzGYr6NYfat5BLK38vIIbA/YbAqnmkIPsM+bPnHTITj9nWcZfv2enQ86Zgp8Z5u85GZCbCUb+Wa+TA9k5UMKZdWxAWMHjMoALdRxILXgcKf3bvngAXoVvBnh5n/Pcx9ym0HPvC9xMuNDNBa8L32yweV3kUZJtyru/M7axmVfQVnAlHc8v8NPmVcw2lGGfCx3Dq4Tbnv3T/j71t88T2RP/iynt94EFCxawYMGCix63UaNGhVr4NeZYxLUig/04nJSh6f7EGlGt4b6f4dMh5sxh826FG/4NXe61OjKXcavkf+3atQBER0efty46OpqVK1cSFxdHu3btyrS/fRt78r927Vrq1q173tjBwMBA2rdv7zieMxxJyuDpz7ey/XAyp9PP75ro622jZe1QLm8Qxn09m6orVFXg5Q2B1c2Hs+XlmjcBcrPMn3lZf/3u+Jl9zvNMyCtYlpdr3jTIyy70u5GXQ3JaOmcyMsjIyCQzK5Ps7CxysrPwMnLxJRdf8vAlFx/y8LOZP33Iw69gmS+5+NqKKbpo5JuP/KK78ErVYWDDOOvmgNlVzXxuYMOw3zS44HYF24LjZoJhf17w07Cdsx1nbXdOYmicc6xC25b0mIX2P3/ZucdybGc7d3nRxzx7eWpWCQqcuqHyfh8oyoMPPsibb75J3759qVmzJs8++yydOnUqcau/iJRP9YLp/k6fUfIvFgmuCcO+hq8fgW0L4bvHIWEPXDepxENlKzO3Sv4PHz4MQP369c9bZ18WHx9f5Id9Sfc/e/vWrVtf8Fj169fnt99+Iz09vcjCf1lZWWRl/TXmOzk5GTC7XZzLKzeXX34/SL5hJvqX1AqmTd1QWtcNo02dUC6JCj6rgn/eBY8hUnq+YPMFnxCn/W/3AkIKHnaGYXAiJYv9CWfYl5jGiZRsTmdkk5yezen0HJIzcjh9JpukjFxy8vIBA2/y8SIfb/Icv/uQf9byfLxtBT8Ltjl7O8dP29nr8/AuOLa5bV6h4/iQh9dZr+1DXkHamI8Xhvmw5RekkQZe5GO2dResK9jOvs6bs7ctWG87+7lRsP3Z+xmFX6/gGH+9vgFFvN5fxzt7v3y8/0qRsdns6fFZy8753X58LrD+QsvM1+Ks456z3laRo8fcZmRahTi33dnZ7dA+Web5c6MRfiVS3u8DRfnnP//J6dOn6dixI/n5+Vx55ZV88cUXxe5Tms96ESleNbLJz0rn8MlEUlJUxFos1PtVCGoIq/4Nq2ZC/E7oP8Ps0VsJ2T+TLvZ571bJf3q6OTe7v7//eesCAgIKbeOM/dPT0y+47bnbF5X8T5kyhYkTJ563vEGDBkXGaLcX+PGiW4mIiJRfYmIiYWGV54t2eb8PFMXLy4tXXnmFV155pcT7lOezXkQu7PE34HGrgxAp5Gu4/2urgyi31NTUYj/v3Sr5tyfZWVlZBAYGFlqXkZFRaJuL7X+uC+0fFBR0wW1L+npjx47l8cf/+tOVlJREo0aNOHjwYKX6kuWuUlJSaNCgAYcOHVJRJSfROXUunU/n0zl1ruTkZBo2bEhEROWa0qi83wec6dzP+vz8fE6dOkWNGjUuWDOgS5curFu3rkTL3f3fe1HvxerjlmX/ku5zse3Kul7X33nH1fV3DV3/0m9TmnXOvv6GYZCamnrRmfHcKvmvV68eYHblu/TSwlMvFNcF8EL7n+tC+9erV++C29q3r169erFfLvz9/S/YKhEWFuaW/4krq9DQUJ1PJ9M5dS6dT+fTOXWu0kxb6w7K+33AmS70WR8eHl7k9t7e3hf8t1vUcnDff+/FxWzlccuyf0n3udh2ZV2v6++84+r6u4auf+m3Kcs6Z17/kjQ+u9W3gS5dugAQGxt73rrY2FiCg4Np2bJlmfc/exv770eOHOHAgQOFts3IyGDz5s2FthURERHXKO/3ASuNGjWqVMvdWUXFXN7jlmX/ku5zse3Kul7X33nH1fV3DV3/0m9T1nWuZDPcqApQQkICjRo1omXLlhec1/eee+5hzpw5ABw9etTRnfHs1vlu3brx+++/s3PnTsd4vJSUFNq0aYO/vz979uxxdNNbvHgxN9xwA4888gjTpk1zHGPq1Kk88cQTfPzxxwwdOrTE8WvuX+fS+XQ+nVPn0vl0Pp1T53Ln83nZZZeRlpbG/v37z1tXmu8DlZk7Xx+peLr+VZuuf9Vm1fV3q27/kZGRTJ48mTFjxhATE8PQoUNJSEjg9ddfJyoqihdeeMGx7dixY/noo49Yvnw5MTExjuXTpk0jJiaGnj17Mnr0aPz8/Jg1axZHjx7l+++/LzQ+7/rrr2fAgAG89dZbJCcn06tXL7Zs2cLMmTOJiYlhyJAhpYrf39+f5557rsgiglI6Op/Op3PqXDqfzqdz6lzudj7nzp3r6G138uRJsrOzeemllwCzK/3DDz8MlO77QGXmbtdHXEvXv2rT9a/arLr+btXyb/fJJ5/w2muvsXPnToKCgujTpw9TpkyhSZMmjm2GDx9+weQfYN26dTzzzDOsXr2avLw8OnfuzMSJE8/bDsxiQlOmTOHjjz/m8OHDREVFcccdd/Dcc89RrVq1Cn6nIiIiVUdMTAwrV6684LpGjRqd1wugJN8HREREpGTcMvkXEREREREREedxq4J/IiIiIiIiIuJ8Sv5FRERE3Fhubi6PPvooERERhIeHc++995KZmWl1WOIiCxcu5MorryQ4OJjGjRtbHY64UFZWFvfddx9NmzYlODiYSy+9lDfeeMPqsMSFHnroIRo0aEBoaCj16tVjzJgxZGdnl/l4Sv5FRERE3NjkyZNZvnw527ZtY8+ePezYsYN//vOfVoclLlK9enUeeeQRjyl0KSWXm5tL7dq1+fHHH0lNTeXTTz9l0qRJfPrpp1aHJi7y8MMPExcXR0pKCps3b2bLli1Mnjy5zMdT8u8E8+fPp1OnTgQGBhIZGcmdd97pqGYsRZsyZQq33XYbTZs2xWazXfRu9vHjxxkxYgRRUVEEBATQrl073nvvPdcE6+Z2797NhAkT6N69OzVr1iQkJIT27dszadIkzpw5c972OpcXt2vXLoYMGUKrVq0ICwujWrVqtGrViieeeIJjx46dt73Oaemlp6c7/v8/+OCD563XOb04m81W5CMpKanQtjqfldfs2bMZN24c9erVo2bNmjz//PN89NFH5OXlWR2auECfPn24/fbbadiwodWhiItVq1aNF198kUsuuQSbzUbHjh25/vrr+fXXX60OTVykdevWjiL0Xl5e+Pj4sGfPnjIfT8l/OU2fPp3BgwcTGBjI66+/zpgxY1i6dCnR0dEcOXLE6vDc2rhx4/j5559p1qwZ1atXL3bbpKQkrrzyShYsWMC9997LW2+9RcOGDbn//vuZOHGiiyJ2X++//z5Tp06lSZMmjB8/nn//+9+0aNGCZ599lujoaDIyMhzb6lyWTHx8PMeOHePmm29mypQpvP766/Tu3ZtZs2bRsWNHjh8/7thW57RsJkyYwMmTJy+4Tue05Hr27MncuXPPe5w9Y43Op2uU9qZ2SRoPkpKSOHToEO3bt3cs69ixIykpKefNjiDWqojrL5WHK65/bm4uv/32G+3atXNi5OIMFXn9X375ZUJCQoiMjGTjxo2MHj267IEaUmYJCQlGcHCw0bFjRyMnJ8exfN26dYbNZjPuvfdeC6Nzf3/++afj9zZt2hiNGjUqctv/+7//MwDj888/L7T8pptuMnx9fY29e/dWVJiVwrp164zTp0+ft/yZZ54xAGP69OmOZTqX5fPpp58agDFp0iTHMp3T0tu4caPh7e1tvPrqqwZgPPDAA4XW65yWDGDcfffdF91O59M1ACMiIsLo3bu3Ub169WI/19566y0DMHr06GG8/fbbxosvvmjUqFHDqFu3rnH48GHHdgcPHjQA4+jRo45l2dnZBmBs2rSpAt+NlFZFXP+zLVq0qNhjirUq+vobhmE88MADRufOnY2srKwKeAdSHq64/jt27DDGjRtnHDp0qOxxlnlPMebMmWMAxocffnjeuquuusoICQnRf84Suljy36BBA6NJkybnLV++fLkBGFOmTKnA6CqvLVu2nJdY6VyWz9q1aw3AePLJJx3LdE5LJzc31+jUqZNxww03GPv27btg8q9zWjL25D8rK8tISUkpcjudT9co6U3t0jQenD592gCMuLg4x7ITJ04YgPHHH384/01ImVXE9T+bkn/3VtHX/7HHHjPatm1rnDx50qlxi3NU9PW3+/TTT42YmJgyx6lu/+Wwdu1aAKKjo89bFx0dTWpqKnFxca4Oy+McO3aMQ4cOccUVV5y37oorrsBmszmuhRR2+PBhAGrVqgXoXJZFZmYmCQkJxMfHs2zZMv7xj38AcMMNNwA6p2XxxhtvsGPHDqZPn37B9TqnpfPZZ58RFBREaGgoNWrUYOTIkYXqUuh8uk7Tpk1LtN1XX31FWloao0ePxsfHx7G8c+fO9OrVi4ULFzqqOYeHh9OgQQM2b97s2G7Tpk2EhISo8rubqYjrL5VHRV7/MWPG8OOPP/LTTz8RGRnp1LjFOVz1/z8vL4/du3eXOU4l/+VgT6zq169/3jr7svj4eJfG5ImKO8/+/v5ERkbqPF9AXl4eL7zwAj4+PgwZMgTQuSyL2bNnU7NmTRo0aECfPn04ceIEH330EVdffTWgc1paBw4c4LnnnmP8+PE0adLkgtvonJZcly5dmDBhAosWLWLevHncfPPNfPDBB3Tt2pWjR48COp/uqLSNByNHjmTy5MkcOXKEkydP8vzzzzN8+HC8vb1dFrM4T2mvf15eHpmZmeTk5GAYBpmZmWRlZbksXnGu