diff --git a/book/ate/sdid.ipynb b/book/ate/sdid.ipynb index fcfd250..e104909 100644 --- a/book/ate/sdid.ipynb +++ b/book/ate/sdid.ipynb @@ -11,16 +11,55 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "- Synthetic Control을 먼저 읽고 오세요.\n", - "- Synthetic Difference-in-Difference (SDID)는 Synthetic Control과 DiD를 결합한 방법입니다.\n", - "- 더 Robust하다고 합니다. 그래서 Synthetic Control만 돌리면, SDID도 돌려보라고 할 수도 있겠네요. 두 specification이 같은 주장을 지지하면 아무래도 더 신뢰할 수 있겠죠." + "## 1. 환경 설정 및 데이터 준비" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "from tqdm import tqdm\n", + "import matplotlib.patches as mpatches\n", + "\n", + "from synthdid.get_data import california_prop99\n", + "from synthdid.synthdid import Synthdid" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('../data/matheus_data/smoking.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "California의 state ID는 다음과 같습니다: [3]\n" + ] + }, { "data": { "text/html": [ @@ -51,111 +90,869 @@ " retprice\n", " california\n", " after_treatment\n", + " treated\n", " \n", " \n", " \n", " \n", - " 62\n", - " 3\n", + " 0\n", + " 1\n", " 1970\n", - " 123.000000\n", + " 89.800003\n", " NaN\n", " NaN\n", - " 0.178158\n", - " 38.799999\n", - " True\n", + " 0.178862\n", + " 39.599998\n", + " False\n", " False\n", + " 0\n", " \n", " \n", - " 63\n", - " 3\n", + " 1\n", + " 1\n", " 1971\n", - " 121.000000\n", + " 95.400002\n", " NaN\n", " NaN\n", - " 0.179296\n", - " 39.700001\n", - " True\n", + " 0.179928\n", + " 42.700001\n", + " False\n", " False\n", + " 0\n", " \n", " \n", - " 64\n", - " 3\n", + " 2\n", + " 1\n", " 1972\n", - " 123.500000\n", - " 9.930814\n", + " 101.099998\n", + " 9.498476\n", " NaN\n", - " 0.180434\n", - " 39.900002\n", - " True\n", + " 0.180994\n", + " 42.299999\n", " False\n", + " False\n", + " 0\n", " \n", " \n", - " 65\n", - " 3\n", + " 3\n", + " 1\n", " 1973\n", - " 124.400002\n", - " 9.955092\n", + " 102.900002\n", + " 9.550107\n", " NaN\n", - " 0.181572\n", - " 39.900002\n", - " True\n", + " 0.182060\n", + " 42.099998\n", + " False\n", " False\n", + " 0\n", " \n", " \n", - " 66\n", - " 3\n", + " 4\n", + " 1\n", " 1974\n", - " 126.699997\n", - " 9.947999\n", + " 108.199997\n", + " 9.537163\n", " NaN\n", - " 0.182710\n", - " 41.900002\n", - " True\n", + " 0.183126\n", + " 43.099998\n", + " False\n", " False\n", + " 0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " state year cigsale lnincome beer age15to24 retprice california \\\n", - "62 3 1970 123.000000 NaN NaN 0.178158 38.799999 True \n", - "63 3 1971 121.000000 NaN NaN 0.179296 39.700001 True \n", - "64 3 1972 123.500000 9.930814 NaN 0.180434 39.900002 True \n", - "65 3 1973 124.400002 9.955092 NaN 0.181572 39.900002 True \n", - "66 3 1974 126.699997 9.947999 NaN 0.182710 41.900002 True \n", + " state year cigsale lnincome beer age15to24 retprice california \\\n", + "0 1 1970 89.800003 NaN NaN 0.178862 39.599998 False \n", + "1 1 1971 95.400002 NaN NaN 0.179928 42.700001 False \n", + "2 1 1972 101.099998 9.498476 NaN 0.180994 42.299999 False \n", + "3 1 1973 102.900002 9.550107 NaN 0.182060 42.099998 False \n", + "4 1 1974 108.199997 9.537163 NaN 0.183126 43.099998 False \n", "\n", - " after_treatment \n", - "62 False \n", - "63 False \n", - "64 False \n", - "65 False \n", - "66 False " + " after_treatment treated \n", + "0 False 0 \n", + "1 False 0 \n", + "2 False 0 \n", + "3 False 0 \n", + "4 False 0 " ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "import pandas as pd\n", + "df['treated'] = ((df['california'] == True) & (df['after_treatment'] == True)).astype(int)\n", + "california_id_check = df[df['california'] == True]['state'].unique()\n", + "print(f\"California의 state ID는 다음과 같습니다: {california_id_check}\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "california_df = df[df['california'] == True]\n", + "other_states_df = df[df['california'] == False]\n", + "plt.plot(other_states_df.groupby('year')['cigsale'].mean(), label='Control States Average', linestyle='--')\n", + "plt.plot(california_df['year'], california_df['cigsale'], label='California (Treated)', color='blue')\n", + "plt.axvline(x=1989, color='r', linestyle=':', label='Proposition 99')\n", "\n", - "cigar = pd.read_csv(\"../data/matheus_data/smoking.csv\")\n", + "plt.title('Cigarette Consumption: California vs. Other States')\n", + "plt.ylabel('Cigarette Sales')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. 핵심 SDID 분석 및 다른 방법론과 비교\n", "\n", - "cigar.query(\"california == True\").head()" + "SDID 분석의 타당성과 강점을 명확히 하기 위해, 인과추론의 대표적인 방법론인 **이중 차분법(DID)**과 **합성 대조법(SC)**을 함께 실행하여 결과를 비교 분석합니다. 구체적으로, 각 방법론이 정책 이전 기간의 추세를 얼마나 잘 모방하는지(평행추세 가정), 그리고 통제 그룹을 구성하기 위해 어떤 주(state)에 가중치를 부여하는지(Donor Pool)를 시각적으로 비교하여 왜 SDID가 이 데이터 분석에 가장 신뢰할 수 있는 방법론인지 입증하고자 합니다." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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r/Pz8w/b9u7leDswc+9prr1XbvmfPHj1s2DCdkJCgDQbDUWeSPRq3261ffPFF3aNHD22z2bTNZtPdu3fX06ZNC+hMsge+LBaLbtKkie7evbseNWqU/vLLL496Tv/dPCgHf1mtVh0fH6/79Omjx4wZo3/66Se/4xPiRCitD7ngLoQ4okcffZSJEycyY8aMWu2aF0IIAVKgCOGH4uJi2rVrR1VVFZmZmdjt9mCHJIQQDZqMQRHib3z++eesXLmSTz/9lD179jB58mQpToQQog5IgSLE33jvvfd4/fXXadq0KQ888IBvrhQhhBC1Sy7xCCGEECLk1LgHZf369cybN49t27aRn5/PPffcc9h037t27WLOnDmsX78ej8dDSkoK48aN893mVllZyezZs/nll1+oqqqiS5cujBo16qjTeQshhBCicanxRG1Op5NWrVod9S6GnJwcHn74YZKTk3n00UeZNGkSl19+OWaz2bfP66+/zooVKxg7diwTJ04kPz/fNzOhEEIIIUSNe1C6dev2t6uXvv3223Tr1o1rrrnGt+3gxbTKysqYP38+d911Fx07dgS8i7EdmPUyLS2tpiEJIYQQooEJ6CBZj8fDypUrufjii3nyySfZtm0bCQkJXHrppb7LQFu3bsXtdtOpUyffccnJycTFxR21QKmqqqq24JbBYCAsLCyQoQshhBAihAR0LZ6ioiIqKir45JNP6NKlCw899BC9e/dmypQprF+/HvBOoWwymQgPD692bFRU1BGXRgf46KOPuOGGG3xfTzzxRCDDFkKIoCkvL2f06NGUl5cHOxQhQkrAe1AAevbsyeDBgwHvmhkbN27km2++4eSTTz6udocMGeJrD/5a3jwvLw+Xy3WCUVenlCIxMZGcnJzDVrUV1Umu/Ce58l9jy1VxcTEvvfQSd911V40XoGxsuTpRki//1VauTCYT8fHx/u0bsFcFIiMjMRqNpKSkVNuenJzMxo0bAYiOjsblclFaWlqtF6WwsPCod/GYzeZqg2wPVlsnmdZaTmA/Sa78J7nyX2PJ1YH3eCLvt7HkKlAkX/4LZq4CeonHZDLRpk0bsrKyqm3Pzs723WLcunVrjEYjv//+u+/5rKws9u7dKwNkhRBCCAEcRw9KRUUFOTk5vse5ubls374dh8NBXFwcF198MVOnTuWkk06iY8eOrFq1ihUrVviW7rbb7QwaNIjZs2fjcDiw2+28+uqrpKWlSYEihGh0rFYrkyZNwmq1BjsUIUJKjQuULVu2MHHiRN/j2bNnAzBgwABGjx5N7969ufnmm/n444957bXXaNasGePGjSM9Pd13zPXXX49SiilTpuByuXwTtQkhRGNjsVgYPnx4sMMQIuTU66nu8/Lyqt1+HAhKKZKSksjOzpZrlMcgufKf5Mp/jS1XpaWlDB48mM8+++ywuxuPpbHl6kRJvvxXW7kym81+D5IN6BgUIYQQNePxeMjIyPDdBSmE8JICRQghhBAhRwoUIYQQQoQcKVCEECKIbDYbc+bMwWazBTsUIUJKQCdqE0IIUTMmk4mBAwcGOwwhQo70oAghRBAVFxfTvn17iouLgx2KaKB++eUXkpOTKSwsDHYoNSIFihBCBFlJSUmwQxA1kJuby0MPPcQpp5xCamoqPXv25Prrr+enn34K2GtcccUVPPzwwwFrrz6SSzwiKHSlEwwGlOnIaywJIUQoyszM5NJLLyUyMpKHHnqI9PR0XC4XCxcu5F//+hc//vhjncWitcbtdmMyNcw/5dKDIuqczliL576b8Iy7Ds/7s9D784IdkhBC+OXBBx8E4PPPP+fCCy+kTZs2tG/fnltvvZVPP/0UgN27d3PjjTfSrl0733N5eX/9npsyZQpnn30277//Pn369CE9PZ3bb7/d15N29913s3jxYmbOnElycjLJyclkZmb6LtXMnz+f8847j9TUVJYuXYrT6WTChAl07tyZ1q1bc+mll7Jq1ao6z02gSYEi6pTnl/l4nnsYSoqgrBT99Yd4HrgZvXZFsEMTIijsdjvz58/HbrcHO5Sg086Ko39VVfq/b6XzqPt6Ksp939dUfn4+CxYs4IYbbjji/1dUVBQej4cbb7yRgoICPvjgA9566y127tzJ7bffXm3fHTt28PXXX/P666/z+uuvs2TJEqZNmwbAY489Ro8ePRgxYgS//fYbv/32G82aNfMd+9RTT/Hggw+ycOFCTjrpJJ588km++OIL/v3vf/PVV1/RqlUrRowYQX5+fo3fYyhpmP1CIiR5PpmL/uxt74Pup2LoMwDP/M8gcyu0Pdm3n96XB9GxKKMxSJEKUXcMBgPNmjXDYJDPi54xQ4/+ZKeeGO/8a0yGZ+y1cEgh4pPWEeP4p/7a9/5R3g9FwO6DdjO+Mq9G8W3fvh2tNW3btj3qPosWLWLDhg0sXryY5ORkAP7zn/9wxhlnsGrVKrp27eqNyeNh6tSpOBwOAC6//HIWLVoEQGRkJBaLhbCwMBISEg57jfHjx9O/f38AysrKmD17NlOnTmXQoEEATJo0ib59+/L2228fVhjVJ1KgiDqnzr8cdem1KIMBY/dT0EUFqDDvHBBaazwvPAYV5ahBF6JOOwdlr9n6JELUJyUlJaSnp7NhwwYiIiKCHY74G/6sSbNp0yaaNWvmK04A0tLSiIqKYtOmTb4CpXnz5r7iBCAhIYF9+/b5FUfnzp1932/fvp2qqip69erl22Y2m+natSubNm3yq71QJQWKqDPq4mGo9h1R6Z2rb4+M/uvBvlwozIeSIvR7r6HnvY067SzUoMGohKS6DVgIUacM0979myer9zAZnnvj6PsqVX3fZ2b8uVmRmJhITk7OcS2Al5qailKKzZs31/jYQx06sFUp5fd6TI3lcqD0KYpao7Mz8Uz/P7TT2w2rlDqsODmUimuK4dmZqOvGQFJzcJajv/8Uz0O34X7xKfTOrXURuhAiCJQ17OhfZov/+1qsR93XEGbzfV9TMTExDBw4kFmzZlFWVnbY84WFhbRr146srCx27/7rYlJGRgaFhYWkpaX5/Vpms9mvgqVVq1ZYLBaWLVvm21ZVVcWqVatq9HqhSAoUUSv0H6vxPH0vevki9Eeza3SsslgxnH4OhonTMNw9ETp2B61h1RJv78qB15Dl0oUQdezJJ5/E4/Fw4YUX8vnnn7N161Y2bdrEzJkzufjiizn99NNJT0/nH//4B7///ju//fYbd911F6eccgpdunTx+3WaN2/Ob7/9RmZmJvv37z9qsWK327n22mt54oknWLBgARkZGYwfP56KigquvvrqQL3toJBLPCLgPD99g57zMrjd0PYk1IVXHVc7Sino0A1jh27o7Ez0kh+gQzff8/r91/Bk70L1PA3VtY+MVRH1ksPhYMOGDdXGI4jQ1bJlS7766iuef/55HnvsMXJzc4mNjaVz5848/fTTKKV47bXXeOihh7jsssswGAwMHDiQJ554okavc+utt3L33XczcOBAKioqWLJkyVH3ffDBB9Fac+edd1JaWkrnzp2ZM2cO0dHRJ/hug0vpevwxNC8vj6qqqoC2qZQiKSmJ7Oxs+YR+DIfmSns86A9no7/+0Pt87wGoG/5xWNdsIGiPB8+9N/7Vo2IyQYfu3mKlS2+ULbSu0cp55b/Gliu3283mzZtp27YtxhreudbYcnWiJF/+q61cmc1m4uPj/dpXelBEQGinE8+rz8HKxQCoi65GXTTM2wtSC5TBgOGfj6NXLEIvWwQ5u2D1UvTqpWiTGXXa2RhG3FYrry1EIJWVlTFo0CC5i0eIQ0iBIgKjpBA2rQeTCXX9nRj6Dqz1l1TJLVDJw9EXDYOsnehlP3mLldwsOGgKfe12e8evdOxxXAPjhBBC1D0pUERAqCYJGEb/C9xuVFqHun1tpSC5JSq5JfqSEbBrOxx8iWfjGjz/fRYsVlTnXqjTz0ad3O2o7QkhhAg+KVDEMWmXCyorwOkEZ4X3+4oKdNYOytumQ/M2AKg26UGO9M9ipXlq9Y0V5RDXFPbu8d5VtHwR6qyLUZdfL4sVipAgA2SFOJwUKI2U3pOF3roRtm+Cwnzv2hXOcm8RohTGf03x7et54XFY/9sR29kXZsPw4BRISqmr0GtMdT8VQ7dTYMdm9E/fon/8Cv3dPPS2DAy33IuKjQt2iKIRi4iIYOPGjcEOQ4iQIwVKCNBuN/qX76Gk2Dtbapt0VHRs4Nov2A/ZmaiT/roH3/Pav2HLhiMfYDCgtf5rgKvV6tuONcz7ZfH+6+jdj7KExIDFWluUUtCqHapVO3Sn7nhe/Q9s2YBn+rMY7v+/WhvMK8SxuFwuFi1axGmnnXbY7KJCNGby0xBkutKJ53+TYPVS72NAjRqH6jPA+3jLBvQPX0JCEsQneQuYhCRU+JFH++uKMtixBb0tA71tE2zLgPy9oAwYnn/Lt+aNSuuIVgrVKs17+SPMW3Qoq9VbgBzEcNNYMBi9A2AP+kOulCI6KYnyenbLnuraF8OEVnhmPodh