diff --git a/notebooks/extract_benchmarks.ipynb b/notebooks/extract_benchmarks.ipynb index d72037c..d3747c2 100644 --- a/notebooks/extract_benchmarks.ipynb +++ b/notebooks/extract_benchmarks.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 123, "id": "6486922b", "metadata": {}, "outputs": [], @@ -29,7 +29,9 @@ "from qiskit_ibm_runtime import QiskitRuntimeService\n", "from qiskit_device_benchmarking.utilities.gate_map import plot_gate_map\n", "from qiskit_device_benchmarking.utilities.layer_fidelity_utils import get_lf_chain\n", - "from scipy import stats" + "from scipy import stats\n", + "from datetime import datetime, timedelta\n", + "from typing import List, Dict" ] }, { @@ -53,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "id": "b7bdd444", "metadata": {}, "outputs": [], @@ -71,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "id": "3f533af1", "metadata": {}, "outputs": [], @@ -88,12 +90,12 @@ "id": "1f491074", "metadata": {}, "source": [ - "# Extract backend information" + "# Extract backend LF information" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "id": "fc761939", "metadata": {}, "outputs": [], @@ -134,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "id": "8f47d582", "metadata": {}, "outputs": [], @@ -147,13 +149,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "id": "793679a4", "metadata": {}, "outputs": [ { "data": { - "image/png": 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/Lb60tDS8fPkSjo6Oss11HB0dYW9vr7Rd7dq1lZbnR7qpiKo1KQGgWbNmsg1TkpOTcePGDaXHTZ06FUuXLs13LcH3P5+CiMVi2XqhkydPllu3Mi/ppiiqPg9lpJ9h3rUdVdH2ewsAXLhwQfa1paUlqlevjtatW2PixIlK/9CgiYI+P1NTUzRv3lz2PiEhAXfv3s23T0tLSwDv7g8RERERGS4mF4mIPhJ1Rg6pOibvpgdOTk4q25ctWxYvX75UuklCYUYuSakafZg3rrznliYOY2NjFXblfZ+qnXiLIm51LV68GDt27IC9vT1++eUXtGrVCuXKlZMlQmbOnIl58+bJRsrlNXLkSKxbtw5bt27F/PnzYWxsjHPnzuHu3bsoV64cOnfuLHe89N7Ex8cjPj4+37jS0tKUlqu6N9K+k5KS5JJOqkjvfUpKCgD1PmdNSEfc5fcMnDx5UvZ1SEiI0hGXO3bswJIlS2BhYYEFCxagY8eOqFSpEqysrCASibBx40YMHz5c6eeTn7w7pqvaoTsvTXaNtrOzQ3x8vMYbwWgqv2RrYRX0+ZUsWRLnz5+Xvd+8eTOGDh2ab5+vXr0CkHt/iIiIiMiwcbdoIiIDIB05BEA2glGZZ8+eKRxflPKbwiiNK++5pdOZFy1aJNu5VtWroOTjx7B161YAucmR4cOHw9XVVZZYBPIfEefp6YmGDRsiPj5eNoVdOmrR399fYdSq9N6MGjWqwHujaeJI2neXLl3U6rty5cpy7dT5nDUhHT2ZlJSEf//9V+P2UtLPZ8mSJZgwYQJq1aoFa2triEQiAJqPWJTKO+0+ISGhwPulyehCaTJWmkwzRNLP799//y2y65B+VvklsomIiIjIMDC5SERkAEqWLClLUqiaLhofHy/7hd3Nze2DxBETEwOJRKK07tatWwCAmjVrysqkU7hVxaxvpOsNSteMfF9oaGi+7UeOHAkA+N///oeUlBTs2bMHgOKUaODD3htp39HR0Rq1kz43L168ULrWIQDcvHlT43i8vLzg6uoKAFi9erXG7aW0/XykyUdVSpYsKVu7sqg/D09PTwDa3Td90blzZ9ja2iI7Oxvr168vdH8SiUQ2Bb9BgwaF7o+IiIiIdIvJRSIiAyGdVrtixQql9cuXLweQu7lKYddYU+Xp06fYv3+/QvmDBw9ko/U6deokK+/bty+A3M0ypJuh6DMrKysAUDpNOTg4GBEREfm2HzhwIKytrXHkyBGsXr0aKSkp8PX1RbVq1RSO7datGywsLHDu3DlcuXKlaC7g/7Vo0QJly5ZFXFycbKMSddSsWRNVqlSBIAhYu3atQn1qaio2btyocTzGxsaYOXMmAGDDhg1KnyF15Pf53L59G4cOHVLaLu/oU1VTzPv16wcAWLZsmVaxqeLr6wsACAsLK9J+PyZbW1tMnjwZADB37ly1po7n59atW3j79i0cHR0/6pqqRERERPRhMLlIRGQgpkyZAjMzM1y6dAlTp05FZmamrG779u2ypOMPP/zwwWIwNTXF2LFjER4eLit7+vQpBg0ahJycHDRt2lSWTAGAevXqISAgAKmpqWjbti3OnDmj0Oft27cxa9YslYmhj0k6Im7ChAly6/CFhIRgwIABBW7KYWtri/79+yMrKws//vgjAOWjFoHc6bIzZsyAIAjo1q0b9u/frzD9OS4uDkuWLMH//vc/ja7D3NxctqnM0KFDsXHjRoV1CJ8/f47ffvtNbvMZkUiEqVOnAgAWLlwo95m8efMGn3/+OZKTkzWKReqLL77A0KFDIQgC+vbti8mTJyMuLk7huDt37simP79P+vl89913cgnGyMhIdO/eXeWGSQ4ODrLp+sqeQQCYPn06nJyccPjwYfj7+yskMDMzM3Hy5ElZElJd7du3h7GxMUJDQ2W7jhui77//Hu3bt0d6ejpat26Nn376Sen0+YiICOzbty/fvs6ePQsA6Nix4weJlYiIiIg+MoGIiNTi6+srABAqVqwoNG/ePN9XXps2bRIACL6+vir7Pn36tABAcHFxyTeGLVu2CCYmJgIAoVSpUkKjRo2E8uXLCwAEAMKoUaO07js/s2bNEgAIAwYMELy8vAQAQq1atQRPT09ZPGXLlhXu3r2r0DYtLU3o06ePLEYnJyfB29tb8PT0FMqUKSMr37Rpk1w76f1+v1wTLi4uAgDBxsZGsLOzU/lauHChIAiCcP36dcHKykoAIFhbWwuenp5ClSpVBABC3bp1hcmTJwsAhFmzZqk858WLF2XXZGtrK4jFYpXHSiQSYcyYMbLjS5cuLXh5eQkNGzYUypYtKyt//3z+/v4FxiEIgvDLL78IRkZGsnvQoEEDoVGjRkLFihVlffv7+yvE1K9fP1l95cqVBS8vL8HKykqwsLAQfv755wKf5/yu98cffxRMTU1l/VeoUEHw8vJSiKtUqVLC8uXL5do/efJEcHR0FAAI5ubmgoeHh1CzZk0BgFC+fHlh/vz5Sq9JEARh5MiRAgDB2NhY8PT0FHx9fQVfX18hPj5edkxERIRQoUIFAYBgZGQk1KxZU2jSpIlQq1YtwczMTBabpnr06CEAEI4cOaK0XtvvLdJ/25rGJP33bGJiku+/C09PT7l26enpwpdffimIRCLZeatUqSJ4e3srPLPOzs7C9u3blZ6/RYsWAgDh3LlzGsVNRERERPqJu0UTEWno8ePHePz4sU7O/cUXX8DDwwOLFy9GSEgIrl+/jhIlSqBDhw4YNWoU/Pz8Puj5zc3NERISgnnz5mHPnj24f/8+7O3t0a1bN8ydOxfOzs4KbSwsLLB3714cOnQImzZtwuXLl3Ht2jWYmJigYsWK6N69O3r16vVBRzGlpKTIdkJWRrr7b7169XDhwgX8+OOPOHfuHG7duoVKlSphxowZ+P7777FkyZICz9W0aVPUqlULt27dwsCBA2VTeZURiURYtWoV+vfvj99++w3nz5+XbXhSrlw59O/fHz179kTXrl01vOJc06dPR+fOnbFq1SqcPn0aN2/ehEQigZOTE7p37w4/Pz+FZ0YkEuGvv/6Cj48PNmzYgDt37iAlJQUdOnTA7NmzC7XrsUgkwty5czFixAhs2LAB//zzD+7du4fIyEhYWFjAyckJ/fv3R5cuXdCnTx+5jVaA3F2LQ0ND8d133+HUqVO4ffs2ypUrh1GjRmHWrFk4evSoynMvX74cJUqUwIEDBxAdHS0b+Zueni47xtPTEzdu3MC6detw4MAB3L59G/fu3YOtrS08PT3RoUMH9OrVS+Pr/vrrr3Hw4EFs27YNXbp0UXncx/7ekp2dne8mOO/ff3Nzc6xfvx7jx4/Hxo0bcfr0acTFxeHx48ewtrZGuXLl0KFDB3Tv3h3du3eHubm5Qp+xsbG4cOEC3N3dZRvFEBEREZFhEwmChltQEhHRJ2f27NmYM2cO/P39sXnzZl2Ho9eysrJQoUIFJCQkICwsDI0aNdJ1SKRjgiCgSZMmuH79Ou7evYtKlSrpOiSdGT9+PH799Vfs3r1b4ynmRERERKSfuOYiERFRETp48CASEhLg4eHBxCIByB2xuXTpUmRmZuKnn37SdTg68/TpU/z+++9o2rQpE4tERERExQinRRMRERWRlJQUzJkzBwAwZswYHUdD+qRFixZYt24dXr16hZycHJWbzxRncXFxmD59Ovr06aPrUIiIiIioCDG5SEREVEi//PILjh49ips3b+Lly5eoVasW/P39dR0W6Zmvv/5a1yHoVLNmzdCsWTNdh0FERERERYzToomIiArp9u3bOHfuHCQSCXr16oVjx47BzMxM12ERERERERF9cNzQhYiIiIiIiIiIiLTCkYtERERERERERESkFSYXiYiIiIiIiIiISCtMLhIREREREREREZFWmFwkIiIiIiIiIiIirTC5SERERERERERERFox0XUApB/Kli0LsViMSpUq6ToUIiIiIqJP3qNHj2BtbY1nz57pOhQiIqJ8ceQiAQDEYjEyMjJ0HQYZGLFYDLFYrOswyIDwmSFt8LkhbfC5IU3p2zOTlZWlV/EQERGpwpGLBACoVKkSxGIxoqOjdR0KGZDg4GAAQJs2bXQcCRkKPjOkDT43pA0+N6QpfXtm3N3ddR0CERGRWjhykYiIiIiIiIiIiLTC5CIRERERERERERFphclFIiIiIiIiIiIi0gqTi0RERERERERERKQVJheJiIiIiIiIiIhIK0wuEhERERERERERkVZMdB0AERERERERFW+CIEAQBF2HQUREeYhEIohEokL3w+QiERERERERFSlBEPD27Vu8efMGqampyMnJ0XVIRESkhJmZGUqUKAE7OzsYGxtr1QeTi0RERERERFRkJBIJnj17huTkZF2HQkREBcjMzMTLly8hFotRqVIlrRKMTC4SERERERFRkUlOTpYlFsuUKYMSJUrA3Ny8SKbeERFR0ZFIJBCLxXj+/DnS09Px8uVLODo6atwPk4tERERERERUZJKSkgAAjo6OsLOz03E0RESkipGREUqWLAkA+O+///D27VutkovcLZqIiIiIiIiKhCAIyMjIAADY2trqOBoiIlKHtbU1gNwp0tpsvsXkIhERERERERWJvL+UarsxABERfVxGRu/Sg0wuEhERERERERER0UfD5CIRERERERERERFphclFIiIiIiIiIiIi0gqTi0RERERERERERKQVJheJiIiIiIiIPjCRSITKlSvLlYWEhEAkEiEgIEAnMRmKgIAAiEQihISE6DoUnYiNjYVIJEKrVq10HQqio6PRr18/ODg4wNLSEnXr1sWKFSsgkUi06u/ChQvo0qULypQpAxsbG3h7e2Pr1q35tnny5AmGDh2KcuXKwcLCAjVq1MCsWbOQnp6uss2tW7cwePBgODs7w9zcHJUrV8aYMWOQmJioVdwkj8lFIiIiIiLSPUEAxFn5v7TYwZKIig6ToZ+2S5cuoVGjRti7dy+qVq2KHj16IDExERMnTsSAAQM03mU4MDAQvr6+OH78ODw8PNCpUyfcvXsX/v7+mDJlitI29+7dg6enJzZv3gw7Ozv4+fkhJycHc+fORbt27ZCRkaHQJjg4GF5eXtixYwdKlSqFbt26wdzcHGvWrIGnpyeePHmi1f2gd0x0HQARERERERFSs4HK6/M/5uYwwMpUeZ2VCSASFX1cREXk1q1bMDVV8fxSvhYsWIAZM2agUqVKug7lk5WVlYXBgwcjLS0Ny5Ytw8SJEwEAKSkp6NChA/bs2YMuXbqonXh+9eoVhg0bhpycHAQGBqJ3794AgOfPn6NFixZYunQpunXrpjBaMyAgAImJiRg3bhxWrlwJAMjOzkb//v0RFBSEBQsWYPbs2bLjU1NTMWjQIKSmpmLmzJmYM2cOAEAQBEybNg1LlizB8OHDceLEicLdoE8cRy4SEREREZFhqL0xNwGp7JWarevoiPLl5uYGV1dXXYdhkJydneHm5gYrKytdh/LJCgoKwsOHD1GvXj1ZYhEAbGxssHr1agDA0qVL1e7vjz/+wJs3b+Dn5ydLLAKAk5MTFi1apLS/sLAwXLhwAY6OjrJjAMDExATr1q2Dqakpfv31V2Rnv/v/wb59+/D8+XPUrFkTs2bNkpWLRCL8/PPPqFy5Mk6ePInIyEi1YydFTC4SERERERGRQbt7F5gxAxgwIPe/d+/qOiJFytZczCs+Ph4BAQFwcnKCpaUlGjRooHLtOWlf2dnZmDdvHqpVqwZLS0vUqlULmzZtkh0XHByM1q1bw9bWFqVLl8YXX3yBly9fahV/QEAAWrduDQDYsmULRCKR7JV3pBiQO33Wz88PDg4OsvXtRo0ahf/++0+h382bN8v6uHPnDgYMGAAnJycYGRlh//79snMrW3OxcuXKEP3/iOU//vgDHh4esLS0RNmyZfHVV1/h9evXSq/l5cuXmDp1KqpXrw4LCwuUKVMGnTp1wsmTJ7W6N5cvX0a/fv3g7OwMMzMzVKhQASNGjMCjR48Ujp09ezZEIhE2b96My5cvo2PHjihVqhRsbW3Rvn17hIaGanTurKwsLFy4EDVr1oSFhQUqVaqESZMmISUlBa1atYJIJEJsbKxW15XXkSNHAAB9+/ZVqGvQoAGqVq2KGzduqH2u/Prr2rUrLCws8Pfff8utoyht0717d5ibm8u1cXJygo+PD5KSknD+/HlZeXh4OACgZcuWMDKST4GZmpqiefPmAIADBw6oFTcpx+QiERERERF9HPmtq5iaVbi+U7lW46dq0yagVi1g4UJg167c/9aqlVtuKF69eoUmTZrg+PHjaNWqFXx8fPDvv//C399fIXGXV//+/bF06VLUrVsXLVu2xMOHDzFs2DBs2rQJe/fuRceOHZGdnY2OHTvC2toaf/75J3r27Knx2ngA0KJFC3Ts2BEA4OrqCn9/f9mrfv36suO2bdsGHx8fHDx4EDVr1kTv3r1hbm6OdevWoUGDBrh9+7bS/mNiYtCoUSOEhYWhdevWaN++vdrTyKdNm4bRo0fD2dkZnTt3hiAI+P3339GjRw+Fa3369Cm8vb2xZMkSZGZmomfPnvD09MTff/+Njh07Yvny5Rrdl7Vr16JZs2bYt28fXFxc0LNnT9jZ2eF///sfvLy8cOvWLaXtLl68iJYtW+LJkyfo3Lkzatasib///hu+vr5qJzkFQcBnn32GGTNm4OnTp+jQoQMaNWqETZs2oU2bNsjMzFTaTprg1GTtTOnIvgYNGiitl5ZHRUUVuj8zMzPUqVMH6enpuHPnTqFiEIvFAIDSpUsrbWNnZyfXN2mHay4SEREREZEiQSh4qrGm6xyqs66itmpvVF2nbK1GQQDSsgHL3GswSv//nU7FeZKcXMfxgxAEIDm5aPq6fx8YORLIyZEvz8nJLffwAIpiJnLJkh/2UTh06BDat2+PoKAgWFtbAwCuXLmCNm3aYN68eejRo4dCQiUuLg4lSpTA3bt34eDgAAA4ffo02rRpg++//x6ZmZnYv38/unbtCgB48+YNmjVrhvPnzyMkJEQ2ClFdI0aMQLVq1XDixAm0aNECmzdvVjjm8ePH+PLLLwHkjgTr0aMHAEAikWDy5MlYsWIFPv/8c1y5ckWh7c6dOzFmzBisWLECxsbGGsX2559/IioqCjVr1gQAJCYmomnTpjh37pzsnkh9/fXXePDgAQYNGoRNmzbBzMwMAHD+/Hl07NgRU6dORevWreUSpqqEhoZi3LhxcHZ2xoEDB9CwYUNZ3f/+9z+MGDECQ4cOVToaccOGDfj+++8xb9482ejLdevWYdSoUQgICMD9+/dhaWmZ7/m3b9+OoKAgVKlSBWfPnkWFChUA5I7MbNeundL7rC3pKEzpOd4nLY+Liyuwrzdv3iD5/78J5Nff1atXERcXBw8PD61jkP7bUBXXw4cP1Y6bVOPIRSIiIiIiUiRNBOb3SkxTHCWYkgm8SM39b1GPTtSWsrUaq/yeW17ld6DyerTyv41W/re5juNHkJwMlC5dNC8vL8XEolROTm59UZynqJKhqhgZGWHVqlWyxCIANGrUCKNHj4ZEIsHatWuVtluxYoUseQIArVu3hqenJ+Lj49G5c2dZYhEAbG1tZYm/M2fOfJDr+OOPP5CWlob+/fvLEotA7vX98ssvKFeuHK5evYoLFy4otHVwcMDChQs1TiwCwLx582SJRQCwt7fH119/DQA4e/asrPzBgwc4fPgwbGxssGrVKlliEcgdmfn1118jJycHa9asUeu8v/zyC3JycvDbb7/JJRYBYPjw4ejRowcuX76Ma9euKbR1cXGRjSCU+uabb9C4cWPEx8cjMDCwwPP/9ttvAIC5c+fKJdzs7OywePFile3s7e1Rs2ZNODs7F3gOqZSUFABQue6l9Nl9+/at2n1p2p82MbRs2RJA7pTqxMREueOfPn2KU6dOqR03qcbkIhERERERaUeNpJ3cK7/RhUSfsPr168slx6QGDhwIADh37pxCnampqcJOugBQtWpVAECHDh1U1sXHxxcmXJWkcQ4ePFihztzcHP369ZM7Lq927dppvWGLsmutUaMGAPlrla7F16lTJ5QpU0ahzeeff64yvvdJJBL8888/sLKykk0Xf5+Pjw+A3I1I3tenTx+YmChOJs3vM88rKysLV65cgUgkUrpuYbt27ZReIwCMGTMGt2/fxoIFC/I9R3HQoUMHNGjQACkpKejcuTPCwsKQkpKCS5cuoXPnzrLNX95fj5E0w7tHREREREREpEMuLi5Ky6UbwCjbCKVs2bJKR/nZ2NgAAMqXL6+yLiMjQ9tQ8yWNU9XGNdLyp0+fKtRVqlRJ6/MqmyZbokQJAPLXWpj43peYmIiUlBSkpqbCzMxMboMb6Wvq1KmyY9+nzWee18uXL5GZmQl7e3tYWFgoPaYw9/R90mcnNTVVab10bUPpfVenL0370yYGkUiEffv2wd3dHVevXkXjxo1RokQJNGvWDAkJCbI1TVWtyUjq4ZqLRERERESkP5Stj5iaxVGPxUjJkkBSUtH0df8+0Lix8qnRxsbA5ctFt+aivilopJU+jsQS5bNwpaoEmTqK6lrzi+99EknuOq02Njbo06dPvse6u7sXKi59UKlSJSQlJeHJkyeyNRDzevLkCQDVSdO8bG1tUbJkSSQnJ+PJkyeoXbu2Wv1VqlQJ165dk9WpG4OLiwuuX7+OoKAgXLx4EWlpaXB3d8fgwYOxb98+AMXjM9IlJheJiIiIiD5V+W3acvfVx41FysoUsH4vuWhlAsR+pfx4Jh4NjkgElCpVNH01bAhs2KC4qYuxMfDHH7n1hkDVZhLS8nLlyn3McLRWrlw5xMTEIC4uTmmyJjY2FoDyUZUfg/Q+qrrfmsQnHTFoZGSETZs2aZSYzC8GdT9zOzs7mJqaIjExEenp6UqTs48fP9YopvzUq1cPkZGRiIiIQJcuXRTqIyIiAEBp4lFVf2fPnkVERIRCcjErKws3btyAhYWFbHq7tM2BAwdk59IkBhMTE/Tr1082NV/q4sWLAKB0iQFSn/79KYOIiIiIiD6O/DZtab9H19G9IxLlJhyVvd4f5UifnKFDgVu3gBkzgAEDcv976xYQEKDryNR3/fp13L17V6F8586dAHI3G9EH0g1QpOvUvU+6xuBff/2lUJeZmYk9e/bIHfexSe/j8ePH8fr1a4X6bdu2AVAvPhMTE7Rq1Qpv3rzBP//8o3Es+/btQ46SIbfqfuampqbw9vaGIAiy0Xd5BQcH4+XLlxrHpYp0c6C9e/cq1F27dg0PHjxAnTp1VE4516S/w4cPIz09He3atZNLmkrbHDp0SGFq//Pnz3Hu3DmULl0azZs3VyuGZ8+eYe/evbCzs0Pv3r3VakPKMblIREREREREBq16dWDBAuCvv3L/W726riPSjEQiwdixY+XWkgsPD8fq1ashEonwzTff6DC6d6Sj6WJiYpTWDx8+HJaWlti5cyeOHDkiK5dIJPjuu+/w9OlTNGzYUO3kT1GrWrUqunbtirdv32L8+PHIynq3g/2lS5ewbt06GBsbY/To0Wr19/3338PIyAhDhw5FSEiIQn1KSgo2btyItLQ0hbrY2FjMmTNHruz333/HpUuX4OTkVOBUawCyHbFnzpwpt07kq1evZOs9KrN69Wq4ubnh22+/LfAcUr169UKVKlUQGRmJ5cuXy8rFYrHsfk2ePFmhXdu2beHm5qawqc2IESNga2uLAwcOyCVHExISMG3aNKX9eXt7o3nz5khISMD06dNl5dnZ2Rg1ahSysrIwbtw4mJrK/9Hpxo0bSE9Plyt78uQJ/Pz88PbtWyxduhSWlpZq3wtSxGnRRERERET0cSlbV1HKSsNfUThlmoqBbt26ITIyEq6urmjZsiWSk5MRHByMrKws/PDDD/Dy8tJ1iAByNxvx8PDA1atX4e3tDXd3dxgbG6NHjx7o0aMHKlWqhPXr1yMgIADdu3dH8+bNUbFiRURERCAmJgZOTk6y0YG6sn79evj4+GDr1q04c+YMmjZtihcvXiAkJAQ5OTlYunQp6tevr1ZfLVq0wJo1azBmzBi0bt0aderUQY0aNWBqaorY2Fhcv34dGRkZ6N27t0LyauTIkfjll1+wb98+eHh44N69e7hy5QpMTU2xefNmtXbOlq4ZGBQUBDc3N7Rt2xbGxsY4ffo0XF1d0aRJE4SGhspGnEolJiYiJiZGo13DTU1NsW3bNrRr1w6TJk3Crl274OLignPnziE+Ph59+/aFv7+/Qrv79+8jLi5OYROWMmXKYOPGjejfvz/69u2LVq1awc7ODn///Tdev36NSZMmKZ2qvGnTJjRt2hQrV65EcHAwateujStXruDBgwdo1qyZ0oTpkiVLEBQUhAYNGsDZ2RkJCQk4f/48MjIy8OOPPyqNmzTD5CIREREREan2ITZYUbauorakU6aVniefxKMgAGnZgKUJIBIh5MwZAEArX1/59kQfgZ2dHUJDQzF9+nScOHECb968Qe3atTFhwgQE6Nn87sDAQEydOhXnzp1DeHg4JBIJKlSogB49egAAPv/8c7i6uuKXX37BxYsXcfnyZTg7O+Obb77B999/r7P1FqXKly+PK1euYMGCBdi/fz/27dsHKysrtG3bFpMnT0aHDh006u/rr79GkyZNsGLFCoSEhODw4cOwsrJC+fLlMXjwYPTu3RsllewI1KxZMwwdOhQ//vgjDh8+DEEQ0LZtW8ydOxfNmjVT69wikQi7du3C0qVLsXHjRhw7dgwODg4YMmQI5s+fjwYNGkAkEhXZTsjNmjXDlStXMGvWLISEhMgS4lOnTsX48eM1XneyT58+OHv2LH766SeEhoYiMzMTtWvXxpgxY1Qm/KpXr45r165h5syZOH78OIKCglCpUiX8+OOP+O6772Bubq7QpmfPnnj27BkiIyNx4cIFlC5dGp06dcKECRO41mIREQmCIOg6CNI9d3d3iMVi2QK2ROoIDg4GALRp00bHkZCh4DND2uBzQ9rgc5NHfpu2XHsO9Nqff/vYrxSTd/n1+V7STimrfOp0RN+eGelmGNHR0TqORDMSiUQ2ZbZmzZp6uWMxkS7Nnj0bc+bMwaZNmz5o4vjJkyeoUqUKqlWrhlu3bn2w81DxUNjv3fxTHBERERFRcSbdtKUo5TdaEABszFTXERFRkYmKikKtWrXk1hl8/vw5AgICkJ2djSFDhugwOvpUMLlIRERERERERGSApk2bhrCwMNSvXx9OTk6Ij49HeHg4UlJS0KhRI6WbrBAVNSYXiYiIiIiIiD5BU6ZMQWJiolrHbt68+cMGQ1oJCAiAIAj4999/cfHiRRgbG6NGjRro27cvJk6cCAsLC12HSJ8AJheJiIiIiD51Rbl7MxEZjL179yIuLk6tY5lcLBqzZ8/G7Nmzi6y/AQMGYMCAAUXWH5E2+JMCEREREdGnrih3byYig8ENPYmoKHDrLiIiIiIiIiIiItIKk4tERERERMWZIOg6AiIiIirGmFwkIiIiIirOjj/QdQRERERUjHHNRSIiIiKi4io5A5h54d37ps7Aju6ASCR/HDdtISIiIi3xpwgiIiIiouJq7kXgRVru1+bGwPK2gI2ZbmMiIiKiYoXToomIiIiIiqOLT4Gt0e/eT2kEuJbSWThERERUPHHkIhERERGRIRMEIDVbviwjG5gY/O597TLAaM+PGxcRERF9EphcJCIiIiIyZKnZQOX1+R+zwBcwNf448RAREdEnhdOiiYiIiIiKu3qOuo6AiIiIiikmF4mIiIiIiIiIiEgrTC4SERERERERfWAikQiVK1eWKwsJCYFIJEJAQIBOYvqQNm/eDJFIhNmzZ+s6FLRq1QoikQixsbG6DkVjlStXhkgk0nUYH5S+XGNSUhLGjx8PFxcXmJubw8XFBRMmTMDr16+16u/JkycYOnQoypUrBwsLC9SoUQOzZs1Cenq6wrGpqanYv38/hg8fjpo1a8LCwgLW1taoV68e5s6di5SUFKXnePz4MdauXYuAgADUqlULRkZGEIlECAkJ0SpmbTG5SEREREREREREn6zExER4e3vj119/hYmJCXr27IkSJUpg5cqVaNy4MV69eqVRf/fu3YOnpyc2b94MOzs7+Pn5IScnB3PnzkW7du2QkZEhd/yOHTvQq1cvbNy4EcbGxujRowd8fHzw8OFDzJo1C40aNUJCQoLCeQIDAzF69Ghs2bIFt2/fhiAIhboP2mJykYiIiIiIiOgDu3XrFv755x9dh0FESkyYMAH37t1D7969ERMTg127duHGjRsYO3Ys7ty5g0mTJmnUX0BAABITEzFu3Dj8+++/2LVrF2JiYtCrVy9cuHABCxYskDve1NQUX375JW7evImbN29i9+7dOH78OGJiYuDp6Ynbt29jwoQJCuepWrUqJkyYgO3bt+POnTvo0KFDYW6D1phcJCIiIiIiIsMjCIA4K/+XjkbxKOPm5gZXV1ddh0FE74mPj8dff/0FMzMzrF27FiYmJrK6xYsXw8HBAdu2bVM6clCZsLAwXLhwAY6Ojli0aJGs3MTEBOvWrYOpqSl+/fVXZGdny+r8/f2xfv161KpVS64vZ2dnrFmzBgCwb98+ZGZmytX36NEDy5cvx6BBg1C9enWdTS836ORiWloaZs6ciRo1asDCwgLlypXDsGHD8PTpU4370mRufVZWFk6ePIkxY8agTp06sLKygqWlJWrVqoUpU6bgxYsX+Z7r0KFD8PX1ha2tLWxtbdGqVSscOXIk3zbR0dHo168fHBwcYGlpibp162LFihWQSCQaXysREREREZHBS80GKq/P/5WaXXA/H4myNRfzio+PR0BAAJycnGBpaYkGDRpg69at+faVnZ2NefPmoVq1arLfSTdt2iQ7Ljg4GK1bt4atrS1Kly6NL774Ai9fvizUdVy8eBE9e/aU/e5ctmxZeHt7Y8aMGSrXhXv06BEGDRok+33Wy8sLhw4dUnmOW7duISAgABUrVoS5uTmcnJwwYMAAREdHKxybd23HO3fuYMCAAXBycoKRkRH279+vcPy2bdvQsGFDWFlZwdHREf7+/kpzCLNnz4ZIJMLmzZsRFhaGbt26wc7ODiKRCNevX5cd9+eff6JFixawtbWFlZUVPDw8sGDBAqXr6gG5a+vNmzcPderUgaWlJUqWLImWLVti586dKu+HMk+ePEHt2rUhEonkEliCIOCvv/5CmzZtULp0aVhYWKBWrVqYPXs2UlNTNToHkLum35gxY+Dq6goLCwuUKVMG3bp1w8WLFxWOzbuGqCbPc3727duHJk2awMrKCvb29ujXrx/u3bsn9/kU1vHjxyGRSODj4wMnJye5OnNzc3Tv3h05OTk4evSoWv1J8zvdu3eHubm5XJ2TkxN8fHyQlJSE8+fPq9VfvXr1AAAZGRmF/vf7oRhscjE9PR1t2rTBvHnzkJKSAj8/P1SsWBGbNm2Cp6cnHjx4oHZfms6tP3PmDDp27Ig1a9ZALBajc+fOaN++PRITE7F06VJ4eHggJiZG6blWrFiBHj164OLFi2jevDnatGkj+0a1evVqpW0uXbqERo0aYe/evahatSp69OiBxMRETJw4EQMGDNDZnHoiIiIi0gNWJsD9kYCj5buyBS2B2K/evaxMVLcnIp179eoVmjRpguPHj6NVq1bw8fHBv//+C39//3w3ROnfvz+WLl2KunXromXLlnj48CGGDRuGTZs2Ye/evejYsSOys7PRsWNHWFtb488//0TPnj21/h3y0KFD8PHxwcGDB+Hs7IzevXvD09MTr169wsKFC5GYmKjQJjY2Fo0aNUJYWBjatm0LT09PhIeHo2fPnjh58qTC8fv374enpye2bNkCe3t79OjRA1WqVMHu3bvh7e2Ns2fPKo0tJiZGdp7WrVujffv2MDU1lTtmyZIl+OKLL2BjYwM/Pz9YW1tj69ataNKkCZ48eaK037Nnz6JFixaIjY1Fhw4d0LJlSxgZ5aZSvvrqK3zxxRcIDw+Hj48Punbtivj4eHz33Xdo06aNQjLv7du3aNmyJWbOnImEhAR069YNzZs3R1hYGAYOHIjx48er9TncuXMHLVq0wJ07d7BhwwZMmzYNACCRSDB48GAMGjQIV65cQf369dGlSxeIxWLMmTMHrVu3RlpamlrnAHJzEfXq1cOaNWtgamqKrl27ok6dOjhx4gRatmyJXbt2KW2n7fP8vpUrV6JPnz64cuUKGjdujPbt2yM8PBze3t54+PCh0jbSBGd+ifz3RUZGAgAaNGigtF5aHhUVpZP+pPktU1NTlClTRq02H51goL7//nsBgNC0aVPh7du3svKlS5cKAARfX1+1+xo8eLAAQOjdu7eQlZUlKx87dqwAQPD395c7/p9//hH69+8vXL58Wa789evXQseOHWVxve/27duCsbGxYG5uLly8eFFWHhMTI9jZ2QkmJibC3bt35dpkZmYKVapUEQAIy5Ytk5W/fftWaNq0qQBA2LRpk9rXqkrt2rUFFxeXQvdDn5Z//vlH+Oeff3QdBhkQPjOkDT43pI1P7rm58EQQ7FflvpxWC8LLVF1HZHD07ZmpXbu2ULt2bV2HobGcnBzh5s2bws2bN4WcnBzlB0kkgvA6vfCv/96+e+5Vvf57WzTnkkgKfW8AKPzOdfr0aQGAAEBo3769kJKSIqsLCwsTbGxsBCMjIyE8PFyhLwBCnTp1hISEBFl5cHCwAEBwdnYW7OzshMOHD8vqkpOTBXd3dwGAEBwcrNU1tGzZUgAg7N27V6EuLCxMePPmjez9pk2bZHFOnjxZ7nlYvny5AEDw8fGR6+Phw4eCtbW1YGNjI5w6dUqu7tixY4KpqalQsWJFISMjQ+l5xowZI2RnZyvE5uvrKwAQTExMhCNHjsjKMzMzZfkAPz8/uTazZs2S9btw4UKFPvfu3SsAEMqVKyfcuXNHVv769WuhRYsWsuvOa8yYMQIAoXXr1nL36tatW4Kjo6MAQDh06JBcGxcXFyFv6iY8PFxwcHAQzM3NhcDAQLljFy1aJAAQWrVqJcTHx8vKMzIyhOHDhwsAhOnTpytcizLJycmCs7OzYGxsLGzbtk2u7sqVK0Lp0qUFGxsbuedP2+f5/WsUBEG4f/++YGZmJpiZmck9r1lZWcLQoUNl53k/HyKNQZP8Rq9evQQAwsqVK5XW79+/X5YzUoenp6cAQDhw4IDS+hUrVggAhEmTJqnV34gRIwQAQvfu3Qs8VpqTOn36tFp9S6n1vTsfBplczMjIEEqWLCkAECIiIhTqPTw8BADC1atXC+zrv//+E4yMjAQzMzPh2bNncnXp6emCg4ODYGxsLDx//lyt2J4+fSp7yGNjY+XqvvnmGwGAMH78eIV2y5Ytk30zzGvXrl0CAKFevXoKbcLDw2X/QyksJhdJG/r2QzjpPz4zpA0+N6SNT+65mRbyLpnST/kvM5Q/fXtminVy8XV6wUlBfXu9Ti/0vckvuWhkZCTcvn1boc306dMFAMLw4cMV+gIg/P333wptpImNIUOGKNStXLlSACDMmjVLq2uoVauWAEB4/fp1gcdKk35VqlSRSwYKQm6CqHTp0oKpqalc3fjx4wUAwqpVq5T2OW7cOAGAsG/fPoXzODg4CGKxWGk7aXJx0KBBCnWJiYmClZWVIBKJhEePHsnKpcnFunXrChIlyWVponX9+vUKdZGRkYJIJBJsbGyEtLQ0QRAEISUlRbC0tBSMjIyEW7duKbT59ddfBQBCu3bt5MrzJt5CQkIEW1tbwcbGRuGzz8rKEuzt7QVra2uF3IYgCEJqaqpQtmxZoXTp0molj6QJ4PcTpFLSHEbeQVDaPs/KkovSAWXvHysIgpCUlCTY2NgoTS5evnxZqFmzptCmTZsCr1Gqffv2AgBhw4YNSutPnTolS5iqo3r16gIAhQS51IYNGwQAwsiRIwvs68iRI4JIJBJMTU2F69evF3i8rpKLBjkt+sKFC0hOToarqys8PT0V6vv27QsA+a7hIFXUc+vLlSsHBwcHAMB///0nVyeddy+NT52Y82vToEEDVK1aFTdu3EBsbKxa8RERERFRMZMjAQ7df/fer5ruYiEirdSvXx81a9ZUKB84cCAA4Ny5cwp1pqamaNWqlUJ51apVAUDprrHSuvj4eK3ibNiwIQDg888/x5UrV9TaA6BVq1YwMzOTKzMxMUGVKlWQlZUlt4acdJp07969lfbl4+MDIHfDjPe1a9cOVlZW+cYyYMAAhTI7Ozt06NABgiAoXQOvW7duCptkZGVlITQ0FAAwePBghTYeHh7w8PBASkqKbH3G8PBwpKWloUGDBnBzc1No8/nnnwPIzXcou68HDx5Ep06dYGpqin/++Qdt27aVq4+IiEBiYiKaNWumkNsAAEtLSzRs2BBJSUm4e/euQv37CvNZaPM8v+/ChQsAgH79+inUlSpVSuWuyN7e3rh9+3ax2Jn99u3bGDJkCARBwOLFi2VrL+ojg0wuFuX89aKeC//69WskJSUBAMqWLStX/ujRIwBQmhCtWLEi7O3tERcXhzdv3nyw+IiIiIiomLn0H/Di/9f1MjECulTVbTxEpDEXFxel5dJ1494fuALk/r5pbGysUG5jYwMAKF++vMq6jIwMreL8+eefUa9ePRw6dAje3t6yNRH/+OMPlRuYVKhQQWl5iRIlFGKRDpopX748RCKRwkuaaFK2tmOlSpUKjF+b+6ys35cvXyIzMxP29vawtrbOt0/pZjHSvlWtBViqVCmULFkSaWlpspxCXn369EF6ejqOHDkCb29vhXrpvTt16pTSeycSiWSDl5TdP1X9NW/eXGlfjRo1UtmXNvf5fdIEeMWKFZXWq/N5q0v670LVhjdisRjAu2f2Y/T39OlTdOrUCUlJSZg0aZLa63HqikGu7CxN0qn6JiUtj4uL+6h9AcCaNWuQnZ2NunXrokqVKgrnKV26tMpvPhUqVEBiYiLi4uJQt27dDxKfu7u70vL79+/D0dERwcHBavVDBLz7psjnhtTFZ4a0weeGtPEpPTc1/oiH9CfFxLpWiLqmuIMnFUzfnhmxWKzy9waDZ2sG3BtZ+H5SswCPzfkfExUAWJnmf4w6bM0KPuYjk24qom29NipWrIirV68iODgYhw8fxpkzZ3Do0CEcOnQIixYtwqVLl2BnZ6d1HNIRe/7+/vke17hxY4UyCwsLtc+jCW37fX+0Y2HbDBw4EH/++SemTJmCY8eOyRJYUtJ7V61aNTRv3jzf87z/GSkj7a9v3775fi9SNgrT0EgTlao29ZGWq0qaKuvv2rVrWvf36tUrdOjQAXFxcRg6dCiWLFmi1nl1ySCTi9Lt7VUNeZY++G/fvv2ofV27dg0//fQTAGDhwoUanUfVuYoyPiIiIiIqXkQ5Ahwvv5v1ktDUVofREKlJJAJKmhe+HxM1kla25oB1ESQXPzBVg0Wk5eXKlfuY4eTLxMQEHTp0kE1LjYuLw7BhwxAcHIyFCxdi0aJFWvddoUIF3L9/H0uXLlUrAaapuLg4eHh4KC0H1L/PdnZ2MDMzQ2Jioso/BOQdhZm3b1WfdXJyMl6/fg1LS0uULl1aoX7Tpk3IycnBjh070LVrVxw9elTuvNKBR25ubti8ebNa15GfChUqICYmBjNmzJBNh1dXUTzPzs7OiImJwePHj1G7dm2F+sePH2sUU36k040jIiKU1kvLlT07qvo7cOCAVv2lpKSgc+fOuHnzJnr37o0NGzZolaj+2AwyuaiPnj9/jt69eyM9PR0TJkxA586ddR2SUtHR0UrL3d3dIRaL0aZNm48cERky6V/2+dyQuvjMkDb43JA2Ppnn5uxj4M2t3K9NjVB7UlfULoqkzSdI356ZYjtqsShZmQCxXxV8jAG4fv067t69i+rVq8uV79y5EwDQokULXYSlFhcXF0yfPh3BwcG4ceNGofpq37497t+/j6CgIIwYMaKIInxn9+7d6N69u1zZq1evcPLkSYhEogJH/EmZmpqiSZMmOHv2LHbu3Inhw4fL1d+4cQORkZGwsbFB/fr1AeSuV2lpaYnw8HCln/W2bdsA5E5DVjba09jYGFu3boVEIsHOnTvRrVs3HDlyRDYQqVGjRihZsiTOnDmDV69eoUyZMmpdiyrt27fHP//8g6CgII2Ti0XxPDdv3hwhISEIDAxEx44d5eqSk5Nla0IWhU6dOsHIyAjnzp1DQkICHB0dZXUZGRk4dOgQjI2N0aVLF7X669q1K+bOnYtDhw4hIyMD5ubv/r/8/PlznDt3DqVLl1Z43jIyMuDn54ewsDB07NgRf/31l9KlD/SRQa65WJTz4Yuir7dv36JLly6IjY1Fv379sHTpUo3Po+pcRT33n4iIiIiKkQP33n3dulLRjAYjMhQiUe6oxPxeBjDiB8idgjp27Fi53/vCw8OxevVqiEQifPPNNzqM7p3ly5fj2bNnCuXSDVBVrY+nrsmTJ8PS0hJTpkzBvn37FOozMjKwd+9eldNNC7Jr1y6cOHFC9j47OxsTJ06EWCxGt27dNFrHb+zYsQCA2bNn48GDB7Lyt2/fYsyYMRAEAV999ZVsWrW1tTWGDRsGiUSC0aNHy36XB4A7d+7IZkGOGzdO5TmNjY2xbds29O/fHyEhIejevTvS0tIA5G5IO23aNLx9+xa9e/eWi0nq6dOn+PPPP9W6vq+++gqOjo5YtGgRfv/9d4VNZrKzs3HixAmlCeWieJ6HDh0KMzMzbN26FWfPnpWV5+TkYPLkySpnb4aFhcHNzU1hw5v8ODs7Y+DAgcjMzMSoUaOQnZ0tq5s2bRpevHiBIUOGyCUdAeDbb7+Fm5sbVq9eLVfu7e2N5s2bIyEhAdOnT5eVZ2dnY9SoUcjKysK4ceNgavpuVHVOTg4GDhyI4OBg+Pj4YN++fQobIekzw/gzznuKcj58YftKT09Hjx49EBERgQ4dOmDbtm1K/8ogPU9SUpLKYdPKzlWpUiUkJSXhyZMnSofMajr3n4iIiIiKiawc4HCeXaJ7Vld9LBHptW7duiEyMhKurq5o2bIlkpOTERwcjKysLPzwww/w8vLSdYgAgDlz5mDKlCmoV68eqlevDkEQEBkZiTt37qBMmTKYMmVKofqvVq0a/vrrLwwaNAh9+vRBtWrVUKtWLVhbW+Pp06eIiIiAWCzGtWvXVO5LkJ8vv/wSnTt3RsuWLeHs7IzLly/j4cOHKFeunEKCqCB9+/bFl19+id9//x116tRBmzZtYGVlhZCQELx48QJNmjTB3Llz5dosWLAAoaGhOHXqFKpWrQpfX1+IxWIEBwcjPT0d48aNUxhZ+T5jY2Ns374dOTk5CAwMRI8ePXDo0CFYWFhgxowZuH37Nv7880/UqlULnp6eqFKlCjIzMxETE4ObN2/Cw8NDtjN1fkqVKoUDBw6ge/fu+Oqrr/DTTz+hTp06KF26NJ49e4aIiAi8fv0aQUFBqFOnjlzbonieXV1dsWjRIkyYMAGtW7eGr68vnJycEBYWhlevXmHIkCHYtm2bQgIuNTUVMTExKjcYUmXFihUIDQ1FYGAg3Nzc4OXlhejoaNy4cQPVq1fHsmXLFNrEx8cjJiZG6aY2mzZtQtOmTbFy5UoEBwejdu3auHLlCh48eIBmzZrh22+/lTt+9erVCAoKAgDY29tj1KhRSuNcsmQJ7O3t5WLo1auX7P3t27cBAKNGjYKtbe5SKV27dsWPP/6o0f3QlEGOXCzK+fCF6Ss7OxufffYZQkJC0KxZs3wzy6VKlZIlGK9du6ZQ//jxYyQmJsLFxUX2ABQ2PiIiIiIqxs4/BV79/y9P5sZApyr5H09EesvOzg6hoaFo164dTp8+jZCQENSuXRubNm3CvHnzdB2ezKpVqzBgwACkpqbi2LFjOH78OExMTDBp0iRERUUpTIPVhp+fH6KiojBq1CiIRCKcOnUKR44cQUJCArp3747du3crXYNPHVOmTMHGjRuRnJyM/fv3482bN/j8889x+fJlrXYfXr9+PbZu3QpPT0/Z5jaOjo6YP38+goODFfZOKFGiBM6cOYM5c+bA3t4eBw8exLlz5+Dl5YUdO3Zg5cqVap3XxMQEO3fuRK9evfD333/Dz88P6enpMDIywtatW3HgwAG0b98eDx8+RGBgIM6fPw8LCwtMnToVGzduVPv6mjRpgn///RfTpk2Dra0tzpw5g/379yMuLg6+vr7YvHkz2rVrp9CuqJ7n8ePHY+/evfDy8kJoaChOnDiB+vXr4/Lly7IRoUW1Nqe9vT3CwsIwduxYZGZmIigoCMnJyRg3bhzCwsI0nmZevXp1XLt2DQEBAXjx4gWCgoJgZGSEH3/8Ef/884/cVGkAcjuEBwUFYcuWLUpf0n05pDIyMnD58mXZKzk5GQBw69YtWdn9+/fxoYkEQRA++FmKWGZmJhwdHZGcnIxr167J1jCQqlevHqKionD16tUC1waIj49HhQoVYGJigsePHyvMra9YsSJevXqF//77T65OEAR88cUX2LZtG+rXr4/Tp0+jVKlS+Z5r1KhRWLduHcaPH48VK1bI1S1fvhyTJk3CmDFjsGrVKln57t278dlnn6FevXq4fv26XJtr166hQYMGqFOnDv799998z10Q6ZqL0kVnidShb2sTkf7jM0Pa4HND2vgknpsJwcD2m7lfd64CbO2q23gMnL49M+7u7gBUr5muryQSCWJiYgAANWvW/CA7FhORfgoJCUHr1q3h7+9fJJvKqJKTkwMPDw/cunUL//33H8qWLfvBzvWpKOz3boP8Tm9mZoYxY8YAgMJaBcuWLUNUVBR8fX3lEourV6+Gm5ubwtBTbefWT5gwAdu2bYObmxtOnjxZYGIRyM26Gxsb47fffkNoaKis/O7du5g/fz5MTEwwfvx4uTa9evVClSpVEBkZieXLl8vKxWIxRo8eDSB3XQoiIiIiKsYEARBnvXslpwOH86y32KlK7jFERETFxP379/H69Wu5soyMDEybNg03b95E27ZtmVjUEwa55iIA/PDDD/j7779x8eJFVK9eHT4+PoiLi8Ply5fh4OCgMNQ3MTERMTExiI+PV+hL07n1Bw4cwK+//gogd8HaqVOnKo1xxowZcHNzk72vWbMmFi9ejEmTJsHHxwft27eHmZkZTp48ibS0NPz666+oVq2aXB+mpqbYtm0b2rVrh0mTJmHXrl1wcXHBuXPnEB8fj759+8Lf31+re0hEREREBiI1G6i8XnX9+GDAr3ruBhZERETFwJ49ezBr1iw0bNgQFStWxJs3bxAZGYn4+HjY29trvE4mfTgGm1y0sLDA6dOnsWDBAuzYsQP79+9HmTJlEBAQgHnz5mm0uKt0bv3s2bOxf/9+BAUFwcnJCePGjcOcOXMURiXmnQt/6tQplf0GBATIJRcBYOLEiahWrRoWL16Mc+fOAQC8vLwwbdo0dOvWTWk/zZo1w5UrVzBr1iyEhITIFkadOnUqxo8fD5GB7IBGRERERERE+mPKlClKN6NQ5kNOcyVSpm3btoiMjERoaCiioqKQnZ2N8uXL45tvvsG3335b6N3JqegY5JqLVPS45iJpQ9/WJiL9x2eGtMHnhrRR7J4bcVb+IxcBIPYrjlwsBH17ZrjmIn0MlStXRlxcnFrHMnVAVHwV9nu3wY5cJCIiIiIiIiLtcXAJERUF/hmJiIiIiIiIiIiItMLkIhEREREREREREWmFyUUiIiIiIiIiIiLSCpOLREREREREREREpBVu6EJEREREpO+sTHJ3gwaADZHA/NDcrztUBn7v+O4YIiIioo+MP4EQEREREek7kQiwNs39OlvyrtzW7F05ERERkQ5wWjQRERERkSFJzX73tRUTi0RERKRbTC4SERERERkScda7rzkVmoiIiHSMyUUiIiIiIkOSmje5yJGLREREpFtMLhIRERERGRJOiyYySCKRCJUrV5YrCwkJgUgkQkBAgE5i0kZOTg5mzpwJV1dXmJmZGVz8haFPn9eFCxfQpUsXlClTBjY2NvD29sbWrVu17u/QoUPw9fWFra0tbG1t0apVKxw5ciTfNtHR0ejXrx8cHBxgaWmJunXrYsWKFZBIJEqPr1y5MkQikcrX7du3tY6fdIvzKIiIiIiIDEkqp0UTke6sXLkS8+bNQ7ly5dC7d29YWFigRYsWug7rkxIYGIjPPvsMEokELVu2hL29Pf755x/4+/sjKioKS5Ys0ai/FStWYOLEiTAxMUG7du1gbm6OkydPolu3bli1ahXGjBmj0ObSpUto27Yt0tLS4O3tjcqVK+Ps2bOYOHEiLl68iF27dkEkEik9n7+/v9LykiVLahQ36Q/+NEJEREREZEjyJhe5UzSRwbh16xZMTQ3/3+z+/fsBAOfOnUPVqlV1G8wn6NWrVxg2bBhycnIQGBiI3r17AwCeP3+OFi1aYOnSpejWrRtatWqlVn8xMTGYMmUKzM3Ncfr0aTRt2hQAcOfOHTRr1gwTJ05Ep06dUK1aNVmbrKwsDB48GGlpaVi2bBkmTpwIAEhJSUGHDh2wZ88edOnSReUIz82bN2t9/aSfOC2aiIiIiMiQcFo0EQAgPTsd4kxxvq/07HRdhynj5uYGV1dXXYdRaE+ePAEAJhZ15I8//sCbN2/g5+cnSywCgJOTExYtWgQAWLp0qdr9rVy5Ejk5Ofj6669liUUAqFGjBr7//ntkZ2dj5cqVcm2CgoLw8OFD1KtXT5ZYBAAbGxusXr1a4xjI8DG5SERERERkSMTc0IUIADZe2wibBTb5vjZd26TrMGWUrbmYV3x8PAICAuDk5ARLS0s0aNBA5Rp60r6ys7Mxb948VKtWDZaWlqhVqxY2bXp3zcHBwWjdujVsbW1RunRpfPHFF3j58qVW8QcEBEAkEuHhw4eyGKSv2NhY2XGpqalYsGABPD09YWNjAxsbGzRp0gRbtmxR6LNVq1b5rsH3ft8FOX78OLp27QoHBweYm5ujatWqmDRpktJrll5PSEgIjh07hhYtWsDGxgalS5dG7969NV7/TywWY8aMGahcuTIsLCxQrVo1zJs3D1lZWbK1BouCdB3Evn37KtR17doVFhYW+Pvvv5Gerl5iPb/+pGWHDh1Su02DBg1QtWpV3LhxQ6PPjgwbp0UTERERERkSuWnR/HGePl3DPYfj53M/4+nbp0rrK9hWwDDPYR85Ku28evUKTZo0QUZGBlq1aoWkpCScPn0a/v7+ePDgAWbPnq20Xf/+/WUJRFdXV5w5cwbDhuVec4kSJTBw4EA0adIEHTt2xKVLl/Dnn3/i4cOHOHv2rMbJLum6inv37oVYLJZbN8/GxgYAkJCQgPbt2yMqKgply5aFr68vBEHAxYsXERAQgKtXr2LVqlWydp06dVKacE1JSUFgYCAAwNjYWK34ZsyYgYULF8LMzAyNGjWCs7MzIiMjsXz5chw8eBAXLlyAk5OTQrs9e/Zg3bp18PLyQvfu3REVFYWgoCAEBwfjzJkzqFevXoHnzsjIQLt27RAaGooyZcqgW7duyMjIwC+//IKIiAiV7QICArBlyxbMmjVL5Wf8vsjISAC5Sbz3mZmZoU6dOrh69Sru3LkDDw+PfPt6/fo1Hj16BADw9PRUqK9YsSLs7e0RFxeHN2/ewNbWtsAYpOUPHjxAVFSU0s938eLFuH//PszNzeHu7o5evXrBwcEh31hJv/GnESIiIiIiQ5LKkYtk2ARBQHJGcpH0NaHJBEw9NVVlXVp2GtKy0wp9npLmJYts5Jkyhw4dQvv27REUFARra2sAwJUrV9CmTRvMmzcPPXr0UEjkxMXFoUSJErh7964sMXP69Gm0adMG33//PTIzM7F//3507doVAPDmzRs0a9YM58+fR0hICFq3bq1RjCNGjMCIESMQEhICsVisdN28oUOHIioqCuPHj8fChQthbm4OIHc9wG7dumH16tXo2rUrOnXqBCA3Ifg+QRBk031HjRqFihUrFhjbnj17sHDhQtSpUwdBQUGy9QEFQcDs2bMxd+5cjB8/Hjt37lRou3btWvz+++8YOXKkrM23336LhQsXIiAgANeuXSvw/IsXL0ZoaCi8vb1x4sQJlCpVCgAQGxuLli1b4vHjxwX2oY43b94gOTn3306FChWUHlOhQgVcvXoVcXFxBSYXpYnF0qVLy547Zf0lJiYiLi4OdevWlWuXXwxA7jOqzLRp0+TeT5w4EatWrZIlxsnwMLlIRERERGRIuOYiGbjkjGSUXlj6g59nyskpmHJySpH0lTQ9CaUsShVJX8oYGRlh1apVcgmeRo0aYfTo0Vi4cCHWrl2LP/74Q6HdihUr5EZ8tW7dGp6enrh27RqGDBkiSywCgK2tLb788kuMHz8eZ86c0Ti5WJDr16/j6NGjaNSoEZYtWwYjo3ersDk5OeH3339HgwYNsG7dOllyUZkff/wR+/fvR+vWrRXW+lNl/vz5AIC//vpLbuMRkUiE2bNn4+DBg9i7dy8SExNhb28v17ZZs2ayxKK0zbx587B9+3Zcv34d58+fL3A37N9++w1A7jqD0sQiAFSuXBkzZ86U6z8vZ2dn1KxZUyEmVVJSUmRfW1lZKT1G+gy9fftW7f5U9aWqv4LaqYqhR48eaN26NRo2bAgHBwc8ePAAGzduxMqVKzFixAjY2dnBz8+vwLhJ/3DNRSIiIiIiQ5EjATJy3r234lgBouKgfv36qFmzpkL5wIEDAeTuzPw+U1NTpTsCSzda6dChg8q6+Pj4woSr1MmTJwEAPXv2lEssSknXYAwLC1PZx86dOzF//ny4urpi7969MDEp+HtcQkICIiMjUb16ddSpU0ehXiQSoXnz5sjJyUF4eLhC/YABAxTKTE1NZesJKrv3ecXFxeHp06coW7as0iTkZ599prLtggULcPv2bYwZMybfcxQXv/76K3r16oVKlSrB0tIS7u7uWLp0KdatWwdBEDB9+nRdh0haYnKRiIiIiMhQ5B21CHDkIlEx4eLiorRcul7df//9p1BXtmxZpesRStc/LF++vMq6jIwMbUNVSbp5x/fff69yc5aUlBQkJiYqbR8eHo5hw4ahRIkSOHjwIMqUKaPRee/evavyvGvWrAEApefW5t7nJU3Uqpq+XaJECbnRjIUh/fyA3I1zlBGLxbLzqtufqr5U9VdQO01iAIDhw4fD0dERMTEx3ATGQPFPnUREREREhiLvTtEAk4tkkEqal0TS9KQi7XNDxAZMO5W7jtvi9osxosGIIu2/pHnJIu2vKCgbHahJfVGTSCQAcjd+cXV11ajts2fP4Ofnh4yMDOzevRu1a9fW+Lxly5ZFx44d8z1WVSLRUNja2qJkyZJITk7GkydPlN6nJ0+eAFDvWitVqgQASEpKglgsVrruorL+KlWqhKSkJDx58kTpuo6axADkPquurq5ISEhAfHx8vruqk35icpGIiIiIyFDk3czFSARYqLeLKpE+EYlERb5+4VjvsRAEQfa1uYl5kfb/oana+EJaXq5cuY8Zjlakm3j07NkTkydPVrtdRkYGevbsiadPn2LhwoXo1q2bVue1t7dXuslMQQp7752dnQFA5aYtb9++xevXrzWOS5V69erh7NmziIiIUEguZmVl4caNG7CwsECNGjUK7KtUqVKoVKkSHj16hGvXrilM6378+DESExPh4uIi2ylaGkNkZCQiIiLQpUsXhX6lO2QXtKFMXklJuX9wULWxDOk3TosmIiIiIjIUcpu5mAAfcPdaIkNiYWKBac2nYVrzaQaXWARyN0O5e/euQrl0d+OCNhTRB+3btwcABAUFadRu5MiRuHz5MoYMGaKwi7A6KlSoADc3N9y8eRN37tzRuP3u3bsVyrKzsxEYGAig4Hvv4uKC8uXL49mzZ7h48aJC/Z49ezSOKT/STXr27t2rUHf48GGkp6ejXbt2sLCwKHR/0rLu3bur3ebatWt48OAB6tSpo/YIxOjoaMTExMDKygpubm5qtSH9wuQiEREREZGhyDtykVOiiYoNiUSCsWPHyq1hFx4ejtWrV0MkEuGbb77RYXTqady4Mdq3b48LFy5g9OjRePPmjcIxkZGROH78uOz9okWL8Oeff6Jx48bYsGGD1uf+8ccfIZFI0KdPH1y/fl2h/uXLlyr7P3/+PDZu3ChXNmvWLDx69AgeHh7w8fEp8Pxff/01AGDy5MlITk6WlcfFxWHu3Lkq23377bdwc3PD6tWrCzyH1IgRI2Bra4sDBw5g3759svKEhARZclbZyFE3Nze4ubnh6dOncuXjx4+HsbExfvvtN4SGhsrK7969i/nz58PExATjx4+Xa9OrVy9UqVIFkZGRWL58uaxcLBZj9OjRSmM4evQogoODFeKKiopCv379IAgCRowYATMzM3VvBekRTosmIiIiIjIUYiYXiYqjbt26ITIyEq6urmjZsiWSk5MRHByMrKws/PDDD/Dy8tJ1iGrZtm0bOnXqhLVr12LHjh2oX78+ypUrh+TkZERFReHx48cYP348OnXqBCA3uQYApUuXliXo3rdkyRLY29vne95BgwYhOjoaP//8Mxo2bIj69evD1dUVgiDg/v37iIqKgo2NDUaOHKnQ9ptvvsGIESOwfv16uLq6IioqCtHR0bC1tVV7mvXUqVNx5MgRhIaGwtXVFa1bt0ZGRgaCg4PRtm1bCIKgdIfu+Ph4xMTEqNzkRpkyZcpg48aN6N+/P/r27YtWrVrBzs4Of//9N16/fo1JkyYp3UU8JiYGQO7U6bxq1qyJxYsXY9KkSfDx8UH79u1hZmaGkydPIi0tDb/++iuqVasm18bU1BTbtm1Du3btMGnSJOzatQsuLi44d+4c4uPj0bdvX/j7+8u1CQsLw5w5c+Di4oJ69erBysoKDx48QEREBLKzs9GqVSv88ssvat8H0i9MLhIRERERGYq8Ixet+aM8UXFhZ2eH0NBQTJ8+HSdOnMCbN29Qu3ZtTJgwAQEBAboOT22Ojo64ePEiNmzYgJ07d+LatWu4ePEinJycULVqVYwbNw4DBgyQHS/djCXvaMb3zZ49u8DkIgDMnz8fHTt2xOrVq3HhwgX8+++/sLW1Rfny5fHNN9+gX79+Stv1798fXbp0wc8//4wDBw7A1NQUfn5++Pnnn9XeWMbc3BynTp3CvHnzsHPnThw8eBAVKlTA5MmT8e2336JUqVKws7NTqy919OnTB2fPnsVPP/2E0NBQZGZmonbt2hgzZoxCUk8dEydORLVq1bB48WKcO3cOAODl5YVp06apXAOzWbNmuHLlCmbNmoWQkBBZcnzq1KkYP348RO8t29GxY0c8fvwYV65cwYULF5CcnAxbW1u0aNECgwcPxtChQ5Xufk6GQSRIV72lT5q7uzvEYjG3fSeNSIe1t2nTRseRkKHgM0Pa4HND2ii2z82eGGDUqdyvG5UFjvbVbTzFiL49M+7u7gBy1yIzJBKJRDZCqmbNmh99x2IidQUEBGDLli04ffq00pF+RSU0NBRNmzZFp06dcOzYsQ92HqLCKOz3bn6nJyIiIiIyFFxzkYhIL127dk02ElPqwYMH+OqrrwAAQ4YM0UVYRB8F51IQERERERkKueQif5QnItIXAwcORHJyMurWrQs7Ozs8evQI4eHhyMjIQI8ePTBo0CBdh0j0wfAnEiIiIiIiQ5Ga/e5rjlwkokKaMmWK2puJqLu5yadq7Nix2L17N6KiovDq1StYWFigfv36GDJkCL7++muFNQiJihMmF4mIiIiIDEXe3aKtmVwkosLZu3cv4uLi1Dq2uCUXN2/eXKTXNHr0aIwePbrI+iMyJEwuEhEREREZCk6LJqIixA09iagocEMXIiIiIiJDwWnRREREpGeYXCQiIiIiMhRi7hZNRERE+oXJRSIiIiIiQ8Fp0aTn8m5aIZFIdBgJERGpSxAE2dfabD7E5CIRERERkaFI5chF0m8ikQgmJrmJ7/T0dB1HQ0RE6sjIyAAAGBsbM7lIRERERFSscc1FMgAlSpQAACQlJcmNhiEiIv309u1bAIC1tbVW7TmXgoiIiIjIUOQduWjNH+VJP5UsWRJJSUlISUnBkydPULp0aVhYWMDIiGNbiIj0SU5ODt68eYNXr14BePfHIU3xJxIiIiIiIkPBkYtkACwtLVG+fHk8ffoUKSkpSElJ0XVIRERUgFKlSjG5SERERERU7MmNXGRykfSXra0tTE1NkZycjLdv3yI7O7vgRkRE9NGZm5ujdOnSKFmypFbrLQJMLhIRERERGQ5u6EIGxNLSEpaWlihbtiwEQeD6i0REekYkEmmdUMyLyUUiIiIiIkOQIwHSc969t+KP8mQ4iuoXWCIi0j9cUZeIiIiIyBCkvjetlCMXiYiISA8wuUhEREREZAjEWfLvmVwkIiIiPcDkIhERERGRIci73qIIgIWxzkIhIiIikmJykYiIiIjIEOSdFm1lCnD9OiIiItIDTC4SERERERkC7hRNREREeojJRSIiIiIiQ5A3uWjNnaKJiIhIPzC5SERERERkCPJOi7bmyEUiIiLSD0wuEhEREREZAk6LJiIiIj3E5CIRERERkSFgcpGIiIj0kEEnF9PS0jBz5kzUqFEDFhYWKFeuHIYNG4anT59q3FdSUhLGjx8PFxcXmJubw8XFBRMmTMDr16+VHh8TE4Ply5dj4MCBcHV1hUgkgkgkQmxsrMpzVK5cWXacqlfVqlXl2sTGxuZ7fNmyZTW+ViIiIiIyQHK7RXPNRSIiItIPBvtTSXp6Otq0aYPQ0FA4OzvDz88PsbGx2LRpEw4fPozQ0FCFRJ0qiYmJaNq0Ke7du4eqVauiZ8+eiI6OxsqVK3Hs2DFcunQJZcqUkWuzbt06rFy5UqOY+/bti8TERKV1Z86cQWxsLHx8fJTWOzk5oVOnTgrlJUuW1CgGIiIiIjJQYo5cJCIiIv1jsMnFn376CaGhoWjatClOnjwJGxsbAMCyZcswefJkDBs2DCEhIWr1NWHCBNy7dw+9e/fGrl27YGKSe1vGjRuHVatWYdKkSdi8ebNcm7p162L69Olo1KgRvLy80LFjR8TExOR7niVLligtl0gkqFChAgDg888/V3qMm5ubQgxERERE9AmRSy4a7I/xREREVMwY5LTozMxMrF69GgCwZs0aWWIRACZNmgQPDw+cOXMG4eHhBfYVHx+Pv/76C2ZmZli7dq0ssQgAixcvhoODA7Zt24aEhAS5dsOHD8cvv/yCPn36wMXFpVDX888//yA+Ph7ly5dHmzZtCtUXERERERVTXHORiIiI9JBBJhcvXLiA5ORkuLq6wtPTU6G+b9++AIBDhw4V2Nfx48chkUjg4+MDJycnuTpzc3N0794dOTk5OHr0aNEEr8S2bdsAAIMGDYKRkUF+JERERET0ocmtucjkIhEREekHg5xPERkZCQBo0KCB0nppeVRUVJH0tXHjRrX60kZaWhqCgoIAAEOGDFF53PPnzzFr1izEx8ejZMmSaNy4MXr06AEzM7MPEhcRERER6ZlUTosmIiIi/WOQP5U8evQIAGTrFL5PWh4XF/dR+9LG/v378fbtW3h4eMDDw0Plcbdv38bcuXPlyipVqoQ9e/bA29v7g8RGRERERHokb3LRmiMXiYiISD8YZHIxJSUFAGBlZaW03traGgDw9u3bj9qXNv78808AqjdyMTc3xzfffIPPPvsMtWrVgqWlJaKjozFv3jwcPXoUHTt2xPXr19Ve99Hd3V1p+f379+Ho6Ijg4GDtLoQ+SWKxGAD43JDa+MyQNvjckDaK43Pj+fQFSv//17ce3UN88EudxlPc6NszIxaLZb+LEBER6TMu8KdDCQkJOHXqFIyMjDBo0CClxzg7O2Pt2rXw9fWFo6MjSpQogSZNmuDIkSMYNGgQXr9+jZ9//vkjR05EREREH5txhkT2dY45f4wnIiIi/WCQIxelu0OnpqYqrZf+1bFEiRIftS9N7dy5E9nZ2Wjfvj3KlSuncfvvvvsOO3bswIkTJ9RuEx0drbTc3d0dYrGYu1WTRqR/2edzQ+riM0Pa4HND2iiWz43JMwDpAIA63vWBNlV0Gk5xo2/PDEctEhGRoTDIP3lWqlQJAPDkyROl9dJydaYKF2VfmpLuEp3fRi75qV69OgAgPj6+yGIiIiIiIj0lzruhC9dcJCIiIv1gkMnFevXqAQAiIiKU1kvL89sg5UP0pYk7d+7gypUrsLKyQu/evbXqIykpCQD/qklERET0SUhlcpGIiIj0j0EmF5s3b46SJUvi/v37uH79ukL93r17AQDdu3cvsK9OnTrByMgI586dQ0JCglxdRkYGDh06BGNjY3Tp0qVIYpeSjlrs1auXbGq2pgIDAwEADRo0KLK4iIiIiEhPySUXDXJ1IyIiIiqGDDK5aGZmhjFjxgAARo8eLVsXEQCWLVuGqKgo+Pr6omHDhrLy1atXw83NDd9++61cX87Ozhg4cCAyMzMxatQoZGdny+qmTZuGFy9eYMiQIXB0dCzSa9i+fTsA1btES23YsAG3b99WKN+3bx9mzJgBIPceEBEREVExliMB0nPevefIRSIiItITBvsnzx9++AF///03Ll68iOrVq8PHxwdxcXG4fPkyHBwcsHHjRrnjExMTERMTo3R9whUrViA0NBSBgYFwc3ODl5cXoqOjcePGDVSvXh3Lli1TaBMREYFRo0bJ3sfFxQHIHYlobm4OABgxYgRGjBih0PbixYt48OABypYti3bt2uV7ndu3b8eXX34JDw8P1KhRAxKJBDdv3pQlHKdOnYpevXoVcLeIiIiIyKClZcu/Z3KRiIiI9IRBjlwEAAsLC5w+fRo//vgjrKyssH//fsTFxSEgIAARERGoWrWq2n3Z29sjLCwMY8eORWZmJoKCgpCcnIxx48YhLCwMZcqUUWjz5s0bXL58WfZKT8/due/69euyMlWbxEinRA8cOBDGxsb5xjZy5Ej07dsXqampOHnyJA4dOoQ3b96gd+/eOHXqFBYtWqT2dRIRERGRgcq7mQsAWDO5SERERPpBJAiCoOsgSPfc3d0hFosRGxur61DIgAQHBwMA2rRpo+NIyFDwmSFt8LkhbRS75+ZhMuD9Z+7XIgDPRwMikU5DKm707Zlxd3cHAERHR+s4EiIiovwZ7MhFIiIiIqJPxvs7RTOxSERERHqCyUUiIiIiIn33fnKRiIiISE8wuUhEREREpO9S82zoYm2wezISERFRMcTkIhERERGRvhNz5CIRERHpJyYXiYiIiIj0ndy0aI5cJCIiIv3B5CIRERERkb7jmotERESkp5hcJCIiIiLSd3nXXGRykYiIiPQIk4tERERERPou75qL1kwuEhERkf5gcpGIiIiISN9xzUUiIiLSU0wuEhERERHpO06LJiIiIj3F5CIRERERkb7jhi5ERESkp5hcJCIiIiLSd3IjFzktmoiIiPQHk4tERERERPpOnPnua45cJCIiIj3C5CIRERERkb7jmotERESkp5hcJCIiIiLSd3nXXLTmtGgiIiLSH0wuEhERERHpO45cJCIiIj3F5CIRERERkb6TG7nI5CIRERHpDyYXiYiIiIj0Xd7kIkcuEhERkR5hcpGIiIiISN/JTYvmmotERESkP5hcJCIiIiLSZxIBSOOai0RERKSfmFwkIiIiItJneadEA0wuEhERkV5hcpGIiIiISJ+J308uclo0ERER6Q8mF4mIiIiI9Fne9RZFACyZXCQiIiL9weQiEREREZE+yzst2tIUEIl0FwsRERHRe5hcJCIiIiLSZ3mTi9Zcb5GIiIj0C5OLRERERET6LO+0aGtOiSYiIiL9wuQiEREREZE+yztykTtFExERkZ5hcpGIiIiISJ/JJRc5cpGIiIj0C5OLRERERET6LO+0aI5cJCIiIj3D5CIRERERkT4Tc1o0ERER6S8mF4mIiIiI9JncyEVOiyYiIiL9wuQiEREREZE+E2e++5ojF4mIiEjPMLlIRERERKTPuOYiERER6TEmF4mIiIiI9Fne3aKtmVwkIiIi/cLkIhERERGRPuOai0RERKTHmFwkIiIiItJnqdwtmoiIiPQXk4tERERERPqMyUUiIiLSY0wuEhERERHps7zToq05LZqIiIj0C5OLRERERET6jCMXiYiISI8xuUhEREREpM+YXCQiIiI9xuQiEREREZE+E+dNLnJaNBEREekXJheJiIiIiPRZ3jUXOXKRiIiI9AyTi0RERERE+koiAGl5N3RhcpGIiIj0C5OLRERERET6Ku96iwBHLhIREZHeYXKRiIiIiEhf5Z0SDXDNRSIiItI7TC4SEREREemrvCMXRQAsmVwkIiIi/cLkIhERERGRvsqbXLQ0BUQi3cVCREREpASTi0RERERE+irvtGhrjlokIiIi/cPkIhERERGRvso7cpGbuRAREZEeYnKRiIiIiEhf5R25yM1ciIiISA8xuUhEREREpK/Eme++5shFIiIi0kNMLhIRERER6Su5NReZXCQiIiL9Y9DJxbS0NMycORM1atSAhYUFypUrh2HDhuHp06ca95WUlITx48fDxcUF5ubmcHFxwYQJE/D69Wulx8fExGD58uUYOHAgXF1dIRKJIBKJEBsbq/Icmzdvlh2n7DVgwACVbaOjo9GvXz84ODjA0tISdevWxYoVKyCRSDS+ViIiIiIyEGKuuUhERET6zWAXbklPT0ebNm0QGhoKZ2dn+Pn5ITY2Fps2bcLhw4cRGhqKqlWrqtVXYmIimjZtinv37qFq1aro2bMnoqOjsXLlShw7dgyXLl1CmTJl5NqsW7cOK1eu1Cr2evXqoX79+grljRs3Vnr8pUuX0LZtW6SlpcHb2xuVK1fG2bNnMXHiRFy8eBG7du2CSCTSKhYiIiIi0mNcc5GIiIj0nMH+hPLTTz8hNDQUTZs2xcmTJ2FjYwMAWLZsGSZPnoxhw4YhJCRErb4mTJiAe/fuoXfv3ti1axdMTHJvy7hx47Bq1SpMmjQJmzdvlmtTt25dTJ8+HY0aNYKXlxc6duyImJgYtc7Xs2dPzJ49W61js7KyMHjwYKSlpWHZsmWYOHEiACAlJQUdOnTAnj170KVLFwQEBKjVHxEREREZEO4WTURERHrOIKdFZ2ZmYvXq1QCANWvWyBKLADBp0iR4eHjgzJkzCA8PL7Cv+Ph4/PXXXzAzM8PatWtliUUAWLx4MRwcHLBt2zYkJCTItRs+fDh++eUX9OnTBy4uLkV0ZYqCgoLw8OFD1KtXT5ZYBAAbGxvZPVi6dOkHOz8RERER6RCTi0RERKTnDDK5eOHCBSQnJ8PV1RWenp4K9X379gUAHDp0qMC+jh8/DolEAh8fHzg5OcnVmZubo3v37sjJycHRo0eLJngNHTlyBMC7a8qrQYMGqFq1Km7cuJHvWo9EREREZKA4LZqIiIj0nEEmFyMjIwHkJteUkZZHRUV91L7UFR4ejqlTp+Krr77CrFmzcObMGb2Kj4iIiIj0BEcuEhERkZ4zyD9/Pnr0CABQoUIFpfXS8ri4uI/al7oOHz6Mw4cPy97PnTsXvr6+2LVrl8LoyaKOz93dXWn5/fv34ejoiODgYLX6IQIAsVgMAHxuSG18ZkgbfG5IG8Xluan7KB4O///1nacP8ST4jU7jKc707ZkRi8WwtrbWdRhEREQFMsiRiykpKQAAKysrpfXS/wm/ffv2o/ZVEGdnZ8yePRvXrl1DcnIynj17hoMHD8LNzQ1nzpxBt27dkJOTo7P4iIiIiEi/mKRLZF/nmBvkj+5ERERUzBnkyEVD1bFjR3Ts2FH23tbWFt27d0fr1q3RsGFDXL16Fbt378bAgQM/WAzR0dFKy93d3SEWi9GmTZsPdm4qfqR/2edzQ+riM0Pa4HND2ig2z83CPQBSAQC1vOqiVpsauo2nGNO3Z4ajFomIyFAY5J8/pbtDp6amKq2XTmkoUaLER+1LWzY2Nhg3bhwA4MSJE3oXHxERERHpCNdcJCIiIj1nkMnFSpUqAQCePHmitF5a7uLi8lH7Kozq1asDAOLj4+XK9SU+IiIiItIBJheJiIhIzxlkcrFevXoAgIiICKX10nIPD4+P2ldhJCUlAVCc/qAv8RERERGRDqRmv/vaiisaERERkf4xyORi8+bNUbJkSdy/fx/Xr19XqN+7dy8AoHv37gX21alTJxgZGeHcuXNISEiQq8vIyMChQ4dgbGyMLl26FEnsqgQGBgIAGjRoIFfetWtXAO+uKa9r167hwYMHqFOnDipXrvxB4yMiIiIiHeDIRSIiItJzBplcNDMzw5gxYwAAo0ePlq07CADLli1DVFQUfH190bBhQ1n56tWr4ebmhm+//VauL2dnZwwcOBCZmZkYNWoUsrPf/XV42rRpePHiBYYMGQJHR8dCx71gwQIkJibKlWVlZWHOnDnYs2cPLC0tMXToULn6Xr16oUqVKoiMjMTy5ctl5WKxGKNHjwYATJ48udCxEREREZGekQjvjVxkcpGIiIj0j8HOrfjhhx/w999/4+LFi6hevTp8fHwQFxeHy5cvw8HBARs3bpQ7PjExETExMQprGgLAihUrEBoaisDAQLi5ucHLywvR0dG4ceMGqlevjmXLlim0iYiIwKhRo2Tv4+LiAOQmA83NzQEAI0aMwIgRI2THfPfdd5gzZw68vLxQsWJFvHnzBtevX8d///0HCwsLbNu2DeXLl5c7j6mpKbZt24Z27dph0qRJ2LVrF1xcXHDu3DnEx8ejb9++8Pf31/5GEhEREZF+SsuWf89p0URERKSHDHLkIgBYWFjg9OnT+PHHH2FlZYX9+/cjLi4OAQEBiIiIQNWqVdXuy97eHmFhYRg7diwyMzMRFBSE5ORkjBs3DmFhYShTpoxCmzdv3uDy5cuyV3p6OgDg+vXrsrL3N2GZOXMmWrZsicePH+PAgQMIDg6GlZUVvvrqK1y/fh29e/dWGl+zZs1w5coV9OnTB/fu3cPBgwdRpkwZLFu2DLt27YJIJNLgzhERERGRQcg7JRrgyEUiIiLSSyJBEARdB0G65+7uDrFYjNjYWF2HQgYkODgYANCmTRsdR0KGgs8MaYPPDWmjWDw3sclAoz/fvX8+GjDiH5U/FH17Ztzd3QEA0dHROo6EiIgofwY7cpGIiIiIqFh7fzMXJhaJiIhIDzG5SERERESkj/Ju5mLN9RaJiIhIPzG5SERERESkj94fuUhERESkh5hcJCIiIiLSR3lHLnKnaCIiItJTTC4SEREREekjjlwkIiIiA8DkIhERERGRPhIzuUhERET6j8lFIiIiIiJ9xGnRREREZACYXCQiIiIi0kecFk1EREQGgMlFIiIiIiJ9xOQiERERGQAmF4mIiIiI9FHeNRetmVwkIiIi/cTkIhERERGRPuKai0RERGQAmFwkIiIiItJHnBZNREREBoDJRSIiIiIifcTkIhERERkAJheJiIiIiPQRp0UTERGRAWBykYiIiIhIH6VyQxciIiLSf0wuEhERERHpI06LJiIiIgPA5CIRERERkT7itGgiIiIyAEwuEhERERHpI45cJCIiIgPA5CIRERERkT4Sc81FIiIi0n9MLhIRERER6RuJ8N60aCYXiYiISD8xuUhEREREpG/SsuXfc81FIiIi0lNMLhIRERER6Zu86y0CHLlIREREeot/AiUiIiIiUkZ4b2ry+3Vp2YClCSASFX3dyzT5OomQuwajlZJ2RERERDrE5CIRERERkTKp2UDl9bqOIlfV33P/G/sVN3chIiIivcJp0URERERERERERKQVJheJiIiIiIiIiIhIK5wWTURERESfrvzWVRRnftxYiIiIiAwQk4tERERE9OnSp3UViYiIiAwQp0UTERERERERERGRVphcJCIiIiIiIiIiIq1wWjQRERERFW/5rauYmvVxYyEiIiIqZphcJCIiIqLirbDrKt4cBliZypcJApCWDViaACLRh6+TsuKP70RERKRf+NMJEREREVF+rEwBa1PFchsz1W0+RB0RERGRHuKai0RERERERERERKQVjlwkIiIiKu7yW3NQyiqfqbhERERERCowuUhERERU3Kmz5qCydQWlNE086iKZ+d45jdIluV+Is4Dk9ILbF3T9RERERKQUf1IiIiIiIqD2RtV1miYeP3YyU8k5W8m+uq1ee1XrKhIRERFRvphcJCIiog+DU3GLD00Tj6lZRd+nFJ8ZIiIiIr3C5CIRERFpL78EYmpW/gkkAIj9iqPFikpBn8WHUtBnXNR9qko8fshrJCIiIiKVmFwkIvqUcCQZFTV1pr/m2z6fhBCfRc0U9rMwFIVJZnJdRSIiIqIix5+iiIiKm8KOJON0RPqY8nseOaqRihrXVSQiIiIqckwuEhEVN4UdvfSx1kHjKErV8rs3ggCkZQOW+dybD7wLrxxORSUiIiIi+qQxuUhEROrTNPH4XiLMKF2SWy7O4np8+SlsgvgD78L70fx/4lLuuZFi4lmROPPjxkJEREREBCYXiYioqKixDlor2Ve3P2AgWipOIym1GX0qCLn/VXZ9uhqd+P/X0UpWkOe5YeJZO6p2dv4Qm7IQERER0SeByUUiItJfypJahZkWrE87GxennX11gRvBaEfZmoNWJrnPtjKFTTzqIpn5/+cMOXMGANDK1/ddHTdtISIiIipy/AmLiIj0l7YJCFWj8/RphNansrPvh/KxNoIpTiNaVRGJVN+vwiYeP3YyM885JRZGue8/xRGuRERERB9RkSQX79y5g8TERFStWhVly5aVlW/cuBHnz59X2qZLly7o27dvUZyeiIhI3odKIGo6kjK/uk9pI5SPPXqtKEc1qpMELuo1LvVpAx1tE495jynKPvXpDwREREREBKAIkotv375Fs2bNYGxsjH///Veu7ty5c9iyZYvSdgcPHkTHjh1RokSJwoZARET0cTCpoVpRJ9gKo5AbD8lRJ5mn7Q7rgPJ786E39Ckq+SUJP1Sf2iY0iYiIiOiDKfRPX7t27cKrV6+wcuVKODo6KtSLRCLs2LFDruzKlStYtmwZdu7ciZEjRxY2BCIiyuvh64KP4aYOVNSUTX/N9/gPPDVWlY/9jBd0PlX/FgtD08/CkHyIhCYRERERFUqhk4tHjhyBubk5hg8frvKYzz77TO5979698b///Q9HjhxhcpGIqCgJAjDv0rv35WyAf/oDlkrWPHt/tJSukj30aWKSKBf/XRERERGRgSt0cvH69evw8vKClZWV2m1MTU1Rt25dXL9+vbCnJyKivE7FAsGP3r2f1wKwV/P784fc1CE/HEWpmjZTeD/CLrxKcSoqEREREdEnqdC/CTx//hxNmjRRWufu7o42bdoorStXrhzCw8MLe3oiIpJKzwa+z7OJlk8FoLtr0fStbeLxvURYyJkzAIBWvr7y7Q15p90PSdX0VhszFcd/nF14P7j3rkPuuWHiORcTvURERESkJwr906dIJEJOTo7SuilTpmDKlClK6yQSSWFPjbS0NCxYsAA7d+7Eo0ePUKZMGXTq1Anz5s1D+fLlNeorKSkJs2fPxv79+/Hs2TOULVsWvXr1wuzZs1GqVCmF42NiYnD06FGEhYUhLCwMDx48AAA8fPgQlStXVnqO8PBwHDp0CCdPnsTNmzeRmpoKJycn+Pr6Ytq0afDw8FBoExsbiypVqqiM28nJCc+ePdPoWomoGFC2m+yaCCA2OfdrIwA/tfg4SbuCprfmSYRJLIxyv9Dn6bCGPJKyMLvwCsK7PlT5WEmr967DIJ6bj604r6tIRERERAal0L8lODo64v79+xq3u3fvHhwcHLQ+b3p6Otq0aYPQ0FA4OzvDz88PsbGx2LRpEw4fPozQ0FBUrVpVrb4SExPRtGlT3Lt3D1WrVkXPnj0RHR2NlStX4tixY7h06RLKlCkj12bdunVYuXKl2vFmZ2fDy8sLAFCmTBk0a9YM1tbWuHbtGrZv3449e/Zg+/bt6Nu3r9L2Tk5O6NSpk0J5yZIl1Y6BiIqRgnaTlQBwMeDvDxqMhlSgTiJQn3Y2NuSdfXWBa4MSEREREemVQv/W4u3tjcDAQMTFxcHFxUWtNg8fPkRkZKTKRJo6fvrpJ4SGhqJp06Y4efIkbGxsAADLli3D5MmTMWzYMISEhKjV14QJE3Dv3j307t0bu3btgolJ7m0ZN24cVq1ahUmTJmHz5s1yberWrYvp06ejUaNG8PLyQseOHRETE5PveRo1aoTvv/8e3bp1g7GxMYDcEZwzZ87E/PnzMWzYMLRq1Qr29vYKbd3c3BRiICIqtjQYDamgoBF60mP0ZSo2R6BpRldJUkMe0UpERERE9AEVOrnYv39/7NmzB2PHjsWBAwcgKuCXNUEQMHbsWADAgAEDtDpnZmYmVq9eDQBYs2aNLLEIAJMmTcKWLVtw5swZhIeHo2HDhvn2FR8fj7/++gtmZmZYu3atLLEIAIsXL8bOnTuxbds2LFq0CI6OjrK6/HbHVsbExARhYWEK5UZGRpg3bx727t2LmJgYHDlyBP7+/hr1TUREeXyI5JO2IykLGmUp7ZuKxocc1agsCVxQIvtDbHaU99xERERERHqg0D+Z9unTB97e3jhy5Ai6deuGX3/9Fa6uyjcQuH//PsaOHYsTJ06gcePG6NWrl1bnvHDhApKTk+Hq6gpPT0+F+r59+yIqKgqHDh0qMLl4/PhxSCQS+Pj4wMnJSa7O3Nwc3bt3x8aNG3H06FEEBARoFW9BRCIRPDw8EBMTg//++++DnIOIiAqhMCMp86ujolVEGw+pbK/J+Qo6pzqJR45qJSIiIiIDUCR/9g4KCkLLli1x7Ngx1KxZEw0aNICnp6dsem9iYiKuXbuGiIgISCQSuLq6Yt++fVqfLzIyEgDQoEEDpfXS8qioqCLpa+PGjWr1VRjSDWHKli2rtP758+eYNWsW4uPjUbJkSTRu3Bg9evSAmRl/aTUIyjbfeJ8+TdMkIipuCpMg/hDnVHf6PhERERGRniuSn1qdnZ0RERGBqVOnYsuWLbh69SquXr0qmyIt/P8OlObm5ggICMDChQtha2ur9fkePXoEAKhQoYLSeml5XFzcR+1LW+fPn0d4eDjMzMyUbtoCALdv38bcuXPlyipVqoQ9e/bA29tb7XO5u7srLb9//z4cHR0RHBysfuCkNqN0CVr53873mJAtbu92RDUQYrEYAPjc6IBRugStCjgm5MwZvXum+MyQNvjckDb43JCm9O2ZEYvFsLa21nUYREREBSqyP4mXKFECv/32G+bPn4/Tp08jMjISL1++BADY2dmhXr16aN26Nezs7Ap9rpSUFACAlZWV0nrp/4Tfvn37UfvSxps3bzBs2DAAwMSJE+Hs7CxXb25ujm+++QafffYZatWqBUtLS0RHR2PevHk4evQoOnbsiOvXr6u9mQ4REREREREREVFRKfL5NnZ2dujbt2+BO0E/f/4cGRkZqFSpUlGHYDBycnIwePBg3L17F97e3gojE4HcUaFr166VK2vSpAmOHDmCwYMHY8eOHfj555+xfv16tc4ZHR2ttNzd3R1isRht2rTR/EKoYOIsAPmPXGzVqFn+C/fr4ZRp6V/2+dzoQOh/KPCZ8vXVu/Xa+MyQNvjckDb43JCm9O2Z4ahFIiIyFDpbzKdnz564cuUKsrMLWIdOCenu0KmpqUrrpVMaSpQo8VH70tQ333yDw4cPo2bNmjhy5IjG6yd+99132LFjB06cOFHksZEO5Lewf+xXepckIh0SBGDOhXfvq5UCjvcFTIzlj+N6bURERERERPSB6fQ3T+lajJqSjnZ88uSJ0nppuTpThYuyL03MmDEDGzZsQMWKFXHq1CnZ5jeaqF69OgAgPj6+SGMjIj23Jwa4+vzd+198gZIWuouHiIiIiIiIPln6tdK/murVqwcAiIiIUFovLffw8Piofalr0aJFWLhwIRwdHXHq1ClUrFhRq36SkpIAcMoE0SflbSYw5+K7912rAr7afQ8hIiIiIiIiKiyDnDPXvHlzlCxZEvfv38f169dRv359ufq9e/cCALp3715gX506dYKRkRHOnTuHhIQEODo6yuoyMjJw6NAhGBsbo0uXLkUS+4YNGzB9+nSUKlUKJ06cQM2aNbX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", 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" ] @@ -270,12 +272,12 @@ "id": "f0174458", "metadata": {}, "source": [ - "# Plot 2Q error distribution for each backend" + "# Extract and plot 2Q error distribution for each backend" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "id": "fd574bf3", "metadata": {}, "outputs": [], @@ -305,13 +307,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 147, "id": "a01df685", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -344,12 +346,12 @@ "id": "6efe01a6", "metadata": {}, "source": [ - "# Plot 1Q distributions for each backend" + "# Extract and plot 1Q distributions for each backend" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "id": "6165042d", "metadata": {}, "outputs": [], @@ -362,40 +364,77 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 207, "id": "533b661a", "metadata": {}, "outputs": [], "source": [ - "def get_1q_distributions(backends, backend_names, prop_ind=0):\n", + "def get_1q_distributions(backends: Dict, backend_names: List[str], prop_ind: int=0, date: datetime=None, qubits: List=None) -> Dict:\n", + " \"\"\"\n", + " Get 1Q distribution of backends from a specified index prop_ind\n", + " \n", + " Args:\n", + " backends (Dict): dictionary containing all backends, keys are backend names\n", + " backend_names (List[str]): list containing properties info\n", + " prop_ind (int): index representing which property to plot\n", + " date (datetime): date to retrieve data from\n", + " qubits (List): list of qubits to retrieve information from, if None, this defaults to all qubits on a device\n", + "\n", + " Returns:\n", + " oneqprops (Dict): dictionary of 1Q distribution for all backends, keys are backend names\n", + " \"\"\"\n", " oneqprops = {}\n", " for machine in backend_names:\n", " backend = backends[machine]\n", - " nq = backend.configuration().n_qubits # number of qubits\n", + " if qubits is None:\n", + " nq = range(backend.configuration().n_qubits) # number of qubits\n", + " else:\n", + " nq = qubits\n", "\n", " # Extract 1Q properties\n", " props = []\n", - " for qnum in range(nq):\n", + " for qnum in nq:\n", " if prop_ind==0:\n", - " props.append(backend.properties().t1(qnum))\n", + " if date is None:\n", + " props.append(backend.properties().t1(qnum))\n", + " else:\n", + " props.append(backend.properties(datetime=date).t1(qnum))\n", " elif prop_ind==1:\n", - " props.append(backend.properties().t2(qnum))\n", + " if date is None:\n", + " props.append(backend.properties().t2(qnum))\n", + " else:\n", + " props.append(backend.properties(datetime=date).t2(qnum))\n", " elif prop_ind==2:\n", - " props.append(backend.properties().gate_error('sx',qnum))\n", + " if date is None:\n", + " props.append(backend.properties().gate_error('sx',qnum))\n", + " else:\n", + " props.append(backend.properties(datetime=date).gate_error('sx',qnum))\n", " elif prop_ind==3:\n", - " props.append(backend.properties().readout_error(qnum))\n", + " if date is None:\n", + " props.append(backend.properties().readout_error(qnum))\n", + " else:\n", + " props.append(backend.properties(datetime=date).readout_error(qnum))\n", " else:\n", " raise ValueError('Not a valid property selection, prop_ind must be < %d'%len(prop_list))\n", " oneqprops[machine] = props\n", " return oneqprops\n", "\n", - "def plot_1q_distribution(backend_names, oneqprops, prop_list, prop_unit, prop_ind=0):\n", + "def plot_1q_distribution(oneqprops: Dict, prop_list: List[str], prop_unit: List[str], prop_ind: int=0) -> None:\n", + " \"\"\"\n", + " Plot 1Q distribution of backends\n", + " \n", + " Args:\n", + " oneqprops (Dict): dicitonary containing data of all backends, keys are backend names\n", + " prop_list (List): list containing properties info\n", + " prop_unit (List): list containing unit info\n", + " prop_ind (int): index representing which property to plot\n", + " \"\"\"\n", " # Plot the distribution\n", " fig, ax = plt.subplots(1, 1, figsize=(6, 4))\n", " legend = []\n", - " for i, machine in enumerate(backend_names):\n", - " #errors = [x for x in oneqprops[machine] if 0" ] @@ -431,18 +470,18 @@ "source": [ "# Plot T1 distribution\n", "oneqprops = get_1q_distributions(backends, backend_names, prop_ind=0)\n", - "plot_1q_distribution(backend_names, oneqprops, prop_list, prop_unit, prop_ind=0)" + "plot_1q_distribution(oneqprops, prop_list, prop_unit, prop_ind=0)" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 166, "id": "ff7ab76a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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XfXzGoYHPOTiUlpbyOQEIKqwU8RPrCpHNmzf7eSaoSk5OjiQpLS3NzzNBbeEzrvv4jOs+PuPQwOccHLp37+7vKQCAW1gpAgAAAAAAQhKhCAAAAAAACEmEIgAAAAAAICQRigAAAAAAgJBEKAIAAAAAAEIS3Wd8yGQyyWQySbK0KwsPD/fvhAAAAAAACGGEIj6UlZWliRMn2l4nJCT4cTYAAAAAHCkrK1NZWZm/pwGgCmFhYQoLC6vxfQhFfCgzM1Pp6emSpMGDB7NSBAAAAAgQZ86c0YkTJ3Tq1CmdO3fO39MB4IIGDRqoadOmatKkierV86w6CKGID8XGxio2NlaSFBER4d/JAAAAAJAknTx5UgcOHPD3NAC4qbi4WD///LPOnj2rFi1aeLRyhFAEAAAAQMg6c+aMLRAxGAxq2rSpoqKiPP5bZwC+cf78eZ08eVK//PKLTCaTGjVqpMaNG7t9H0IRAAAAACHrxIkTkiyBSJs2bbxSowBA7atXr57i4+N17tw5FRYW6tSpUx6FIsSfAAAAAELWqVOnJElNmzYlEAGCUExMjCSpqKjIo+sJRQAAAACEpLKyMltR1aioKD/PBoAnGjRoIMmyncaTrlGEIgAAAABCUvlfoKghAgSn8iu8CEUAAAAAAABcRCgCAAAAAABCEt1nAAAAgGBgLpGmbpIKTFJSrDSmh2SI9PesACCosVIEAAAACHTmEmnEXOn576TpWyxfR8y1jAO1ICwsTB06dLAbW7p0qcLCwpSenu6XOQWL9PR0hYWFaenSpf6eClxAKAIAAAAEuqmbpM1H7cc2H7WMA3CIEAeuYPuMD5lMJplMJklSaWmpwsPD/TshAAAABIcCk3vjQA1t3bpVERER/p5GUHrhhRf05JNPql27dv6eClxAKOJDWVlZmjhxou11QkKCH2cDAACAoJEU6944UENdu3b19xSCVsuWLdWyZUt/TwMuYvuMD2VmZqqgoEAFBQXq1KmT4uPj/T0lAAAABIMxPaTuzezHujezjAO1wFFNkfIOHTqk9PR0JSYmKjo6Wj179tSHH35Y5b3OnTunSZMmKSUlRdHR0erWrZumTp1qOy8nJ0eDBg1S48aN1bRpU91xxx06duyYR/NPT0/XoEGDJEkffPCBwsLCbP9MmDDB7tyVK1dq5MiRSkhIUIMGDdShQwdlZGTo4MGDle47bdo02z127NihW2+9VYmJiapXr57mzZtne7ajmiIdOnRQWFiYJOm9997TpZdequjoaLVo0UL33nuvbVdBRceOHdPjjz+uTp06KSoqSnFxcRo6dKi+/vprj342sMdKER+KjY1VbGysJLEUDQAAAK4zREoLR9F9BgGhsLBQ/fr1U3FxsQYOHKjjx49ryZIluvPOO/XTTz9VCh2sRo8ebQs+kpOTtWzZMo0dO1aSFBMTo9tuu039+vXTkCFDtHLlSk2fPl0FBQX69ttvbWGCq1JTU/Xzzz9r0aJFSk5OVmpqqu3YZZddZvv+o48+Unp6us6fP68BAwaobdu2Wr9+vd566y3NnTtXS5cudbhqZvv27erTp4/i4+M1aNAgHT9+3OXf8caPH6/XX39dAwcOVEpKilasWKF33nlHW7du1bJly+ze64EDB3T11Vfrp59+Urt27XTjjTfqyJEj+s9//qNFixbp1Vdf1cMPP+zWzwb2CEUAAACAYGCIlMb19Pcs4AVms5SdLeXnSykpUkaGZDD4e1auW7Bgga677jp99tlnatSokSRpzZo1SktL06RJk3TDDTeoZ0/7f1f37NmjmJgY7dy501ZGYMmSJUpLS9Nf/vIXlZSUaN68eRo+fLgk6eTJk7ryyiuVm5urpUuX2lZ9uOruu+9WSkqKFi1apNTUVE2bNq3SOfv27dM999wjSZo/f75uuOEGSdKFCxf06KOPKisrS3/84x+1Zs2aStfOnDlTDz74oLKystyuFTl9+nRt3LhRXbp0kSQdPXpU/fv31/Lly20/E6v77rtPP/30k37/+99r6tSpioy0BKG5ubkaMmSIHn/8cQ0aNMgu6IF72D4DAAAAAD5iNkupqdITT0jvvmv5mppqGQ8W9erV0xtvvGELRCSpT58+euCBB3ThwgVlZ2c7vC4rK8uuruKgQYN0+eWX69ChQxo2bJgtEJGkxo0b2wKLZcuW1cr7eO+993TmzBmNHj3aFohIlvf34osvqlWrVlq7dq1WrFhR6dqEhARNnjzZo+YZkyZNsgUiktSsWTPdd999kqRvv/3WNv7TTz9p4cKFMhgMeuONN2yBiGRZCXPffffp/Pnz+te//uX2HHARoQgAAAAA+Eh2tpSXZz+Wl2cZDxaXXXaZ3S/1Vrfddpskafny5ZWORUREaODAgZXGO3bsKEkaPHiw02OHDh2qyXSdss7zD3/4Q6VjDRo00C233GJ3Xnm//vWv1bBhQ4+e6+i9du7cWZL9e83NzZUkDR06VHFxcZWu+eMf/+h0fnAdoQgAAAAA+Eh+vnvjgah9+/YOx62FWR0VKG3RooXDVRWG/+4bat26tdNjxcXFnk61StZ5Oisoax0/cOBApWM1abfbpk2bSmMxMTGS7N9rTeYH1xGKAAAAAICPpKS4N15X1KtX9a+e1R33h6qKu0ZFRXl8X2+9V3eLz8KxwPs3DwAAAPAHc4n0xnrpkRzLV3OJv2eEOigjQzIa7ceMRst4sNizZ0+V461atfLldDxmnaez97N7925Jjlex+EKgz6+uIBQBAAAAzCXSiLnS899J07dYvo6YSzACrzMYpNxcafJk6U9/snzNzQ2u7jMbNmzQzp07K43PnDlTkuza3/qTtTDpuXPnHB6/6qqrJEkff/xxpWMlJSX69NNP7c7zNevP8auvvpLJZKp0/KOPPpLkv/nVFYQiAAAAwNRN0uaj9mObj1rGAS8zGKTx46V33rF8DaZARLK0rB03bpxOnz5tG1u3bp3efPNNhYWF6f777/fj7C6yrrTYvn27w+N33XWXoqOjNXPmTH3++ee28QsXLujpp5/WgQMH1KtXLw0YMMAn862oY8eOGj58uE6dOqWHHnpIpaWltmMrV67UW2+9pfDwcD3wwAN+mV9dUd/fEwAAAADcYi6xhBUFJikpVhrTQzJEVndV1QpM7o0DIWzEiBHKy8tTcnKyrr76ap04cUI5OTkqLS3VM888o969e/t7ipIshUgvvfRSrV27Vn379lX37t0VHh6uG264QTfccIPatWunKVOmKD09Xddff70GDBigtm3bav369dq+fbsSExNtqzH8ZcqUKbrqqqv04YcfatmyZerfv7+OHDmipUuX6vz583rllVd02WWX+XWOwY5QBAAAAMHDus2l/KqOOTukhaNqFowkxbo3DoSw+Ph4rVq1Sk888YQWLVqkkydP6pJLLlFmZqbS09P9PT07c+bM0eOPP67ly5dr3bp1unDhgtq0aaMbbrhBkqWtbXJysl588UV99913Wr16tVq2bKn7779ff/nLX/xer6N169Zas2aNXnjhBc2bN09z585Vw4YNde211+rRRx912N4X7gkrKysr8/ckQlH37t0lSZs3b/bzTFCVnJwcSVJaWpqfZ4Lawmdc9/EZ1318xqHB9jlvjrXU+6jor1dK43p6/gBHYUv3ZjUPW0JMsP0Z98KFC7atFV26dAnIDigAqlbT/45ZKQIAAIDgUVvbXAyRlgDE29tyAAABjVAEAAAAvlPTeiC1uc3FEFmz1SYAgKBDKAIAABAqXAkk3Akt3A04vFEPZEwPyzUVt7mM6eHa9QCC1mOPPaajR49Wf6KkadOm1e5kUGcQiviQyWSy9ZcuLS1VeHi4fycEAADqjuoCClcCCXdCC08Cjqra3rq6QoNtLkDImj17tvbs2ePSuYQicBWhiA9lZWVp4sSJttcJCQl+nA0AAKgzXAkoXAkk3AktPAk4vFUPJMS3uZjNUna2lJ8vpaRIGRmSweDvWQG1b/fu3f6eAuogQhEfKt+iavDgwawUAQAA3uFKQOFKIOFOaOFJwEHb2xozm6XUVCkv7+LYjBlSbi7BCAB4gp5TPhQbG6sOHTqoQ4cOioiIoOUXAABwj7lEemO99EiO5au5xDLuSkDhSiDhTmjhScAxpoel/kd51ANxS3a2fSAiWV5nZ/tnPgAQ7FgpAgAAUFuc1fmoqv5HVdc42yLjSkDhSoFSd4qYelLwlHogNZaf7944AKBqhCIAAADuchRcSPZjo7tIv1tQOcT45HrH4wtHWb53FnxUtUXGlYDClUDCndDC04AjxOuB1FRKinvjAICqEYoAAAC4w9GKjVnbpTBJW49dHJuyQTp82v7azUelh3KchxvW7x0dq2qLjKsBhSuBhDuhBQGHz2VkWGqIlN9CYzRaxgEA7iMUAQAAcIejFRvbjlU+r2IgYrXnhOPxqgqUWoMOR6zjBBQhwWCwFFWl+wwAeAehCAAAgDvcbR9bUfsmUr6De1RVoNS68sPdGh6okwwGafx4f88CAOoGQhEAAAArV2qFtHLjr+QTG9qvGOneTHo9rXJNkfLhhrPggyKlPmM2sxIDAEIFoQgAAKgbKgYao7tYan2487piWOGoVkjXeKlbfOWxiud1b2Ypqlr+Ga6EG1UdY4tMrTObpdRU+5odM2ZYtqwQjABA3UMoAgAAgtN/Q5AuKw7qbFx9acIc+1DipdXS2fOuv3ZUGNVRrZBtx6Qnr5Bu6VL1ihJrmOEoxKgq3CD48KvsbPtARLK8zs5mywoA1EX1/D0BAAAAl5hLpDfWS4/kSK+skX4zR3r+O7VebFLyp0ftAxHJPvBw5bWzwqiOHDhlCS5eTbN8NUReDDPKj6FWmc3SSy9J99xj+Wo21/ye+fnujQN1VVhYmDp06GA3tnTpUoWFhSk9Pd0vc6pN06ZNU1hYmCZMmODvqWjgwIEKCwvT7t27/T0Vt3Xo0EFhYWH+noZbWCkCAAACn6M2uP5UVVFU+ERtbXNJSXFvHAAQ3FgpAgAAAp+jNri1IbGh/Wtr/ZDy6PgSEKra5lITGRmS0Wg/ZjRaxoFQsnXrVi1evNjf0wBqHStFAABAYCpfOHWzg9oe1YkKt98iU91rZ4VRJTq+BKDa2uZiMFhWm9B9BqGua9eu/p4C4BOsFAEAAL5VsTbIy987/v6/NUM0fYu0/nD19+0aLz3RV/rjJdJfr5TW3mH56urrhaOkxEbUCgkStbnNxWCwFFV95x3LVwIRhCJHNUXKO3TokNLT05WYmKjo6Gj17NlTH374YZX3OnfunCZNmqSUlBRFR0erW7dumjp1qu28nJwcDRo0SI0bN1bTpk11xx136NgxD0Lxcr777jvdeOONat++vRo0aKAWLVqob9++evLJJ2V2Uoho7969+v3vf6+EhARFR0erd+/eWrBggdNnbN26Venp6Wrbtq0aNGigxMRE3Xrrrdq8eXOlc8vXLtmxY4duvfVWJSYmql69epo3b16l8z/66CP16tVLDRs2VPPmzXXnnXfqwIEDlc6bMGGCwsLCNG3aNH3//fcaMWKE4uPjFRYWpg0bNtjOmz59ulJTU9W4cWM1bNhQl156qV544QWdPXvW4Xs7ffq0Jk2apB49eig6OlpNmjTR1VdfrZkzZzr9eTiyf/9+XXLJJQoLC9NLL71kGy8rK9PHH3+stLQ0NW3aVFFRUerWrZsmTJig06fdqPVVA6wUAQAAtav8io/WMdL8/MpFUT3RNV4amawDa3foTGKkUv5+Y+XAomIXl+peI2hkZFhqiJTfQsM2FwSNii3Eg2wFWmFhofr166fi4mINHDhQx48f15IlS3TnnXfqp59+clqsdPTo0bbgIzk5WcuWLdPYsWMlSTExMbrtttvUr18/DRkyRCtXrtT06dNVUFCgb7/91qPinQsWLNCNN96osrIy9e3bV1deeaVMJpN27typyZMn67777pOhQuq5e/du9enTRzExMbr22mu1d+9erVy5UjfeeKO+/PJLDR482O78efPm6dZbb1VxcbEuu+wy9evXT/v27dOsWbO0YMECffnll7r66qsrzW379u3q06eP4uPjNWjQIB0/flwRERF257z88svKzs7WVVddpZEjR2rVqlX68MMPlZOTo5UrV6pNmzaV7vvtt9/qnnvuUefOnTV48GAdPHhQ9epZ1kLce++9eueddxQVFaW0tDQ1bNhQS5cu1dNPP60FCxboP//5jxo2vLiN9NSpUxo0aJDWrVunhIQEjRgxQkVFRcrJydHy5cu1cuVKvf7669V+Djt27NDgwYO1f/9+vfvuu7r77rslSRcuXNDtt9+ujz/+WAaDQb1791bTpk21du1aTZw4UV9++aWWLl2q6Ojoap9RE4QiAADAcxUDj7Iy6aD54vd7TkpL9rrX2aUqPZtbtrmU+yVie47lb/pSgugXCtQc21wQtBwVjp6zw7JaLUj+d2zBggW67rrr9Nlnn6lRo0aSpDVr1igtLU2TJk3SDTfcoJ497UPnPXv2KCYmRjt37lRCQoIkacmSJUpLS9Nf/vIXlZSUaN68eRo+fLgk6eTJk7ryyiuVm5urpUuXatCgQW7P8+WXX9aFCxc0e/Zs3XTTTXbH1qxZo/j4+ErXfPDBB3r00Uf10ksv2cKErKwsPfzww/rb3/5mF4rs3r1bt99+uyIiIrRw4UL9+te/th376quvdMMNN+j2229Xfn6+IiPtP9uZM2fqwQcfVFZWlsLDwx3Of8qUKVq4cKF+85vfSJJKS0s1ZswY/d///Z8efPBBhytLpk6dqsmTJ2t8hR7ic+bM0TvvvKNWrVpp6dKl6tSpkyTpxIkTGjFihHJzc/XXv/5VL7/8su2ap59+WuvWrdOgQYM0f/58xcTESJK2bduma665Rv/85z913XXXacSIEQ7nL0nr16/X0KFDdfLkSc2aNUujRo2yHXvllVf08ccfa+DAgfr444/VokULSVJJSYkyMjL0v//7v5o4caJefPFFp/f3BrbPAAAAz1j/YG/d4vLiamny9/bfz9zmvUBEkkaksI0FNmxzQVByVDh681HLeJCoV6+e3njjDVsgIkl9+vTRAw88oAsXLijbScXjrKwsWyAiSYMGDdLll1+uQ4cOadiwYbZARJIaN26se+65R5K0bNkyj+Z55MgRSbILK8rP1/pLfnlJSUn6xz/+YQtEJOnBBx9U06ZNtWrVKpWUlNi9n6KiIr3wwguVnjF06FDdf//92rdvnz7//PNKz0lISNDkyZOdBiKSZWWNNRCRpIiICL3++utq2LCh/v3vf2vfvn2VrvnVr36lxx9/vNL4P//5T0nSc889ZwtEJKlJkyb617/+pbCwME2ZMsW2jaaoqEj/+7//q3r16ik7O9vuZ9W1a1c988wzklTlSpFly5Zp0KBBOnPmjD7//HO7QOTcuXN66aWX1KhRI82cOdMWiEhSZGSk3njjDbVo0ULvvPOOLly44PQZ3kAoAgAAPOOrjjBWdH0BUBcUmNwbD0CXXXaZunTpUmn8tttukyQtX7680rGIiAgNHDiw0njHjh0lqdK2lPLHDh065NE8e/XqJUn64x//qDVr1rj0y/XAgQMrreqoX7++kpKSVFpaalfj5Ouvv5Yku1/2y7vqqqskSd9//32lY7/+9a/ttqo4cuutt1Yai4+P1+DBg1VWVqbc3NxKx0eMGFFpq1FpaalWrVolSfrDH/5Q6ZpLL71Ul156qcxms63+yLp163TmzBn17NnTYdHdP/7xj5KkFStWOPy5/vvf/9bQoUMVERGhxYsX69prr7U7vn79eh09elRXXnmlEhMTK10fHR2tXr166fjx49q5c2el497E9hkAAOAe65aZGVtq9zn/rRmig+ag3HMPAA4lxbo3HoDat2/vcNxamPXgwYOVjrVo0cLhqghrTY/WrVs7PVZcXOzRPP/xj3/oxx9/1IIFC7RgwQI1bdpUqamptm0tUVFRla5xVKdDkm2lRPm57N692+ncyzt6tPJfILRr167a+Xvyc3Z032PHjqmkpETNmjWzW91T8Z55eXm2Iq7WezsrthsbG6smTZroxIkTOn78eKWtSDfddJPOnTunpUuXqm/fvpWut/7svvnmm2rrxRw9etRhCOcthCIAAMB1jvbCu6t82OGoDgkhCIC6bEwPSw2R8v87GgIr4cpvR/HkuCfatm2rtWvXKicnRwsXLtSyZctsAclLL72klStXVvpl3p15WFdI3HnnnVWed8UVV1QacxTIeIOn9/WkkG1V19x2222aPn26HnvsMX355ZeVCtpaf3YpKSkaMGBAlc9xVPvFmwhFfMhkMslkMkmyLGGqav8YAAABo3wx1YNFngUiiQ2lQe2kznGEHQBCmyHSUlQ1iLvP7Nmzp8rxVq1a+XI6Vapfv74GDx5s256zZ88ejR07Vjk5OZo8ebJde1h3tWnTRrt27dIrr7xSK7+479mzR5deeqnDccn1n3N8fLwiIyN19OhRFRUVOVwtUnHVi/Xezj7rEydOyGQyKTo6Wk2bNq10fOrUqTp//rxmzJih4cOH64svvrB7rnVFTteuXTVt2jSX3kdtIRTxoaysLE2cONH2unyRIQAAApKrK0NSYqWbu7DqAwBcYYgM6pbgGzZs0M6dO+0KdkqWjiqSlJqa6o9puaR9+/Z64oknlJOTo02balbc9rrrrtOuXbv02Wef2drMetOsWbN0/fXX240VFhbq66+/VlhYWLUrLKwiIiLUr18/ffvtt5o5c6buuusuu+ObNm1SXl6eDAaDLrvsMkmWeizR0dFat26dw8/6o48+kiQNGDDA4eqa8PBwffjhh7pw4YJmzpypESNG6PPPP7fVUenTp4+aNGmiZcuWqbCwUHFxcS69l9pAoVUfyszMVEFBgQoKCtSpU6daXwYEAECNmEukuxe5tjLk95dIj/aRHutr6Q5T/ns6xcAJs1l66SXpnnssX81mf88IgCsuXLigcePG6fTpi93F1q1bpzfffFNhYWG6//77/Ti7i1577TX9/PPPlca/+OILSZbtNTXx6KOPKjo6Wo899pjmzp1b6XhxcbFmz56t/fv3e3T/Tz75RIsWLbK9PnfunB5++GEVFRVpxIgRLtUlsRo3bpwkacKECfrpp59s46dOndKDDz6osrIy3XvvvbbtN40aNdLYsWN14cIFPfDAAyoqKrJds2PHDv3tb3+TJP35z392+szw8HB99NFHGj16tJYuXarrr79eZ86ckSQ1aNBA48eP16lTpzRq1Ci7OVkdOHBA06dPd/k9eoqVIj4UGxur2NhYSZa0DgCAgGPdKrOjUFqy17V2uiGwFx7VM5ul7GwpP19KSZEyMqpukWs2S6mpUl7exbEZM6TcXFrrAoFuxIgRysvLU3Jysq6++mqdOHFCOTk5Ki0t1TPPPKPevXv7e4qSpIkTJ+qxxx6T0WhUp06dVFZWpry8PO3YsUNxcXF67LHHanT/lJQUffzxx/r973+vm266SSkpKerWrZsaNWqkAwcOaP369SoqKtIPP/zgtIBrVe655x4NGzZMV199tVq2bKnVq1eroKBArVq10ptvvunWvW6++Wbdc889euedd9SjRw+lpaWpYcOGWrp0qY4cOaJ+/frp+eeft7vmhRde0KpVq/TNN9+oY8eOuuaaa1RUVKScnBydPXtWf/7znyutZKkoPDxc//d//6fz589rzpw5uuGGG7RgwQJFRUXpySef1LZt2zR9+nR169ZNl19+uZKSklRSUqLt27dry5YtuvTSS22dbmoLoQgAAKHOkyDk2vZSq0ZsjYEkzwKO7Gz78yXL6+xsafz42psrgJqLj4/XqlWr9MQTT2jRokU6efKkLrnkEmVmZio9Pd3f07N544039NVXX2ndunX68ssvJVlWhzzyyCN65JFHqu0a44qRI0dq48aNevXVV/XNN9/om2++UUREhFq1aqXrr79eo0aN0iWXXOLRvR977DH17t1br7/+ulavXq1GjRrpj3/8o/7xj394FLJMmTJFqampevvtt7Vs2TKdO3dOycnJyszM1MMPP6zo6Gi782NiYrRs2TK98sor+uSTT/Tvf/9bkZGR6t27tzIyMmwtmKtTv359zZw5U6NHj9Znn32mkSNHav78+YqKitKHH36om2++We+8847WrFmj9evXq2nTpmrbtq0ef/xx/e53v3P7fborrKysrKzWn4JKunfvLknavHmzn2eCquTk5EiS0tLS/DwT1BY+47qPz9gJT4IQq+7NLEUCAyQI4TP2v5dekp54ovL45MnOA4577pHefbfy+J/+JL3zTuVxPufgEGx/xr1w4YK2b98uSerSpUutdEABULtq+t8xK0UAAAgVNQlCrK5tL703JGACEQSG/Hz3xiXLFht3xgEAqA2EIgAA1GXeCEKsujcjEIFDngQcGRmWLTblt9AYjZZxeMZcYlb2mmzlF+YrJS5FGX0yZIikQAsAVIVQBACAusIagBSYLC1xi89J0zZJx4s9v2diQ2lQO6lzHLVD4JQnAYfBYKk54k5xVjhnLjEr9f1U5R2++CHM+HGGcsfmEoygznjsscd09KgLHdEkTZs2rXYngzqDUAQAgLrAXCKNmOta+9zqEITATZ4GHAYDRVW9JXtNtl0gIkl5h/OUvSZb4wfwQ0bdMHv2bO3Zs8elcwlF4CpCEQAAgpl1dcjC/JoFIgQhqCECDv/KL3RcwMXZOBCMdu/e7e8poA4iFAEAIFh4e3sMQQiqYTazvSVYpMQ5LuDibBwAYEEoAgBAMPDW9hiCEMi1sMNsllJT7euEzJhh2SZDMBJ4MvpkaMaPM+y20BgTjcroQ+VaAKgKoQgAAMFg6qaaBSJNG0j3GKX7LiMICQFVhR6uhh3Z2fbnSJbX2dlskwlEhkiDcsfm0n0GANxEKAIAQDAoMLl+bs9EaXAHqaxMOmiWkmJZFRJCqgs9XA078p2UonA2HkoCtfWtIdJAUVUAcBOhCAAAgcxaR8TVVSLdm0lzRhKAhLDqQg9Xw44UJ6UonI2HClrfAkDdQigCAEAgMpdIU/KkKRtcK6TK9piQ42yLTHWhh6thR0aGZYVJ+YDFaLSMB4vaWNFB61sAqFsIRQAACBTWVSE7CqUle6XDpx2fx/aYOqW6+h+OjlW1Raa60MPVsMNgsNwvWLvP1NaKDlrfAkDdQigCAIA/1KS9bvd46dE+tT5FuMZRcCE5DzPKj99xhzR0qONwQ3IefFS1Raa60MOdsMNgCN6iqrW1ooPWtwBQtxCKAADgS+5ui3EkKdabM4IbXAk1pk+XwsKkH3+8ODZjhvTVV5XPzcqSDh2yf4Y13LB+7+hYVVtkXAk9/BF2eLKVpfw1KpRGthrp8vNqa0UHrW8BoG4hFAEAwFfMJdKIuTVrrdu9mWWrDLzOUeDx4YdVByCOQo1NmyrfOy9PGju2cshR8Vqrqjq8WOfjiHU80FZ4eLKVxdE1OUdydM0117i0/aW2VnTQ+hahIiwsTO3bt9fu3bttY0uXLtWgQYN05513atq0aX6bmzvOnz+viRMn6v/+7/+0b98+lZaWBtX8UfsIRQAAqG3WrTIL8z0PRCikWqsc1eh47jnp7NmLrx0FIM5CDUcKClw/t6oOL9aVH8FUBNWTrSyOrtlVtMvl7S+1uaKD1rdA8Hj99dc1adIktWrVSqNGjVJUVJRSU1P9PS0EEEIRAABqU01WhyQ2lAa1kzrHUUi1hqpbBVJcXHkVR/lARHIvAHEkKUnatq3yeMuW9vcuH244Cz6CrQiqJ1tZarr9hRUdQM1s3bpVERER/p5Gjc2bN0+StHz5cnXs2NG/k0FAIhQBAKA2Td3kfiDCqpAaKx+CtG0rffqpfY2PiqtA4uI8f1bFUKNHj8o1RYxG6f33K2+/MRottUbKBzTlw42qgg9fbJFxpQ6IK+d4spXFG9tfWNEBeK5r167+noJX7N+/X5IIROAUoQgAALWpwFT18aYNpPQeUmQ47XXdZA0+vv22ixISzmrFCmnfPschSEUVV4EUFrr2TEerOhyFGpLjMMNZyOEs3Khp8FFdYFHVcVfqgLhaK8STrSyOrklulExBU8BHHNUUKe/QoUN66qmn9OWXX+rkyZPq1q2bMjMzdccddzi9V35+vl544QV98MEHOnDggDp06KDx48drzJgxkqScnBxNmjRJ69atU3h4uK6//nq99tprio+Pd3v+6enp+uCDD+zmYFVQUKAOHTpIkk6fPq3XX39ds2bN0s6dOyVJPXr00P33368777zT7p4DBw7UsmXLqnxu+XsjOBCKAABQm5x1iumZKI1IJgBxg/PVH629cv+4OPtwJCrKPjypalWHo+DC0ZgvC6BWF1hUd9yVOiCu1grxZCtLxWus3WfY/oK6wJNuTIGksLBQ/fr1U3FxsQYOHKjjx49ryZIluvPOO/XTTz9pwoQJDq8bPXq0cnJyNGjQICUnJ2vZsmUaO3asJCkmJka33Xab+vXrpyFDhmjlypWaPn26CgoK9O2339qFGq6w1g2ZPXu2ioqK7AIOw3+X3P3yyy+67rrrtHHjRrVo0ULXXHONysrK9N133yk9PV1r167VG2+8Ybtu6NChDgMPs9msOXPmSJLCw8Pdmif8j1AEAIDaYi6RSs5bVoOUb7/bvZk0ZyRhSDWq2wLjbZmZUoMGzuuOVLeqwxec/SLlaLy6wKK6467U9HCn7ocnW1nKX5OTk+PWtUCg8qQbU6BZsGCBrrvuOn322Wdq1KiRJGnNmjVKS0vTpEmTdMMNN6hnz5521+zZs0cxMTHauXOnEhISJElLlixRWlqa/vKXv6ikpETz5s3T8OHDJUknT57UlVdeqdzcXFvXG3fcfffduvvuu7V06VIVFRU57DYzZswYbdy4UQ899JAmT56sBg0aSJIOHz6sESNG6M0339Tw4cM1dOhQSdKTTz5Z6R5lZWUaNWqUJCkjI0Nt27Z1a57wP0IRAAC8wdphZkehdOSMFNtAyt0vHT598RxqhVTLGoRs3SotWlTz4qbOOFoF8vDDlQuV+isAcRRySHL4i9RXt3+loR8NrTR+ecvLHd7bGlhUF2i4UtOjttreAnWZJ92YAk29evX0xhtv2AIRSerTp48eeOABTZ48WdnZ2XrvvfcqXZeVlWULRCRp0KBBuvzyy/XDDz/o9ttvtwUiktS4cWPdc889euihh7Rs2TK3Q5HqbNiwQV988YX69OmjV199VfXq1bMdS0xM1DvvvKOePXvqrbfesoUijjz77LOaN2+eBg0apNdff92rc4RvEIoAAFBTrnaYOV4sNahPIFKBL4KQHj2k0aMtNUeqWgUSCJz9LfJNl9zk8BepsfPHOhxvFdPK4f2tgUV1gYYrdUBqs+0tUFfVtLNSILjsssvUpUuXSuO33XabJk+erOXLl1c6FhERoYEDB1Ya79ixo3744QcNHjzY4THJUr/E277++mtJ0o033mgXiFhdfvnlMhgM+v77753eY+bMmfr73/+u5ORkzZ49W/Xr8+t1MOJTAwCgptzpMFNd4dU6quJWGMn1oqieqBiCOAo9/LkNpryKq0KKzxc7DDka1G/g8PqC4wUOxxMbJcqYaHQaWFQXaLhSB4S2t4D76sIKq/bt2zsct9bbOHjwYKVjLVq0cFhvw1rfo3XryvWhrMeKi4srHaspawHZv/zlL/rLX/7i9LyzFStz/9e6des0duxYxcTE6N///rfiatLGDH5FKAIAgKesW2ZmbHH9GmeFV+sws1lKTbVvResN1uBj9eoDSkg4q44dk6sMQQKRo1UhcdFO/mBd5ng4qWmSth3bVmm8W0I3vfGbN5wGFq6GHtUt56ftLeCeUF1h5Wg1hjvHve3ChQuSLAVZk5OT3br2559/1siRI1VcXKxZs2bpkksuqY0pwkcIRQAA8ISrW2bK697M0m0mxGRneycQcbb6IydnuyQpLc29P9QGAke1BQrPOO4PPKLziEqrSIyJRr0/8v1KNUWsv2BVF1gQaAC+VxdWWO3Zs6fK8VatHG/fCyRt2rSRZNk+8+ijj7p8XXFxsW688UYdOHBAkydP1ogRI2privARQhEfMplMMplMkqTS0lLaNQFAMHN1y0xiQ2lQO6lzXMi137VumZk61fN7tGwpDRkidesWPKs/3OGshkBcdJxdOGJMNOrh/g/r4f4PO/xFKth/wQJCTbAHkhs2bNDOnTvVqVMnu/GZM2dKutgON5Bdd911evbZZ/XZZ5+5FYr86U9/0urVq3X77bdrfKDsw0SNEIr4UFZWliZOnGh7Xb7yMgAgwDjqJmMqlhKipQ5NpC9/cnxdxyaWLTIJ0SEThDiqF/LTT54XTa3LQUjF+iFtmzhu3Zh5RaYa1G/gMORw9ItUsP+CBSC4XLhwQePGjdPcuXPVsGFDSZYaG2+++abCwsJ0//33+3mG1bviiit03XXX6ZtvvtEDDzygF154QY0bN7Y7Jy8vT4cOHbJ1n3nppZc0ffp0XXHFFXr33Xf9MW3UAkIRH8rMzFR6erokafDgwawUAYBAUz4IWbLXvp2uq27vLo3r6f25BRhvdoxxpShqMKoYgNxhvKPSNpceCT30q+a/0o+/XKw0a10VwkoPAIFqxIgRysvLU3Jysq6++mqdOHFCOTk5Ki0t1TPPPKPevXv7e4ou+eijjzR06FBlZ2drxowZuuyyy9SqVSudOHFCGzdu1L59+/TQQw/ZQpGnnnpKktS0aVPdd999Du/58ssvq1mzZj57D6g5QhEfio2NVWxsrCRLSyoAQADxpEZIRSFSM6QmhVO7dpV+/3vL93UpBHElAMlalaVDZvv0aNORTXp+4PO6/dLb2foCIGjEx8dr1apVeuKJJ7Ro0SKdPHlSl1xyid1fAgeD5s2b67vvvtO7776rmTNn6ocfftB3332nxMREdezYUX/+859166232s63Fmf96quvnN5zwoQJhCJBhlAEAABziXT3opoFIj2bS3NurBNbZapqnytJCxd6Xjh1zJjAaYVbFUchx4d5Hzp83bZxW3265VO71R6OApCKr632ndynd65/p1bfDwC4q6yscsurgQMH2o1Pnz7d43tZTZs2TdOmTXN4rOLzPGFtvetMVFSUxo0bp3HjxlV7r5rOBYGJUAQAEJq8sVWmvBEpQR2IeHM7jDNGo2VVSKBz1Cb3uaXP6ey5s05fV+QsAHEkJS7Fs4kCAIAaIxQBAIQeb2yVKS/It83UZDtMdQKpaGr51R9tG7eVwqR9J/ZVWvmx/+T+Sm1yKwYgVQUiVWlpaGkXmFhb5wIAAP8gFAEAhBZ3tsokNpRS21i6zlTsPlNWJh00WzrNBHGHGbPZUuS0poGINfzo2NHy2l/1QpwFH462uJRX3coPTzgKQL66/Su7bTjUDwEA1z322GM6etS1v9BwtiUHqIhQBABQd5lL1G7+UUUfLpF+WCMVn5OmbZKOF1d/7bXtpfeGBG3YUZG32+Za9e0r3XST/1eBSI63vbjK24FIVQEIrXMBwDOzZ8/Wnj17XDqXUASuIhQBANQ95hJpSp40ZYNSrAHI4tWuX9+9WVAHIhUDkOJi6a23pMJC7z7HaJQWL/Z/GHLm/BnNPzhfT33wlEeBiCui6kfZBScVX/dI6KHRPUbbtuMQgACA91VXNBXwBKEIAKBu8bReSGJDaVA7qXNc0G6HMZul116TsrJqHoA42g5TvhONv1vpWrfJbD2yVf/e8m8Vlno58ZE0LGWY2jRuU233GbbBAAAQvAhFAAB1h6etdevAVhlvFksdNkyaNcv/K0AqKh+ELNq1yK0OL9WpuPLDmGjUrFtm2QUdFVd9sAoEAIDgRygCAKgbPF0hEoRbZRzVB1m40DuBiNEYuIGIp/VCrMpvcamq+wwrPwAACB2EIgCA4GYukaZukhbmuxeING0g3WOU7rss6AIRb7fPDaS2uRVZV4fM2TLHrUCkb+u+GtFphF3wUV3QwcoPIPSEhYXZvj9//rzq1avnx9kA8MSFCxds35f/b9pVhCIAgODl4uqQEkM9Rf7pcikyPOja6FZcFbJ8ec0Ckbg46f77pQYNAqM2SFU8XR1iTDRq8R2LWekBoFphYWFq0KCBiouLdfLkScXHx/t7SgDcVFRUJEmKjIwkFAEAhBAX64ccvayRNj/cVtf8pr+PJlYz1hBk61bpwAFp7Vrp+HHP7hXoAYh1FUh+Yb7ddhbr9wu3L3Q5EImLiNMN3W9Qt2bd2PoCwC1NmzbVzz//rF9++UXnzp1TTEyMGjRo4NEvVwB858KFCyoqKtLhw4clSTExMR7dh1AEABA8rFtldhRKS/ZKh09XfX73Ztr8cDOdjwrM5dDlA5DDhy0hRk6OdKiG9UP79pVuuimwAhArbxZLbWloqSEpQxRhitDIViM1/LrhXpwpgFDRpEkTnT17ViaTSYWFhSr0dv9yALUuKirK45VehCIAgMBVPgQ5VCTl/SKZiqu/rmeiNCJZGtND57/Prf15eqA2aoNIlkKpixf7v1Vu+dUfPxX+pMNFhxUXHaecgpwad43p27qvbup2k21FSE5OjpdmDyAU1atXTy1atFCjRo106tQpFRUV6fz58/6eFgAXREZGKiYmRvHx8QoPD/foHoQiAIDA4u5qkIq6N5PmjAz4eiHZ2d4JRK67TrrqqsDYHuONDjHVoV4IgNoQFhamxo0bq3HjxpKksrIylZWV+XlWAKoSFhbmlW1uhCIAgMBgLpGm5ElTNkjHXVgN4si17QO2vW7FrTK7dtX8nkajNHdu4GyRyV6TXWuBSMXVIQBQm7z1yxaAwEcoAgDwPxe7yFSpe7OADETMZum116SsLKkm29SDoWjqnK1zauXerA4BAAC1hVAEAOA/1q0yC/M9C0QSG0qD2kmd4wKqxW75VSGLFrlfOLVlSyktzRKiJCZK3boFTgDirGaIp0VTrcVSO8Z2rNR9Zt+JfUqJS2F1CAAAqDWEIgAA/6jJ6pCmDaR7jNJ9lwVMECJ5viqkc2cpOTnwApDyzCVmvbbyNWWtzlLhmZp1ZrAGIbTPBQAA/kYoAgDwj6mbXAtEEhtKqW0sXWcSogNmVYh1NUh+vtS2rVRcLL31lmdbZO66Sxo/3vtz9FTF1SDF54v11tq33A5DerXopZHdRtq6zyQaEglCAABAQCEUAQD4R4Gp6uN1bDWIM0ajZWVIIPDmahBJGt1jtMYPCKC0BwAAoAJCEQCA75lLpINFjo/1TJRGJPt1NUjFTjGJiVLHjjVbDWLVtKnUu7fUunVgbJWxrgrZemSrx3VBHDEmGpXRJ0DSHgAAACcIRQAAvmEtqrqjUFqyVzp8uvI53ZtJc0bWahhSMfCIi7tY0NRbwUdFLVtKQ4YERghi5e1VIRK1QgAAQPAhFAEA1D5Xiqpe275WW+p6e9uLK+LipMxM6eGH/R+ElF8RcuDUAa09uFbHzx73+H5x0XG6v/f9alC/AV1iAABA0CIUAQDULnOJdPei6ouqtmpUa4HImTPhSk2V8vJq5faV+CsMKR98HC46rLjoOBWeKVRcdJxyCnK8sjUmLjpOmf0y9XC/hwlAAABA0CMUAQDUHnfa7ibFev/xZmnmzHZavjxB27Z5/faSLAHI/fdLDRpI+/ZJKSm+2yLj7dUfFbEaBAAA1HWEIgCA2uNq293uzSyFVb3EfqtMitfuW14grAbxZmFUK+qCAACAUEIoAgCoHeYSaeEu58cTG0qD2kmd47zaacZslte2ypTvFNOxo2XM16tByjOXmJX6fqryDnt/HxDbYgAAQCgiFAEAeF9122ZqsahqdrZrgYg18Gje3L77jOTf4MMZc4lZoz8d7fVAhDAEAACEMkIRAID3WNvuLsx3Hoh0b1arXWby86s+3revdNNNgRV4VMWbrXNbGloqLSlNhWcKlWhIZIsMAAAIeYQiAADvcKWoas/m0pwbay0QkSwrPJwxGqXFi4MjDJE83y7TNKqperfqreaNmhOAAAAAVIFQBABQc6623R2RUquBiGRZATJjhv0WmpiYEj3+eKTPi6LWVPaa7GoDEVZ/AAAAeI5QBABQM6623fVyhxnb482WOiL5+VLbtpaxyy+XWrWy1AmJiMjXyJEHNHz4NV5/dm0o311mccHiKs8dljJMs26ZRQACAADgIUIRAIBnXKkfIkk9E6URyV7rMGMNQbZulQ4ckNaulY4fd3yu0Sj9/e8HFB19vsbPrW3u1g4xJhoJRAAAAGqIUAQA4DprELKjUFqyVzp8uurzuzeT5oz0OAypuAqkuFh66y1LtxhX5OVJ8+e31q237vXo+b7gbhhCtxgAAADvIRQBAFTPXCJNyZOmbJCOF7t2TQ3a7prN0muvSVlZrgcgzhw8GF2zG9Qidwup9m3VV4vvXEwYAgAA4CWEIgCAqrlaM6S8GrTdNZul1FT7Qqk10arVGe/cqIbK1wo5XHRYcdFxWntwrbYf2+7yPW665CYCEQAAAC8iFAEAVG3qJtcDEQ/qh1TcIrN8ufcCEaNRGjnygHduVgOettYtz5hoVEafDC/OCgAAAIQiAAB75euGHDkjFZhcu86D+iHeXBUSFyfdf7/UoIG0b5+UkmJpz/v99/4vsupKa92KmkY1Ve9WvdW6cWva7AIAANQSQhEAgPsFVK0SG0qD2kmd4zzqLpOd7Xkg0rSp1Lu31Lq11K2bJQAxBGBmYC4xa87WOS6fTyFVAAAA3yEUAYBQ50nNkKYNpHuM0n2XuR2ElG+pu3ixa9c4WwUSqCGItXbIgVMHtPbgWh0/66RncAXDUobRZhcAAMCHCEUAINS5UzMkJVb6/SXVrgopH3wcPmwJNQoLLV9zcqRDh1yf3rBh0qxZgRmAVFST2iHGRCOBCAAAgI8RilRh1qxZ+uCDD7R+/XqdPn1aRqNR//jHP5SamurvqQGA97haM0SyBCLjejo8VD4IWbTIveDDGaMxeAIRyfXaIW1j2urqDler8EyhEg2J1AwBAADwE0KRKmRlZalTp07617/+JYPBoKlTp+raa6/V999/L6PR6O/pAUDNWOuIuLpKpHszywoRR7fyUsHUXr2kkSMDf4tMeeW3yywucG0/0INXPKjxA8bX8swAAABQHUKRKixYsEDx8fG217/+9a/1q1/9Sv/617/0zjvv+HFmAFBD1dURSWwopbaRTMVSQnS1hVRrUjC1vNGjpfFBlBV4sl2G1roAAACBg1CkCuUDEUmqV6+eevTooYKCAj/NCAC8xNkKkZ6J0ohktzvJ5OfXfEpGo2VlSKArvzJk5f6V2n5su0vX0VUGAAAg8ARtKLJu3Tp98803+v777/X999/rwIEDkqSysrIqrztz5oxeeOEFzZw5U3v37lVcXJyGDh2qSZMmqXXr1lVee/78ea1Zs0ZDhgzx2vsAAL9wVkeke7zTmiFVSUlx7/yWLaW0NEvx1cTEwG6pa2UuMeu1la8pa3WWCs8UunRN25i2ujb5WmqGAAAABKigDUUmTZqk+fPnu3XN2bNnlZaWplWrVqlly5YaOXKkdu/eralTp2rhwoVatWqVOnbs6PT6N998U3v37lVGMPxVJgA4Yy6RDhY5PpYU6/7tzFJx8cUOM1blgw/rsWAJQCrytKsMtUMAAAACW9CGIv3799ell16qPn36qE+fPurQoYOKi4urvOZvf/ubVq1apf79++vrr7+W4b9/In/11Vf16KOPauzYsVq6dKnDa1evXq0nn3xSzzzzjH71q195++0AQO2yFlXdUSgt2SsdPl35nCoKqdpu898OM/n5Utu2ljDkrbfsw5C4OCkzU3r44eAKPirydJuMFbVDAAAAAl/QhiJPPPGEW+eXlJTozTfflCRbNxmrRx55RB988IGWLVumdevWqVevXnbX7t69WyNHjtT111+v5557ruaTBwBfqq6oqiRd2156b4hdHRFXAhBHCgulBg2CNxDxZJuMVZf4Lurftj/bZQAAAIJE0IYi7lqxYoVOnDih5ORkXX755ZWO33zzzdq4caMWLFhgF4qYTCYNHz5cHTp00AcffKCwsDBfThsAas6VtrutGlUKRGrSYtcbhVd9pfyKkAOnDmjtwbU6fva42/cxJhqVOzaXIAQAACCIhEwokvffP9n37Om4gKB1fOPGjbaxkpISjRo1SqdPn1ZOTo6io6Pdfm737t0dju/atUstWrRQTk6O2/eE7xQVWeou8DnVXaHwGXdZcVBVl5GW8s8f1d7//gzOnAnX8893V15esxo8NV85OXtrcL33VPUZnzl/Rg/lPaRdRbvcvq8h3KAuMV3UrEEztYtup5GtRur73O9rPF+4LxT+Owafc7AoKipSo0aN/D0NAHBZyIQie/da/nDepk0bh8et43v27LGNZWRkaNmyZXr33XdVUFBga8XboEEDh6tNACAQnUmsurXuviYxemxLPx1a1VAxMaX64Yc4FRY28Ph5ycmnNHLkAY+v95Uz58/o+a3PexSI9G3aV3/t9ldFh7sflgMAACBwhEwoYjabJUkNGzZ0eNyaaJ86dco29p///EcXLlzQXXfdZXdu+/bttXv3bpeeu3nzZofj1hUkaWlpLt0H/mH92yg+p7orJD7jviVSnn1NkWP1G2pT83Za/nOcXtzVQ0W7qg5OXHGxwGqMDIZranw/b/n8m881/+B8lZ4v1eGiw4qLjtMvRb/UaJvM4rGL2SYTQELiv2PwOQcJVokACDYhE4p4wtXgAwACkrlExW9v0rYvTdpVmqyd9Tqq6Wmz8s/HKvtMDxX97HkQEhcn3X+/paDqvn1SSkrgtNmtWCNk1d5VOnXuVPUXOtE0qql6t+qt1o1bU0AVAACgjgmZUMTabeb0aQdtKHVxn2pMTIzP5gQA3mTtFrN1q3TiYIle2zlX7U8dlVGSUdKGc82Uah6lIrkfhlx3nXTVVYEXgFRkLjEr9f1U5R32sEJsOXHRccrsl6mH+z1MCAIAAFBHhUwo0q5dO0nS/v37HR63jrdv395ncwIAbynfLaaRSvRJ40VqH2nfceay+keVEb1J/3PGccFpZ4xGae7cwAxByjOXmDX609E1CkRoqQsAABBaQiYUMRqNkqT169c7PG4dv/TSS302JwDwluzsi4FIbuxcXVbfcQvelHCTS/dr2VIaMkTq1i1wV4WU97P5Z/Wc0lOHzIc8vgctdQEAAEJPyIQiAwYMUJMmTbRr1y5t2LBBl112md3x2bNnS5Kuv/56P8wOADxj3TIzdarldUb0JqeBiCTln4+tNNaypZSWJhUWSomJwRGEVKwbkrs3V2fOnfHoXmyTAQAACF0hE4pERkbqwQcf1N///nc98MAD+vrrr23VsV999VVt3LhR11xzjXr16lVrczCZTDKZTJKk0tJShYeH19qzANR95bfMWFW1EmTDuWaa26SH/jAquAIQqXII4knnGGvB1OaNmqvwTKESDYlskwEAAAhxQRuKfP7555o0aZLtdUlJiSSpX79+trFnn31Ww4cPt71+5pln9J///EffffedOnXqpKuuukp79uzR6tWrlZCQoPfff79W55yVlaWJEyfaXickJNTq8wAEv/LFUw8ftgQZHTtaji1caB+ISI5XgkhSXkJ7Lfn9EG3IjAz4AETyTggiWWqEdKjfQe2i2+nV214l/AAAAICdoA1Fjhw5otWrV1caLz925MgRu2NRUVFasmSJXnjhBc2YMUPz5s1TXFyc0tPTNWnSJLVp06ZW55yZman09HRJ0uDBg1kpAqBKjlaCVCf7TA+NabxD3c5f3EJzvlszGb8YIqPB8xa8vuStDjItDS219p61+j73e0kiEAEAAEAlQRuKpKen2wIGd0RHR+v555/X888/7/1JVSM2NlaxsbGSpIiICJ8/H0BwsRZPdaaRSpQRvUkp4SbtPR8jqUztws062i9ZSu0oHTRLSbEKH9NDCpJARJKy12R7JRBZf+96ghAAAABUKWhDEQCo6/LznR+rssvMCkmmZtLCUUEVhkiWVSJzts7x+HqKpgIAAMAdhCIAEKBSUpwfq67LjDYflaZuksb19P7EaoG5xKzXVr6mrNVZKjxT6PJ11uKprRu3pmgqAAAA3EYoAgABwFpQNT9fatvWMvbTT5Z2uYcOVT6/qi4zNgUunBMA3KkhQggCAAAAbyIUAQA/q66gasuWUlraxTa6HTtKHdfFWrbJVCUp1sszrR3V1RBpG9NW1yZfSwgCAAAAryMUAQA/q66g6qFD0qWXSuPHSzKXWLbFtC2UEhtKh087vqh7M2lMj1qZr7flF1ZRPEXSg1c8qPEDxvtoNgAAAAglhCIA4CfWLTNTp1Z/bn6+LIHIiLmWeiFWiQ2lQe2kDk2ksjJbxxkFSccZc4lZ+0/ud3rcmGhURp8MH84IAAAAoYRQxIdMJpNMJpMkqbS0VOHh4f6dEAC/qW7LTMV2u0N+KZNu2m0fiEiWlSKd44KqoGr2mmxtPbJVB04d0NqDa3X87PFK59FFBgAAAL5AKOJDWVlZmjhxou11QkKCH2cDwB+sq0PmzKkciFiDkK7hhRoasVetwsttjamqfkgdK6g6LGWYZt0yizAEAAAAtY5QxIcyMzOVnp4uSRo8eDArRYAQU9XqkEYqUW7s3Krb7DoTBAVVzSVmjf50tEsdZto0bkMgAgAAAJ8gFPGh2NhYxcbGSpIiIiL8OxkAPueooKp1dchNkfmeBSIBXlDVXGLWaytfU9bqLBWeKXTpmpS4lFqeFQAAAGBBKAIAtcxZQdUarQ7pmSiNSA6Ygqrla4UcLjqsuOg4/VL0i9OaIc5QWBUAAAC+RCgCALXAGoRs3SotWmRpq1tRRvQmz1eHzBkZMGGIuytBHKGwKgAAAPyBUAQAvMAaguTnS23bSp9+Kv34Y9XXpISbqj4hgNvteiMM6RLfRf3b9le3Zt2U0SeDMAQAAAA+RygCADVUXXtdR7p2lTpfEit96+BggG2NqcjVLjJVMSYalTs2lyAEAAAAfkUoAgAeqqq9blUaqURvXbJJA1sVWlaDHC7XejeAtsaUV75myMr9K7X92HaP7sM2GQAAAAQSQhEA8IC7q0OsXWa6hhfq+oZ7lfBtuSDEuk2mc1xArQ4pH4Qs2rVIh8wOCqO4iDAEAAAAgYhQxIdMJpNMJpMkqbS0VOHh4f6dEACPOWqvW541BEkJN2nv+Rj9vlG+LtExy8ELFU4+fNoSiIzrWWvzdUX5EOTAqQNud46RpKZRTdW7VW81b9RchWcKlWhIpGYIAAAAAhahiA9lZWVp4sSJttcJCQl+nA2AmsjPrzxWfjXIiIZ71fzC6conOVNg8trcPFHTOiGsBAEAAEAwIhTxoczMTKWnp0uSBg8ezEoRIAhZ64hUXCXSSCXKjZ17scVuxdUg1UmK9cb03OKtOiHDUoZp1i2zCEMAAAAQdAhFfCg2NlaxsbGSpIiICP9OBoDbHNURsa4OuSky/2Ig4q7uzSy1RHzIGx1kJEsXGQIRAAAABCtCEQBwUcUVIpVWh7jDD8VVa7oypKWhpdKS0qgVAgAAgDqDUAQAXFSxjkhG9CbXA5Gu8dLIZOmg2bJVxsddZmqyMoR6IQAAAKirCEUAwEUpKRVeh5uqviAAWu1aV4fM2TLHrUCkS3wX9W/bn9UgAAAAqNMIRQCgCtbCqvn5Utu20q9+Jf34o+VY/vlYxxf1TJRGJPstCJEsYchrK19T1uosFZ4pdOtaY6JRuWNzCUIAAABQ5xGKAIATjgqr9rmkRN+M3KTIAyaFtY7R+aPxCt9+7OIJ3ZtJc0YGXRjCyhAAAACEIkIRACHvzJlwvfSSZTVISop0xx3Shx9Kc+ZYAhFrh5mu4YUaemivWv1y2nLhbllqhTzR12+1QsrztG4IK0MAAAAQqghFANR55bfAlA898vOl0tL2WrYsUQUFF89/7jnp7FnL99V2mNl2TBrdRXo1rfbfiBPu1g3p1bKXmjdqTgcZAAAAhDxCEQB1mqMtMOVDDym50jUXj7nYYabAVNNpeszd1SHGRKOWpi8lBAEAAABEKOJTJpNJJpNJklRaWqrw8HD/Tgioo8qvDNm/3z4QkexDj+pU22FGsmyb8ZPsNdkuBSK01QUAAAAqIxTxoaysLE2cONH2OiEhwY+zAeomRytDasJphxmr7s0sdUT8JL8wv8rjhCEAAACAc4QiPpSZman09HRJ0uDBg1kpAtSC7OyaByJRURdXk2Sf6aG7YneoS2m5LTSJDaVB7aTOcX4trCpJKXEpDsf7tu6rm7rdRL0QAAAAoAqEIj4UGxur2NhYSVJERIR/JwPUUflVL5yQZB96SFL3DoXKMu5W5AGTLrSL1SUTu2jLc9tVb6/ldeuXr5cWbrfUDvFzh5mKMvpkaMaPM+y20BgTjVp8x2LCEAAAAKAahCIA6pQUxwsnNGyY1KaN5fidN5do6+ObVG+vSYVRJUoz71PjFcWWE3dLGrZazc+ev/h6zA5p4Si/BiHWDjP5hflq27itFCb9VPiTDhcdVo/mPdQqphXdZAAAAAA3EYoAqFMyMqQZM+y30BiN0qxZksEgyVwijZirxM1VdJSxBiJWm49KUzdJ43rWypyrYi4x67WVrylrdZYKzxRWea4x0ag3hr1BIAIAAAC4iFAEQJ1iMEi5uRe7z6SkWIISgzUnmLrJEnK4ywdtdyuuBik+X6y31r5VbRhilXc4T9lrsjV+wPhanikAAABQNxCKAKhzDAZpvLNcwNNww0ttd63Bx9YjW3W46LASDYnqGNvR7QDEmeq60QAAAAC4qFZCkRMnTujIkSMymUyKjY1VQkKCmjRpUhuPAgCZzVWsDKnIlXAjKtx+C42X2u6aS8xKfT/VriiqtznrRgMAAACgMq+EIufOndNnn32mzz//XMuWLdPevXsrndOuXTtdc801GjFihG688UbVr88iFQCeKR+CtG0rffqp9OOPF4/PmGHZQuMwGBnTQ5qzw24Lzam2kYr5/WXSQbMlNBndRZrl/W4z2WuyazUQMSYaldEno9buDwAAANQ1NUomTCaTJk+erPfff19Hjx5VWVmZ6tWrp1atWikuLk6NGzfWiRMndPz4ce3du1cffvihpk+frmbNmumuu+7S+PHjbS1qAcAVZrOUmmpfSLWivDxLaOJwC40h0tJJZuomqcCk/PNHdWBInK75TV/782qhqKo3trbERcfp/t73q0H9BrbuM3SdAQAAADzjcSjy8ssv64UXXtDx48eVkpKi++67TwMHDlTv3r0VExNT6fxTp05pzZo1WrJkiWbOnKkXX3xRU6ZM0dNPP61HH320Rm8CQN1WfmXI/v1VByJW+VXlD4ZIW+ixNyfHO5N0QU22tsRFxymzX6Ye7vcwwQcAAADgJR6HIuPHj9cNN9ygp556SldccUW158fExCgtLU1paWmaNGmSVq5cqRdffFHjx48nFAFClKNaIJL92B13SEOHuhaElJcSgKU1MvpkaMaPM6rdQlN+Nci+E/uUEpfCKhAAAACgFngciqxfv16XXXaZxw/u37+/5s+frw0bNnh8DwDBy9E2mOnTpbAw+/ogWVnSoUPu3dtovBiwBBJDpEG5Y3Mddp9RmAhAAAAAAB/zOBSpSSBSG/cBEFyysyuv/ti0qfJ5rgQiPXpIo0dL+/a50H3GD6xtePML8wk9AAAAgABCCxgfMplMMplMkqTS0lKFh4f7d0KAH1VZ88MFw4ZJbdoEZghSnqM2vDN+nKHcsbkEIwAAAICf1fPWjQ4fPqxvv/1Whw8fthvftWuXbr31VvXo0UO/+c1vtGrVKm89MuhkZWUpKSlJSUlJ2rlzp44dO+bvKQF+407Nj5Yt7V8bjdKsWdI771g6zARiIGIuMeulFS/p2g+urVRDJO9wnrLXZPtpZgAAAACsvLZS5MUXX9Q///lPbd26VYmJiZKkkydPKjU1Vb/88ovKysq0ZcsWLVu2TBs2bFCnTp289eigkZmZqfT0dEnS4MGDWSmCkJaRIc2YYb+FpkePyjVFjEbpq6+kDz+0L8gaqEGItV7Iol2LdMjsfO+PN9rzAgAAAKgZr4UiS5cu1SWXXKLOnTvbxqZNm6bDhw/r97//vZ577jl9/vnneuSRR/TKK6/o7bff9tajg0ZsbKxiY2MlSREREf6dDOBnBoOUm1t99xlrADJ+vH/nWx1H22SqUpP2vAAAAAC8w2uhyIEDB9S/f3+7sc8//1z169dXVlaWmjVrpszMTH3wwQdatmyZtx4LIEg4ar/rLOwI9ACkInOJWaM/He1yIGJMNCqjTwC2xwEAAABCjNdCkVOnTqlhw4a21+fPn9fKlSvVq1cvNWvWzDbetWtXLVy40FuPBRAEHLXfnTHDslLEJ9tgzCXS1E1SgUlKipXG9JAMkV66tesrRPq27qubut1E9xkAAAAgQHgtFGnVqpW2bdtme52bmyuz2ayBAwfanXfu3DlFRnrnlxEAwcFR+928PMt4ra8KMZdII+ZKm49eHJuzQ1o4qkbBiLV+yJwtc1wKRIyJRi2+YzFhCAAAABBAvBaK9O/fXx9//LGysrJ07bXX6plnnlFYWJiuv/56u/O2bt2q1q1be+uxAIKAs/a7NW3L65Kpm+wDEcnyeuomaVxPj27p6uqQloaWGpIyRN2adWN1CAAAABCAvBaKPPXUU5o7d64effRRSVJZWZkGDRqkK6+80nbO7t27tWXLFt11113eeiyAIOCs/a47bXk9VmByb9wF2Wuyqw1EhqUM06xbZhGEAAAAAAHMa6FI9+7dlZubq9dff11Hjx5Vr1699Pjjj9uds2jRIhmNRt14443eeiyAIOCo/a7ReLHbTK1KinVv3AXVtdM1JhoJRAAAAIAg4LVQRJJ69uypDz74wOnxe++9V/fee683HwkgwDjrMuOo/W6tFVktX1i1dYzULV7aeuzi8e7NLMVWXbqVpXZIfmG+2jZuK4VJeT87XiVCIVUAAAAguHg1FAEQ2qrrMlMrRVUrdpYZ3UX63QL7OiJd46Un+koHzW51n3GnswyFVAEAAIDg47VQZO/evW6d365dO289GkCA8HmXGUedZaZskA6ftj9v2zFLWPJqmou3db2zDKtDAAAAgODltVCkQ4cOCgsLc+ncsLAwnTt3zluPBhAgfN5lxlFnmYqBiJWLhVXdWR0iWVaIjB9Q232FAQAAANQGr4UiV199tcNQ5MKFC9q3b5/27t2rCxcuqH///oqMrH7ZOoDg4/MuM+50kKmmsKo7q0PKS4nzRQsdAAAAALXBa6HI0qVLqzy+Y8cO3X333SorK9OXX37prccCCCA+7zLjLOhIbGi/YqSawqpnzp9xa3WIlTHRqIw+vmihAwAAAKA2+KzQaufOnTV37lx16dJFzz33nCZPnuyrRwPwEZ93mRnTQ5qzw34LTfdm0ifXS7O2Xyy+Wk1h1fkH57tUO2REpxFSmLTvxD6lxKVQRwQAAAAIcj7tPtOsWTNdccUVmjlzJqEIUEfVWpcZhw+LlBaOsu8+Yw1AxvV0+TYHzx6s8jidZQAAAIC6yectecvKynT48GFfPzYgmEwmmUwmSVJpaanCw8P9OyGgLnAzACnPXGLWzH0ztcu8y+FxOssAAAAAdZtPQ5EffvhBy5YtU/v27X352ICRlZWliRMn2l4nJCT4cTZAkDKXOF4Z4vZtqu4yw+oQAAAAoO7zWijy/PPPOz1mNpu1Y8cOffnllzp37pzuvfdebz02qGRmZio9PV2SNHjwYFaKIKiZzT6sHWJ7aIk0Yq59DZE5OyxbaNwMRrLXZDsMRFgdAgAAAIQOr4UiEyZMUFhYmMrKypye07BhQz311FN65JFHvPXYoBIbG6vY2FhJUkREhH8nA9SA2Sylptp3mZkxw1JktVaDkamb7AMRyfJ66ia3t9DkF+Y7HDcmGjV+gK+KogAAAADwJ6+FIlOnTnV6LDIyUi1btlSfPn3UqFEjbz0SgJ9kZ9sHIpLldXZ2LRdZLTC5N16FlLgUt8YBAAAA1D1eC0XuvPNOb90KgI9VtRXG0bF8x4ssnI57TVKse+NVyOiToRk/zrDbQmNMNCqjT4ZncwMAAAAQdHzefQZAYKlqK4zk+NhNNzm+V0ptL7IY08NSQ6T8FpruzSzjbjJEGpQ7NlePfPyIDp49qKt7XE0dEQAAACDEeByKlJaWeqUuhrfuA8AzVW2FsX5f8dhNN0lGo/0xo9GyisSrHHWaWTjKK91nJEswcmvbWyVJaQPSvDVrAAAAAEHC41AkOTlZf/nLX3TXXXepfn33b1NaWqp3331XL774ovbu3evpNAC4oKrtMZ5shdm3z7KSpFa7z1TVacbNoqoAAAAA4IjHoUhKSoruv/9+Pffcc7r11lt16623qm/fvqpXr57Tay5cuKDVq1drxowZmjVrlo4cOaJBgwZ5OgUALqiuU4yzLS9VbYVJSbFcW6tFVb3YaQYAAAAAHPE4FMnJydHnn3+up59+Wv/85z/1xhtvKDo6Wpdffrm6dOmipk2bKiYmRqdOnVJhYaG2b9+uDRs26MyZMyorK9Nll12madOmadiwYd58PwAqqK5TTEaGJSRxthWmqmO1youdZgAAAADAkRoVWh0+fLiGDx+uFStW6L333tMXX3yhFStWaMWKFQ7Pb968uUaPHq0//elP6t+/f00eDaCcmmyPMRiq3gpT69tknPFip5nyzCVmZa/JVn5hvlLiUtT9fHdFh0fX6J4AAAAAgpNXus8MGDBAAwYMkCRt375dGzdu1C+//KITJ06oSZMmat68uYxGozp37uyNxwEoxxvbY6raClPr22Sc8WKnGStziVmp76fateFNbpSs142v12SmAAAAAIKU11vydunSRV26dPH2bQE4UdPtMQGjljrNlF8Zsv/kfrtARJJ2Fe3S/IPzNVzDvfVOAAAAAAQJr4ciAHyrpttjAkItdZpxtDLEkYNnD3r8DAAAAADBi1AECHI13R4TEGqp00z2muxqAxFJahXVyuNnAAAAAAhezvvnAggKGRmW7TDlBeT2mKp4udOMucSsl1a8pKk/TK323ORGyRrZaqRHzwEAAAAQ3FgpAgS5oNgeUx03O81U7CBzh/EOfZj3ofIL89W2cVt9uuVT/fjLj04fNyxlmNo0bmPpPnOa7jMAAABAqCIUAeqAgN8eU1HFoqqju7jcacZRnZDnlj6ns+fOuvRoY6JRs26ZJUOkJTXKycmpyTsBAAAAEMQIRQD4lrOiqp9cL83aXm2nGUd1QlwJRLrGd9WYy8coo0+GLRABAAAAENoIRYAAZzYH+daYipwVVZ21vcqiqtYtM67UCXFkzOVjNH5AMC2nAQAAAFDbCEWAAGY2S6mpUl65hREzZlhqiARtMOJBUVVXW+s6Y0w0KqNPMFWeBQAAAOALhCJAAMvOtg9EJMvr7OwgqyFSnptFVaXqW+tG1Y+y20LTI6GHRvcYrX0n9iklLoUtMwAAAAAcqlEocvbsWf3tb3/Txx9/rIMHD6pFixa68cYb9cQTT6hFixYOrxkzZoymT5+uc+fO1eTRQclkMslkMkmSSktLFR4e7t8JIeDl57s3HnAqFlQd08Pyj4tFVa3yCx2/YWudkPLdZwhBAAAAALjK41Dk3LlzGjJkiHJzc1VWViZJ2rNnj/75z39q+vTpev/993XDDTc4vNZ6fqjJysrSxIkTba8TEhL8OBsEg5QU98YDirOCqgtHWf6pGJY4KKpqlRLn+A2XrxNCvRAAAAAA7qrn6YXZ2dlavny52rZtqxkzZmjz5s1asGCB0tLSVFhYqFGjRik7O9ubcw16mZmZKigoUEFBgTp16qT4+Hh/TwkBLiNDMhrtx4xGy3jAc1ZQdeomSwAyrqf0aprlaxWBiCRl9MmQMdH+B0GdEAAAAAA15fFKkRkzZigqKkqLFy9WcnKyJKlbt24aPny43n77bWVmZmrcuHEqLCzUM88847UJB7PY2FjFxsZKkiIiIvw7GQQFg8FSVDUou894UFDVGUOkQbljc5W9JpstMgAAAAC8xuNQZMuWLRowYIAtECnvvvvuU/fu3TVy5Eg999xzOn78uF555ZUaTRSoS9xps2swBGlRVQ8KqpZnbcFbPgRhiwwAAAAAb/I4FCkuLq6yJsZVV12lb7/9VoMHD1ZWVpZOnjypd955x9PHAXVGnWyz64gHBVWtHLXgnfHjDOWOzWV1CAAAAACv8TgUad26tXbs2FHlOT169NCKFSt03XXX6f3335fZbKbjCuocd1Z9SHW0za4jhki3CqqWXxmy/+T+Si148w7nKXtNNqtFAAAAAHiNx6HIFVdcoU8//VT79+9XmzZtnJ6XlJSk5cuXa8iQIZo1axahCOoUT1Z9BH2bXXdYC6pWw9HKEEecteYFAAAAAE943H3m+uuv14ULF/Svf/2r2nNbtmypb7/9VldccYXOnTvn6SOBgFPVqg9ngrrNbi3JXpNdbSAiOW/NCwAAAACe8HilyPDhw/X000/L4GIRhNjYWC1evFhPP/20TCaTp48FAoonqz4yMiyrScqHKUHTZreWuLIChBa8AAAAALzN41CkSZMm+tvf/ubWNdHR0Xrttdc8fSQQcDxZ9RHUbXa9pGJnmbZN2jo8b1jKMLVp3IYWvAAAAABqhcehSMeOHXXLLbdo8uTJ3pwPEFQ8XfURtG12vcBR/ZAeCT30q+a/0o+//GgbMyYaNeuWWQQhAAAAAGqNx6HI7t27deTIEW/OBQg6rPpwn6P6IZuObNLzA5/X7Zfebls9wsoQAAAAALXN41AEgEUor/pwVfntMs4Kqu47uU/vXP+Oj2cGAAAAIJQRigCoOXOJNHWTVGCSuUOksnt8q/yi3UqJS9Edxjs09KOh1XaXobMMAAAAAF8jFAFQM+YSacRcafNRmSOKlTrqNeUdP2A7nLUqS4fMh6q8BZ1lAAAAAPhDjUKRDRs26Pnnn/fo2r/+9a81eTSAQDF1k7T5qCQpu8dy5SUcsDvsLBDp26qvjC2M1A8BAAAA4Dc1CkXy8vKUl1f1kviKysrKFBYWRigC1BUFJtu3+bGuF1++6ZKbNH4AxVgAAAAA+E+NQpHk5GQNGDDAW3MBEIySYm3fppgSHJ7S0tDSbsUI22UAAAAABIIahSKpqal6//33vTUXAEHGXGJWdvevlD9qsVIKYnTHtr6a0Xmt3RYaY6JRX93+lT7M+5B2uwAAAAACCoVWAXjEXGJW6vuplq4yrSS1kmb026Sv4t/Xh79aa+s+Yw1A2CoDAAAAINAQigDwSPaa7EptdvPCd+nD3hs0fsDTfpoVAAAAALiunr8nACA45RfmuzUOAAAAAIGGUASAR1LiUtwaBwAAAIBA4/H2mQsXLnhzHgCCTEafDM34cYbdFhq6ygAAAAAIJtQUAeARQ6RBuWNzlb0mm64yAAAAAIISoQgAl5hLzA4DELrKAAAAAAhWhCIAqmXXfve/Ziz5X+VmrJQhLs6PMwMAAAAAz1FoFYA9c4n0xnrpkRzLV3OJ4/a753coO/NBy/kAAAAAEIRYKQLgInOJNGKutPnoxbE5O5T/5+0OT88/u0eaukka19NHEwQAAAAA72GlCICLpm6yD0QkafNRpeQ7Lp6aYkqQCky1Py8AAAAAqAWEIgAuchJwZPw8WMbwznZjxiOtlbHpKikptvbnBQAAAAC1gO0zPmQymWQymSRJpaWlCg8P9++EEJrMJZYVIQUmS6AxpodkiLQccxJwGJJaKvcPK5Wd+aDyz+5RiilBGZuukqFza8v1AAAAABCECEV8KCsrSxMnTrS9TkhI8ONsEJKc1AzRwlGWYGRMD8vr8se7N5PG9JDBEKnx2dMuBirXx9oHKgAAAAAQZAhFfCgzM1Pp6emSpMGDB7NSBL7npGaIrViqIVLmuYOV/d5E5Z/YpZQmycq4+/cyWIMPQyRFVQEAAADUGYQiPhQbG6vY2FhJUkREhH8ng7qrqu0x5WqGmCOKld1jufJjjyjlwEZllLwqSUqdlaa8M3lSpKQz0oxZy5Q7NleGSMfFVgEAAAAgWBGKAHVJddtj/lszxBxRrNRRrykv4cB/T/pOM97/XjddcpPyDufZ3TLvcJ6y12Rr/IDxvnkPAAAAAOAjdJ8B6pKqtsdIllUj3Zspu8fycoGIRd7hPC3csdDhbfML82tjtgAAAADgV4QiQF3ipKWubdwQKS0cpfw0J//plzkeTolLqenMAAAAACDgEIoAdYmTlrp244ZIpVzVz+FpIzqPkDHRaDdmTDQqo0+Gd+YHAAAAAAGEmiJAsKiqgKpVhZa65ohiZf96nfJb/6CUFV2U0SdDhkiDMvpkaMaPM+zqhxgTjXq4/8N6uP/Dyl6TrfzCfKXEpdiuAQAAAIC6hlAECAbVFVC1+u/2GE3dJHPBIaXGPaK88zukHyX9KM34cYatk0zu2Fyn4QdFVQEAAACEAkIRIBhUUUDVfG/nyuHGuJ7KXvGS8v6zw+6S8p1kDJEGwg8AAAAAIY1QBAhw5hKzsg+8rfxBm5ViSlDGpqtkKG1gOVZwSKnvj7XbBmNdDeKsYwydZAAAAADAglAECGDmErNS309VXnSe1N0yNqPzWuXOfViG0gbKbvG1XSAiXVwN4qxjDJ1kAAAAAMCC7jNAAMtek1059Eg4oOwey6XuzZSfYnZ4XX5hvjL6ZNBJBgAAAACqwEoRIIA53QKTVk96cJRS8vZaiqhWkBKXUm0xVQAAAAAIdYQigDe50jbXjWucboG5qp9kiHTaWte6GoRiqgAAAADgHKEI4C2uts114xpXQg9WgwAAAACAZwhFAG+pom2uxvV0eIn5/e+VHTlT+YOOXOwsU+4aV0IPVoMAAAAAgGcIRQBvKTBJkswRxcrusVz5sf8NOgqS5GjdhrnErNSj6cobsMs2Zuss8997SYQeAAAAAFBbCEUAb0mKlTmiWKmjXlNewgHb8IzwrcotuabSlpbsNdnKC99lN2btLDM+aZBPpgwAAAAAoYyWvAh5ZrP00kvSPfdYvpodd7mt3pgeyv71OrtARJLyzu9Q9prsSqc77SyTdMpSbBUAAAAAUKtYKYKQZjZLqalS3sU6ppoxQ8rNlQzu1io1RCr/xmiHLXIdBSBOO8v87trqO9YAAAAAAGqMlSIIadnZ9oGIZHmdXXlhh0tSErs4HncQgGT0yZAx0Wg3Zkw0KiP1z549HAAAAADgFlaKIKTlO97B4nS8OtW10C2PdroAAAAA4F+EIghpKY53sNiNnzl/Ri+teMml4MLdoIPOMgAAAADgP4QiCGkZGZYaIuW30BiNlnHJEog8lPeQdhWVa5v74wzljs0l6AAAAACAIEdNEYQ0g8FSVHXyZOlPf7J8LV9kdf7B+XaBiCTlHc5z2E0GAAAAABBcWCmCkGcwSOOdLOw4ePagw3Fn7XQBAAAAAMGDlSJAFVpFtXI47qydLgAAAAAgeBCKAFUY2Wqkkhsl24056yYDAAAAAAgubJ8BrMwl0tRNUoFJSoqVxvRQdHi0Xje+rs0NN9M2FwAAAADqGEIRQLIEIiPmSpuPXhybs0Ph45spOiqabjIAAAAAUAexfQaQLCtEygcikrT5qFovKvTPfAAAAAAAtY5QBJAsW2YciD5c4tt5AAAAAAB8hlAEkCw1RBw4kxjp23kAAAAAAHyGUASQpDE9pO7N7Me6N9OBIXH+mQ8AAAAAoNZRaBWQJEOktHBUpe4z57/P9ffMAAAAAAC1hFAEsDJESuN6+nsWAAAAAAAfYfsMAAAAAAAISYQiAAAAAAAgJBGKAAAAAACAkEQoAgAAAAAAQhKhCAAAAAAACEl0n0FwMZdUapsrQ6S/ZwUAAAAACEKEIgge5hJpxFxp89GLY3N2SAtHEYwAAAAAANzG9hkEj6mb7AMRyfJ66ib/zAcAAAAAENQIRaqwdu1a3XHHHUpJSVFYWJieeeYZf08ptBWY3BsHAAAAAKAKhCJVWLFihVatWqXU1FQ1adLE39NBUqx74wAAAAAAVIFQpArjxo3Tjh07NG3aNMXGxvp7OhjTQ+rezH6sezPLOAAAAAAAbqLQahXq1SMzCiiGSEtRVbrPAAAAAAC8IGh/61+3bp1efPFFjRo1Sm3atFFYWJjCwsKqve7MmTP661//qs6dOysqKkqtWrXS2LFjdeDAAR/MGjVmiJTG9ZReTbN8JRABAAAAAHgoaFeKTJo0SfPnz3frmrNnzyotLU2rVq1Sy5YtNXLkSO3evVtTp07VwoULtWrVKnXs2LGWZgwAAAAAAAJJ0K4U6d+/v5599ln9+9//1qFDh9SgQYNqr/nb3/6mVatWqX///tqxY4c++eQTrV69Wq+88oqOHDmisWPH+mDmAAAAAAAgEATtSpEnnnjCrfNLSkr05ptvSpL+9a9/yWAw2I498sgj+uCDD7Rs2TKtW7dOvXr18upcAQAAAABA4AnalSLuWrFihU6cOKHk5GRdfvnllY7ffPPNkqQFCxb4emoAAAAAAMAPgnaliLvy8vIkST179nR43Dq+ceNGrz63e/fuDsd37dqlFi1aKCcnx6vPg3cVFRVJEp9THcZnXPfxGdd9fMahgc85OBQVFalRo0b+ngYAuCxkQpG9e/dKktq0aePwuHV8z549trEjR45o2bJlkqTTp09r27Ztmj17tho1aqRhw4bV8owBAAAAAEBtCplQxGw2S5IaNmzo8Lg10T516pRtbPPmzbrllltsr+fMmaM5c+aoffv22r17t0vP3bx5s8Nx6wqStLQ0l+4Dz5lLzMpek638wnylxKUoo0+GDJGG6i/Uxb+N4nOqu/iM6z4+47qPzzg08DkHB1aJAAg2IROKeGLgwIEqKyvz9zRQA+YSs1LfT1Xe4Tzb2IwfZyh3bK7LwQgAAAAAoG4KmUKr1m4zp0+fdnjcuk81JibGZ3NC7ctek20XiEhS3uE8Za/J9tOMAAAAAACBImRCkXbt2kmS9u/f7/C4dbx9+/Y+mxNqX35hvlvjAAAAAIDQETKhiNFolCStX7/e4XHr+KWXXuqzOaH2pcSluDUOAAAAAAgdIROKDBgwQE2aNNGuXbu0YcOGSsdnz54tSbr++ut9PDPUpow+GTImGu3GjIlGZfTJ8NOMAAAAAACBImRCkcjISD344IOSpAceeMBWQ0SSXn31VW3cuFHXXHONevXqVWtzMJlM2r17t3bv3q3S0lJduHCh1p4FC0OkQbljczX515P1p55/0uRfT6bIKgAAAABAUhB3n/n88881adIk2+uSkhJJUr9+/Wxjzz77rIYPH257/cwzz+g///mPvvvuO3Xq1ElXXXWV9uzZo9WrVyshIUHvv/9+rc45KytLEydOtL1OSEio1efBwhBp0PgB4/09DQAAAABAgAnaUOTIkSNavXp1pfHyY0eOHLE7FhUVpSVLluiFF17QjBkzNG/ePMXFxSk9PV2TJk1SmzZtanXOmZmZSk9PlyQNHjxY4eHhtfo8AAAAAADgXNCGIunp6baAwR3R0dF6/vnn9fzzz3t/UtWIjY1VbGysJCkiIsLnzwcAAAAAABeFTE0RAAAAAACA8ghFAAAAAABASCIUAQAAAAAAIYlQBAAAAAAAhCRCEQAAAAAAEJIIRQAAAAAAQEgK2pa8wchkMslkMkmSSktLFR4e7t8JAQAAAAAQwlgp4kNZWVlKSkpSUlKSdu7cqWPHjvl7SgAAAAAAhCxCER/KzMxUQUGBCgoK1KlTJ8XHx/t7SgAAAAAAhCy2z/hQbGysYmNjJUkRERH+nQwAAAAAACGOlSIAAAAAACAksVIEQcFslrKzpfx8KSVFysiQDAZ/zwoAAAAAEMwIRRDwzGYpNVXKy7s4NmOGlJtLMAIAAAAA8BzbZxDwsrPtAxHJ8jo72z/zAQAAAADUDawUgU2gblHJz3dvHAAAAAAAVxCKQFJgb1FJSXFvHAAAAAAAV7B9xodMJpN2796t3bt3q7S0VBcuXPD3lGwCeYtKRoZkNNqPGY2WcQAAAAAAPMVKER/KysrSxIkTba8TEhL8OBt7gbxFxWCwrFgJxK09AAAAAIDgRSjiQ5mZmUpPT5ckDR48WOHh4f6dUDmBvkXFYJDGj/f3LAAAAAAAdQnbZ3woNjZWHTp0UIcOHRQREaF69QLnx88WFQAAAABAqGGlCCSxRQUAAAAAEHoIRWDDFhUAAAAAQCgJnP0bAAAAAAAAPkQoAgAAAAAAQhKhCAAAAAAACEmEIgAAAAAAICQRigAAAAAAgJBEKAIAAAAAAEISLXl9yGQyyWQySZJKS0sVHh7u3wkBAAAAABDCWCniQ1lZWUpKSlJSUpJ27typY8eO+XtKAAAAAACELEIRH8rMzFRBQYEKCgrUqVMnxcfH+3tKAAAAAACELLbP+FBsbKxiY2MlSREREf6dDAAAAAAAIY5QJMSYS8zKXpOt/MJ8pcSlKKNPhgyRBn9PS1Jgzw0AAAAAUPcQioQQc4lZqe+nKu9wnm1sxo8zlDs21+/hQyDPDQAAAABQN1FTJIRkr8m2Cx0kKe9wnrLXZPtpRhcF8twAAAAAAHUToUgIyS/Md2vclwJ5bgAAAACAuolQJISkxKW4Ne5LgTw3AAAAAEDdRCgSQjL6ZMiYaLQbMyYaldEnw08zuiiQ5wYAAAAAqJsotBpCDJEG5Y7NDcgOL4E8NwAAAABA3UQoEmIMkQaNHzDe39NwKJDnBgAAAACoe9g+AwAAAAAAQhKhCAAAAAAACEmEIgAAAAAAICRRU8SHTCaTTCaTJKm0tFTh4eH+nRAAAAAAACGMlSI+lJWVpaSkJCUlJWnnzp06duyYv6cEAAAAAEDIIhTxoczMTBUUFKigoECdOnVSfHy8v6cEAAAAAEDIYvuMD8XGxio2NlaSFBER4d/JAAAAAAAQ4lgpAgAAAAAAQhKhCAAAAAAACEmEIgAAAAAAICQRigAAAAAAgJBEKAIAAAAAAEISoQgAAAAAAAhJhCIAAAAAACAkEYoAAAAAAICQRCgCAAAAAABCEqEIAAAAAAAISYQiAAAAAAAgJBGKAAAAAACAkEQoAgAAAAAAQhKhCAAAAAAACEn1/T2BUGIymWQymSRJpaWlCg8P9++EAAAAAAAIYawU8aGsrCwlJSUpKSlJO3fu1LFjx/w9JQAAAAAAQhahiA9lZmaqoKBABQUF6tSpk+Lj4/09JQAAAAAAQhbbZ3woNjZWsbGxkqSIiAj/TgYAAAAAgBDHShEAAAAAABCSCEUAAAAAAEBIIhQBAAAAAAAhiVAEAAAAAACEJEIRAAAAAAAQkghFAAAAAABASCIUAQAAAAAAIYlQBAAAAAAAhCRCEQAAAAAAEJIIRQAAAAAAQEgiFAEAAAAAACGJUAQAAAAAAIQkQhEAAAAAABCSCEUAAAAAAEBIIhQBAAAAAAAhiVAEAAAAAACEJEIRAAAAAAAQkghFAAAAAABASKrv7wmEEpPJJJPJJEkqLS1VeHi4fycEAAAAAEAIY6WID2VlZSkpKUlJSUnauXOnjh075u8pAQAAAAAQsghFfCgzM1MFBQUqKChQp06dFB8f7+8pAQAAAAAQstg+40OxsbGKjY2VJEVERPh3MgAAAAAAhDhWigAAAAAAgJBEKAIAAAAAAEISoQgAAAAAAAhJhCIAAAAAACAkEYoAAAAAAICQRCgCAAAAAABCEqEIAAAAAAAISfX9PQEEIHOJNHWTVGCSkmKlMT0kQ6S/ZwUAAAAAgFcRisCeuUQaMVfafPTi2Jwd0sJRBCMAAAAAgDqF7TOwN3WTfSAiWV5P3eSf+QAAAAAAUEsIRWCvwOTeOAAAAAAAQYpQBPaSYt0bBwAAAAAgSBGKwN6YHlL3ZvZj3ZtZxgEAAAAAqEMotAp7hkhLUVW6zwAAAAAA6jhCEVRmiJTG9fT3LAAAAAAAqFVsnwEAAAAAACGJUAQAAAAAAIQkQhEAAAAAABCSCEUAAAAAAEBIIhQBAAAAAAAhiVAEAAAAAACEJEIRAAAAAAAQkghFAAAAAABASCIUAQAAAAAAIYlQBAAAAAAAhCRCEQAAAAAAEJIIRQAAAAAAQEgiFAEAAAAAACGJUAQAAAAAAISk+v6eQCgxmUwymUySpNLSUoWHh/t3QgAAAAAAhDBCER/KysrSxIkTba/Dw8PVvXt3P84I1SkqKpIkNWrUyM8zQW3hM677+IzrPj7j0MDnHBx27dqliIgIf08DAFzG9hkfyszMVEFBgQoKCtSsWTNFR0f7e0qoxs8//6yff/7Z39NALeIzrvv4jOs+PuPQwOccHCIiIgiuAASVsLKysjJ/TwIIVNaVPJs3b/bzTFBb+IzrPj7juo/PODTwOQMAagMrRQAAAAAAQEgiFAEAAAAAACGJUAQAAAAAAIQkQhEAAAAAABCSCEUAAAAAAEBIovsMAAAAAAAISawUAQAAAAAAIYlQBAAAAAAAhCRCEQAAAAAAEJIIRQAAAAAAQEgiFAEAAAAAACGJUAQAAAAAAIQkQhEAAAAAABCSCEUAN2zbtk2TJ0/WoEGD1KxZM0VERKhFixYaNWqUli9f7u/pwQuKioo0ffp0jRs3TldccYUaNGigsLAwTZgwwd9Tg5vOnDmjv/71r+rcubOioqLUqlUrjR07VgcOHPD31OAF69at04svvqhRo0apTZs2CgsLU1hYmL+nBS85ffq05s2bp7vuuktdunRRVFSUGjVqJKPRqOeff15ms9nfUwQA1BFhZWVlZf6eBBAs2rRpowMHDshgMKhfv36Ki4vTli1btGnTJoWFhenVV19VZmamv6eJGtiwYYMuv/zySuPPPfccwUgQOXv2rAYNGqRVq1apZcuWuuqqq7R79259//33SkhI0KpVq9SxY0d/TxM1cOONN2r+/PmVxvljTd3w3nvv6U9/+pMkqVu3burRo4dOnjyp7777TqdOnVLXrl21bNkyNW/e3M8zBQAEO1aKAG7o2rWrPvzwQx05ckTffPONPvnkE/344496++23VVZWpscee0xbtmzx9zRRAzExMbrrrrv09ttva926dXr++ef9PSV44G9/+5tWrVql/v37a8eOHfrkk0+0evVqvfLKKzpy5IjGjh3r7ymihvr3769nn31W//73v3Xo0CE1aNDA31OCF0VEROiee+7Rli1btGXLFs2aNUtfffWVtm/frssvv1zbtm3jLyEAAF7BShHAS4YMGaKvv/5aEyZM0HPPPefv6cBLXnzxRT311FOsFAkiJSUlat68uU6cOKH169dXWvljNBq1ceNGrV27Vr169fLTLOFtUVFRKi4uZqVICFi5cqWuvPJKNWjQQCdPnlRkZKS/pwQACGKsFAG8xGg0SpIOHjzo55kAoW3FihU6ceKEkpOTHW6FuvnmmyVJCxYs8PXUAHiB9f9vi4uLdezYMT/PBgAQ7AhFAC/56aefJEktWrTw80yA0JaXlydJ6tmzp8Pj1vGNGzf6bE4AvMf6/7cRERGKi4vz82wAAMGOUATwgl27dmnhwoWSpBtuuMHPswFC2969eyVZCiM7Yh3fs2ePz+YEwHtef/11SdLQoUOpJQMAqDFCEaCGzp07p/T0dBUXF+t3v/sdNQoAP7O26mzYsKHD440aNZIknTp1ymdzAuAdX3zxhf73f/9XERERmjRpkr+nAwCoA+r7ewKAL/32t7/V1q1b3brmww8/VN++fZ0e//Of/6zc3Fx17NhR2dnZNZ0iaqg2PmMAgP9t27ZNt99+u8rKyvQ///M/ttoiAADUBKEIQkpBQYG2b9/u1jWnT592euzvf/+73nrrLSUmJmrRokXsbQ4A3v6MEXwMBoMk559rUVGRJEv7ZQDB4cCBAxo6dKiOHz+uRx55RA899JC/pwQAqCMIRRBSNmzY4LV7vf3223rmmWfUpEkTffXVV0pJSfHaveE5b37GCE7t2rWTJO3fv9/hcet4+/btfTYnAJ4rLCzU4MGDtWfPHo0ZM0Yvv/yyv6cEAKhDqCkCeGDmzJl64IEH1LBhQ33++ee67LLL/D0lAP9lXVK/fv16h8et45deeqnP5gTAM2azWcOGDdOWLVs0atQovfvuuwoLC/P3tAAAdQihCOCmL774QnfccYfq16+vzz77TAMGDPD3lACUM2DAADVp0kS7du1yuHJo9uzZkqTrr7/exzMD4I7i4mKNHDlS33//vYYMGaKPP/5Y4eHh/p4WAKCOIRQB3LBixQrdfPPNKisr0yeffKLBgwf7e0oAKoiMjNSDDz4oSXrggQdsNUQk6dVXX9XGjRt1zTXX0CkKCGDnz5/XbbfdppycHF111VWaO3euIiMj/T0tAEAdFFZWVlbm70kAwaJp06YymUxKSkrS1Vdf7fCc1NRU3X333T6eGbzpt7/9rQ4dOiRJOnjwoPbt26fWrVurTZs2kqSWLVvqs88+8+cUUY2zZ89q4MCBWr16tVq2bKmrrrpKe/bs0erVq5WQkKBVq1apY8eO/p4mauDzzz+3a8n6/fffq6ysTFdccYVt7Nlnn9Xw4cP9MT3U0Ouvv67MzExJlv9Nbty4scPzXn75ZTVr1syHMwMA1DUUWgXcYDKZJFk6nBQUFDg9j1AkuP3www/as2eP3diBAwd04MABSRToDAZRUVFasmSJXnjhBc2YMUPz5s1TXFyc0tPTNWnSJFvAheB15MgRrV69utJ4+bEjR474ckrwouPHj9u+ryqEnjBhAqEIAKBGWCkCAAAAAABCEjVFAAAAAABASCIUAQAAAAAAIYlQBAAAAAAAhCRCEQAAAAAAEJIIRQAAAAD8f3t3HhR1+ccB/L0LCShyBB6s4IEGYoQaoiLwW1RASzQGj7yBdNRSKiMUNRPGyqQC8cimkWPSRsoh5BBBlFNUkFEoQsgUFDkmCRAZOUS+vz+c3Z/b7iaH12/2/ZphBj7P8X2+B3/sZ5/n+RIRaSQmRYiIiIiIiIhIIzEpQkREREREREQaiUkRIiIiIiIiItJITIoQERERERERkUZiUoSIiIiIiIiINBKTIkRERERERESkkZgUISLqIZFI1KOfkSNHAgCysrIgEong6+v7XMf/onhe16OyshIikQiurq7P9Lj/T9Tdm5iYGIhEIgQHBz+XcRERERE9adrPewBERP9vfHx8lGJnz57FtWvXMH78eEyYMEGhzNTU9BmN7MUSHByMkJAQREdHMxH0guG9ISIiInqISREioh6KiYlRivn6+uLatWvw8vLit+jdNHnyZFy5cgWGhobPeyj0D7w3REREpCmYFCEioueif//+GDt27PMeBqnAe0NERESagnuKEBE9Bw0NDXj33XdhZmYGHR0d2NraIioqSm39qqoqbNiwAaNHj4auri5efvlleHp64ty5c2rbpKSkwN3dHcbGxtDV1YW1tTWCgoLQ1NSkVDc4OBgikQgxMTEoKCiAp6cnTExMIBKJUFRUJK+Xn5+PhQsXwszMDP369YO5uTlWr16NmzdvKvQ3cuRIhISEAAD8/PwU9ljJysoC8Pg9RVJTUzFv3jwMGTIEOjo6sLCwgKenJ+Li4hTq5ebmYsOGDbCzs4OxsTH09PQwduxYtefaW1VVVVixYgUGDRqE/v37w97eHkeOHFG7R4mvr6/C+f7