0l7/0aNHs2zZMn7++Wdq1qzpsjilYpTm+icnJ/Phhx+SlJSEYRhs27aNF198keuvv77Mr+9z8U2kKOnp6YD55elcAQEBhbaRsivuPIN5rnWezzd69GhWr17NSy+9RIsWLQCdy7IYMGAALVu2JC0tjU2bNvHNN99w+vRpx3qd09L5xz/+QaNGjXjyySeL3EbntOTObbEfMmQIV111FcOGDeO5557j3Xff1fl0QyVtPLAX9Ro3bhwJCQm0adOG/Px8Bg4cyCuvvOK6gMWpSnv9586dyz333OPYJjAwkEaNGqngYyVVmut/4MAB3nrrLfz9/Qu1LPfs2ZPFixe7JmBxqtJcf5vNxrx583j88cfJzs6mVq1aDBw4kOeff77Mr6/kvxyCgoIAyMrKIjAwsNA6e3V1+zZSdmef5wvJyMigdu3argzJ7T377LPMnDmTkSNHMm7cOMdyncvSq1+/vuOP8YABA7j11lvp0qUL6enpjB07Vue0FP7zn/+wePFiVq5cia+vb5Hb6ZyWz9ChQ5kwYQLfffcdoPPpjkrbeODj48O0adOYNm2aawKUClXa6z98+HCGDx/uktik4pXm+jdq1AjDMFwXnFS40lz/0NBQli1b5tTXV7f/cqhXrx5w4a79xd3VkdIp7jxnZmaSmJio83yW559/nkmTJjFs2DBmzZqFzWZzrNO5LL927drRoUMHZs6cCeicllR2djaPPfYYN954Iw0bNmT//v3s37/fcd5SU1PZv38/ycnJOqdO0LhxY8c0ijqf7qe4GzJqPPB8uv5Vm65/1Wb19VfyXw5dunQBIDY29rx1sbGxBAcH07JlS1eH5XFq165N/fr1+e23385bt3r1agzDcFyLqm7ixIlMnDiRu+66iw8++AAvr8L/xXUunSMjI4NTp04BOqcllZ6ezokTJ/j2229p0qSJ49GzZ0/A7BXQpEkT3n77bZ3TcjIMgz/++MPRmq/z6X7UeFC16fpXbbr+VZvV11/Jfzn079+foKAgpk2bRm5urmP5+vXrWbVqFYMGDcLPz8/CCD3H4MGD2bdvH1988UWh5VOnTsXHx4fbb7/dosjcxwsvvMDzzz/PkCFD+PDDD89L/O10Lkvm7GrpZ1u+fDnbt2+ne/fujmU6pxdXrVo1vvzyy/Mes2bNAuC6667jyy+/5NZbbwV0Tkvi+PHjF1z+1ltvER8fz9///nfHMp1P96LGg6pN179q0/Wv2iy//mWeJFAMwzCMN954wwCMHj16GO+8847x0ksvGTVq1DBq165txMfHWx2eW/v444+NF1980XjxxReNWrVqGeHh4Y7nb731VqFtT506ZTRt2tQICgoyxo0bZ7z33nvGjTfeaADG+PHjLXoH7mP69OkGYDRs2ND48MMPjblz5xZ6/Pjjj45tdS5LZsCAAUa3bt2MsWPHGu+8847xxhtvGEOHDjV8fX2NsLAwY9OmTY5tdU7Lbt++fQZgPPDAA4WW65xe3KOPPmq0adPGePrpp42ZM2car732mnHTTTcZgHHppZcWmgta59P1ipvn+eTJk0ZQUFCR8zyPGDHCRVFKRdH1r9p0/as2d77+NsNQFYny+uSTT3jttdfYuXMnQUFB9OnThylTphQ5jZWYYmJiWLly5QXXXaiK7dGjRxk3bhzfffcdKSkpXHLJJTz88MM8+OCDLojWvQ0fPpyPPvqoyPVXXXUVK1ascDzXuby4hQsX8tFHH7F161ZOnjyJzWajUaNG9OnTh6eeeoqGDRsW2l7ntGz2799PkyZNeOCBB3jnnXcKrdM5Ld7XX3/NzJkz2b59OwkJCdhsNpo1a8aAAQN46qmnCAsLK7S9zmfFmzt3LgcOHADMHhjZ2dk88cQTAISHh/Pwww87tn3zzTcZM2YMPXr0YOjQoSQkJPD666/j6+vL+vXrHV1DpfLQ9a/adP2rtspy/ZX8i4iIiDhBaW9qq/HAs+j6V226/lVbZbn+Sv5FREREREREPJwK/omIiIiIiIh4OCX/IiIiIiIiIh5Oyb+IiIiIiIiIh1PyLyIiIiIiIuLhlPyLiIiIiIiIeDgl/yIiIiIiIiIeTsm/iIiIiIiIiIdT8i8iIiIiIiLi4ZT8i4iIiIiIiHg4Jf8iIiIiIiIiHk7Jv4iIiIiIiIiHU/IvIpbLzc2lR48eBAUF8fvvvxda9/HHH2Oz2Xj66actik5EREREpPKzGYZhWB2EiMjBgwdp37499erVY+3atQQGBrJr1y46d+5M69at+d///oevr6/VYYqIiIiIVEpq+RcRt9CwYUPmzJnD9u3beeyxx8jKyuL222/H29ubBQsWKPEXERGpxNTLT8R6avkXEbfyyCOPMH36dHr06MGvv/7Kp59+yqBBg6wOS0RERMpJvfxErKXkX0TcSlZWFu3atWP37t0MHz6cDz74wOqQRERExEm+/PJLbrnlFh544AHefPNNunXrxv79+9m0aRNNmjSxOjwRj+ZjdQAiImfbtm0b+/fvB2DHjh3k5OSoFUBERMRD3HzzzTz88MNMnz6d7du3s2XLFj799FMl/iIuoDH/IuI2UlNTueOOO6hevTovv/wya9eu5ZlnnrE6LBEREXGiV199lebNm/Prr78yfPhwDe8TcRG1/IuI23jggQfYu3cvS5YsoW/fvmzdupVXX32V3r1707dvX6vDExERESdQLz8Ra6jlX0Tcwpw5c5g/fz5PPfWUI9F/5513aNq0KcOGDeP48eMWRygiIiLlpV5+ItZRwT8RsVxcXBydOnWibdu2/PLLL4Xu/q9fv54ePXpw9dVXs3jxYmw2m4WRioiISHkMHjyYBQsWOHr5DRkyhPnz5zuei0jFUfIvIiIiIiIVbs6cOYwcOZJ//vOfvPLKK4DZE6BDhw6kpaWxZcsWoqKiLI5SxHMp+RcRERERkQqlXn4i1lPyLyIiIiIiIuLhVPBPRERERERExMMp+RcRERERERHxcEr+RURERERERDyckn8RERERERERD6fkX0RERERERMTDKfkXERERERER8XBK/kVEREREREQ8nJJ/EREREREREQ+n5F9ERERERETEwyn5FxEREREREfFwSv5FREREREREPJySfxEREREREREPp+RfRERERERExMP9P4ztF5yonvKzAAAAAElFTkSuQmCC", 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", 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" ] @@ -127,14 +127,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['Actor', 'Collaboration', 'Internet', 'PowerGrid', 'Protein', 'PhoneCalls', 'Citation', 'Metabolic', 'Email', 'WWW']\n" + "['Collaboration', 'Internet', 'PowerGrid', 'Protein', 'PhoneCalls', 'Citation', 'Metabolic', 'Email', 'WWW', 'Actor']\n" ] } ], @@ -148,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -156,16 +156,18 @@ "output_type": "stream", "text": [ "Graph information\n", - "Directed : True\n", + "Directed : False\n", "Number of nodes : 23133\n", "Number of edges : 93439\n", "Average degree : 8.0784\n", - "Connectivity : disconnected\n" + "Connectivity : disconnected\n", + "Calculating best minimal value for power law fit\n", + " α = 1.410, σ = ± 0.037\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -175,57 +177,24 @@ } ], "source": [ + "import powerlaw\n", "from collections import Counter\n", "from scipy.stats import poisson\n", + "\n", + "\n", "G_collab = load_sample_graph(\"Collaboration\")\n", "graph_info(G_collab, quick=True)\n", - "in_degrees = list(dict(G_collab.in_degree()).values())\n", - "out_degrees = list(dict(G_collab.out_degree()).values())\n", - "in_degree_count = Counter(in_degrees)\n", - "out_degree_count = Counter(out_degrees)\n", - "\n", - "k_in, pk_in = zip(*in_degree_count.items())\n", - "k_out, pk_out = zip(*out_degree_count.items())\n", + "degrees = list(dict(G_collab.degree()).values())\n", + "degree_count = Counter(degrees)\n", + "k, pk = zip(*degree_count.items())\n", "\n", "plt.figure(figsize=(6,4))\n", - "plt.loglog(k_in, pk_in, 