+G1SnIigKi8vZ8SIEXIXjxCHkAIliHRZCZ5pT3jvfjFbUF37oPflohL/ulyid2xGL17w1+MD39jDIT4Jw9CbfINSPR+87p2D5NBiQSlo1hwK9kOidwErw2XX+R1nQ7zzRcUnYrjv2WrFiV69FFqnoyIigxiZEEIIkAIlaHTBfjz/fgR27wBbOIYx/0KldTxsP9X2JLj0GsjLQedlQ262t9AoK4Udm+HgiZ1imniLk9h4SG2HSk3z9pC0bI0KC62Jy0JBteJk60Y8Lz8DkdEYbr03JAb8CiFEYyYFSpDoFb94i5OoGAx3PYo69M6TP6kWbVAt2lQ/1umEvTmQlw3JLf7at89AVI9+qKiYWo29QbKGQZMEyM3CM+lB1JUjUYMulMs/otYZDAbS0tIwGGRpNCEOJj8RQaIGXYi69BrvZYajFCdHPdZqRSW3RHXtW61nRIU7pDg5Tiq5JYaHnoMep4LbhX77f+j/TfKO6RGiFoWHh7NgwQLCw2UtqVCWnJz8t19Tpkw5diPH4e6772bkyJG10vbxeOeddzjppJPq5LWkB6UO6S0bvBOKhdlQSqEuHBrskMRBlM2O4db70N9/in7/Ne+cKbu2YbjtflRyy2CHJxqoyspK3n//fa644goslsCvWyUC47ff/ppqYd68eUyePJkff/zRt+3gAlNrjdvtlruyTpD0oNQRvfIXPJMfxPPyM2hXYBc4FIGjlMJw1sUYxj8NMXGQsxu9dkWwwxINmNPpZPz48TidzmCHIv5GQkKC7ysiIgKllO/x5s2bSUtLY/78+Zx33nmkpqaydOlSPB4PL7zwAn379qVNmzacddZZfPbZZ7423W4348aN8z1/+umnM2PGDN/zU6ZM4b333uPrr7/29dT88ssvZGZmkpyczLx58xgyZAht2rThggsuYMuWLaxatYrzzz+fdu3acc0117Bv375q72Pu3LkMGDCA1q1b079/f2bNmuV77kC7X3zxBVdccQV2u52zzjqL5cuXA/DLL78wduxYioqKar3nCKQHpU54fvwK/eZ/QXu8c4rUo1tyGyvVJh3DhKnoH75EnX1psMMRokHTWuN01/7vRaUU5ZVuKlwe39QIVqMK2Fizp556iocffpgWLVoQFRXFCy+8wIcffsgzzzxDamoqS5Ys4c4776RJkyaccsopeDwekpKSmD59OjExMSxfvpx7772XhIQELr74Ym677TY2bdpESUkJzz33HADR0dHs2bMH8BYwEydOJDk5mbFjxzJmzBjCw8N57LHHsNls3HrrrUyaNIlnnnkGgA8//JDJkyfzxBNP0LFjR9auXcv48eOx2+0MHfpXj/6zzz7Lww8/TJ8+fRg3bhyjR4/m559/pmfPnkycOLFa71FtXpqUAqUWaa3RX7yH/vhNANTp56CuuR1lqNmS6iI4VEQUavDVvsfaWYFn+v+hWrRGdekDLdugZGCjECfM6dZc9U5GHb1a9Vl737kqjTBTYAqU8ePH079/f8DbM/bCCy/w9ttv07NnTwBatmzJsmXLePPNNznllFMwm83cc889vuNbtGjBihUr+PTTT7n44osJDw8nLCyMyspKEhISDnu92267jYEDBwIwatQo7rjjDt555x169eoFwLBhw3j33Xd9+0+ZMoWHH36YCy64wPd6GRkZvPnmm9UKlNtuu42zzjqLpKQk7rnnHgYOHMj27dtp27Zttd6j2iYFSi3RHg/63Zno7z8FQF0wFHXpCLkrpB7T78+C35ejf1+O/vxdiI5Fde6N6tob0jujzDJ+QNSc0WhkwIABGI3ywaW+69y5s+/77du3U15ezrBhw6rtU1VVRceOf00pMWvWLN5++212795NRUUFVVVVdOjg34KrBw9WjYuLO2xbfHy87xJPWVkZ27dvZ9y4cYwfP963j9vtPmyCwIPbOFCI7N27l7Zt2/oVV6BIgVJLqhUnV9+M4cyLghyROFFqyDXQpj2sWopeuxIK9nvX9fnxK7CGYfjHw6j2h89lI8TfsdvtzJ07N9hhBJXVqHjnqrRafx2lFIlNE8nZk1PtEk+g2O1/3VVZWloKwOzZs0lMrL4cyIHB0J988gmPP/44EyZMoGfPnoSHh/Pyyy9XG5D7dw4ehHvgw++hA3M9Hk+1eCZNmkS3btVXcz+0OD5SuwfaqUtSoNQSdeog9K8LUVffguHPaetF/absDlTfM6DvGeiqKtj4O3r1r+hVS6EoH1L+utPHs/RHyN+H6toH1bRZEKMWoc7pdDJt2jTGjBmD9cC6V42MUipgl1mO9To2i5Ewk6HWl+dIS0vDarWye/duTjnllCPus2zZMnr06MENN9zg27Zjx45q+1gsFtxu9wnHEx8fT2JiIjt27OCyyy477nYCFY8/pEAJoIMX2FMt2mB46hWUTWZwbYiU2Qwdu6M6dkcPvw32ZFVbH0nP/wy2bEC//xokNUd16U3FaYPQ5jB0dKyMQxI+lZWVPPfcc9xyyy2NtkBpiBwOB7feeiuPPvooHo+H3r17U1xczLJly3A4HAwdOpTU1FTef/99Fi5cSPPmzfnggw9YvXo1zZs397WTkpLCwoUL2bx5M7GxsSe0XtO4ceOYMGECkZGRDBw4kMrKStasWUNBQQG33nqrX22kpKRQWlrKTz/9RIcOHbDZbNhstuOO6e9IgRIgeudWPK+/gGHYLd7p6UGKk0ZCKeVb4wj+LFT7DERbrJCxFrIz0dmZ5H31gXeH5JYYH33Bt79n2U/ecyU+CZokoGTuBCEahHvvvZcmTZowbdo0du7cSWRkJJ06deIf//gHANdccw1r167l9ttvRynFJZdcwvXXX8/8+fN9bYwYMYLFixdzwQUXUFpaynvvvVetgKmJ4cOHY7PZePnll3niiSew2+2kp6czatQov9vo1asX1157Lbfffjv5+fmMHTuWcePGHVc8x6J0fVqG9hB5eXlUVQV2ThGlFElJSWT7uUKvrqpCf/4O+qsPwO2GlFYYJvy7UdzdUdNcNUa6rNQ7j8rqpRizduDK3g0nd8V458O+fdx3DYeyEu8Dg8E75X58EiohEVqlYeh3ZpCiD47Gdl4VFxeTnp5+XKsZN7ZcnSjJl/9qK1dms5n4+Hi/9pWPaidAb92IZ9bzkJ3p3dDjVAzDb20UxYnwj7KHo3r3R/UZQFJSElm7d6HL/po+X7uqoH1H7yKQedlQWQl5Od7FIdcDHffAQQWKdrmkh6WBMZlMDBs2TGYdFeIQ8hNxHLTTiZ43B/3tPO/kaxFRGEbchurRL9ihiRCnDEYId/z12GTGeMeDgPfSEIX7IfeglasTknz76n15eJ4Zjzr3MtTAC6RQaSBsNhuTJ08OdhhChBz5DXc81q1Ef/MxAKrvQNRVo1COyODGJOo9pRREN4HoJqi0w+dB0Au/8N7a/M4M9A9fYrhyJHTqKXPr1HPl5eVMmDCBxx9/vNYGGwpRH8m1CD9VuwbXrS+q/3kYxkzAcNNYKU5EnVBDrkFdewdEREHObjwvPI7n34+id+8MdmjiBLhcLt566y1cLlewQxEipEiB4ge97jc8T49HlxQBfy4od+0dqC69ghyZaEyUwYih/3kYnvgv6tzLwGSC9b/hmXgnnndnBjs8IYQIKClQ/oYuK8Ez63k8/34EtmV4pzcXIsiUPRzDFTdgmPgidD/FOw7KLPNnCCEaFhmDchSeVb/ieeMl76BFpVCDBqMuGRHssITwUQlJGG9/AL1xLbRs49uut2+Cgn3QpY+MT6kHLBYLY8eO9U1/LoTwkgLlELq4kH1vTMPzw9feDU2TMVz/D1S7k4MbmBBHcfD6P9rjwTN3OmzLgPadMFw1CtU8NYjRiWOxWq21NtGVEPWZXOI5hOfTtyn74WtQBtS5l2F4+N9SnIj6w+NGndQFTGbY+Duex+/G8+ZL3rWDREgqKytj+PDhlB00P44QQnpQDmO4ZATmgr1UnX8ltGoX7HCEqBFlMqOGXIs+/Rz0B6+jly9C//AVOjcbwx0PosLkNtZQ43a7+eGHH+psATYh6osa96CsX7+eZ555hltvvZWhQ4eydOnSo+77v//9j6FDh/L5559X215SUsLzzz/P9ddfzw033MDLL79MRUVFzaOvBSrcQfzj01Cptb/0txC1RcU1xXDrvRjuehSsYfDHajzPTUCXlgQ7NCGE8EuNCxSn00mrVq246aab/na/pUuXsmnTJmJiYg577vnnnyczM5OHHnqI+++/nz/++IPp06fXNBQhxDGojt0xjHsCwiPAYgUZiCmEqCdqXKB069aNq6++mt69ex91n/379/Pqq69y5513Hra+xK5du1i1ahW33XYb7dq1Iz09nZEjR/LLL7+wf//+mr8DIcTfUqlpGO57FsOYf6HMUqCEGqvVyqRJk7Ba5VZxIQ4W8EGyHo+HF154gYsvvviIS0JnZGQQHh5OmzZ/3RbZqVMnlFJs3rw50OEIIQCVlIIKs/see754T2agDREWi4Xhw4fLbcZCHCLgg2Q/+eQTjEYj559//hGfLygoIDKy+tTwRqMRh8NBQUHBEY+pqqqi6qC7EJRSvjUrAj3Pw4H2ZP6IY5Nc+S+UcuX58Wv0R2+gv/kY412PolqH1nirUMpVXSgtLeXCCy/k888/Jzw8vEbHNrZcnSjJl/9CIVcBLVC2bt3KF198wbPPPhvQN/XRRx/x/vvv+x6npqby7LPPEh8fH7DXOFRiYmKttd3QSK78Fwq5cl8whL2/LqRy41o8UycQN2EKYSG4bEMo5KouFBUVkZGRQUJCwmEf3vzVWHIVKJIv/wUzVwEtUP744w+Kioq44447fNs8Hg+zZ8/miy++4MUXXyQ6OpqioqJqx7ndbkpKSoiOjj5iu0OGDGHw4MG+xweKn7y8vIAvsKWUIjExkZycnOoLBIrDSK78F2q50v94GPXik+g/VpP38J3eO3669Q12WEDo5aq2FRcXA5CTk0NpaWmNjm1suTpRki//1VauTCaT350LAS1Q+vfvT6dOnapte/LJJ+nfvz9nnHEGAGlpaZSWlrJ161Zat24NwNq1a9Fa07Zt2yO2azabMZvNR3yutk4yrbWcwH6SXPkvZHJlDUP942H0K5PgtyV4Xn4aff2dGE4dFOzIfEImV7XswHs8kffbWHIVKJIv/wUzVzUuUCoqKsjJyfE9zs3NZfv27TgcDuLi4oiIiKj+AiYT0dHRNGvWDICUlBS6du3K9OnTufnmm3G5XLz66quceuqpxMbGnuDbEUL4S5nNGG69Dz17GvqX79Gznke3SUc1bRbs0BoVm83GnDlzfOPqhBBeNS5QtmzZwsSJE32PZ8+eDcCAAQMYPXq0X23ceeedzJw5k8ceewylFH369GHkyJE1DUUIcYKU0QjX/wPs4dC0mRQnQWAymRg4cGCwwxAi5Chdj/u58vLyqt3dEwhKKZKSksjOzpYuwGOQXPmvvuVKl5aAzY4y1P1yXfUtVyequLiYnj17snz58sN6oI+lseXqREm+/FdbuTKbzX6PQZHFAoUQ1eiSIjzP3od+/QW0rA9TJ0pKZAkCIQ4liwUKIarbshH27EZnZ6LLSzHcep/3UpAQQtQh6UERQlSjuvTCcPv9YDLDb0vQ388LdkhCiEZIChQhxGFU176o4bcCoD+Zi87LOcYR4njZ7Xbmz5+P3W4/9s5CNCJSoAghjkiddja07wSVTjxvviyDCmuJwWCgWbNmGIIwIFmIUCY/EUKII1JKYbh2tPdSz/rf0L8uDHZIDVJJSQnp6ekyUFaIQ8ggWSHEUammzVCDr0Jv/B3VOj3Y4QghGhEpUIQQf0udfznqgitlBVghRJ2SSzxCiL+lDMZqxYmuKA9iNEKIxkIKFCGEX3R5GZ43XsTz2F1opzPY4TQYDoeDDRs24HA4gh2KECFFChQhhH8U6LUrIC8H/encYEfTYHg8HrKysvB4PMEORYiQIgWKEMIvKsyOYfhtAOhvP0Hv3BLkiBqGsrIyBg0aRFlZWbBDESKkSIEihPCb6tIb1aMfeDx4Zr8oa/UIIWqNFChCiBpRw24Bezjs2Iz+/tNghyOEaKCkQBFC1IiKikFdcSMA+pM5Mg1+AMgAWSEOJwWKEKLGVL+zIK0DWCwgBcoJiYiIYOPGjURERAQ7FCFCikzUJoSoMWUwYBj5T7BYURFRwQ6nXnO5XCxatIjTTjsNk0l+JQtxgPSgCCGOi2qSIMVJAJSXlzNixAjKy2UCPCEOJgWKEOKEaK3RK37B8/5rwQ5FCNGASH+iEOLE5OzCM/1Z0Bp9cjfUyV2DHZEQogGQHhQhxAlRSc1RA88HwPPmSzINfg0ZDAbS0tIwGOTXsRAHk58IIcQJU0Oug+gm3mnwP3s72OHUK+Hh4SxYsIDw8PBghyJESJECRQhxwpTNjmHEn9Pgf/MROnNbkCOqPyorK5k7dy6VlZXBDkWIkCIFihAiIFTXPtD91D+nwZ+G9sg0+P5wOp2MHz8ep1waE6IaKVCEEAFjGHYL2MJh+yZYtyrY4Qgh6jG5i0cIETAqOhZ17R0ouwPVoRsA2uVCyQRkQogakt8aQoiAMvQ6vdpj/elbeNYsR/U7E9VnICoiMkiRhSaj0ciAAQMwGo3BDkWIkCIFihCi1mit0ct+8t7d884M9PuzoEsvDKeeBR27o+SPMna7nblz5wY7DCFCjhQook5orcktrWJ7gZMdBU52FjgJtxjpneygc6Ids1GGQzVESikMD05GL/0R/fP3sHMLrFyMZ+ViiIpBDbwAw+Crgh1mUDmdTqZNm8aYMWOwWq3BDkeIkCEFigi4kko3O/4sRLbnO33fl7s8h+371aYC7GYDPZqF07d5BN2bhWM3y6fqhkQ5IlGDBsOgwehd29A/f49eshAK86Fgn28/rTVUlKPsjWs+kMrKSp577jluueUWKVCEOIgUKOK4Vbk1W/aWsGxb4Z/FSAU7CpzklbmOuL/JAM2jrLSMstIi2kpeaRVLdpWQX+7ipx3F/LSjGLNB0SXRTt/mEfROcRAVJqdoQ6JSUlFXjUJffj2sWQ6JyX89uWUDnqkT0N1OpeLSqyE++egNCSEaPPntLwDwaE1ppYcip5uiCpf332pfLooqqm8rqzq8R+SAeLuJltFWWsWEef+NttIs0oLJoKrtd0svzaZ9FSzJLGZJZjFZxVUszypleVYphqVwUryNvs0j6JsSQYLDXNtpEHVEmczQ/ZRq2/TvK6CyEv3rQvJ+XYjqcSrq6ltQ0bFBilIIEUxSoDRSbo9mSWYxn2fks6uwkuJKNx5d83bCLUaaR1loFW31FSItoq04LP5dpjEoRfs4G+3jbFzXNZ7MwkpvsbKrmC37nazLLWddbjkzV+TSOsbqLVaaR9AiyoJS6tgvIOoNdekIVNfe6EXfohd9h17xC/qP1agrbkSddnaD/f82mUwMGzYMk9yKLUQ1Smt9HH+WQkNeXh5VVVUBbVMpRVJSEtnZ2dTj1BxVhcvDd1sKmLchnz0lh+fObjYQaTUSYTUSZTUSGWYk0moiwmok8sA2q5GIMCNRYSbSWqaQk5NTK7nKLani113enpX1eeXVCiibyUC4xUC42Ui4xYDdbMBuMRJurv59uMWI3Wzwbv/z+1ibCaOhbv/YNfTzKpCUUjQpL2bP5Idhx2bvxu6nYrz9/uAGFoLkvKoZyZf/aitXZrOZ+Ph4v/aVkr2RyC938fnGfL7clE9JpffSTITVyIVp0fRtHkFUmIkIixGz0f8/3EqpWv1Um+Awc1F6LBelx1JY4WLZ7hKWZBazKruMcpeHcpeHvRx5vMvfthtu5v7+ybSJDauFqEUgWFqnYXxwMp7v5qE/eRPVpVewQ6o15eXlTJgwgccffxybzRbscIQIGVKgNHCZhU4++WM/C7YV4fqzCyIpwswl6bEMah2F1VQ/bu+NCjNxVptozmoTTYXLw74yF2VVbkorPZRVecfDlFZ6KK1yU1bpobTKU+15778eSivd5JZWcf83O7j71CT6tZBJw0KVMhoxnHMputfpcNA4FP3HarA7UC3bBDG6wHG5XLz11ls88sgjwQ5FiJAiBUoDpLVmfW45H/2xn2W7S3zb28eFMeSkJvROcdT5JY5ACjMZSI60HNexpZVuJi/KYmV2Kf/3UxbDOldyVccmDXZ8Q0OgYpr4vtdlJXhmToXiAtTZl6AuGo6SW3OFaJCkQGlADgx8/eiP/WzaVwGAAnqnOBhyciwnxduDG2AICLcYeWhgCrN+y2XehnzeWrOXnQVO7jolqd70JjVqHg8qrQN62U/orz9Cr1yM4drRqJO6BDsyIUSASYHSABxp4KvFqBjUOoqL02OPu7ehoTIaFDf1aEqLKCv/XZbDzzuLySmp4l8Dkmlil1uZQ5lyRKJuGY/uMwDPnP9CXg6e5yag+p2FunIkKtwR7BBrzGKxMHbsWCwW+TkV4mBSoNQjWmsKKtx/Thdf4ZulNbOwkqo/x5ccGPh6floM0TLJ2d86u200zSIsPPPTbrbsr2DcVzt4sH8yaXEyUDHUqS69MaR1RH80G73gC/TP36F/X47h0RdQEVHBDq9GrFYr48aNC3YYQoQc+QsWopwuDzsLq08Xv73ASZHTfcT96+PA11DQoamdyee15MmFu9lR6ORf3+3kH32T6N9KBs+GOmWzo4bfhu7dH8/r01At2/iKE+1yQeF+VJOEIEd5bGVlZYwaNYoZM2Zgt8tlWCEOkAIlBHi0ZnVOGRvzyn29I9nFVRzpznODgqQIi29StAP/JjjMGGSg53Fp6rDwzLkteO7nbJbtLmHKz1lkFjoZ1jlOcloPqLYnY3j4P1BV+dfGbRl4/u9+iGuKat8R0jqh0juhYv2bf6Euud1ufvjhB9zuI3/4EKKxkgLlEGVVdfdLwqM1izOLeff3fWwvcB72fJTVSMsYa7VipEWUVXpIaoHdbOSB/sm8uTqPD9fv5921+9hZ6OTuU5phM0u+Q50ym8H81/ghnbMLDAbYuwe9dw/8/L234I9PRKV19N4BlNwyaPEKIY5NCpSD7Cur4rZ5W+nftoD+KWF0amqrlU/Qbo/ml53FvLt2LzsLvZ/6bCYDfZo7SI2x0io6jFbRVqJt8t9Tl4wGxfXdEmgeZeXFX3NYklnCAyU7+NeAFOLDZfBsfWI4/Rx0r9Ng8x/ojWvRG3/3zkqbl4POy0ENOM+3r96ywbutfadqtzQLIYJL/gIeZPnuUirdmu825vLdRmjqMHN2myjObBNNbACKBbdHs2hHEe+u3ceuIm9hEm42MDg9hovaxxJh9W/9GlG7BrWOolmEhad+3MW2fCfjvtrOg/1TSI+XwbP1iQqzQ8ceqI49ANDlZd6CZdNaaPHXJG/65+/QP33j7WFpnorh1vtQTZvVWZxWq5VJkyZhlflchKhG1uI5xLZ8J4uyKvliXbZvtV6Dgl7JDs5pG023pPAaT3Lm9mh+3O4tTLKK/yxMLAYuTo9lcPsYvxfWCzUNfV2LvNIqnvzBW6SYDIrRfRIZ1Pr47hBp6LkKpLrOleebj9BLf4KdW0F7IDEZwwOTUPbQv2VZzquakXz5LxTW4pEC5RAH/lO2Z+5m0Y4ivtlcwB955b7n4+wmzmoTxVltoo/Z7e/yaBZuK+S9tfvI+XN+kgiLgYtP8hYmdnP9LEwOaAw/7OVVHv69OIslmd4Zec9v572Fu6arKTeGXAVKsHKl8/fheXo85O+Fjt0x/GMCylD7P6OlpaUMHjyYzz77jPDw8BodK+dVzUi+/BcKBYpc4jkKq8nAoNZRDGodxc5CJ99sLmDh1kL2lrl4+/d9vPP7Pro3C+ecttH0THZgOqhXpcqtWbCtkPfX7fNNnBZhNXLpSbFckBZd7wuTxsRmNnDf6cm8tWYv767dx5ebCvhyUwEpkRZOaxlBv5aRtIiSrvmGQMU0wTD6X3j+7z5YuxL9weuoK0fW+ut6PB4yMjLweDy1/lpC1CdSoPihRZSVUT2acl3XeJZklvDN5gJ+31PGiqxSVmSVEhNm5Mw20ZyRGsna3DI+WLeP3FLvKrtRViOXnhzL+e1i5G6QesqgFCO6xJMeZ+OrzQWszCplV1Elb/++j7d/30eLKAv9WkZyWosIUqRYqddUyzaoG+5G/+//YF8e2uOuk14UIcThalygrF+/nnnz5rFt2zby8/O555576N27N+BdlfPtt9/mt99+Izc3F7vdTqdOnRg+fDixsX+tRlpSUsKrr77KihUrUErRp08fbrzxRsLCwgL3zmqBxWigf6tI+reKJKuokm+3FPD91kLyK9y8v24f76/b59s3JszIkJObcF67aLktuIHokeygR7KD0ko3S3eV8PPOIn7LLmVnYSU71+zlrTV7aRlt5bQW3p4VWWKgfjL0Og0dEQntO8kikkIEUY0LFKfTSatWrRg0aBCTJ0+u9lxlZSXbtm3j8ssvp1WrVpSUlDBr1iz+7//+j2eeeca33/PPP09+fj4PPfQQbrebl156ienTp3PXXXed+DuqI80iLVzfLYHhneNZtruYbzYXsiq7lGibictPjuWctlKYNFThFiNntI7ijNZRlPxZrCzaUcSq7FJ2FHhn/Z2zZi+pMVb6tYigX4tIkqVnpV5R6Z1932utobwMZa/Z+BB/2Ww25syZg80md4kJcbAaFyjdunWjW7duR3zObrczYcKEattGjhzJgw8+yN69e4mLi2PXrl2sWrWKp59+mjZt2vj2efrpp7n22mur9bTUB2aj4tQWkZzaIpLyKg8Wo6rxXT6i/nJYjL6xSiVON0t2FfPzjmJW55SyLd/Jtnwnb67eS+sYK+d1dNIxGulZqUe004me9R90Xg6Ge59GWQJfaJpMJgYOHBjwdoWo72p9DEpZWRlKKd8aExkZGYSHh/uKE4BOnbxdqZs3b/ZdLjpYVVVVtbt1lFK+TxuB7oI90N7xtGuvp7cLH68TyVVDFBFm4uy2MZzdNoYip4slmSX8vKOI1TmlbM138tJPWwFIibTQt3kEpzSPoG2TMMnfIULqvCotwrNhNZQUo19/AXXzPQGPq7i4mB49erBixQoiIiJqdGxI5aoekHz5LxRyVasFSmVlJXPmzKFfv36+AqWgoIDIyOoLsRmNRhwOBwUFBUds56OPPuL999/3PU5NTeXZZ5/1+1al45GYmFhrbTc0kqvDJQHtW8H1p0NBWSULNuWxYFMey3bks6uo0jdmKcFhZUC7OM5oF0+35tGYDHJZ8ICQOK+Skqh4aDJ5/7oDvfRHHCd1JnLoDQF9ifDwcEpKSkhMTDzsd6O/QiJX9Yjky3/BzFWtFSgul4upU6cCMGrUqBNqa8iQIQwePNj3+EBFl5eXh8vlOqG2D6WUIjExkZycHLlP/hgkV/47pamRIV26smXnbpbtKmZJZjErskrILXHy3m+7ee+33URYjPRMcXBK8wi6JYU32jFMIXdexTXDMPxWPG+8ROHsFymOiMHQ9fCe3uNVXFwMQE5ODqWlpTU6NuRyFeIkX/6rrVyZTKbgzoNyoDjZu3cvDz/8cLUlxKOjoykqKqq2v9vtpqSkhOjo6CO2ZzabMZuPPClabZ1kWms5gf0kufKf3fzXnWCVbg+rs8tYsquYpbtKKHK6WbC1kAVbC7EaFd2ahdM3JYJeyQ4cjXAZhFA6r1T/81CZ29ELv8DzymR4YBIquUVA2j7wHk/k/YZSruoDyZf/gpmrgBcoB4qTnJwcHnnkkcOuqaalpVFaWsrWrVtp3bo1AGvXrkVrTdu2bQMdjhAhy2I00CvFQa8UB26P5o+8cpbsKubXzGJyS71jWJZklmBU0L2Zg5HdE2gmA2yDRl01Cp2dCRt/x/PfZzA8+gLKeOKFo91uZ/78+dU+yAkhjqNAqaioICcnx/c4NzeX7du343A4iI6O5rnnnmPbtm3cd999eDwe37gSh8OByWQiJSWFrl27Mn36dG6++WZcLhevvvoqp556ar27g0eIQDEaFB2b2unY1M5N3RPYlu9kcWYxv2aWsKPQybLdJazKLuWqTk249KQmmI0yyK+uKZMJw2334XnhcQxX3BiQ4gTAYDDQrFkzDDL+SIhqarwWz7p165g4ceJh2wcMGMCVV17JmDFjjnjcI488QocOHQDvRG0zZ86sNlHbyJEjazxRW22uxSNrNRyb5Mp/J5KrzEInM1bksirbOz6hZZSVO/okNtjVlUP9vNJaB/TOhuLiYtLT09mwYcNx3cUTyrkKNZIv/9XLtXg6dOjAu+++e9Tn/+65AxwOR72alE2IYGoeZeXRM1L4YXsRr67IZUehk/u/2cF57aK5tms84Y3s9vZgO7g40bu2o3fvwNBnQBAjEqJhkrV4hKgHlFIMTI2iezMHr63MZf7WQr7cVMCvu0q4tVdT+jav2SdvceJ0zi48z9wHrkp0TBNUWsdghyREgyIXPYWoRyKtRu46JYnHz2xOUoSZ/eUunv5xN0//uIt9ZYG93CmOoWkyqnNPcLvxvPwMeu+eYEckRIMiBYoQ9VDnxHD+c0EqV3ZoglHBkswSRn+6jc835uP2yLX1uqCUQl1/J7RoAyVFeKY9gS4tqXE7DoeDDRs24HA4aiFKIeovKVCEqKesJgPXdI1n6gWptI8Lo9zl4X/L9/DAtzvYnl8R7PAaBWW1Yhj9IERGw+4deJ74J3rnlhq14fF4yMrKwuPx1E6QQtRTUqAIUc+1jLbyzDktubVXU2wmAxv3VjD2y+28sSoPp0v+6NU2FRuP4e6J0CQB9u7B8/S96B3+FyllZWUMGjSIsrKyWoxSiPpHChQhGgCDUlyQFsOLF6XSt7kDt4b31+3jri+2sSanZtOni5pTzVMxTPg3dO4F6Z2geWqwQxKi3pMCRYgGpIndzAP9U7i/fzKxNhPZxVU8/H0mn2/MD3ZoDZ4Kd2AY/S8Mt96H+nPSNV3pROflHONIIcSRSIEiRAN0SvMIXrwolbPaRKGB/y3fw5zVeTI5VS1TBgMq7K8J9PTc6Xge/yd61ZK/PU4GyApxOClQhGig7GYjY/okMrxzHADvrt3HS0tz5C6fOqKdTnTOLigvxfPiU3g+eB3tdh+2X0REBBs3bqzxLLJCNHRSoAjRgCmluKpTHHf0TsSg4JvNhTz7024q3TJ4trYpqxXDPU+hzroYAP3VB3imPowuqn65zeVysXDhQlwuVzDCFCJkSYEiRCNwbrto7j0tGbNB8euuEh6dn0lJ5eGf5kVgKZMJw1WjULfcC1abdyXkx/6J3rTet095eTkjRoygvLw8iJEKEXqkQBGikTilRQSPDErBbjawLrecf327k/3l8qm9Lhh6nYbhX1MgqTkU7sfz32fQlc5ghyVESJMCRYhGpFPTcJ46uwUxYUa2Fzi57+sdZBVVBjusRkElpWB4cDKqzwAMN96FsliDHZIQIU0KFCEamdSYMJ45pyVJEWZyS6u4/5sdbNonlxfqggqzYRg1DtWxx1/bMn4nLTUVg0F+HQtxMPmJEKIRSoyw8MzZLWkTa6XQ6eah7zJZlS0TutU1nZeD7fUX+K5LEvZtG4IdjhAhRQoUIRqpaJuJJ85qQedEOxUuD48vzOSn7UXBDqtxCbNT2aI1b23ZTcULT6DX/RbsiIQIGVKgCNGI2c1GHh6YQr8WEbg8MOXnLD7buD/YYTUaKiKSqpvGcd/vO3A6K/G8+CR6/apghyVESJACRYhGzmw0MK5fMy5Ii0YDryzP5c1VMutsXVEms/ebTj2gqhLPi0+g/1gd3KCECAFSoAghMBoUt/Rsyog/Z519b90+XvxVZp2tS4Yb74ZOPaGyEs+0x9E7Ngc7JCGCSgoUIQTgnXV2aKc4Rvfxzjr77RbvrLMuKVJqldFoZMCAAZjCwjDcfj907A5pHaFZi2CHJkRQmYIdgBAitJzTNpoIq5Epi7L4dVcJ/12aw+g+iSilgh1ag2S325k7d67vseGOBwFQZkuwQhIiJEgPihDiMKc0j+D+/sm+npR5G/KPfZA4Lk6nkylTpuB0emeWVWaLrzjRWuP5ZC56i9yCLBofKVCEEEfUM9nByO4JALy2Mpelu4qDHFHDVFlZyXPPPUdl5eEz+uqfvkZ/9jaefz+C3roxCNEJETxSoAghjmpw+xjObeu9u2fKz1lsy68IdkiNiuozENp3gopyb5GybVOwQxKizkiBIoQ4KqUUt/Rq+udkbponFu6SBQbrkLKGYfjHBEjrAOVleP79sNzdIxoNKVCEEH/LZFDcd1oyyZEW9pa5eOqHXThdnmCH1WCYTCaGDRuGyXTkexa8RcrD0PZkKCvF89zD6J1b6jhKIeqeFChCiGNyWI1MGJhChMXApn0V/GdxNh6ZyC0gbDYbkydPxmazHXUfFWbDcNfD0CYdykrwTH0EXSZrJ4mGTQoUIYRfkiIs3N8/BZMBft5ZzFtr9gY7pAahvLyce+65h/Lyv19RWoXZMdz1KLQ9CXXlSJQ9vG4CFCJIpEARQvitY1M7t/dOBODdtftYuK0wyBHVfy6Xi7feeguX69hje5TNjmH8UxhOHVQHkQkRXFKgCCFq5Kw20Vx2ciwALyzJ4Y/csiBH1Lgog9H3vS7MJ/f+W9G7tgcvICFqiRQoQogau7ZrPH1SHLg8mqd/3M2eksPn8BC1z/PODJy/r8D9fw+gt2UEOxwhAkoKFCFEjRmUYmy/ZrSOsVLodPP4wl2UVrqDHVa9ZLFYGDt2LBZLzae2N4y4HUt6J+/A2SkT0Bt/r4UIhQgOKVCEEMclzGTgoYEpxNpMZBZWMnlRlqx+fBysVivjxo3DarXW+FgV7iD+iRdR6Z3BWY7n34+iVy+rhSiFqHtSoAghjlsTu5l/DUjBYlSszC5l5srcYIdU75SVlTF8+HDKyo5vLI/BZsdw1yPQpTe4qvC8/BSeZT8FOEoh6p4UKEKIE9K2SRhjT20GwOcb8/l8oywsWBNut5sffvgBt/v4L5EpswXDbfejeg8Atxs9by7aVRXAKIWoe0eeulAIIWrglBYRXNs1njdW5TFjxR6SIsx0b+YIdliNijKZ4KZ/QnxT1OnnokzmYIckxAmRHhQhREBcfnIsZ6RG4tEwaVEWOwudwQ6p0VEGA4ZLr0E1ifdt0zu3omXWX1EPSYEihAgIpRSj+yRycryNsioPj83P5LstBVTIuj1/y2q1MmnSpOMaJHssesUveJ4Yi373VSlSRL0jBYoQImDMRgMP9E8m0WEmr8zFC0tyuOGDzby8NIct+yuCHV5IslgsDB8+/LhuMz4WXZQP2oP+7hP07Gloj9wKLuoPKVCEEAEVGWZi8nmtuK5rPEkRZspdHr7aVMDYL7cz9sttfJmRT1mV/KE8oLS0lDPOOIPS0sAv/mc440LUDXeBMqAXfYt+ZYoMnhX1hgySFUIEXITVyOUdmjDk5FjW7injm80FLM4sYct+J1v27+G1lbmc1jKSc9pG0z4uDKVUsEMOGo/HQ0ZGBh5P7VwKM/Q7Ex1mw/PKZPTyRWhnBYbb7kNZAn9JSYhAkgJFCFFrDErROTGczonhFFW4WLCtiG82F7CrqJLvtxby/dZCWkZZObttFANTo4iwGo/dqKgx1eNUDNZ/4Xn5afh9OZ7/PIrhrkelSBEhTS7xCCHqRGSYiUtOimXa4FSeObsFg1pHYjEqdhQ6mbEilxs/3MxzP2exdk+pDOisBapjDwx3TYQwGyolFcyBH/MiRCBJD4oQok4ppTgpwc5JCXZu6uHmh21FfLulgG35Tn7YXsQP24t4ZeVeru/ShG5J4cEOt9bZbDbmzJmDzWar9ddSaR0wTPg3xDX1XVbT2zKgaTOUXeatEaFFChQhRNA4LEYubB/DBWnRbN5fwTebC/hxexHb9pXx6Pwy+rWI4KYeCTSxN9xJx0wmEwMHDqyz11MJSb7vtceD54XHobQYWqejOnZHdewBzVNRBulgF8ElBYoQIuiUUrRrYqNdExsjuzdl3pZy3l6Zyc87i1mRVcqILnFcmBaD0dDwBtMWFxfTs2dPli9fTkRERN2+eFE+OCKhuBA2r0dvXo/++E2IjEZ16IbqPQDVsXvdxiTEn6RAEUKEFLvFyD8HtaNPoomXfs1m494KZq7IZf7WQm7vnUj7uNq/FFLXSkpKgvK6KroJxsdeRO/dg173G3rtCvhjDRQVoBcvgKhYX4GiK52wazu0aosyyGBmUfukQBFChKTUmDCeOacl320p5PXfctmW7+S+r3dwTttoru0aL3f8BJCKa4oacB4MOM87T8rmP9BrV6J6nPrXThvWeC8HOSJQJ3eD9M5w4C4g7UF16I6KiPI+3L0TvW0jaO39QoP27ocG1aUXKjb+sDiEOFiNC5T169czb948tm3bRn5+Pvfccw+9e/f2Pa+15t133+X777+ntLSU9PR0Ro0aRVLSX9c9S0pKePXVV1mxYgVKKfr06cONN95IWFhYYN6VEKJBMCjFOW2j6ZPiYNZveczfWsjXmwtYnFnMDd3iGdQ6qlHPoVIblMkM6Z1R6Z2rbdeF+WALh5Ji9NIfYemP1Y+77xk4UKCs/w397syjv0bTJPizQNE7NqPXr0aldYCWbb2LHgrBcRQoTqeTVq1aMWjQICZPnnzY85988glffvklo0ePJiEhgXfeeYcnn3yS5557zjeV8/PPP09+fj4PPfQQbrebl156ienTp3PXXXed+DsSQjQ4UWEm7jolibPaRPHfpTnsLKzk+SU5fLfFe9mnRXT9nc/Dbrczf/587HZ7sEP5W4bTz0GfMgi2bkSvXYHevsnbO3KgQLT9dceVim+K7tQTDgy0VeqvLxQ4onz76pWL0V+8hwawhkGbdFRaR1S7DpCahjIf/wBpXVEG+/bC/lz0vjxUaTHl3Xqj45vJbdb1QI0LlG7dutGtW7cjPqe15osvvuCyyy6jV69eAIwZM4abb76ZZcuW0a9fP3bt2sWqVat4+umnadOmDQAjR47k6aef5tprryU2NvYE3o4QoiHrkGBn6gWpzNuwn7fX7GV9Xjl3f7GNS06K5apOcYSZ6t+dJwaDgWbNmmGoB3fNKJMJ0jp4ezv+br+ufTF27etfmy1ao7v2hU3rvHcTrV+FXr/KW7CYLRgmTkPFJwLevzG+26M9Hu8g33156P15oDWG3v197bon3AE5u6q9lgb2fvwmRMVi+L9Xg3an0oF5fnzvZedWdOY2KCnyfeniQu/3FeUYrhyJ6nDkv7sNWUD70nJzcykoKKBz57+6Bu12O23btiUjI4N+/fqRkZFBeHi4rzgB6NSpE0opNm/eXO1y0QFVVVVUVf21foRSyjdnQKC7dw+0J93Gxya58p/kyn/HypXZqLi8Qxz9W0XxyvI9LMks5sP1+/lxexG39EqkT4qjXuW5pKSE9PR0Nm7cWOO7eBrCeaV6noah52negiNrJzpjLXrjWnTGOvC4veNj/nx/ntdfwLNzK5SXwv694Hb91VB8EqrPgL8e2/7skbI7oEk8qkkChNkwbP4DT2oaBqN3DJPWGs/UhyG5JapjD2/vzQn02hygc7PR2zehs3ZCzm4oLkQfVIAYn5mJimnifV9LFqK//fjIDRkMqOapfxUzWZkQEekb71NbQuHcCmiBUlBQAEBUVPXERUVF+Z4rKCggMjKy2vNGoxGHw+Hb51AfffQR77//vu9xamoqzz77LPHxtTfIKjExsdbabmgkV/6TXPnvWLlKAl5o24Kftuxl8vcZZBVW8NQPu+jXugkj+7aiU7PIevGHOzzce2kkMTHxsN+N/mow51VyMvQ6BfizcNi/F2OTeN/j7A1rcO/d89f+BiPGJvEYExIxN2tO7EFjHV2PTsVgd2CwV5/sT2uNLi/zba/auY2c9au8PTfffoIKs2Ht0gtbr36E9eiHKeHoufU4K3Dt2k7Vzm1U7dxK5JU3+NrN/+RNSj5956jHxoVZsPwZb2mHLpTtz8UQGYUhMhpjZDSGqBgMkdEYIqMISz/Zd1zuC4/hXPcbtt6nE372JYT16Isy1t64nWCeW/ViNNKQIUMYPHiw7/GBXzp5eXm4XK6jHXZclFIkJiaSk5Mj020fg+TKf5Ir/9U0V23t8J/zW/Lu2r18tH4fP2/1frVrEsZF6bH0axGJ2Ri6hUpxcTEAOTk5NV7RuFGcV9nZwJ+XRcY9gSFzGyoi0jvINroJymjEAziB7D/39Sks8n796UC+9hQVo//crt0aw233e8fV/L4CXbifil9/pOJX7yBgwyUjMFx0tXffLRvw/LYEsjO9PRl7c/68S8mrrG0HVOv2AHjim0Gbk1DNmqOSmkN0LDj+7PlwRLLXYkcdiLdjT+/XsXJQVYm7qBBcLsp/WUD5L3/eCn7qIAz9zkIlJh9vlg9TW+eWyWTyu3MhoAVKdHQ0AIWFhcTExPi2FxYW0qpVK98+RUVF1Y5zu92UlJT4jj+U2WzGfJQut9r6odRaN9wf+ACTXPlPcuW/muTKYlRc0yWegamRfLR+Pz9sK2LTvgqe+zmL11bmckG7aM5tF01UWOh9JjvwHk/k3Gg051VcU1Rc02qbjud9V8uXNQzV41RUj1O92zK3oX9fjl67ErZsgJZtfPt6tm5Ef/VB9cbCI6BZc1SzFmhrmK9gUaecgfGUM44ZR42YzBgfnIzetR398/foJQugcD/6y/dxf/k+6syLMFx9c83aPIZgnlsB/WlNSEggOjqa33//3VeQlJWVsXnzZs455xwA0tLSKC0tZevWrbRu3RqAtWvXorWmbdu2gQxHCNHIpERa+UffJK7rGs/Xmwv4IqOA/HIXc9bs5d21++jfKpKL0mNIjQmdKQ0cDgcbNmzA4ZC1cIJNKQUtWqNatIYLh6JLS/6a6wVQ7U6GgRf4ChKSmkNE3d/qrlJaoa66CX35dbBmGZ5F38HaldDir7GdurgI9uzy9uLUg0udR1LjAqWiooKcnBzf49zcXLZv347D4SAuLo4LLriADz/8kKSkJBISEnj77beJiYnx3dWTkpJC165dmT59OjfffDMul4tXX32VU089Ve7gEUIERFSYiaEd4xhyUhN+2VnEpxvz2bSvgu+3FvL91kI6NrVzUfsYeiU7gj59vsfjISsri7Zt22I0yuRzoUSFVy8aVcu2qJah80FamczQ/VSM3U9F5+/zDgj+k178Pfq911BnXIAaflsQozx+NS5QtmzZwsSJE32PZ8+eDcCAAQMYPXo0l1xyCU6nk+nTp1NWVkZ6ejoPPvigbw4UgDvvvJOZM2fy2GOP+SZqGzlyZADejhBC/MVsVAxIjWJAahQb95Yzb8N+ftlZzNo9ZazdU0ZTh5kL02I4q00U4ZbgFAdlZWUMGjSIDRs21P1aPKLBOHBHkE9FBSiFXvAFun0nVI9+wQnsBChdjy9c5uXlVbv9OBCUUiQlJZGdnd04rumeAMmV/yRX/qvtXO0tq+LLjAK+3pRPcaUHgDCTgTNbRzK4fSzNIut2Aq/i4mLS09OPq0CR86pmGlu+PB/ORn/5PtjDMTzyfI2WF6itXJnNZr8HyYb+zEBCCBFAcXYz13aNZ+aQtozuk0iLKAsVLg+fZxTwj8+3siq7ZnfSCBGq1MXDoVU7KCvFM3Mq2uMOdkg1IgWKEKJRspoMnNM2mucvTOWxM5vTsakdlweeX5xNibNuf5HLAFlRG5TJhOHmcWC1QcZa9JcfHPugECIFihCiUVNK0SUxnIcHptAswsy+chevLN9z7AMDJCIi4rhmkRXCHyqhGWr4LQDoz97xLvpYT0iBIoQQeHtU7j61GQYFC7cXsXhncZ28rsvlYuHChQGfdFKIA9Qpg1DnXIph3OOoqJhjHxAipEARQog/tY+zcdnJ3rshXlqaQ0F57RcN5eXljBgxgvLy8lp/LdE4KaW8Cw62PfnYO4cQKVCEEOIgV3eKIzXGSpHTzUtLG/AU8qLR0lk70b8vD3YYxyQFihBCHMRsVNx9ShImA/y6q4T5WwuDHZIQAaO3bcLz5Fg8r0xG7627sVbHQwoUIYQ4RKuYMIZ19s7VMGNFLnmlgZ1v6WAGg4G0tDQMBvl1LOpAi9bQvDWUl+GZ+RzaHbq3HstPhBBCHMGQk2JpH2ejrMrD84uz8dTSpZ7w8HAWLFhAeHh4rbQvxMGU0YjhprFgs8PmP9CfvxvskI5KChQhhDgCo8F7qcdqVKzZU8YXGbVze2ZlZSVz586lsrKyVtoX4lAqPhE14nbgz1uPN68PckRHJgWKEEIcRbNIC9d3SwDg9d/y2F0U+CLC6XQyfvx4nE5nwNsW4mgMfQag+g4E7cEz4zl0WejNoCwFihBC/I3z06Lpkmin0q359y9ZuD1yV49oGNTw2yCuKezLRX//abDDOYwUKEII8TcMSvGPvkmEmw1k7Kvgw/X7gh2SEAGhbHYMo8ahLroadcGVwQ7nMFKgCCHEMcSHmxnVsykAb/++l235FQFr22g0MmDAAIxGY8DaFMJfqk06houHo0Lw/JMCRQgh/HBGaiR9Uhy4PDD1l2yq3J6AtGu325k7dy52uz0g7QlxvHRVFZ7vPkGHyLILUqAIIYQflFLc0SeRKKuRHQVO3lqzNyDtOp1OpkyZIoNkRVBprfH851H0OzPRn70d7HAAKVCEEMJv0WEmbu+TCMBHf+znj7yyE26zsrKS5557Tm4zFkGllEINOB8A/cX76Iy1QY5IChQhhKiRU5pHMDA1Eo+G/yzOpsIVmEs9QgSboddpqH5ngvbgnjEFT3FRcOMJ6qsLIUQ9dHPPpjSxm8gurmLWytxghyNEwKirb4GEZlBRQVXmtqDGIgWKEELUkMNi5M6+SQB8uamAVdnHP8mVyWRi2LBhmEymQIUnxHFTYTYMt9+P8dEXsJ7cJaixSIEihBDHoWtSOBekRQPw/OJsSiqPb9E1m83G5MmTsdlsAYxOiOOnUlqhYuOCHYYUKEIIcbyu75ZAUoSZfeUuXll+fEvXl5eXc88991BeXh7g6ISo36RAEUKI4xRmMnD3Kc0wKFi4rYglmcU1bsPlcvHWW2/hCpG5J4QIFVKgCCHECUiPt3HpSbEA/HdpDiXO47vUI4SoTgoUIYQ4QcM6x5EcaSG/ws3Mlcd3qUcIUZ0UKEIIcYIsRgP/6JuIAuZvLWLF7hL/j7VYGDt2LBaLpfYCFKIekgJFCCEC4KR4OxelxwDw4tIcyqr8u9RjtVoZN24cVqu1NsMTot6RAkUIIQLkmi7xJDrM7CtzMWtlnl/HlJWVMXz4cMrKTnzafCEaEilQhBAiQKwmA2P6etfq+XpzAWtyjj2Bm9vt5ocffsDtlsG1QhxMChQhhAigTk3DOb9dNADTfs2hvErW6hHieEiBIoQQAXZdt3ji7Sb2lFTx5mr/LvUIIaqTAkUIIQLMbjYy+s+1ej7fmM/63KOPL7FarUyaNEkGyQpxCClQhBCiFnRLCuesNlFo4IUlOThdR77UY7FYGD58uNxmLMQhpEARQohacmP3BGJtJrKKK3lrzd4j7lNaWsoZZ5xBaenxr4gsREMkBYoQQtQSh8XIHb29d/V8smE/GXsPXxDQ4/GQkZGBxyODaYU4mBQoQghRi3qlOBjQKhKPhheWZFPllkJECH9IgSKEELVsVM+mRIUZ2VlYybtr9wU7HCHqBSlQhBCilkVajdzaqykAH6zbx9b9Fb7nbDYbc+bMwWazBSs8IUKSFChCCFEH+rWI5NQWEbg1PL8kG5dHA2AymRg4cCAmkynIEQoRWqRAEUKIOnJrz6ZEWAxsy3fy4XrvpZ7i4mLat29PcXFxkKMTIrRIgSKEEHUk2mZiVE/vpZ53ft/HzgInACUlJcEMS4iQJAWKEELUoQGtIumVHI7Lo3l+STbuPy/1CCGqkwJFCCHqkFKK23snEm42sGlfBV9k5Ac7JCFCkhQoQghRx5rYzYzskQDAh5tKeWve19jt9iBHJURokQJFCCGC4MzWUXRNtFPpUXyyywBKBTskIUKKFChCCBEESilG90nC7K7g7TvOZurCLTIeRYiDSIEihBBBkuAwc/Ofd/Us3FbEsz/tPuqqx0I0NlKgCCFEEPVrEQGAyaD4dVcJj87PpKTSHeSohAg+KVCEECIEPNg/mXCzgfV55Tz47U72lVUFOyQhgirgcyt7PB7effddfvrpJwoKCoiNjWXAgAFcfvnlqD8HgWmteffdd/n+++8pLS0lPT2dUaNGkZSUFOhwhBAipDkcDjZs2IDD4eCp2CgenZ/JjgIn93+zk0cHNSc50hLsEIUIioD3oHz88cd8++233HTTTUydOpURI0Ywb948vvzyS98+n3zyCV9++SU333wzTz31FFarlSeffJLKyspAhyOEECHN4/GQlZWFx+OhVUwYz57bkmYRZnJLq7j/mx1s2lce7BCFCIqAFygZGRn07NmT7t27k5CQQN++fencuTObN28GvL0nX3zxBZdddhm9evWiZcuWjBkzhvz8fJYtWxbocIQQIqSVlZUxaNAgysrKAGjqsPD0OS1pExtGkdPNQ9/tZFV2aZCjFKLuBfwST1paGt9//z1ZWVk0a9aM7du3s3HjRq677joAcnNzKSgooHPnzr5j7HY7bdu2JSMjg379+h3WZlVVFVVVf12PVUr5liZXAZ474EB7gW63IZJc+U9y5b/GlquD3++B72NsZp48uwVP/7Cb1TmlPL4wk7tPbUb/VlFHPVYcm+TLf6GQq4AXKJdeeinl5eX885//xGAw4PF4uPrqqzn99NMBKCgoACAqqvoPWlRUlO+5Q3300Ue8//77vsepqak8++yzxMfHBzp8n8TExFpru6GRXPlPcuW/xpKr8PBwwPt+IyMjqz330rBmPPrler7dkMvkRVloSzhX92h+WBuNJVeBIvnyXzBzFfACZfHixSxatIg777yT5s2bs337dmbNmkVMTAwDBw48rjaHDBnC4MGDfY8PVHR5eXm4XK5AhF2t7cTERHJyctBaJk36O5Ir/0mu/NfYclVcXIzD4SAnJ4fS0sMv5YzuEYtVV/HZxnymzN/Eztz9XNMl3tfj0phydaIkX/6rrVyZTCa/OxcCXqC8+eabXHLJJb5LNS1atCAvL4+PP/6YgQMHEh0dDUBhYSExMTG+4woLC2nVqtUR2zSbzZjN5iM+V1snmdZaTmA/Sa78J7nyX2PJlcPhYOPGjcCRf58pYFSPBKLCjMxZvZf31u4jv9zFHb0TMRkNvuMaQ64CRfLlv2DmKuCDZJ1OJwZD9WYNBoPvDSYkJBAdHc3vv//ue76srIzNmzeTlpYW6HCEECKkuVwuFi5c+Le9wUophnaMY3SfRAwKvttSKLPOigYv4AVKjx49+PDDD1m5ciW5ubksXbqUzz77jF69egHeH7QLLriADz/8kOXLl7Nz506mTZtGTEyMbx8hhGgsysvLGTFiBOXlx76d+Jy20dx3ejLmP2edfWT+ToorZEI30TAF/BLPyJEjeeedd5gxYwaFhYXExsZy9tlnc8UVV/j2ueSSS3A6nUyfPp2ysjLS09N58MEHsVhkQiIhhPg7fZtHMHFQc578YRfrc8u55a2VPDKwGZFWY7BDEyKglK7HF+Ly8vKq3X4cCEopkpKSyM7OlmuUxyC58p/kyn+NLVfFxcWkp6ezYcMGIiIi/D5ue34Fj87PJL/CzVltovhHX5mJ+1ga27l1ImorV2az2e9BsrIWjxBCBJHBYCAtLe2wsXvH0iomjAcGeG85/n5LIdvyK2ojPCGCRgoUIYQIovDwcBYsWOCbD6Um0uNtnNU+AQ28tjJXegVEgyIFihBCBFFlZSVz58497rXIxvRvg8mgWJ1Txm8yJb5oQKRAEUKIIHI6nYwfPx6n03lcxydH2xjc3jun1Gsrc3F7pBdFNAxSoAghRD03tGMcERYDOwsr+X5rYbDDESIgpEARQoh6zmE1clWnOADmrM6jvEomcBP1nxQoQggRREajkQEDBmA0ntg8Jue1iyHRYaagws2H6/cFKDohgkcKFCGECCK73c7cuXOx2+0n1I7ZqLi+m3d+iY//2M++MplhVtRvUqAIIUQQOZ1OpkyZctyDZA92SvMIToq3UenWzFm9NwDRCRE8UqAIIUQQVVZW8txzzx33bcYHU0pxY/cEAOZvLWTrfpm8TdRfUqAIIUQD0j7OxmktI7yTt/0mk7eJ+ksKFCGEaGCu6xqPyaBYk1PGyiyZvE3UT1KgCCFEEJlMJoYNG4bJFLjF5Zs6LH9N3vabTN4m6icpUIQQIohsNhuTJ0/GZrMFtN0rOzQhwmIgs7CS77bI5G2i/pECRQghgqi8vJx77rmH8vLygLZ78ORtc9fkUVblDmj7QtQ2KVCEECKIXC4Xb731Fi6XK+Btn9cuhqQI7+RtH63fH/D2hahNUqAIIUQD5Z28zXvb8cd/7GevTN4m6hEpUIQQogHrm+LgZJm8TdRDUqAIIUQQWSwWxo4di8ViqZX2D568bYFM3ibqESlQhBAiiKxWK+PGjcNqtdbaa6TF2ejfMtI7edtKmbxN1A9SoAghRBCVlZUxfPhwysrKavV1ruka5528bU8ZK2TyNlEPSIEihBBB5Ha7+eGHH3C7a/c24KYOCxcdmLxtpUzeJkKfFChCCNFIXNGxCRFWI7uKKvl2S0GwwxHib0mBIoQQjYTDYuTqTk0AmLtmr0zeJkKaFChCCBFEVquVSZMm1eog2YOd2zaGZhFmCivcfLhOJm8ToUsKFCGECCKLxcLw4cNr7TbjQx08edsnG/bz3ZYCsosr5c4eEXICt3ymEEKIGistLWXw4MF89tlnhIeH18lr9klx0CHBxrrccl5YkgNAjM3EyfE2Tk6wcXK8nZbRVowGVSfxCHEkUqAIIUQQeTweMjIy8Hg8dfaaSinu75/Cx+v3sS63nM37y8kvd/HzzmJ+3lkMgN1sID3ur4KlXVwYFqN0uou6IwWKEEI0QpFWI9f9eanH6fKweV8F6/LKWJ9bzoa8csqqPKzMLmVltnfOFJNB0a5JGCfF2+iQYCc93obDYgzmWxANnBQoQgjRyFlNBjo0tdOhqR0At0ezo8DJutwy/sgrZ31uGfkVbv7IK+ePvHI+XL8fo4JhneO4okMTlJJLQSLwpEARQoggstlszJkzB5vNFuxQfIwGRevYMFrHhnFROmitySmpYn1uGev/LFiyiqt4c/VetuU7ufOUJMJMcvlHBJYUKEIIEUQmk4mBAwcGO4y/pZQiKcJCUoSFM9tEA/DN5gKmL8vh553F7C6q5MEByTR11M2dSKJxkJJXCCGCqLi4mPbt21NcXBzsUGrknLbRPHFmC6LDjGwvcDLuqx2syZE1fkTgSIEihBBBVlJSEuwQjstJCXamnN+KtrFhFDvdPDI/k8827pc5VURASIEihBDiuMXZzTx1dgsGtorEo+GV5bm8sCSHKnfd3TYtGiYpUIQQQpwQq8nA3acmMbJ7AgYF328t5MFvd7KvrCrYoYl6TAoUIYQIIrvdzvz587Hb7cEO5YQopbjkpFgeOaM5DouBjH0VjPtqBxv3lgc7NFFPSYEihBBBZDAYaNasGQZDw/h13DUpnMnntaJFlIX8chcPfruT77YUBDssUQ81jJ8IIYSop0pKSkhPT6+3A2WPJCnCwrPntqRPigOXR/PCkhxeWb4Hl0cGzwr/SYEihBAi4OxmI/f3T2ZYpzgAPtuYz6PzMymqcAU5MlFfSIEihBCiVhiU4urOcTzQP5kwk4Hf95Qx7qsdbM+vCHZooh6QAkUIIUSt6ts8gknntiTRYSa3tIp7v97Bsl0N55KWqB1SoAghRBA5HA42bNiAw+EIdii1qkW0lcnntaJroh2nW/P0j7v4aXtRsMMSIUwKFCGECCKPx0NWVhYeT8Of2CzCamTCGc0Z0CoSt4YpP2fx7eaCYIclQpQUKEIIEURlZWUMGjSIsrKyYIdSJ0wGxd2nJnFu22g0MO3XHD7dsD/YYYkQJAWKEEKIOmVQitt7N+XSk2IBmLEil3d/3ytr+IhqpEARQghR55RS3NAtnmGdvbchz1mzl9mr8qRIET5SoAghRJA19AGyR6OU4upOcYzsngDAh+v3M33ZHjxSpAjAVBuN7t+/nzfffJNVq1bhdDpJTEzkjjvuoE2bNgBorXn33Xf5/vvvKS0tJT09nVGjRpGUlFQb4QghRMiKiIhg48aNwQ4jqC45KZYwk4GXl+bw5aYCKlwe/tE3CaNBBTs0EUQB70EpKSlhwoQJmEwmHnzwQaZOncp1111HeHi4b59PPvmEL7/8kptvvpmnnnoKq9XKk08+SWVlZaDDEUKIkOZyuVi4cCEuV+OeYfXcdtH889QkDAoWbCti0qLdVLkb/p1N4ugCXqB88sknNGnShDvuuIO2bduSkJBAly5dSExMBLy9J1988QWXXXYZvXr1omXLlowZM4b8/HyWLVsW6HCEECKklZeXM2LECMrLZdXfAalR3H96MiaDYnFmCU/9sBunS4qUxirgl3iWL19Oly5deO6551i/fj2xsbGcc845nHXWWQDk5uZSUFBA586dfcfY7Xbatm1LRkYG/fr1O6zNqqoqqqqqfI+VUthsNt/3gXSgvUC32xBJrvwnufJfY8vVwe+3pu+5Ieaqb4tIJpxh4KmFu1iZXcrEBbuYMDAFu8V4wm03xHzVllDIVcALlNzcXL799lsuvPBChgwZwpYtW3jttdcwmUwMHDiQgoICAKKioqodFxUV5XvuUB999BHvv/++73FqairPPvss8fHxgQ7f50CPjzg2yZX/JFf+ayy5OnD5OzExkcjIyONqo6HlKikJkhPiueuD1azLLeOxH7P5zxVdibaZA9J+Q8tXbQpmrgJeoHg8Htq0acPw4cMBbzGxc+dOvv32WwYOHHhcbQ4ZMoTBgwf7Hh+o6PLy8gJ+3VYpRWJiIjk5OXK72zFIrvwnufJfY8tVaWkpaWlp5ObmUlpaWqNjG3KuEozw+JnNeWR+Jutzihn15lIeO7MFMbbj/7PVkPMVaLWVK5PJ5HfnQsALlJiYGFJSUqptS0lJ4ddffwUgOjoagMLCQmJiYnz7FBYW0qpVqyO2aTabMZuPXDnX1kmmtZYT2E+SK/9JrvzXWHJlt9tZsGABcPy/zxpqrtrEhvHUWS14eH4mOwqc3P/Ndh4b1IIEx4n1pDTUfNWGYOYq4INk27dvT1ZWVrVtWVlZvoopISGB6Ohofv/9d9/zZWVlbN68mbS0tECHI4QQIa2yspK5c+fKXYxH0SLaytNntyAh3ER2cRUPfLuDVdmlUmA0AgEvUC688EI2bdrEhx9+SE5ODosWLeL777/n3HPPBbzdRhdccAEffvghy5cvZ+fOnUybNo2YmBh69eoV6HCEECKkOZ1Oxo8fj9PpDHYoISspwsLT57QkOdLC3jIXj8zP5M7Pt/H1pgK5y6cBC/glnrZt23LPPfcwd+5cPvjgAxISErj++us5/fTTfftccsklOJ1Opk+fTllZGenp6Tz44INYLJZAhyOEEKIBiLObefrsFrzz+16+31rIzsJKXlqawxurcjm7bTQXpMUQHx6YQbQiNNTKTLI9evSgR48eR31eKcVVV13FVVddVRsvL4QQogGKCjNxS69EhneJ5/sthXy2MZ/c0io+XL+fj//YzynNI7goPYb0OJvcStwA1EqBIoQQwj9Go5EBAwZgNJ74PB+NhcNi5JKTYhncPoZlu0v4dMN+1uaW8/POYn7eWUzb2DAuSo+hX4tIzEYpVOorKVCEECKI7HY7c+fODXYY9ZLRoOjbPIK+zSPYur+Czzbm8+P2Ijbvr2DqL9nM+i2P89tFc267aKLD5M9dfSOrGQshRBA5nU6mTJkig2RPUOvYMO48JYmZQ9owonMcMTYT+eUu5q7Zy6iPtvD84my25VcEO0xRA1KgCCFEEFVWVvLcc8/JbcYBEhVmYminOF65pA3/PDWJdk3CqPJovt9ayF2fb+OGN5fzZUY+JU53sEMVxyB9XkIIIRocs1ExMDWKAa0i2bi3gk837ueXncWsyy5iXXYRM5bvoU9zB2e2jqJLYjhGg4xVCTVSoAghhGiwlFKkx9