To/vNyLS1tSEyMhJvvfUWLC0toaenByMjI/znP/9BbGysyn4ePU5OTg5mzJiBgQMHwsDAAHPmzEFpaalC/Sdxb1QRBAFHjx7FjBkz5M+cjY0NgoODce/ePaX6LS0t2LVrF8aPHw9DQ0Po6+tj9OjRWLhwIdLS0rp9XCIiIqK+4EwRIqJnrKmpCY6OjmhpaYGLiwvq6+uRk5ODVatWoaurC6tXr1aof/78ecyZMweNjY2wtrbGnDlzcPv2baSlpSE1NRU//vgj3n77bYU2u3btwtatW6GtrQ2pVApTU1Pk5eVh9+7diI+PR05ODoYMGaI0tpycHKxZswZWVlbw8PBATU0NxOKH+fNvv/0W/v7+AAAHBwe4uLigvLwckZGRSExMRHZ2NmxsbAAACxYswOnTp1FcXAwnJyeMGTNGfoyhQ4c+9hoFBAQgLCwMYrEYjo6OGD58OGpqapCXl4dbt25h/vz58rqBgYEoLi6GnZ0dZs6ciba2Nly6dAm7d+9GcnIyLly4AH19/W7eHdUqKiowbdo01NXVwdLSEm5ubqiursbKlSuxfv36PvX9qMrKSqxevRoSiQTW1taYPHky6urqcO7cOeTm5qKsrEzt8qykpCRERERg0qRJePPNN1FUVISUlBTk5+ejpKREft37em9U6erqwvLly3H06FHo6+tj0qRJMDY2RmFhIUJCQnDy5ElkZWVBT08PAPDgwQO4ubkhPz8fpqamcHV1ha6uLm7duoWUlBQMGDAAs2bN6tVYiIiIiHpEICKiPvPx8REACDt27FBbJzMzUwAgABAWL14stLW1ycvi4+MFAMLw4cMV2ty5c0cwMzMTtLS0hCNHjiiUXbx4UTA2Nhb09fWFv/76Sx4vKCgQxGKxoK+vL1y4cEEeb2trExYuXCgAEObPn6/Q144dO+Rj2717t9LYz58/L2hpaQnDhg0TCgsLFcoOHTokABCmTJmiss/o6Oh/vR4+Pj4K8cOHDwsABIlEIly+fFmh7N69e8KpU6cUYikpKUJTU5NCrK2tTVizZo0AQAgJCVEoq6ioEAAIUqlU5bhUmT17tgBAeOedd4T79+/L44mJiYKWlpbK/mTPRGZmpso+AQgjRoxQiNXX1wvp6elCV1eXQvz69evCyJEjBbFYLFRUVKg8jlgsFuLj4+Xxzs5OYf78+QIAYfv27QptentvoqOjVT7noaGhAgDB1dVVqK2tlcfb29uFVatWCQCEzZs3y+MZGRkCAMHBwUFobW1V6OvOnTtKzxgRERHR08LlM0REz5iBgQH2798PHR0deczLywu2tra4efMmKisr5fGoqCjU1tbiww8/xLJlyxT6mTRpErZv346WlhYcOXJEHt+/fz+6urrg7++PKVOmyOM6OjrYv38/9PT0EB8fj6qqKqWxvfbaawgMDFSKf/nll3jw4AG+++472NvbK5StWrUK8+bNQ35+Pi5fvtzj6/FPX3zxBQAgLCxM6U0+enp6cHd3V4i98cYbShuC6ujoYM+ePdDW1kZCQkKfxnP9+nWkpqbCwMAAYWFh0Nb+3yTLuXPnYsGCBX3q/1EmJiZwc3ODSCRSiI8aNQrbtm1DV1cXkpKSVLZdsmQJvLy85H9raWlhy5YtAB7OAHpaOjs7ERoaigEDBiA2NlZhtkm/fv2wb98+DB06FN9//z26uroAALdv3wYAODk5QVdXV6E/AwMDpWeMiIiI6Gnh8hkiomfM3t4eJiYmSnErKyuUlJSgtrZWvtfEqVOnAADe3t4q+3JxcQEAFBQUyGO5ubkAoJREAYDBgwfDw8MDCQkJyMvLw+LFixXKPT09lT6Qd3V14cyZM+jfv7/aJQ0uLi5ITExEQUEBJk6cqLJOd9TU1ODKlSswMjLCokWLut2uuroaSUlJKCsrQ3Nzs/zDd79+/XD16tVejwd4+LplAJg9e7bKt7EsWbIEP/30U5+OoeqYWVlZqK6uRltbGwRBQG1tLQCoPR8PDw+lmJWVFQDI2z4Nly5dQn19Pdzd3VUuydLT04O9vT1OnDiBq1evwtraGhMmTIBYLEZ0dDTGjRsHb29vlf8TRERERE8bkyJERM+Yubm5yvjAgQMBAO3t7fKYbNaIk5PTv/ZZX18v/72mpgYAlDbxlJHFq6urlcqGDx+usu+WlhYAD5MM3R1Hb8hmr1haWiolZ9QJCwtDUFAQ7t+/36djqyO7niNGjFBZru4698adO3fg7e2NjIwMtXXu3r2rMq7quVL1TD1psmc0PT39sfesvr4e1tbWsLKyQmhoKLZs2YI1a9Zg3bp1sLW1xcyZM+Hr6ws7O7unNl4iIiKiRzEpQkT0jMk2Lu0O2YyHBQsWYMCAAWrr9eT1qf/2wfWfSxkeHYO+vr7CBqeqvPrqq90ex5Nw4cIFBAQEwNDQEBEREXB1dcXQoUPlS5MkEslTnSXRW7Jr+k+bN29GRkYGpFIpQkJCYGtrCyMjI2hpaeHUqVOYNWsWBEFQ2bYnz9WTJDuXMWPGPDZ59+hskICAACxatAjHjx9Heno6cnNzER4ejj179iA8PBwffPDBUx03EREREcCkCBHRC83c3Bzl5eUICgrq9j4LEokEFRUVuHHjBsaNG6dULvtmf9iwYd3qz9TUFLq6uvLlDt2dwdEbFhYWAB7u4yEIwmOPFR8fDwD4/PPP4ePjo1DW2tqKurq6Po/JzMwMAHDjxg2V5erislk1slk2j1K1nwvw8Hy0tLSQmJgIAwMDhbLr1693e8zPkmyGytixYxETE9OjthYWFvD394e/vz86OzsRGxsLPz8/bNq0CStXroSxsfFTGDERERHR/3CjVSKiF5hsU1HZh//ukO0zcvToUaUy2at8RSLRY7/Vl9HW1oarqyuam5tx5syZbo9DlhTo7OzsdhuJRAIbGxs0NTXh2LFjj63f2NgIQPXSkWPHjqmdVdETzs7OAIDU1FQ0NzcrlcfGxqpsJ0um/PHHH0pl6enpKts0NjbCwMBAKSECAD///HO3x/w4vbk36jg4OMDQ0BDZ2dloaGjodT/a2tpYvnw5HBwc0NHR0ee9YIiIiIi6g0kRIqIX2Nq1azF48GCEhoYqvL1DprOzE2lpaSgpKZHH1q9fD7FYjL1796KwsFAe7+jogL+/P1pbW+Ht7S2fldEd27Ztg1gshp+fH7KyspTKW1paEBUVhdbWVnlMIpEAAMrLy7t9HAAICgoCAHz00Uf49ddfFcra2toUEgqyjUQjIyMV9hQpLS3F5s2be3RcdUaPHg0PDw80NzcjICAADx48kJelpKSoTd5IpVIAwMGDB/H333/L40VFRfj0009VtrGyskJjY6PSxq3h4eHIzMzs66nI9fbeqKKjo4NNmzbh7t278Pb2Vjmjpbq6GocPH5b/nZmZidOnTys9zxUVFbhy5QpEIpHavXeIiIiIniQunyEieoEZGRkhISEBc+fOxdq1a/HZZ5/B1tYWxsbGqKurw6VLl9DU1IT4+HjY2toCACZPnoydO3di27ZtcHR0hKurK0xNTZGXl4eqqiq88sorOHDgQI/G4ezsjAMHDmDDhg2YPn06bG1tYWVlhZdeegmVlZUoKipCe3s7vL29oaenB+Dh21B0dXURHh6OkpISSCQSiEQiBAYGwtraWu2xVq5cicLCQuzbtw+vv/46HB0dYWFhgdraWhQVFWHEiBEoKioCAPj5+eGbb75BUlISrK2t4eDggIaGBmRnZ8PLywsFBQVql7f0xMGDBzFt2jQcOnQImZmZcHBwQE1NDXJzc/Hee++pvJ7Tp0+HVCpFdnY2xo0bBycnJ9TX1yM/Px/vv/8+vv76a6U2W7ZswfLly7F48WIcOHAA5ubmKC4uRllZGTZu3Ijw8PA+nwvQ+3ujTlBQEMrKynD48GHY2Nhg4sSJGDVqFDo6OlBeXo7S0lLY2dlhxYoVAIDi4mJs3LgRgwYNkr+N6fbt28jOzkZ7ezv8/f3liRsiIiKip4kzRYiIXnBTp07Fb7/9hk2bNsHAwADZ2dk4fvw4bty4AalUipiYGLi5uSm02bp1K5KTkyGVSnHx4kX88ssv8m/08/PzVb469XHWrVuHwsJC+Pj44O7du0hOTkZaWhpaWlqwbNkyJCcnK7yyViKRICEhAVOnTsXZs2cRFRWFyMjIbm18unfvXiQkJMDNzQ2lpaWIi4vDn3/+CWdnZ+zYsUNez8TEBBcvXsTSpUvR0dGBxMREVFdXY+fOnSqXD/WWpaUl8vPzsXTpUjQ1NeH48eNobm5GdHQ0Pv74Y5VtRCIREhISsG7dOohEIqSkpKChoQERERH46quvVLZZtmwZTpw4galTp6KoqAgnT56ERCJBRkYG5s2b98TOpy/3RhWxWIwffvgBCQkJcHd3R0VFBeLi4nD27Fno6uoiMDAQUVFR8vqenp745JNPYGVlheLiYhw7dgy///47nJ2dERcXh4iIiCd1qkRERET/SiQ8iQXXREREGqqyshKjRo2CVCpVubSIiIiIiF5cnClCRERERERERBqJSREiIiIiIiIi0khMihARERERERGRRuKeIkRERERERESkkThThIiIiIiIiIg0EpMiRERERERERKSRmBQhIiIiIiIiIo3EpAgRERERERERaSQmRYiIiIiIiIhIIzEpQkREREREREQaiUkRIiIiIiIiItJITIoQERERERERkUZiUoSIiIiIiIiINBKTIkRERERERESkkZgUISIiIiIiIiKNxKQIEREREREREWkkJkWIiIiIiIiISCMxKUJEREREREREGum/mVWaISSrqU8AAAAASUVORK5CYII=", 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" ] @@ -454,18 +493,18 @@ "source": [ "# Plot T2 distribution\n", "oneqprops = get_1q_distributions(backends, backend_names, prop_ind=1)\n", - "plot_1q_distribution(backend_names, oneqprops, prop_list, prop_unit, prop_ind=1)" + "plot_1q_distribution(oneqprops, prop_list, prop_unit, prop_ind=1)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 167, "id": "e23d4fc3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -477,18 +516,18 @@ "source": [ "# Plot 1Q distribution\n", "oneqprops = get_1q_distributions(backends, backend_names, prop_ind=2)\n", - "plot_1q_distribution(backend_names, oneqprops, prop_list, prop_unit, prop_ind=2)" + "plot_1q_distribution(oneqprops, prop_list, prop_unit, prop_ind=2)" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 168, "id": "6044dd46", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -500,7 +539,214 @@ "source": [ "# Plot Readout distribution\n", "oneqprops = get_1q_distributions(backends, backend_names, prop_ind=3)\n", - "plot_1q_distribution(backend_names, oneqprops, prop_list, prop_unit, prop_ind=3)" + "plot_1q_distribution(oneqprops, prop_list, prop_unit, prop_ind=3)" + ] + }, + { + "cell_type": "markdown", + "id": "3377f3d7-332f-40c7-b6ac-c4d89733e0d5", + "metadata": {}, + "source": [ + "# Extract historical data for each backend" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "5a59e96b-6264-4c71-8019-4937adae57c1", + "metadata": {}, + "outputs": [], + "source": [ + "def generate_datetime_range(start: datetime, end: datetime, step_days: int) -> List[datetime]:\n", + " \"\"\"\n", + " Generate a list of datetime objects between start and end with a specified step.\n", + " \n", + " Args:\n", + " start (datetime): The starting datetime\n", + " end (datetime): The ending datetime\n", + " step_days (int): Number of days between each datetime in the list\n", + " \n", + " Returns:\n", + " List[datetime]: List of datetime objects\n", + " \"\"\"\n", + " times = []\n", + " current = start\n", + " \n", + " while current <= end:\n", + " times.append(current)\n", + " current += timedelta(days=step_days)\n", + " \n", + " return times" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "id": "a9dd758f-2be5-4e32-aa45-4025c957c3c1", + "metadata": {}, + "outputs": [], + "source": [ + "# Extract historical data\n", + "def extract_historical_data(backends: Dict, backend_names: List[str], start: datetime, end: datetime, step_days: int=1, prop_ind: int=0, quantiles: list=[0.1,0.25,0.5,0.75,0.9], qubits: List=None) -> tuple[Dict,Dict,Dict,Dict]: \n", + " \"\"\"\n", + " Extract historical data between start and end with a specified step.\n", + " \n", + " Args:\n", + " backends (Dict): dictionary containing backends\n", + " backend_names (List[str]): list of backend names\n", + " start (datetime): The starting datetime\n", + " end (datetime): The ending datetime\n", + " step_days (int): Number of days between each datetime in the list\n", + " prop_ind (int): Property index to extract, see list prop_list\n", + " quantiles (list): list of quantiles to extract\n", + " \n", + " Returns:\n", + " data_mean (List[float]): list of mean historical data\n", + " data_median (List[float]): list of median historical data\n", + " data_std (List[float]): list of std historical data\n", + " data_quantiles (List[np.ndarray]): list of arrays containing quantiles historical data\n", + " \"\"\"\n", + " dates = generate_datetime_range(start, end, step_days=1) # list of datetimes between the start and end dates\n", + " data_mean = {}\n", + " data_median = {}\n", + " data_std = {}\n", + " data_quantiles = {}\n", + " # loop through backends\n", + " for machine in backend_names:\n", + " data_mean[machine] = []\n", + " data_median[machine] = []\n", + " data_std[machine] = []\n", + " data_quantiles[machine] = []\n", + " # loop through time\n", + " for date in dates:\n", + " oneqprops = get_1q_distributions(backends, [machine], prop_ind=prop_ind, date=date, qubits=qubits) # return type is dict\n", + " oneqprops = oneqprops[machine] # get value of dict \n", + " \n", + " mean = np.mean(oneqprops)\n", + " median = np.median(oneqprops)\n", + " std = np.std(oneqprops)\n", + " quantile = np.quantile(oneqprops, quantiles)\n", + " \n", + " data_mean[machine].append(mean)\n", + " data_median[machine].append(median)\n", + " data_std[machine].append(std)\n", + " data_quantiles[machine].append(quantile)\n", + " return data_mean, data_median, data_std, data_quantiles" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "id": "92b18326-a0d9-4550-adb6-c2c8dc9dad8c", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_historical_data(dates: List[datetime], all_data: Dict, prop_ind: int=0) -> None:\n", + " \"\"\"\n", + " Plot historical data\n", + "\n", + " Args:\n", + " dates (List[datetime]): list of dates\n", + " all_data (Dict): dictionary containing data of all backends, keys are backend names\n", + " \"\"\"\n", + " fig, ax = plt.subplots(1, 1, figsize=(6, 4))\n", + " for machine, data in all_data.items():\n", + " plt.plot(dates, np.asarray(data)/prop_scale[prop_ind], label=machine)\n", + " plt.scatter(dates, np.asarray(data)/prop_scale[prop_ind])\n", + " \n", + " plt.gcf().autofmt_xdate(rotation=45)\n", + " plt.legend( bbox_to_anchor=(1.05, 1), loc='upper left')\n", + " ax.set_title('%s historical data'%prop_list[prop_ind])\n", + " if len(prop_unit[prop_ind])>0:\n", + " ax.set_ylabel('%s (%s)'%(prop_list[prop_ind],prop_unit[prop_ind]))\n", + " else:\n", + " ax.set_ylabel('%s'%(prop_list[prop_ind]))\n", + " ax.figure.set_dpi(150)\n", + " plt.grid()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "id": "23f8c697-1140-4024-ba69-bc30aa9f5f09", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 211, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Specify timeframe\n", + "start = datetime(2024, 12, 9, 13, 42, 52) # date in the past year/month/day/hour/minutes/seconds\n", + "end = datetime.now() \n", + "dates = generate_datetime_range(start, end, step_days=1)\n", + "len(dates)" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "9ba1468d-f389-474a-abf5-fa8be4f80d51", + "metadata": {}, + "outputs": [], + "source": [ + "# %%time\n", + "# # Version: data of all qubits\n", + "# # This is SLOW, it may take several minutes (or hours)\n", + "# data_mean, data_median, data_std, data_quantiles = extract_historical_data(backends, backend_names, start, end, step_days=1, prop_ind=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "id": "44e81bab-d7e1-4930-85f2-2d40584f0ee2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 5.32 s, sys: 64.8 ms, total: 5.39 s\n", + "Wall time: 58 s\n" + ] + } + ], + "source": [ + "%%time\n", + "# Version: data of specified qubits\n", + "# Runs faster than cell above, but it might still take seconds to minutes\n", + "qubits = [0,1,2]\n", + "data_mean, data_median, data_std, data_quantiles = extract_historical_data(backends, backend_names, start, end, step_days=1, prop_ind=0, qubits=qubits)" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "id": "5e8cd18d-d476-4922-b1c3-a9e7861fd281", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot data\n", + "plot_historical_data(dates, data_mean)" ] }, { @@ -513,7 +759,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 47, "id": "bb993780", "metadata": {}, "outputs": [ @@ -531,12 +777,11 @@ } ], "source": [ - "import datetime\n", "from IPython.display import HTML, display\n", "\n", "def qiskit_copyright(line=\"\", cell=None):\n", " \"\"\"IBM copyright\"\"\"\n", - " now = datetime.datetime.now()\n", + " now = datetime.now()\n", "\n", " html = \"
\"\n", @@ -579,7 +824,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.4" } }, "nbformat": 4,