'r.', label=r\"$k_{in}$\")\n", - "plt.loglog(k_out, pk_out, 'b.', label=r\"$k_{out}$\")\n", - "plt.legend(frameon=1)\n", - "plt.xlabel(r\"$k_{in}, k_{out}$\")\n", - "plt.ylabel(\"pk\");" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Calculating best minimal value for power law fit\n", - " α = 3.042, σ = ± 0.327\n", - "Calculating best minimal value for power law fit\n", - " α = 5.496, σ = ± 0.937\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Values less than or equal to 0 in data. Throwing out 0 or negative values\n", - "Values less than or equal to 0 in data. Throwing out 0 or negative values\n" - ] - } - ], - "source": [ - "# find the exponent by fitting a power law by powerlaw package\n", - "import powerlaw\n", + "plt.loglog(k, pk, 'b.', label=r\"$k$\")\n", + "plt.xlabel(r\"$k$\")\n", + "plt.ylabel(\"pk\");\n", "\n", - "for x in [k_in, k_out]:\n", - " fit = powerlaw.Fit(x) # xmax=50 we can constrain the max value for fitting\n", - " print(f\" α = {fit.power_law.alpha:6.3f}, σ = ± {fit.power_law.sigma:6.3f}\") # the exponent" + "fit = powerlaw.Fit(pk) # xmax=80\n", + "print(f\" α = {fit.power_law.alpha:6.3f}, σ = ± {fit.power_law.sigma:6.3f}\") # the exponent" ] }, { @@ -237,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -261,7 +230,7 @@ "-----------\n", "value: np.array\n", " powerlaw distribution\n", - "\u001b[0;31mFile:\u001b[0m ~/git/workshops/netsci/netsci/utils.py\n", + "\u001b[0;31mFile:\u001b[0m ~/git/workshops/network_science/netsci/netsci/utils.py\n", "\u001b[0;31mType:\u001b[0m function" ] } @@ -272,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -294,13 +263,13 @@ "parameters :\n", " N: int\n", " number of samples in powerlaw distribution (pwd).\n", - " a: \n", + " a:\n", " exponent of the pwd.\n", - " xmin: \n", + " xmin:\n", " min value in pwd.\n", - " xmax: \n", + " xmax:\n", " max value in pwd.\n", - "\u001b[0;31mFile:\u001b[0m ~/git/workshops/netsci/netsci/utils.py\n", + "\u001b[0;31mFile:\u001b[0m ~/git/workshops/network_science/netsci/netsci/utils.py\n", "\u001b[0;31mType:\u001b[0m function" ] } @@ -318,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -343,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -355,7 +324,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -380,7 +349,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -388,8 +357,8 @@ "output_type": "stream", "text": [ "Calculating best minimal value