tIj0+moMLNb/s0H63yzky7aEcxi3YUE2szMTA1kjNbR5ESZQ12yOJPUqAIIUQQmUwmhg0bhskkv45rW4zNxIheSZyRbGLL/gq+31LAj9uL2F/u4sP1+/lw/X7ax4UxqHUUp7WMxBGAFZTF8ZOfCCGECCKbzcbkyZODHUajopSiTWwYbWITubF7Ast2lzB/ayErskrZuLeCjXsrmLE8l77NHQySS0BBIwWKEEIEUXl5ORMmTODxxx/HZrMFO5xGx2w0cGqLSE5tEUl+uYsfthfy/RbvTLU/7Sjmpx3FNLGZGJAaSfs4G4kOM4kRFsJMco9JbZMCRQghgsjlcvHWW2/xyCOPBDuURi/GZuLSk5pwSXosW/Y7mb/Vewlo35+XgA7dN+nPYsX3b4SZRIeFCKtcGgoEKVCEEEKIgyilaNskjLZNvJeAlu4u4dfMErKKK8kurqSk0kN+uYv8chfr88oPO95hMZDosJAYYSbJ4S1cOja109Qh683VhBQoQgghxFGYjQb6tYikX4tI37Zip5uckkqyi6vIKa4ku+Svf/PLXZRUeti8v4LN+6tPDNc8ykKvZAc9kx2kx9lkXMsxSIEihBBBZLFYGDt2rKzmXo9EWI1EWG20a3L4mKEKl4ec4kpySqrI/vPfnQVONuwtJ7OwksxC791CDouB7s0c9Ep20C0pXC4LHYEUKEIIEURWq5Vx48YFOwwRIGEmA61iwmgVE1Zte4nTzcrsUlbsLmFFVgnFlR5+3F7Ej9uLMChIj7N5e1dSHDSPtMhqzEiBIoQQQVVWVsaoUaOYMWMGdrs92OGIWuKwGunfKpL+rSJxezQZe8tZtruE5btL2VHoZH1eOevzynl9VR5NHWZ6NgunZ7KDjk3tWIyN844hKVCEECKI3G43P/zwA263rA3TWBgNipMS7JyUYOe6brCnpJLlu0tZkVXCmpwy9pRU8XlGAZ9nFBBmUlzXNYEL28cEO+w6JwWKEEIIEURNHRYubG/hwvYxVLg8rM4pZfnuEpbtLiW/3MX/lu/BrTUXp8cGO9Q6JQWKEEIIESLCTAb6pETQJyUCrTVz1+zl3bX7mLkiFwVc1IiKlMZ5YUsIIUKE1Wpl0qRJWK2ySJ2oTinF8M5xDO3YBIAZK3L5fGN+kKOqO9KDIoQQQWSxWBg+fHiwwxAh6kCR4tHw/rp9/G/5HoBGMSZFelCEECKISktLOeOMMygtLQ12KCJEKaW4pkscl5/svbzzv+V7+DKj4fekSIEihBBB5PF4yMjIwOPxBDsUEcKUUlzbNZ7L/ixS/rtsD19tathFihQoQgghRD2glOK6rvFcepK3SHl56R6+2VwQ3KBqkRQoQgghRD2hlOKGbvFcku4dg/LirzkNtkiRAkUIIYLIZrMxZ84cbLbD13UR4kiUUtzYPYGLDipSvttSENygaoHcxSOEEEFkMpkYOHBgsMMQ9YxSipu6J6A1fLYxn2lLcgA4q010cAMLIOlBEUKIICouLqZ9+/YUFxcHOxRRzyilGNUjgQvTotHAtCU5zN9aGOywAkYKFCGECLKSkpJghyDqKaUUN/dsyvntvEXK84uzWdBAihQpUIQQQoh6TCnFrb3+KlL+szibhdvqf5EiBYoQQghRzymluKVXU85t+1eR8kM9L1KkQBFCiCCy2+3Mnz8fu90e7FBEPWdQitt6N+WctlF4NPx7cTaLdhQFO6zjJgWKEEIEkcFgoFmzZhgM8utYnDiDUtzeO5Gz2niLlKm/ZLEqu34uoyA/EUIIEUQlJSWkp6fLQFkRMAalGN0nkX4tInB54Okfd7Nlf0Www6oxKVCEEEKIBsagFP88NYnOTe1UuDxMXJBJdnFlsMOqESlQhBBCiAbIbDTwwIBkUmOsFFa4eXR+JgXlrmCH5TcpUIQQQogGym428sgZzWnqMJNTUsXEBZmUVbmDHZZfpEARQoggcjgcbNiwAYfDEexQRAMVYzMxcVBzoqxGtuY7efrH3VS5PcEO65ikQBFCiCDyeDxkZWXh8YT+HwxRfyVFWHj4jOaEmQysySnj34uz8Wgd7LD+lhQoQggRRGVlZQwaNIiysrJghyIauLZNwnigfzImAyzaUczMFbnoEC5SpEARQgghGomuSeHcdUozwLsK8gfr9wc5oqOTAkUIIYRoRPq3iuSmHgkAvLEqj++2FAQ3oKOQAkUIIYJMBsiKunZxeiyXnRwLwIu/5rBsV+hNFCgFihBCBFFERAQbN24kIiIi2KGIRua6rvGckRqJR8P/LdrNhrzyYIdUjRQoQggRRC6Xi4ULF+Jy1Z8JtETDoJRiTN8kejQLp9KteWJhJpmFzmCH5SMFihBCBFF5eTkjRoygvDy0Pr2KxsFkUNx7ejJpTcIorvTw6PxM9pZVBTssQAoUIYQQolELMxmYMDCF5EgLe8tcTJyfSYkz+LPNSoEihBBCNHKRYSYePaM5sTYTOwsreWJhJhVBnhJfChQhhAgig8FAWloaBoP8OhbBleAw88gZKYSbDazPK+ehz9bh9gRvIrda/4n4+OOPGTp0KLNmzfJtq6ysZMaMGYwcOZJrr72WyZMnU1BQUNuhCCFEyAkPD2fBggWEh4cHOxQhaBUTxr8GpGA2KBIirEGNpVYLlM2bN/Ptt9/SsmXLattff/11VqxYwdixY5k4cSL5+flMmTKlNkMRQoiQVFlZydy5c6msrAx2KEIA0KGpnf9cmMr4M9MwGlTQ4qi1AqWiooIXXniBW2+9tdong7KyMubPn8/1119Px44dad26NXfccQcbN24kIyOjtsIRQoiQ5HQ6GT9+PE5n6NzeKURKlBWlglecQC0WKDNmzKBbt2507ty52vatW7fidrvp1KmTb1tycjJxcXFSoAghhBACAFNtNPrzzz+zbds2nn766cOeKygowGQyHXa9NSoq6qjjUKqqqqiq+uu+bKUUNpvN930gHWgv2JVjfSC58p/kyn+NLVcHv9+avufGlqsTJfnyXyjkKuAFyt69e5k1axYPPfQQFoslIG1+9NFHvP/++77HqampPPvss8THxwek/SNJTEystbYbGsmV/yRX/mssuYqMjOScc84hOTn5uAfKNpZcBYrky3/BzFXAC5StW7dSWFjIfffd59vm8Xj4448/+Oqrr/jXv/6Fy+WitLS02g9jYWEh0dHRR2xzyJAhDB482Pf4QEWXl5cX8OmhlVIkJiaSk5OD1sG7vao+kFz5T3Llv8aYq1mzZlFUVERRUVGNjmuMuToRki//1VauTCaT350LAS9QOnXqxOTJk6tte/nll2nWrBmXXHIJcXFxGI1Gfv/9d/r27QtAVlYWe/fuJS0t7Yhtms1mzGbzEZ+rrZNMay0nsJ8kV/6TXPmvseTK6XQybdo0xowZg9V6fLd1NpZcBYrky3/BzFXACxSbzUaLFi2qbbNarURERPi2Dxo0iNmzZ+NwOLDb7bz66qukpaUdtUARQoiGqrKykueee45bbrnluAsUIRqiWhkkeyzXX389SimmTJmCy+WiS5cujBo1KhihCCGEECIE1UmB8uijj1Z7bLFYGDVqlBQlQgghhDgiWfxBCCGCyGQyMWzYMEymoHRoCxGy5CdCCCGCyGazHXZjgRBCelCEECKoysvLueeeeygvLw92KEKEFClQhBAiiFwuF2+99VbA53QSor6TAkUIIYQQIadej0GpzUFlMmDNf5Ir/0mu/NdYcmW1WunWrRtWq/WoE1IeS2PJVaBIvvwX6FzVpD2lZTo9IYQQQoQYucRziPLycu677z4ZsOYHyZX/JFf+k1z5T3JVM5Iv/4VCrqRAOYTWmm3btsk6DX6QXPlPcuU/yZX/JFc1I/nyXyjkSgoUIYQQQoQcKVCEEEIIEXKkQDmE2WzmiiuuOO7R9I2J5Mp/kiv/Sa78J7mqGcmX/0IhV3IXjxBCCCFCjvSgCCGEECLkSIEihBBCiJAjBYoQQgghQo4UKEIIIYQIOQ1yQYL169czb948tm3bRn5+Pvfccw+9e/f2PV9QUMCcOXNYs2YNpaWlnHTSSYwcOZKkpCQAcnNzGTNmzBHb/uc//8kpp5wCwN69e3nllVdYt24dYWFhDBgwgOHDh2M0Gmv/TQZIXeVq6NChhz1/11130a9fv1p4V7XjRHN1YJ833niDNWvWUFFRQbNmzRgyZAh9+/b17VNSUsKrr77KihUrUErRp08fbrzxRsLCwur0/Z6IusrV6NGjycvLq/baw4cP59JLL6319xgogchVTk4Ob7zxBhs2bMDlctGlSxdGjhxJdHS0bx85r7z8yVVDOK8++ugjli5dyu7du7FYLKSlpXHNNdfQrFkz3z6VlZXMnj2bX375haqqKrp06cKoUaOq5cKfv3Pr1q1j9uzZZGZm0qRJEy6//HIGDhx4wu+hQRYoTqeTVq1aMWjQICZPnlztOa01kyZNwmQyMX78eOx2O5999hmPP/44zz33HGFhYcTFxfG///2v2nHfffcd8+bNo1u3bgB4PB6efvppoqOjeeKJJ8jPz2fatGkYjUaGDx9eZ+/1RNVFrg6444476Nq1q++x3W6vtfdVG040VwDTpk2jtLSU++67j4iICBYtWsTUqVN55plnSE1NBeD5558nPz+fhx56CLfbzUsvvcT06dO566676vw9H6+6yhV4i9+zzjrL97g+/cGFE89VRUUFTz75JC1btuSRRx4B4O233+bZZ5/lySefxGDwdpTLeeV/rqD+n1fr16/n3HPPpU2bNrjdbt566y2eeOKJaj9jr7/+OitXrmTs2LHY7XZmzpzJlClTePzxxwH//s7l5ubyzDPPcPbZZ/OPf/yDtWvX8t///pfo6Ohqv++Pi27grrzySv3rr7/6Hu/evVtfeeWVeufOnb5tbrdb33TTTfq77747ajvjx4/XL730ku/xypUr9dChQ3V+fr5v29dff62vu+46XVVVFdg3UUdqK1dHaru+O95cXXPNNfqHH36o1taNN97o2yczM1NfeeWVevPmzb7nf/vtNz106FC9b9++2no7taq2cqW11nfccYf+7LPPajH6unU8uVq1apUeOnSoLi0t9e1TWlqqhw4dqlevXq21lvOqJrnSuuGdV1prXVhYqK+88kq9bt06rbX3fV999dV68eLFvn127dqlr7zySr1x40attX9/59544w09duzYaq81depU/cQTT5xwzI1uDIrL5QKoNvmMwWDAbDazYcOGIx6zdetWtm/fzqBBg3zbMjIyaNGiRbWusK5du1JeXk5mZmbtBF/HApWrA2bOnMlNN93EAw88wPz58xvUehj+5qp9+/b88ssvlJSU4PF4+Pnnn6mqqqJDhw6A97wKDw+nTZs2vmM6deqEUorNmzfX0bupXYHK1QEff/wxI0eO5N5772XevHm43e66eSN1wJ9cVVVVoZSqto/ZbEYp5dtHziv/c3VAQzuvysrKAHA4HID3d7Xb7aZTp06+fZKTk4mLiyMjIwPw7+/cpk2bqrUB0KVLF18bJ6JBXuL5O82aNSMuLo65c+dyyy23EBYWxmeffca+ffsoKCg44jHz588nOTmZ9u3b+7YVFBRU+08DiIqK8j3XEAQqV+DtLu3YsSNWq5XVq1czc+ZMKioquOCCC+rgndQ+f3P1z3/+k3//+9+MHDkSo9GIxWLhnnvuITExEfCeO5GRkdXaNhqNOByORndeHStXAOeffz6pqak4HA42btzIW2+9RX5+Ptdff30Q3lng+ZOrtLQ0rFYrc+bMYdiwYWitmTt3Lh6Px7ePnFcFgH+5goZ3Xnk8HmbNmkX79u1p0aIF4D0nTCYT4eHh1faNioqqdt4c6+9cQUGBb9vB+5SXl1NZWYnFYjnuuBtdgWIymbjnnnt4+eWXGTlyJAaDgU6dOtGtW7cjfqKvrKxk0aJFXH755UGINrgCmasrrrjC931qaipOp5NPP/20wRQo/ubqnXfeobS0lAkTJhAREcGyZcuYOnUqjz32mO8XR0MXyFwNHjzYt3/Lli0xmUy88sorDB8+vEFMZ+5PriIjIxk7diwzZszgyy+/RClFv379SE1NRSkV5HdQdwKZq4Z2Xs2cOZPMzEwee+yxYIdSI42uQAFo3bo1kyZNoqysDJfLRWRkJA8++CCtW7c+bN8lS5bgdDoZMGBAte3R0dGHdY0WFhb6nmsoApGrI2nXrh0ffPABVVVV9fIH/kiOlaucnBy++uorpkyZQvPmzQFo1aoVGzZs4KuvvuKWW24hOjqaoqKiau263W5KSkoa1XnlT66OpF27drjdbvLy8qrdrVCf+fMz2KVLF1544QWKioowGo2Eh4dz880307RpUwA5r2qQqyOpz+fVzJkzWblyJRMnTqRJkya+7dHR0bhcLkpLS6v1ohQWFvrOCX/+zkVHR/u2HbyPzWY7od4TaOTzoNjtdiIjI8nOzmbLli306tXrsH3mz59Pz549D+seTUtLY+fOndX+Y9asWYPNZiMlJaXWY69rJ5KrI9m+fTvh4eENpjg52NFyVVlZCXDYp1qDweD7hJeWlkZpaSlbt271Pb927Vq01rRt27aO3kHdOZFcHcn27dtRSvl1DtY3/vwMRkZGEh4eztq1aykqKqJnz56AnFc1ydWR1MfzSmvNzJkzWbp0KQ8//DAJCQnVnm/dujVGo5Hff//dty0rK4u9e/eSlpYG+Pd3rl27dtXaOLDPgTZORIPsQamoqCAnJ8f3ODc3l+3bt+NwOIiLi2Px4sVERkYSFxfHzp07mTVrFr169aJLly7V2snJyeGPP/7ggQceOOw1unTpQkpKCtOmTWPEiBEUFBTw9ttvc+6559arP7p1kavly5dTWFhIu3btsFgsrFmzho8++oiLLrqo1t9fIJ1orpo1a0ZiYiKvvPIK1157LQ6Hg2XLlrFmzRruu+8+AFJSUujatSvTp0/n5ptvxuVy8eqrr3LqqacSGxsblPd9POoiVxkZGWzatIkOHTpgs9nIyMjg9ddf5/TTT/cNBKwPAvEzuGDBApKTk4mMjCQjI4NZs2Zx4YUX+j7ty3nlf64aynk1c+ZMFi1axL333ovNZvONGbHb7VgsFux2O4MGDWL27Nk4HA7sdjuvvvoqaWlpvuLCn79z55xzDl9//TVvvvkmZ5xxBmvXrmXx4sXcf//9J/weGuRqxuvWrWPixImHbR8wYACjR4/miy++4NNPP6WgoICYmBj69+/PFVdcgclUvV6bO3cuP/30Ey+++GK1++MPyMvLY8aMGaxbtw6r1cqAAQMYMWJEvZqorS5ytWrVKubOnUtOTg5aaxITEznnnHM488wzj5jXUBWIXGVnZzNnzhw2btxIRUUFiYmJXHTRRfTv39+3T0lJCTNnzqw2odbIkSPr1TwMdZGrrVu3MnPmTHbv3k1VVRUJCQn079+fwYMH16sPCYHI1Zw5c1i4cCElJSUkJCRw9tlnc+GFF1brgZLzyutYuWoo59WRJscE73xUByZROzBR288//+ybtO7Qidr8+Tu3bt06Xn/9dXbt2hXQidoaZIEihBBCiPqt/nx8FUIIIUSjIQWKEEIIIUKOFChCCCGECDlSoAghhBAi5EiBIoQQQoiQIwWKEEIIIUKOFChCCCGECDlSoAgh6tSLL77I6NGjgx2GECLENcip7oUQdetos1Ye6pFHHqnlSIQQDYXMJCuEOGE//vjjYY/XrFnDmDFjqm3v3LkzDocDrXW9mjZcCFH3pAdFCHHCDl5LCGDTpk2sWbPmsO1CCOEvKVCEEHXqxRdfZP369bz44ouAd0XaMWPGcM0112CxWPjss88oKCggPT2d2267jSZNmvDBBx/8f3v369JcFMdx/O1AcAv+QjAtDllxVZgiisEgGIxbkyEMg81mMK0J+gcIJtsdRjHJqoqCqxZBEFm4MhAd8qSNR9TwPA53Bu8XXC733B98T/vw5XAPZ2dnPD8/k8vlKJfLn3aWvbq6Iooi7u7uGBgYIJvNUiwWSafTvZimpB9ykaykINRqNU5PT1leXmZlZYV6vc7e3h7Hx8dcX1+zurrK0tISFxcXHB0dfXj3/PycSqXC0NAQhUKBtbU17u/v2dnZ4fHxsUczkvQTdlAkBaHRaLC/v08qlQLg/f2darXK6+srlUqls717HMfUajVKpRKDg4O8vLxweHjI4uIiGxsbne/Nz8+ztbVFFEUfxiX1BzsokoIwMzPTCScAmUwGgLm5uU44aY+3Wi0ajQYANzc3NJtN8vk8cRx3jkQiQSaT4fb29ncnIqkr7KBICsLExMSH63ZY+W682WwC8PDwAMDu7u6X300mk12tU9LvMKBICkIi8XVD97vx9h8S2ufNzU1GR0c/Pfd390VS/zCgSOprk5OTAIyMjDA9Pd3jaiR1i2tQJPW1XC5HMpkkiiJardan+3Ec96AqST9lB0VSX0ulUpRKJQ4ODtje3iafzzM8PMzT0xOXl5dMTU2xvr7e6zIl/SMDiqS+Nzs7y9jYGNVqlZOTE97e3hgfHyebzbKwsNDr8iT9B/fikSRJwXENiiRJCo4BRZIkBceAIkmSgmNAkSRJwTGgSJKk4BhQJElScAwokiQpOAYUSZIUHAOKJEkKjgFFkiQFx4AiSZKCY0CRJEnBMaBIkqTg/AGsu5LZzKYW3wAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# SDID 결과 그래프\n", + "fit_model = Synthdid(df, \"state\", \"year\", \"treated\", \"cigsale\").fit().plot_outcomes(wtplot = False)\n", + "plt.title(\"Synthetic Control DiD\")\n", + "plt.show()\n", + "\n", + "# SDID 가중치 그래프\n", + "fit_model.plot_weights()\n", + "plt.title(\"Synthetic Diff. in Differences (Weights)\")\n", + "plt.xlabel(\"State