for power law fit\n", - "fit.power_law.alpha=2.995340848455978\n", - "fit.power_law.sigma=0.02600579145725683\n" + "fit.power_law.alpha=np.float64(2.995340848455978)\n", + "fit.power_law.sigma=np.float64(0.02600579145725683)\n" ] } ], @@ -411,12 +380,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -438,26 +407,183 @@ "plot_distribution(samples, size, gamma, k_min, ax)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Table 4.1\n", + "loading with igraph" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "['Collaboration',\n", + " 'Internet',\n", + " 'PowerGrid',\n", + " 'Protein',\n", + " 'PhoneCalls',\n", + " 'Citation',\n", + " 'Metabolic',\n", + " 'Email',\n", + " 'WWW',\n", + " 'Actor']" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import os\n", + "import igraph as ig\n", + "from tqdm import tqdm\n", + "from netsci.utils import list_sample_graphs\n", + "from netsci.utils import get_sample_dataset_path\n", + "from netsci.utils import download_sample_dataset\n", + "from netsci.utils import load_sample_graphi\n", + "\n", + "# download_sample_dataset()\n", + "sample_graph_names = list(list_sample_graphs().keys())\n", + "sample_graph_names" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "processing graphs: 100%|██████████| 10/10 [00:40<00:00, 4.05s/it]\n" + ] + } + ], + "source": [ + "# select the files in the path ending with .edgelist.txt\n", + "graphs = {}\n", + "\n", + "for name in tqdm(sample_graph_names, desc=\"processing graphs\"):\n", + " G = load_sample_graphi(name)\n", + " directed = G.is_directed()\n", + " if directed:\n", + " in_degrees = G.degree(mode=\"in\")\n", + " out_degrees = G.degree(mode=\"out\")\n", + " in_degree_count = Counter(in_degrees) \n", + " out_degree_count = Counter(out_degrees)\n", + " in_k, in_pk = zip(*in_degree_count.items())\n", + " out_k, out_pk = zip(*out_degree_count.items())\n", + " graphs[name]={}\n", + " graphs[name]['in_k']=in_k\n", + " graphs[name]['in_pk']=in_pk\n", + " graphs[name]['out_k']=out_k\n", + " graphs[name]['out_pk']=out_pk\n", + " graphs[name]['directed']=True\n", + " else:\n", + " degrees = G.degree()\n", + " degree_count = Counter(degrees)\n", + " k, pk = zip(*degree_count.items())\n", + " graphs[name]={}\n", + " graphs[name]['k']=k\n", + " graphs[name]['pk']=pk\n", + " graphs[name]['directed']=False" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "Calculating best minimal value for power