ID\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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8eXNERkYavW9QUBDc3NwMpj/5uLu4uOS7fuDx9r788svYsWMH6tati169eqFVq1Zo0qQJnJyc8rzfk8+18uXLF7geW8QgRHlSKpXo3LkzOnfuDODxtYU2b96MYcOGYeXKlQgLC0PPnj119WPHjsXRo0fx008/Yfbs2YiJicH27dtRt25dNG7c2Og6PDw8DKYpFArd+grL2PLyWqb2zfizzz7Ld5lpaWmF7kMrKSkJwOPrehSFn58fgMcXSisM7TWFtPfPa7naPp9U3PvG19c3zx69vLxgZ2dndH1ly5bFw4cPC70+LUdHRwAwes2ZJzk5OaFHjx7o0aMHACAnJwdLly7FO++8g7lz5+LVV19F3bp1dY9ZfHw8srKy4ODgUOieMjMz9XrLj/axycnJwd27dxEUFJRvvfa6Mf7+/gbzimOfPsvr/Gmm7JMOHTpgzpw5OHjwIKZMmYKDBw9CkiRdEAIeX9frs88+Q1xcHG7duoXExES0aNECrq6uAP57jZ8+fdrohx2tgl7j2tdRuXLljM7PazpQuPekgqxfvx4LFizAr7/+ipkzZwIAHBwc0Lt3b3z++edG+yjMc81W8YKKZDK5XI4+ffrg3XffBQDdJzGtV199FeXKlcOyZcuQm5uLn3/+GWq1GqNGjTJHuwVyd3cH8PhNTjw+TGz0X5s2bZ55Hdo3wcIGmKdpP4kePHiwUPfTbmNMTIzR+dHR0Xp1JSmvC1G6u7sjISFB9+n8SWq1GnFxcUY/UZvKx8cHwH9/FE1lZ2eHt956C6+//jqA/57vgYGBqFChAtRqNY4ePfpMPWl70faWH4VCgSZNmgAADhw4kG/t5cuX8eDBA9jb2xsd/SkOxfE6N2WfNG3aFE5OTvjjjz+Qk5ODQ4cOITQ0FGXLltXVtGvXDkIIhIeH6/ZPhw4ddPO1z+t3330339d4eHh4vv1qn3+xsbFG5+c1vbg5Ojpi1qxZiIyMxJ07d7B69Wq0bNkSq1evRu/evY3eJz4+HgqFQjcyRIYYhKjQtJ+2hBB605VKJYYPH4779+9jx44d+Omnn+Di4oIBAwYUy3rlcjmAZxuNMKZp06YAgGPHjpVYD87OzggNDUVsbGyRDu/07t0bXl5eOHHiRIF/DLOzs3X/rz0cd/jwYYO6pKQk/PPPP3BwcEDNmjWfuTfg8eGBZ90v9erVg0ajMRoqjh49itzcXNSvX/+Ze/Pz84O3tzeuXr36TPc39nwfOXIkAGDevHnQaDT53v/J/aF15coVAEDdunVN6mH48OEAgC+//FL3Cd+YefPmAQAGDRr0TCNVpiiO17kp+8TOzg4tW7ZEZmYmdu7ciXPnzhkc4m3ZsiUUCgUOHTpkNAg1btwYMpmsUK9xY7Svo4iICIN5Go0Gx48fL9LytQrz/hIYGIgBAwZg7969qFatGiIiIgyCZVpaGu7fv4/atWub/Yr4loxBiAysXbsW+/fvN/oGHxMTg6VLlwKA7jj8k0aOHAm5XI5x48YhKioK/fv31/0hKaoyZcoAAO7cuVMsyxs3bhyUSiXeffddo8f3c3JyDN5An6WHt99+GwAwatQog5+/0Gg0ulGZ/Li6umLRokUAgL59+2Lv3r1G606ePIlmzZrpbg8cOBBKpRLffPMNrl+/rlc7Y8YMpKSkYODAgUbP3SmMMmXKPPOl/IcNGwYAmDp1qt5PRGRkZGDKlCkAgDfffPOZe5MkCa1bt0ZcXJzBYwAAS5YswcmTJ43e98qVK9i4cSMA/ef7u+++izp16uDYsWMYPHiw0UOLaWlpmD17Nj7//HODeSdPnoRcLjf6GjJmwIABaNeuHa5fv47evXsbnM+Tm5uLDz/8EL/++iv8/Pwwd+5ck5b7rIr6Oi9on2hpg8+sWbOg0Wj0DosBgIuLCxo1aoR9+/YhIiICTk5Oug84wOORpwEDBuCvv/7C3LlzjQaMGzduICoqKt9+W7RogapVqyI8PBy7d+/Wm/fjjz/meX5QYeX3/vLo0SNcuHDBYHp6ejrS0tKgUCgMDi9rz5F6+nEjfTxHiAz8+eef+Prrr+Hr64uWLVuicuXKAB7/hs/vv/+OzMxM9OjRw+hQbIUKFfDSSy/pfousOA+LdejQARs3bsSrr76KF198EY6OjqhYsSIGDRr0TMurUaMGfv75ZwwbNgwhISHo2rUrgoODoVKpcOfOHRw7dgze3t66T+/P2sPw4cNx7NgxrFq1CkFBQejRowe8vb3x4MEDHDp0CMOGDTPpt4UGDBiAzMxMjBs3Dl27dkXdunXRvHlzeHp6Ij4+HidOnMC5c+f0Dh1UqlQJX331Fd566y3Ur18fffr0gbe3N44cOYITJ06gRo0aWLBgwTM9fk/q0KED1q1bh5dffhn169eHUqlE69atTfpD379/f/z222/YsGEDQkJC0LNnT0iShG3btiEqKgp9+/Yt8qhir169sHnzZt2n5yft2bMHY8aMQaVKldCiRQsEBgYiOzsb165dw969e6FSqfD222+jUaNGuvs4OTlhz5496N27N9asWYMdO3agU6dOqFq1KoQQuH79Og4ePIiUlBR8++23eutLTk7GqVOn0KFDB5MPScrlcmzevBm9e/fGrl27UKVKFbz00kuoWLEiEhISsHfvXkRFRaFSpUrYsWNHnudjFZfieJ3nt0+0tKM7Fy5cgEwmM3qYul27dvjoo48AAF26dDEIA99++y2uXbuGDz/8EKtWrULLli1Rrlw5PHjwAJcvX8bp06exdu1a3fucMTKZDD/99BO6du2KV155Bb169ULVqlVx/vx57N+/H926dcPu3bshkxVtbKF69eoICAjAunXroFQqUbFiRUiShEGDBiExMRH16tXDCy+8gNq1ayMwMBApKSnYuXMnYmJi8PbbbxuE0X379gF4/FhTPkr7a2pk+e7cuSO+/fZb0bNnTxEcHCxcXV2FUqkUvr6+olu3bmLVqlX5Xk1327ZtAkCeX1kVQv/K0k978krET1Kr1WLq1KmicuXKQqFQGHyFOr+rOue3vvPnz4shQ4aIChUqCDs7O+Hp6SlCQkLEyJEjxcGDB4uth9WrV4vWrVsLNzc3YW9vLypVqiT69++vu6igqe7cuSMmTZok6tWrJ9zd3YVCoRBly5YVbdu2FQsXLjT6Vd29e/eKTp06CQ8PD93VtidOnGhwMUUh8r9EgPZK0k9eRFKIx1/xfv3114WPj4+QyWR6XwHOa38+KTc3V3z33XeiQYMGwtHRUTg6Oor69euLb7/9tliuLJ2dnS18fHxE48aNDeZdvXpVfP7556Jr166iatWqwsnJSdjZ2YnAwEARFhZmcKmAp/vesGGDCAsLEwEBAcLe3l44OjqK6tWrizfffNPgpzmE+O+6UoW5krWWRqMR69evF927dxe+vr5CqVQKT09P0bx5c/H555/nedXpJ68s/bS8vrJd0E9smPI6z09++0QrNzdXeHp6CgCiQYMGRmv279+vu7zAp59+mue6vvnmG9GsWTPh5uam27/t27cXCxcu1LsGT35fYT958qTo2LGjcHFxES4uLrorS2uvr/Tk9YiEyP95mtc+OXXqlGjfvr1wc3PT/aZaeHi4SExMFLNnzxbt2rUT/v7+ws7OTvj6+oo2bdqIX3/91eAr9bm5uaJ8+fJm+ckda8MgRMVOGzp++uknc7dCpPPRRx8V+XpOxaFBgwaievXqRi+KZ02K43VuKfukqJo3b57nVbLNZfv27QKAWLVqlblbsXiSEE+d8UpUBKmpqQgKCoJKpcLdu3fzvb4FUWnKyspC9erVUbt2bezYscMsPWzbtg1hYWHYsWMHunfvbpYeikNxvc4tYZ+YKiMjAzk5OQZfh1++fDmGDh2Kbt26YdeuXeZp7ilCCDRo0AByuRynTp3iidIF4DlCVCx+//13nDlzBjt27EBsbCw+//xzhiCyKA4ODli1ahXCw8ORnp4OZ2fnUu8hMzMTCxcutNoQVNyvc0vYJ6a6c+cO6tWrh06dOqFatWpQq9W6C816eHjgiy++MHeLOjExMXjllVd059tR/jgiRMXijTfewIoVK1CuXDkMGzYM8+bNK/KJg0RkWWz5dZ6YmIiJEyfiyJEjiImJQXZ2Nnx9fdGxY0dMnz4dVatWNXeL9IwYhIiIiMhm2UaUJyIiIjKCQYiIiIhsFoMQERER2SwGISIiIrJZ/Pq8CRITE6FWqwus8/b2xqNHj0xerjXXW1Iv1l5vSb3YWr0l9WLt9ZbUi63VW1IvlkKhUMDT09O02hLu5bmgVquhUqnyrdFeq0GtVhv8KvvzVm9JvVh7vSX1Ymv1ltSLtddbUi+2Vm9JvVgrHhojIiIim8UgRERERDaLQYiIiIhsFs8RIiIis1CpVMjIyDCpNjMzEzk5OSYv25bqLamX0iSEgEKhKPJv1DEIERFRqcvMzER6ejpcXV1N+r0ypVJZ4JdWbLXeknopbenp6cjOzoa9vf0zL4OHxoiIqNTFxsaaHIKI8uLk5ITs7OwiLYPPQCIiKnVCCIYgKjLt1/uLgs9CIiIqdc/rNWnI+jAIERERkc1iECIiIiKbxSBERESUj/feew8BAQG4du2a3vTx48fjww8/1JvWu3dvLF26NN/l/fLLL+jWrRsqV66MYcOGGcw/f/48unfvjurVq6NZs2bYuHGj3vxTp06he/fuqFGjBho0aIB58+ZBo9Ho5h89ehRdunRBcHAw2rZti/Dw8MJusp5169bhpZdeQo0aNVCvXj1MmDABycnJuvl//PEHevfujRo1aqBmzZoFLu+bb75Bs2bNUL16ddStWxfjx4/XLS87OxsTJ05E06ZNERwcjNatW2PdunVF6r8gDEJERMVMIwROP9Rgz410pKt4Low1S0tLw44dO+Dh4YG1a9cWyzLLlSuHd955B/379zeYl5ycjEGDBqF37964dOkSvvvuO8yYMQOnTp0CAOTm5mLo0KHo0qUL/v33X2zbtg3btm3DmjVrAAC3b9/Gm2++iffffx9XrlzB9OnTMWLECNy+ffuZ+83MzMT06dPxzz//4NChQ3j48CGmTZumm+/k5IR+/fph5syZJi3vpZdewt69e3H16lUcO3YMKpUKc+fO1W2fj48P1q1bh6tXr2LhwoWYM2cOjhw58sz9F4RBiIioGAkhMPOUBrNOaTDxQALGHM1FGsOQ1dq+fTucnJwwffp0bN68WXc9naVLl2Lr1q1YuXIlgoKC0K5dO8yePRt//vknPvroIwQFBWHgwIFGl/niiy+ia9eu8PLyMpj3119/wc7ODm+88Qbkcjnq16+Pbt264ddffwUApKSkICkpCa+99hrkcjkCAwPRunVrXLlyBQAQHh6OF154AZ06dYJMJkOnTp1Qt25dbNq06Zkfg6FDh6J58+ZwcHCAp6cnBg0apAtmAFCvXj307t0bFStWNGl5VapUgZubm+62TCZDVFQUgMehauLEiahUqRIkSUKDBg3QvHlzvfUVNwYhIqJiFJcFXE4CMnMBtQDupwGH7zMIWau1a9ciLCwMPXr0QEZGBvbv3w8AGDFiBMLCwjB48GBcu3YN4eHhmDlzJpo0aYJp06bh2rVrWL16daHXp9FoDL5Rp9FocPnyZQCAp6cn+vXrh7Vr10KlUuHWrVs4evQoOnToAOBxEH/6/kII3f0BoE2bNti6dWuhe9M6ceKESYfA8rN161ZUr14dNWrUwO7duzF69GijdVlZWTh79myR15cfBiEiomKkeOpdVS4B9nLz9GJtcpf/BlXbYVC1HYbchashElN0tzNbDn5cM/N73TTN1oPQnL2iu60e8gEAQD3kA2S2HPy45uwVaLYe/G+5y38zuZ/IyEicOXMGr732GpydndG1a9diOzyWlwYNGiAzMxPLli2DSqXC6dOnsWfPHqSlpelqXn75ZaxZswZVq1ZFixYt0KlTJ7Rr1w4A0KpVK5w7dw579uyBWq3Gnj17cPr0aaSmpuruf+TIEYSFhT1Tf4cOHcLatWsxderUIm1nWFgYrl69ilOnTmH06NFGR5OEEJg4cSIqV66MF198sUjryw9/YoOIqBh52kvoWF7CgXsCkGTwc9SgbUDRL/pmC+Rv9ID8jR5605SHf3783///mQf57LF4OlfK/r9GS7Finv7PQtSrAVlYh0L3s3btWtSqVQshISEAgNdeew0DBw5EdHQ0KlSoUOjlmcLLywvLly/HvHnzsGDBAgQHB6Nv3744c+YMAOD69esYNmwYFi1ahK5duyI+Ph7vvPMOPvroI0yfPh3VqlXD4sWL8cUXX2DChAlo2LAhevToYfJPZCxatAjffPMNAKBJkyZ6o1oRERH43//+h6VLlxbbCE1AQAA6duyIoUOH4o8//tBNF0Jg6tSpuHHjBtatW1eiF99kECIiKmajQ2QIqwI4e5aFU1Ych96tkEqlwubNm5Geno66desCePzHOTc3Fxs2bMD7779v9I9zcVzpuFGjRti1a5cuvIwePRpNmzYFAFy5cgV+fn7o3r07gMcnXvft2xfffPMNpk+fDgDo0qULunTpolte9+7d0bt3b5PW/fbbb+Ptt982mB4REYFRo0bhu+++Q6tWrYq0fU9TqVS4e/cuVCoVlEolhBCYNm0azp49i/Xr1+udT1QS+PokIioBvk4Sgr3sIC+GP4xU+vbt24e0tDTs3bsX+/btw759+7B//36MHz8e69evhxAC3t7euHPnjt45Od7e3gV+Q0utViMrKwtqtRoajQZZWVl6v+5+8eJFZGdnIzMzE2vWrMGJEycwfPhwAEDt2rURExODPXv2QKPRID4+Hhs3btSNWgHAuXPnoFarkZaWhoULFyIxMRF9+vR55sfijz/+wMiRI/H111+jbdu2BvO126ANbllZWcjKyspzeStXrkRcXByAx99y+/jjj9GiRQsolUoAwPTp03H69GmsXbsWHh4ez9y3qRiEiIiInrJu3Tr06NED1apVg4+Pj+7fm2++idjYWEREROD1119HTEwMQkJC0LFjRwDA8OHDcezYMdSsWRODBw82uuyvv/4aVatWxaJFi7B//35UrVpV76v0y5YtQ0hICGrXro2dO3diw4YN8PX1BQBUqFABixcvxsKFC1GrVi20b98eZcuWxezZs3X3//jjjxESEoKGDRvi0qVL2LhxI5ycnHTzW7VqhS1btpj8WHz++edITU3FmDFjEBQUpPundfLkSd02pKSkoGrVqqhatapu/qJFi/S+QRcREYH27dujWrVq6NWrF6pVq4Zvv/0WAHDv3j2sWLECN2/eRJMmTXTrmjx5ssn9FhYPjRERET1l1apVRqd7eXnhxo0bunOQ9uzZoze/fv36BV7zZsKECZgwYUKe8xcuXIhvv/02z/N6OnfujM6dO+tu650PBRR4AULttXtMtXXr1nzrmzdvjvv37+c5/+lDbT/++GOeteXLl893WSWBI0JERERksxiEiIiIyGYxCBEREZHNYhAiIiIim8UgRERERDaLQYiIiIhsFoMQERER2SwGISIiIrJZDEJERERksxiEiIiI8vHee+8hICAA165d05s+fvx4fPjhh3rTevfujaVLl5Zme4V248YNvPnmm6hbty5q1qyJHj164PTp07r5OTk5GDFiBJo0aYKAgADs2rUr3+VduHABXbt2RUhICGrWrIlXXnkFJ0+e1M3fsGEDXnrpJdSoUQP16tXDhAkTkJycXGLbV1gMQkRERHlIS0vDjh074OHhgbVr15q7nWKRnJyMdu3a4eDBg7h48SL69OmDQYMGISEhQVfTuHFjLFq0CH5+fgUuLyAgAD/99BMuXryIS5cuYfTo0Rg8eDAyMzMBAJmZmZg+fTr++ecfHDp0CA8fPsS0adNKbPsKi0GIiIgoD9u3b4eTkxOmT5+OzZs3635za+nSpdi6dStWrlyJoKAgtGvXDrNnz8aff/6Jjz76CEFBQXo/NGpJ6tevj4EDB6JMmTKQy+UYMGAA5HI5Ll26BACws7PTjQjJ5fICl+fl5YXy5ctDkiQIISCXy5Geno5Hjx4BAIYMGYLmzZvDwcEBnp6eGDRoEE6dOlWi21gY/NFVIiKyCOpsNdQ5at1tuUIGpaMdVJk5yM1SQ6V6PE9hp4DCXoGcjGxocoWuXmGvgMJOgez0bOTK/6tXOiohV8iRlZqlu6+p1q5di7CwMPTo0QMzZ87E/v378eKLL2LEiBH4559/4Obmhjlz5ujqL1y4gC5dumDEiBG6ad9++y3++usvLF++/FkfmhJ1+fJlpKWlITg4uEjLqVmzJtLT05Gbm4vevXujQoUKRutOnDiBmjVrFmldxYlBiIiILMKx7w7g8MJ9utv1+zVBj8/6YteHW3Fm3Z+66W3f7Yx273XFuhHLcePoVd30Vz7tgwavN8XSV77Co8hY3fRBq0aiWtsa+LLxbDQb0Qbt3utqUj+RkZE4c+YMPvnkEzg7O6Nr165Yu3YtXnzxxUJt17hx4wx+Id5SJCcnY+zYsfjf//4HHx+fIi3r8uXLyMzMxK5du5CdnW205tChQ1i7di22bt1apHUVJwYhIiKyCK3e6ohmI9rqbssVj8/eeHFOGLrP7aU3IgQA/Za+YTAiBAAjto+HQi7XGxECgPdOzdTd1xRr165FrVq1EBISAgB47bXXMHDgQERHR+c52mFp7t+/j7Zt2+puHz58GJUqVQIApKSkYMCAAWjUqBEmTJhQLOtzdHREr1690K5dO1SrVg2NGzfWzYuIiMD//vc/LF26lCNCRERET1PYGz9spXS0g1KphPypERU7J3ujy7F3tjda7+DqYHIvKpUKmzdvRnp6OurWrQsAEEIgNzcXGzZswPvvvw+ZzPA0W0mSTF5HaTD2bTfgcQjq378/goODsWDBgmLvW6VSISoqSheEIiIiMGrUKHz33Xdo1apVsa6rqBiEiIiInrJv3z6kpaVh3759cHNz001fsWIF1q9fjwkTJsDb2xtXr16FEEIXJLy9vXH79m1ztW2S1NRUDBgwAFWqVMHnn39uNARlZ2dDCAEhBNRqNbKysh6HSyMnT+/fvx8BAQEIDg6GSqXC0qVLER0djSZNmgAAjh8/jpEjR2LRokV6o1OWgt8aIyIiesq6devQo0cPVKtWDT4+Prp/b775JmJjYxEREYHXX38dMTExCAkJQceOHQEAw4cPx7Fjx1CzZk0MHjwYALBo0SL069fPnJuj5/fff8eZM2ewa9cuVK9eHUFBQQgKCsKWLVt0Na1bt0bVqlVx//59DB8+HFWrVsWmTZsAPD7cFhQUhPv37wMAEhISMGrUKNSsWRONGjXC0aNHsXLlSt0huC+//BKpqakYM2aMbl1BQUGlvt154YgQERHRU1atWmV0upeXF27cuKE7+XnPnj168+vXr48jR47oTXv77bct6mTpfv36oVevXvnW/PnnfyenP93704fb+vbti759++a5LG2AslQcESIiIiKbxSBERERENotBiIiIiGwWgxARERHZLAYhIiIqdZZ2vR2yXQxCRERU6iRJgkajMXcbZOWEEAUXFYBBiIiISl25cuWQmprKMERFkpGRAXt741cYNxWvI0RERKXO0dERzs7OSEtLM6nezs4OOTk5Ji/fluotqZfSJISAQqFgECIiIuukVCr1fr4iL5Ikwc/PD9HR0SYdCrGlekvqxVrx0BgRERHZLAYhIiIislkMQkRERGSzGISIiIjIZjEIERERkc1iECIiIiKbxSBERERENotBiIiIiGwWgxARERHZLAYhIiIislkMQkRERGSzGISIiIjIZjEIERERkc1iECIiIiKbpTB3A89q69atOHXqFO7fvw87OzsEBwdj4MCB8Pf319Xk5ORg5cqVOH78OFQqFerUqYPhw4fDw8PDfI0TERGRxbDaEaFLly6hS5cumD9/Pj744APk5uZi3rx5yMrK0tWsWLECf//9N9577z3Mnj0biYmJ+OKLL8zYNREREVkSqw1C06dPR9u2bREYGIhKlSrhrbfeQlxcHG7evAkAyMjIwKFDhzBkyBCEhoaiSpUqGDt2LK5evYrIyEgzd09ERESWwGoPjT0tIyMDAODi4gIAuHnzJnJzc/HCCy/oagICAlC2bFlERkYiODjYYBkqlQoqlUp3W5IkODo66v4/P9r5BdU9D/WW1Iu111tSL7ZWb0m9WHu9JfVia/WW1Iu1koQQwtxNFJVGo8Gnn36K9PR0zJ07FwAQERGB77//Hr/++qte7dSpUxESEoKBAwcaLGfDhg3YtGmT7nblypWxYMGCkm2eiIiIzOa5GBFatmwZ7t69izlz5hRpOWFhYejevbvutjYBP3r0CGq1Ot/7SpIEX19fxMTEwJRsac31ltSLtddbUi+2Vm9JvVh7vSX1Ymv1ltSLJVEoFPD29jattoR7KXHLli3DmTNnMHv2bJQpU0Y33cPDA2q1Gunp6XB2dtZNT05OzvNbY0qlEkql0ug8U58AQohCPVmsud6SerH2ekvqxdbqLakXa6+3pF5srd6SerE2VnuytBACy5Ytw6lTp/Dhhx/Cx8dHb36VKlUgl8tx4cIF3bQHDx4gLi7O6PlBREREZHusdkRo2bJliIiIwKRJk+Do6IikpCQAgJOTE+zs7ODk5IT27dtj5cqVcHFxgZOTE37++WcEBwczCBEREREAKw5C+/btAwDMmjVLb/rYsWPRtm1bAMCQIUMgSRK++OILqNVq3QUViYiIiAArDkIbNmwosMbOzg7Dhw9n+CEiIiKjrPYcISIiIqKiYhAiIiIim8UgRERERDaLQYiIiIhsFoMQERER2SwGISIiIrJZDEJERERksxiEiIiIyGYxCBEREZHNYhAiIiIim8UgRERERDaLQYiIiIhsFoMQERER2SwGISIiIrJZDEJERERksxiEiIiIyGYxCBEREZHNYhAiIiIim8UgRERERDaLQYiIiIhsFoMQERER2SwGISIiIrJZDEJERERksxTmboCIyJIJIXA1Cdh8U4Mc2SNUd87FK5UluCglc7dGRMWAQYiIKA9qjcC0PzWITAJSVQCQhRMSsO2WwHu1JTT15aA6kbXjq5iIKA+LLmhwPl4bgh7LFUB8FvDlOYFHmcJ8zRFRsWAQIiIyIkstcCoWUGmMz4/PBtZdy2MmEVkNBiEiIiPupAHZufnXnE8onV6IqOQwCBERGWEnA2QFnA+t4PnSRFaPQYiIyIgKroBjPl8nUUpA50AmISJrxyBERGSETJLQP0iCi9L4fB8noGsFBiEia8evzxMR5eHFijJk5Wqw8YZAag6QowHc7ABfR2BmIxkceWyMyOoxCBER5ePVKjK8XEngXDxg7+IJT00SyjubuysiKi4MQkREBVDKJDTykeDn54To6GQIwesHET0veI4QERER2SwGISIiIrJZDEJERERksxiEiIiIyGYxCBEREZHNYhAiIrJC6SqBnFx+e42oqBiEiIiszI1kgSEHc/HKhhioNAxDREXBIEREZGWScoCsXCBDpYFaY+5uiKwbL6hIRGRlGnhLmNNYhurlfeCYHccLPBIVAUeEiIisUH1vGap55fGLsERkMgYhIiIislkMQkRERGSzGISIiIjIZjEIERERkc1iECIiIiKbxSBERERENotBiIiIiGwWgxARERHZLAYhIiIislkMQkRERGSzGISIiIjIZjEIERERkc1iECIiIiKbxSBERERENotBiIiIiGwWgxARERHZLAYhIiIislkMQkRERGSzGISIiIjIZjEIERERkc1iECIiIiKbxSBERERENkth7gZKw549e7Bjxw4kJSWhYsWKGDZsGKpVq2butoiIiMjMnvsRoePHj2PlypXo3bs3FixYgIoVK2L+/PlITk42d2tERERkZs99ENq5cyc6dOiAdu3aoXz58hgxYgTs7OwQHh5u7taIiIjIzIrt0FhiYiKSk5Ph6+sLBweH4lpskajVaty8eRM9e/bUTZPJZHjhhRcQGRlpUK9SqaBSqXS3JUmCo6Oj7v/zo51fUN3zUG9JvVh7vSX1Ymv1ltSLtddbUi+2Vm9JvVirIgeh06dPY82aNYiOjgYAzJgxA6GhoUhJScG8efPQu3dvNG7cuMiNPouUlBRoNBp4eHjoTffw8MCDBw8M6rdu3YpNmzbpbleuXBkLFizAFytPIOpeQkm3S0RERMWgcnkvfDLhFZNqixSE/vrrL3z++ecIDg5Gy5YtsXHjRt08Nzc3eHl54fDhw2YLQoUVFhaG7t27625rE/CEwc2gVqvzva8kSfD19UVMTAyEEAWuy5rrLakXa6+3pF5srd6SerH2ekvqxdbqLakXS6JQmB5vihSENm/ejFq1amHmzJlITU3VC0IAEBwcjP379xdlFUXi5uYGmUyGpKQkvelJSUkGo0QAoFQqoVQqjS7L1CeAEKJQTxZrrrekXqy93pJ6sbV6S+rF2ustqRdbq7ekXqxNkU6WvnPnDpo1a5bnfHd3d6SkpBRlFUWiUChQpUoVXLx4UTdNo9Hg4sWLCA4ONltfREREZBmKNCJkb2+PrKysPOfHxsbCxcWlKKsosu7du+O7775DlSpVUK1aNezatQvZ2dlo27atWfsiIiIi8ytSEAoJCcGRI0fw0ksvGcxLSkrCwYMH0aBBg6KsosiaN2+OlJQUbNiwAUlJSahUqRKmTZtm9NAYERER2ZYiBaHXX38d06dPx9SpU9G0aVMAwD///IOLFy/qzg3q3bt30bssoq5du6Jr167mboOIiIgsTJGCkL+/P+bMmYPly5dj/fr1AIAdO3YAAGrVqoU333wTPj4+Re+SiIiIqAQU+TpCgYGBmDFjBtLS0nRfrytXrhzc3NyKoz8iIiKiElNsV5Z2cXHhD5kSERGRVSnS1+d37dqF+fPn5zn/o48+wr59+4qyCiIiIqISU6QgFB4ejoCAgDznly9fHgcOHCjKKoiIiIhKTJGCUExMDMqXL5/nfH9/f8TGxhZlFUREREQlpkhBSKFQGPx8xZOSkpKe61+sJSIiIutWpCAUHByMw4cPIzMz02BeRkYGwsPDERQUVJRVEBEREZWYIn1rrHfv3pg1axYmTZqEF198EYGBgQAe/wbZrl27kJSUhHfeeadYGiUiIiIqbkUKQkFBQZg8eTJ+/PFHLF++XG+ej48PJk2axB83JSIiIotV5OsI1a5dG4sWLcKtW7cQExMDAPD19UXlypV5fhARERFZtGK5oKJMJkOVKlVQpUqV4lgcERERUakoliB07949xMbGIj09HUIIg/lt2rQpjtUQERERFasiBaGYmBh88803uH79er51DEJERERkiYoUhJYuXYo7d+7gjTfeQM2aNeHs7FxcfRERERGVuCIFoStXriAsLAzdunUrrn6IiIiISk2RLqjo5uYGJyen4uqFiIiIqFQVKQh16tQJx44dg0ajKa5+iIiIiEpNkQ6N+fn5QaPRYOLEiWjXrh3KlCkDmcwwWzVp0qQoqyEiIiIqEUUKQl999ZXu/1etWpVn3fr164uyGiIiIqISUaQgNHPmzOLqg4iIiKjUFSkI1apVq7j6ICIiIip1xXJlaZVKhaioKCQnJ6N69epwc3MrjsUSERERlagiB6Fdu3Zh48aNyMjIAADMmDEDoaGhSElJwbvvvosBAwagffv2RW6UiIiIqLgV6evz4eHhWLFiBerWrYsxY8bozXNzc0NISAiOHz9epAaJiIiISkqRgtDOnTvRsGFDvPPOO2jQoIHB/CpVquDu3btFWQURERFRiSlSEIqJiUG9evXynO/i4oK0tLSirIKIiIioxBQpCDk5OSElJSXP+ffu3YOHh0dRVkFERERUYooUhOrVq4eDBw8iPT3dYN7du3dx8OBBo4fMiIiIiCxBkb411q9fP0yfPh0TJkzQBZ7Dhw/j0KFD+PPPP+Hp6YnevXsXS6NERERExa1IQcjLywuffPIJ1q5dq/t22LFjx+Dg4IAWLVpgwIABvKYQERERWaxnDkIqlQrnzp2Dt7c3Ro8ejdGjRyMlJQUajQZubm5Gf3yViIiIyJI8c1pRKBT48ssvcfXqVd00Nzc3eHh4MAQREVGxubN2Ow4NfBu52dnmboWeQ8+cWCRJgp+fH1JTU4uzHyIiIj1Ry9bj/oFjSL9xx9yt0HOoSOcIhYWFYcWKFWjWrBn8/f2LqyciIiKdBj98BMWjRNjXrGbuVug5VKQgFBkZCVdXV0yYMAG1atWCt7c37Ozs9GokScLQoUOL1CQREdkul6oV4deyKaKjoyGEMHc79JwpUhDau3ev7v8vXryYZx2DEBEREVmiIgWh9evXF1cfRERERKWOX+8iIiIim1WkESGtyMhI/Pvvv0hOTkaXLl3g5+eH7Oxs3L9/H/7+/nBwcCiO1RAREREVqyIFIbVaja+++gqnT5/WTWvYsCH8/PwgSRLmz5+Pl156Ca+++mqRGyUiIiIqbkU6NLZu3Tr8/fffGDFiBL766iu9eXZ2dmjatKleSCIiIiKyJEUKQn/88Qc6d+6Mjh07wsXFxWB+QEAAHj58WJRVEBEREZWYIgWhlJQUVKhQIe+Fy2TI5iXRiYiIyEIVKQiVKVMG9+/fz3P+1atX4evrW5RVEBEREZWYIgWhli1b4sCBA4iMjDSYd+DAAZw4cQKtW7cuyiqIiIiISkyRvjX26quv4tq1a5g5cyYCAgIAACtWrEBaWhoSEhJQr149dO/evVgaJSIiIipuRQpCCoUC06ZNw7Fjx3Dy5EloNBqo1WpUrFgR/fr1Q+vWrSFJUnH1SkRERFSsChWEVqxYgdatW6Ny5coAgLi4OLi5uaF169Y8BEZERERWp1DnCO3atUvv5Oi33noLp06dKvamiIiIiEpDoUaE3N3dERsbW1K9kBkcj9ZgRaRAugpwdYhBr0oadCz//B7OzMkVOBErUDE3C5VkwtztEBGRmRUqCNWvXx+bNm3C+fPn4eTkBADYsWMH/vjjjzzvI0kSJk2aVLQuqUTsvqPBj/8KpKge347OUGFRKhCTIWFg8PP3e7y5QuCdCA1upgD2iji0DwDG137+tpOIiExXqCD0xhtvwM3NDf/++y/u3bsHAIiPj0daWlqe9+HJ0pZJIwTWRP4XgrTSVcDvtwReqypgL3++9t2jTOBRFqAWgFol8Dcvek5EZPMKFYQcHBzQv39/3e2+ffvijTfeQMuWLYu9MSpZ8VlAdq7xeZm5wO1UINijVFsqcR52gOKJbOflYL5eiIjIMhTquMDnn3+Oy5cv627PnDkTtWvXLvamqOQ5KYC8BusUMsBVWbr9lAYHhYT5TSTULwu8WM0R85rIzd0SET3nUi5fx6Hmr+LvWV+auxXKQ6GC0OnTpxEXF6e7PXv2bJw/f77Ym6KS56yUUNHwd3IBAN4OgJ/z83VYTKuquwyft1Dgi45l4Wb3fG4jEVkOVXIqNNk5SLuT989RkXkVKgh5eXkhKiqqpHqhUvZBAxmqugEu/3+A1FkpIdAZmNWIJxATERWHMk3rofX+1Wj902fmboXyUKhzhFq0aIEdO3bgxIkTcHZ2BgD8+uuv2LZtW573kSQJn33GJ4AlcreX8EMbGc7FCVxLAepVLIMqisSi/QAdERHpsfPygCTjO6ulKlQQ6t+/P3x9fXHx4kWkpKQAAOzt7eHq6loizVHJkyQJdb0l1POR4OfniOjoJAjB6+sQEZFtKFQQkslk6NixIzp27Ajg8bfGevXqxW+NERERkVUq0o+ufvvtt3BzcyuuXoiIiIhKVZGCkLe3d3H1QURERFTqChWE+vbtC0mSsHr1aigUCvTt27fA+0iShHXr1j1zg0REREQlpVBBqFevXpAkCbL/P/tde5uIiIhKX25WNh6eOgtRvpy5W7FahQpCffr0yfc2ERERlZ4LUxbgUfhx1JzxDgJ6dTV3O1bpmc8RUqlUOHbsGM6dO4fY2FhkZmbC0dERvr6+qFu3Llq2bAmFokinIBEREVE+vNs1Q+a1W3CvXcPcrTyTrIfxUDg7QuHsZLYenimp3LlzB59++ikePXoEAHBycoKDgwNSUlIQFRWFEydOYMuWLZg0aRLKly9frA0DwMOHD7F582ZcvHgRSUlJ8PLyQqtWrfDqq6/qha/bt29j2bJluHHjBtzc3NC1a1f06NGj2PshIiIyh4AendBw9GBER0db3TXgsmLjcLzHCNiX9USLnT+brY9CB6GsrCwsWLAAKSkpeP3119G6dWt4eXnp5ickJODIkSPYsmULFixYgM8++wwODsX7M98PHjyAEAIjR46Er68v7t69ix9++AFZWVkYPHgwACAjIwPz5s3DCy+8gBEjRuDOnTtYvHgxnJ2ddddBIiIiIvNQODnCrowHnKtWMG8fhb1DeHg44uLi8OGHHyIkJMRgvpeXF8LCwhAUFIS5c+fi8OHD6Nq1eI9b1q1bF3Xr1tXdLleuHB48eIB9+/bpglBERATUajXGjh0LhUKBwMBA3Lp1Czt37mQQIiIiMjOFqzNa/v6Ludso/M9KnTlzBnXq1DEagp4UGhqK2rVr4++//37m5gojIyMDLi7//Zx6ZGQkatasqXeorE6dOnjw4AHS0tJKpSciIiKybIUeEbpz5w66detmUm1oaCh27dpV6KYKKyYmBrt378agQYN005KSkuDj46NX5+HhoZv3ZGjSUqlUUKlUutuSJMHR0VH3//nRzjf1cgLWXG9JvVh7vSX1Ymv1ltSLtddbUi+2Vm9JvVirQgehtLQ0XaAoiLu7e6FGX9asWYPffvst35qFCxciICBAdzshIQHz589Hs2bNinzIa+vWrdi0aZPuduXKlbFgwYJCXUHb19e3UOu05npL6sXa6y2pF1urt6RerL3eknqxtXpTa9WZWUi9fQ++FQv3RabC9m5NCh2E1Gq1yV+Ll8vlUKvVJi/75ZdfRtu2bfOtKVfuv4tGJSQkYPbs2ahevTpGjhypV+fh4YGkpCS9adrbeQW5sLAwdO/eXXdbm4AfPXpU4HZIkgRfX1/ExMSYdOa+NddbUi/WXm9JvdhavSX1Yu31ltSLrdUXdtl/DhyP9MgoNPzlM7iFBBd775ZCoVCYPIjxTF+ff/jwIW7evGlSXWG4ubmZ/COu2hBUuXJljB07Vne1a63g4GCsXbtWL7idP38e/v7+Rg+LAYBSqYRSqTQ6z9QngBCiUE8Wa663pF6svd6SerG1ekvqxdrrLakXW6s3tdYtJAjquEQovTxKtHdr8kxBaP369Vi/fn1x92KyhIQEzJo1C97e3hg8eDBSUlJ087SjPS1btsTGjRuxZMkS9OjRA3fv3sXu3bsxZMgQM3VNRERkXjWnvgW/RfOs8rpDJaXQQWjMmDEl0UehnD9/HjExMYiJicHo0aP15m3YsAHA44s8fvDBB1i2bBmmTJkCV1dX9OrV65nOI8pOz0ZOdg4AQK6QQeloB1VmDnLVGl2N0v7xSFJORrbedIW9Ago7BbLTsyE0/z3p7JzsAABZqVl6T0Y7JztIMgnZadl6PTi4OkCTqzGod3B1QK46F6rMJ07ylklwcHGAOketVy+TS7Bzsoc6Ww11zn+H+uQKGeyc7JGTmaNXr7BTQGGvQE5GNjS5/61T6aDUPS6a3CceA0cl5Ao5slKz9Hq3d7aHEMKgd3sXewiNQE5Gjl69o5sjctW5evWSTIK9sz3UOWqos//rXSaXYO/sAFW2Sq8+r/2ksFNA6aBEdnqW/rbmsZ+UjkoolApkpmTo1ee1n7Tb9HS9OfaTwl4Bpb0SWWn625rXfrJzsoNMLjPoPa/9pN2mJ+vz20/abXqyPr/9pN2mJ+vz20/abcp0/q++uPaTdpuerM9vP2m3Sa/3fPaTdpuerM9vP2m36cltLWg/qbPUunpIKHA/5apydfUyuWTW/aTKVOnVF7SfcnP+612SocD9pMkVunq5Ul7gfoKArl7hoChwP0mSpKu3c7bLdz+pMlW6+uz0bNg52RXrfhKa/3qX28kL3E9P9q50VOa7n/LbJmP7Ka9tyms/5bVNxvZTTqZ+L/mRBCNhgeY2nII7Z28BAOqF1cNL58Ox86Ej/km119W08sxCRx81VkqVcePKI9307jXs0Gj/J/imxgTEpf/3UA8Y0xjBhw5hfqQzcsR/Z+OPCkyBm0KDz6I89HqYMr0FFM0aY173hbpp9i72mNTZA9dP3MDa6P8O95VV5mJ0hVRcKlsNW/6M002v4qjC4L1TcGjmJhwNv62brt2mXXHOOJP836HBVp5ZaOOVhbXKarhx5b/ldK9hhx7/rsRUt9cNtqnyvn349Ka7wTZ52cvw8XX9Q5KTp7dAanA1fD9khd42Te7igag/b2HVPUeDbfrHLRA7z6bqbdOQfVPxx/zt2Lcn0mCbjO2nNl5Z2OhUE1cvROttU177qfK+ffgsyh3ZmoL30+TpLZBWPQjfDV6ut03m2k+NDyzAtzXex8O0XINtMraf8tomY/spv20ytp8G752C8JmbcMTINuW1n9Yqg0x+PRV2mwq7n/5xD8TOM4bblNd+ynubDPdTcW1Tce2nwm9Tye0n823T87ifbGebNvf9Bv879jFMwSBkgnu37pk0IhRYKRC3b9wyeUSofGB5REVGmTwi5FvOF7dv3DZ5RMi7jDfu3rpr8khDGY8yuH/3vkkjQoEVA3Hr+i2TR4T8A/xx69otk0eEfLx9cOfmHZNHhMp6lcW92/dMHhHycvPEg/vRJo8IeTi7IyYm1qQRIQjAy81Tr94c+0k7IuTp6onoB9Emjwh5unjo9Z7fpz1NrgZl3L109QV92svNyUVZrzK6+oI+7akyc+Dj7aOrL2ikITstG76+5XT1xbWf7J3tkavKRVnP/3ov6BOsOksF77Le//Ve0CfYjByU8/lvWwsaEcpJz9HbVlNGhLT1po4