law fit\n", + "xmin progress: 99%\r" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def fit_powerlaw(k, pk, ax, label=None, label_inout=\"\"):\n", + " \n", + " fit = powerlaw.Fit(pk)\n", + " alpha = fit.power_law.alpha\n", + " sigma = fit.power_law.sigma\n", + " fit.plot_pdf(lw=2, ax=ax, marker='.', label='pdf ' + label_inout, ls='') \n", + " fit.power_law.plot_pdf(lw=2, ax=ax, ls='--', label='fit ' + label_inout+ f\"$\\gamma$={alpha:.2f}\" ) \n", + " # ax.text(0.1, 0.1, f\"α = {alpha:.2f}, σ = ± {sigma:.2f}\", transform=ax.transAxes)\n", + " ax.set_title(name)\n", + " ax.legend(frameon=False)\n", + " return alpha, sigma\n", + "\n", + "fig, ax = plt.subplots(2, 5, figsize=(12, 6))\n", + "ax = ax.ravel()\n", + "counter = 0\n", + "alpha_list = {}\n", + "for name, data in graphs.items():\n", + " if data['directed']:\n", + " alpha_in, sigma_in = fit_powerlaw(data['in_k'], data['in_pk'], ax[counter], label=name, label_inout=\"in\")\n", + " alpha_out, sigma_out = fit_powerlaw(data['out_k'], data['out_pk'], ax[counter], label=name, label_inout=\"out\")\n", + " else:\n", + " alpha, sigma = fit_powerlaw(data['k'], data['pk'], ax[counter], label=name)\n", + " alpha_list[name] = (alpha, sigma)\n", + " counter += 1\n", + "plt.tight_layout();\n", + "# ax.legend(frameon=False);" + ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(68.5327868852459), np.float64(189.61475409836066))" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# np.mean(graphs['www']['k']), np.mean(graphs['www']['pk'])\n", + "np.mean(graphs['collaboration']['k']), np.mean(graphs['collaboration']['pk'])" + ] }, { "cell_type": "markdown", @@ -474,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -520,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/netsci/datasets/sample_graphs.json b/netsci/datasets/sample_graphs.json index 15e11cf..f0c755f 100644 --- a/netsci/datasets/sample_graphs.json +++ b/netsci/datasets/sample_graphs.json @@ -64,7 +64,7 @@ "function": "TOTDO add a function to load the file and make the graph" }, "WWW":{ - "filename": "WWW.edgelist.txt", + "filename": "www.edgelist.txt", "url": "https://networksciencebook.com/translations/en/resources/networks.zip", "description": "Nodes represent web pages form the University of Notre Dame under the domain nd.edu, directed links represent hyperlinks between them. Data collected in 1999. Ref: Albert, R., Jeong, H., & Barabási, A. L. (1999). Internet: Diameter of the world-wide web. Nature, 401(6749), 130-131.", "directed": true, diff --git a/netsci/utils.py b/netsci/utils.py index 5e83467..4438897 100644 --- a/netsci/utils.py +++ b/netsci/utils.py @@ -2,6 +2,7 @@ import gzip import json import numpy as np +import igraph as ig import networkx as nx from numpy import power from os.path import join @@ -114,7 +115,7 @@ def load_sample_graph(name, verbose=False): Parameters -------------- name: str - The name of the graph. Get names from `netsci.utils.show_sample_graphs()`. + The name of the graph. Get names from `netsci.utils.list_sample_graphs()`. verbose: bool, optional If True, print information about the loaded graph. Default is True. @@ -159,6 +160,65 @@ def list_sample_graphs(): return data +def _load_graphi(file_path, url, directed, verbose=False): + ''' + load a graph from igraph + ''' + + # path = get_sample_dataset_path() + # path_zip = join(path, "networks.zip") + # if not os.path.isfile(file_path): + # if not os.path.isfile(path_zip): + # os.system(f"wget -P {path} {url}") + + # if not os.path.isfile(file_path): + # if os.path.isfile(path_zip): + # os.system(f"unzip {path_zip} -d {path}") + + edges = [] + with open(file_path, "r") as file: + for line in file: + if line.startswith("#"): + continue # Skip comments + A, B = map(int, line.split()) + edges.append((A, B)) + G = ig.Graph(edges=edges, directed=directed) + return G + +def load_sample_graphi(name, verbose=False): + ''' + load a graph from igraph + + Parameters + ------------- + name: str + The name of the graph. Get names from `netsci.utils.list_sample_graphs()`. + verbose: bool, optional + If True, print information about the loaded graph. Default is True. + + Returns + --------- + value: igraph.Graph + Loaded graph. + ''' + + path = get_sample_dataset_path() + with open(os.path.join(path, "sample_graphs.json"), "r") as f: + data = json.load(f) + if name in list(data.keys()): + filename = data[name]["filename"] + file_path = os.path.join(path, f"{filename}") + directed = data[name]["directed"] + G = _load_graphi( + file_path, url=data[name]["url"], directed=directed, verbose=verbose + ) + if verbose: + print(f"Successfully loaded {name}") + print("================================") + print(data[name]["description"]) + return G + + def generate_power_law_dist(N: int, a: float, xmin: float): """ generate power law random numbers p(k) ~ x^(-a) for a>1