IaesLGmkoyf2kHRF6st6UESFtvakjQtp6U0eEtPWmjghp600dEfL1LYfYhw9NGhEydT9pR4R022riiJC23ppGhIRaIKDCf98wzw9/FdUE9s72kNnpn4ytdLTDk6dVa79hZudkb/S4q72zvd5tbb2Dq4PRegdXB4N6mVxmtF6ukEPuKjdYhsJOYbReYf/4CfQ0O0c7o/V2TsZ71x7yMqV3SZKMLluSSwb12m0y2rvd4yf505T2SqP1T+8nLXtnB6P1T+8nLUc3JzikG9Yb612SSUbrS3s/6Xp0Mb6tRnuXjPee334yVp/XflLYK4zW57Wf7JzsjdbntZ8cXB2M1hfXfjK6rXnsJ6WjndH6vPaTvbPxbTXWe17bmt9+Urga9p/fflI6KA3qzbKf/n+bnq7Pbz8p7Q17z28/GXve57efjNXnt5+ers9vP8ld5bp6+3T7/0J0Me0nY73nt59M3daCtsmg93y2Ka/9lNc2GWPnaGd0ujGFvrI0UU6uQGyaGrkcTCQiIivHESEymRACP10WOHRfQEixkAsNBgRLeLEi8zQREVknBiEy2Y5bAr/dEshUA8DjY7VLLwtUcROo4fn8Xn6diIieX/woTybbrgtB/0nJAX69pjF+ByIiIgvHESEymTqPU4LSTf8VlWIVmyHwwyUNIpMAufwBKrtoMDpEgq8TR6eIiMg0DEJksnplgftp2oNijznIgW6BpR88YjIE3o3Q4KHuG6u5uJcKXEkU+LKFDP7ODENEWkKjQfSucLh0bgsY+UYOkS3joTEy2chaMgR5AC7//z7qbgc08Abaly/90PHNhSdD0H8eZQFfn+ehumf198ip2NGmNzQ5qoKLyWok/PkPLk79FAdfH2fuVogsDj8akMkcFRK+ayXDhQQJyTI3BMhTUMW038gtdjdT8p53OzXveZS/tGtRECo1crNzoFDy7eF54R5aHV7N6yNkUG9zt0JkcfhOR4UiSRLqlJXg5+eC6OhUs/1oX0FrFULoLvxIpmu25Qd4e3giWdLwBxmfIwpXZzT88RP4+fkhOjq64DsQ2RAeGiOr5OeU9zwfRzAEPSM7T3c4+ZczdxtERKWGQYis0tgQCZ5GrqzuaQ+MDWUIIiIi0zAIkVUK8pBhbmMJ1T2AMg6Aj5MMwe7A7EYSanjyaU1ERKbhOUJktWp6yvB9a0ClAXx9/ZDwKMbqzmsRGg0SL12D8HA2dytkJjeSNVjyr8D99MfXw/J1yMXoEAlV3RnoiUoDX2lk9ezkEuwV1nk4LPLLn7CzfR9ELV1r7las2o1kgVmnczEiXI0xux/hcqJ1BOKzjzSYfFLgTBwQmwk8SMvFmThg8kmBs494GQii0sAgRGRG7rVrwM7DDW61gs3ditXafEODiSc0OBYN3EgBDt/OwtQTufjlsmUHCSEEFp4XSMw2nJeYDSw8L6xuhJPIGjEIEZmRb+fW6HvlCMq2bGjuVqzSo0yBtdcFknP0p6eogB23BW6nWm6QuJYMpOZz3cpU1eMaIipZDEJEZLV+ixJIMjKiAgDJOcCG65Y7KpSSA+Tk5j1flfu4hohKFoMQEVmt2EyR78U1H2WWWiuFVtEVcMrn6yqOisc1RFSyGISIyGqFeklQ5nGevAxATS/LPYne21FCJVfAWIcSgEquj2uIqGQxCBGR1eoSKMHTwfg8Twfg1cqWHSQ+bChDFTfA+YmRIScFUNnt8TwiKnm8jhARWS0HhYTZjSTMPi2QlANk5QIOcsDNDphcT4K7vWUHIVc7CUvayHAqVmDfPcDRwQGtfbLRyBuQWdHPxKjTM3B7+37IawdDZqc0dztEhcIgRETPLCZDQJ6ezxm/pSDYQ4YVHQSOxwjcSAHqBHriBcdkKK1kQEUmSWjqK6GZnwQ/v7KIjo62uq/NX/lkMe5v/B1Vxg5Ctf+9Ye52iAqFQYiInsnSSxrsvSsgk8VgcJBA90rmSx4KmYTW/hLaBEjw83NGdHSK1YUJa+Yf1hmZkVEo16WNuVshKjQr+cxERJYm/P7jiwHGZ2qwJYqhw5Z51X8BrxzdDLfqVczdClGhMQgR0TMp4/D4200KCajgYj3nsxARPYmHxojomXzcVIZVkQLe7q7o4Z9u7naIiJ4JgxARPRMXpYSxoTL4+bkjOjqD5+QQkVXioTEiIiKyWQxCRFYk834MLi1ZBU1OPr/WSUREJuOhMSIrcm7CfCSdvYjaMsCve4cC69UZmUi7++DxGc1ERGSAI0JEViTonaGo2L0jyrZsZFL9qYHjsb1lGNJu3inhzoiIrBNHhIisSJlm9RH66ksmX33YrVYQUrNVULq7lUJ3RETWh0GI6DkWOu99+Pn5WeXPNhARlQYeGiMiIiKbxSBERERENotBiIiIiGwWgxARERHZLAYhIiIislkMQkRERGSzGISIyCZphEC6SsPLChDZOF5HiIhsztabGmy8ISCkaNhJGvzvBQkNffi5kMgW8ZVPRDbl7CMNVlwViM0EHmZocC8d+PSsQEIWR4aIbBGDEBHZlA03BFJV+tMSsoH9dxmEiGwRgxAR2RRNHnlHU7ptEJGFYBCiEpeblY3k67fM3UapUGkEbiQLpOXwz6qleq2aBBel/jRPe6BToGSehojIrBiEqMT9PWIKdrZ9DYln/zV3KyUqJ1fgraMaTDieix4bYhCTwUMtlqihtwz9q0nwcQS8nWTwdwLeqyOhrAODEJEt4rfGqMR51AuB+lECHMqVNXcrJepaMhCbCaSpgJScXOy7K2FQMD9rWKK+QTK8Vg1wLlMOmQmx5m6HiMyI79JU4oLfG45e5/bB0b+cuVspUX5OgL388f+720sI9eQIgyWTyyR4OsghSdxPRLaMI0Jkca4sWIJz128j9NtZkNnZmbsdk3k5SPi4iYQ9d4FO1cugul0SL9ZHRCYTQuBWKpCYLVBNmQM3vn+UCgYhsjix+44iNzUN2Y8S4Bjga+52CqWquwzjPCT4+TkiOjrJ3O0QkZU4dE+DlZECKTlATi7goHwEJ7kG/apJeLEiD96UJAYhsjiNV34JVyGDurwPR1SInkOq5FQ8uHoLCK5o7lYswobrGvx6Tf/6Vpm5GiQC+OGSQGyGBkNrMgyVFD6yZHEcA3zh3aiOudsgohJydtyHONB7FB4e+MPcrZhdfJYwepFPrTQVsPO2wIN0figsKQxCRERUqvx7doZ79apwCw02dytmt+G6QFJ2/jVJOcCaSF6brKQwCBERUakq36sbevyxFY5+PuZuxezOxQuYMtZzNamkOym6XI1ARLQGf0RrkJvXJdwtEM8RIiIiMpPn5eINQghMOqHBpcTH2xRaRuDTZnJzt2USjggRERGZSQNvyaQ/xCFeJd5KkaTkAHfSgBwNkK0BbqUAaSrrGBViECIiIjKT3lUleNjnX+NpD/QPsuw/105KQPbE8JZMAhytY0CIQYiIiMhcPOwlDAqW4KY0Pt9VCfSqIqGck2UfRFPKJMxoIKGKG1DVDZjRUIJcZtk9a/EcISIiIjN6pbIM3o4aLLsskJQDqDSAvUIGF4UGg4IltAuwjjGL0DIyLG1r7i4Kj0GIiIjIzJr5ytDMF3iQLpCUI6FagDfsM+N4UdlSYB0xk4iIyAb4O0sI8ZJQySOPY2VU7DgiRERENitTLfDJWQ183RMwKlhwdMAGcZ8TEZHNOvxA4Hi0wN6bGbiSaO5uyBwYhIiISE961F1EdB+G2zsPmLuVEle3jARfZ8DPRYFKrubuhsyBQYioAJnRD5GbXcCPARE9R+JPnkF61F3c3LjT3K2UOD9nCas7KvBbH184K63j695UvKz+HCGVSoVp06bh9u3b+PTTT1GpUiXdvNu3b2PZsmW4ceMG3Nzc0LVrV/To0cN8zZLVSbl0DaeHTMDVuiGo+9Mn5m6HqFQE9ukO54rlUaNre8Slppi7HaISZfUjQqtXr4aXl+G1xzMyMjBv3jyULVsWn3zyCQYOHIiNGzfiwIHnf6iXio/Swx1KNxd41qxm7laISo0kl6Nsi4ZQujibuxWiEmfVI0Jnz57F+fPnMWHCBJw9e1ZvXkREBNRqNcaOHQuFQoHAwEDcunULO3fuRMeOHc3UMVkbR38ftDm0Fn5+foiOjjZ3O0REVMysNgglJSXhhx9+wMSJE2FnZ2cwPzIyEjVr1oRC8d8m1qlTB7/99hvS0tLg4uJicB+VSgWVSqW7LUkSHB0ddf+fH+38guqeh3pL6sXa6y2pF1urt6RerL3eknqxtXpL6sVaScIKL1sphMDHH3+M6tWro1evXnj48CHGjRund47QvHnz4OPjg5EjR+rud+/ePbz33nv48ssvUb58eYPlbtiwAZs2bdLdrly5MhYsWFDi20NERETmYVEjQmvWrMFvv/2Wb83ChQtx7tw5ZGZmIiwsrFjXHxYWhu7du+tuaxPwo0ePoFar872vJEnw9fVFTEyMSZdEt+Z6S+rF2ustqRdbq7ekXqy93pJ6sbV6S+rFkigUCnh7e5tWW8K9FMrLL7+Mtm3b5ltTrlw5XLx4EZGRkejfv7/evClTpqBly5YYN24cPDw8kJSUpDdfe9vDw8PospVKJZRK45c1N/UJIIQo1JPFmustqRdrr7ekXmyt3pJ6sfZ6S+rF1uotqRdrY1FByM3NDW5ubgXWDRs2DP369dPdTkxMxPz58zF+/HgEBQUBAIKDg7F27Vqo1WrdeULnz5+Hv7+/0fODiIiIyPZY5dfny5YtiwoVKuj++fn5AQB8fX1RpkwZAEDLli2hUCiwZMkS3L17F8ePH8fu3bv1Dn0RERGRbbOoEaHi5OTkhA8++ADLli3DlClT4Orqil69evGr80RERKTzXAQhHx8fbNiwwWB6xYoVMWfOHDN0RERERNbAKg+NERER5SXyy58QMXbac3tyLxUvBiEiskhZsXE43nsMbmzYYe5WyMrcXb8Tt7fvhzo1zdytkBV4Lg6NEdHzJ/n8ZaRevo6rv2xAvVYNzd0OWZEGSz+Gm509ZG6uHBWiAjEIEZFF8unQAvW/n4fgTm2QmJNl7nbIinjUrsnfByST8dAYEVkkSSaDd5smcCjjae5WiOg5xiBERERENotBiIiIiGwWgxARERHZLAYhIioVuVnZ+GvEFPz73Qpzt0JEpMMgRESlIj3qLhJPn8OVpWvM3QoRkQ6/Pk9EpcKtZjXU+epDVG7cAOnmboaI6P9xRIiISo1P22Zwq1rR3G0QEekwCBEREZFRWWqBlGyNudsoUTw0RkRERAbWX9Ng000BuTwaQW4CsxtJkEmSudsqdhwRIiIiIj0JWQIbbwokZAOPMjT4+5HAkfvP5++2MQgRERGRnjQV8OTv1WbnAgnZ5uunJDEIERERkZ4AZ6CsIyD//yNh3g5Aa//n77AYwHOEiIiI6ClymYSvWsiw5aaAsHNGp3KZ8HY0d1clg0GIiIiIDDgqJAysLoOfnyeio7MgBM8RIiIiInquMAgRERGRzWIQIiIiIpvFIEREREQ2i0HISqhS06FRqczdBhER0XOFQchMbq/eihvrd5hUm/kgFsc6DcDuboNLuCsiIiLbwq/Pm4EqNQ2RXyzFDaUS7U/9VmC9zE4Jmb09HLy9SqE7IiIi28EgZAZKVxdU+98b8K5Q3qR6+7JeaHtkPfz8/BAdHV3C3REREdkOBiEzqTysD4MNERGRmfEcISIiIrJZDEJERERksxiEiIiIyGYxCBEREZHNYhAiIiIim8UgRERERDaLQYiIiIhsFoMQERER2SwGISIiIrJZDEJERERksxiEiIiIyGYxCBEREZHNYhAiIiIim8UgRERERDaLQYiIiIhsFoMQERFRIahSUqFRqczdBhUTBiEiIiITZdy+j6OdBmFP9zfM3QoVEwYhIiIiE8kcHSB3sIeTr4+5W6FiojB3A0RERNbCwacM2h5ZDz8/P0RHR5u7HSoGHBEiIiIim8UgRERERDaLQYiIiIhsFoMQERER2SwGISIiIrJZDEJERERksxiEiIiIyGYxCBEREZHNYhAiIiIim8UgRERERDaLQYiIiIhsFoMQERER2SwGISIiIrJZDEJERERksxTmbsAaKBSmP0yFqbX2ekvqxdrrLakXW6u3pF6svd6SerG1ekvqxRIUpl9JCCFKsBciIiIii8VDY8UkMzMTkydPRmZm5nNfb0m9WHu9JfVia/WW1Iu111tSL7ZWb0m9WCsGoWIihEBUVBRMHWCz5npL6sXa6y2pF1urt6RerL3eknqxtXpL6sVaMQgRERGRzWIQIiIiIpvFIFRMlEolevfuDaVS+dzXW1Iv1l5vSb3YWr0l9WLt9ZbUi63VW1Iv1orfGiMiIiKbxREhIiIislkMQkRERGSzGISIiIjIZjEIERERkc2yrh8PsXJ3795FfHw8goOD4eTkpJt++vRpNGrUKN/7Tps2DR999JHReWlpaXBxcdHdjoiIQGRkJCpUqIAOHTpAkiS9+r/++gs1atSAi4sLUlNTsWLFCkRFRSEwMBCDBw+Gl5eXXv3KlSvRtGlTBAcHm7SdsbGx2LhxIzw9PdG7d2+sWbMGkZGRCAgIQP/+/VGmTBmD+1y6dAknTpxAfHw8ZDIZ/P390alTJ3h7e5u0Tnq+pKWlAYDe85qIqCTwW2Ml4Pfff8dLL72kN2337t3Ys2cPAgICEBUVhTfeeANNmjQBAEyePBkLFizQ1b777rsGy4yJiYGvry8AYOHChXrznrz/tm3bcO7cObRq1Qp//fUX/Pz8MGjQIL36d999F19++SUkScKiRYtQqVIlNG3aFBcuXMDJkycxffp0vfphw4bBw8MDKpUKLVu2RKtWreDv75/n9s+aNQtNmzZFRkYGTpw4gUaNGqF58+Y4f/48zpw5gw8++ECvfv369Xjw4AFeeOEFnD59GoGBgfD29sb+/fvRr18/NGzYMM910fMjPj4ea9aswT///ANHR0cAjy/vX6dOHQwYMABly5Yt0vIzMjKwZcsWxMXFoV69emjTpo1u3uLFizFmzJgiLd+Yy5cvo2bNmsW+XODxYxMdHQ0fH59iCYxqtRpyuRySJCEnJwcxMTHw9vbW7Yu8pKWlQS6XF1gHAMnJyUhISAAAeHl5wd3dvch9F5enP1AWJCIiAi1btiz2ZcfExODWrVsoX748ypcvbzA/PT0dzs7OJvcJAA8fPoSTkxNcXFyQkJCAqKgo+Pv7w8/PL8/7pKSkID4+HnK5HD4+PnBwcCjUOq0JR4RKwM6dOw2C0MGDB7FgwQI4ODggNjYWX3zxBRISEtCtWzeDS5eXK1cOLi4uePXVV6FUKiGEwMyZMzFt2jSj63vy/idOnMDMmTPh5OSE1q1bY/LkyQZBSAihGyW6f/8+3n77bQBAhw4dsGfPHoPlly1bFp9++imioqIQERGBuXPnwsPDA61atUKLFi0M3swyMjLQtWtXAMD+/fvRp08fAED58uVx+PBhg+WfOnUKX3zxBQCgTZs2mDt3LgYOHIhmzZphzpw5eQYhvqkWzJreVL/++mu0b98eY8eO1f1ytFqtxrFjx/D1119j7ty5Jvc4Y8YMg/rFixfD19cXzZs3x8GDB3Hq1CmMHz8eSqUSt27dMljG/fv38fPPP0Mmk2HYsGHYsmULTp06hYCAAIwbN87gw8D169cNlvHVV19h4sSJAIBq1arpzTt8+DDatm0LAEhISMB3332H69evo0KFChg7dqzB4/ndd99h0KBBcHNzw/nz57F48WKUK1cOsbGxGDp0KBo3bqyrHTZsGJo2bYpWrVqZFMQOHz6MFStWwMXFBcOHD8ePP/4Id3d3xMfHY+jQoWjatKlefVJSEtasWYOTJ08iJycHHh4ekMlk6NSpE3r27AmZTP+sizt37mDp0qVISkrSjQjHx8fD3d0dw4cPR6VKlQrsUWvMmDFYvHix3rS4uDisXLkS8fHxqFevHnr27Kl7Dn300UcG751XrlzB999/D0mS8NZbb2HdunWIjo6GEAITJkxAUFCQXv3x48cN+lixYoVuO5s3b66bvnXrVoSFhQF4/Bz69NNPkZOTA5lMhnfffdfgeTB37ly88847cHNzQ0REBNavX48aNWpg/fr16NatGzp37qxX/+abb+KFF15Aq1at0Lhx4wIDyrZt27B//34oFAqEhYVh8+bNqFKlCm7evInu3bujS5cuevUPHjzATz/9hAcPHiApKQmVK1dGcnIy6tSpgyFDhjyXgYhB6BkZG7XRSk5ONpgmhNA9gcqVK4dZs2bhs88+Q2JiosGhqylTpuD48eNYsmQJevXqhTp16kAul+d5mEij0SAlJQUajQaSJOkOuykUCoM3JACoXLkydu/eja5du6Jy5cq6T623b9+GnZ2dQb22v8qVK6Ny5coYOHAgLl26hGPHjmHLli346aefDLY1LS0NGRkZyMjI0I1mJSUlQa1WG92G7Oxs2NvbIzMzEzk5OQAANzc3o79vwzfV5/NNNTk5WRcMtBQKBdq1a4dt27YZ9GIseACPn38xMTEG02NiYjBhwgQAQOPGjbFhwwbMmTMHU6ZMMbqcH3/8ES+//DIyMzMxZ84c9O3bF2PGjMGpU6fw888/G4xsTp8+HUFBQXoXnktLS8OaNWsAADNnztSr3717t257V61ahQYNGmDatGk4efIkli1bZrD8mzdvws3NDQCwceNGzJw5U/e6mj9/vl4QcnFxQbly5fDzzz8jIyMDLVq0QOvWrY2GYQDYsWMHvvrqK90PbM6bNw+BgYGIi4vDggULDILQN998g5deegmjRo3C8ePHcefOHbz66qvYtGkTli9fjmHDhunVf/fddxg8eDBCQkL0pl+8eBHff/89Pv30U73pxl4jWtr3hyctWbIEjRs3RlBQEA4cOICZM2di6tSpcHFxQVJSkkH9ypUr8f777yMjIwOffPIJ3nvvPYSGhuLatWtYuXKlQYhetGgR6tatq3v8gcfvWf/88w8A/dfsyZMnda/Z1atXY8CAAWjcuDGuXLmClStXYs6cOXrLTkpK0i13165dmD9/Ptzc3JCVlYXp06cbvGb9/f3Rrl07RERE4JdffkHdunXRqlUr1K1b1+j7/dGjR/Hll18iOzsbb731Fr7++mt4eXkhIyMDM2bMMHjNfv/997r30UuXLuHo0aMYOXIk9uzZgx9++AHvvPOOwTqsHYPQM0pLS8P06dMNPk0LITBjxgyDehcXF9y7d0/3RuTk5ITp06fjq6++wu3btw3qmzdvjrp162L16tU4dOgQcnNz8+wlMzMT06ZN0430JCQkwMvLC5mZmQYhCwBGjhyJ5cuX46233oKbmxvCw8Ph7u4OPz8/jBo1yqD+6TAiSRJCQkIQEhJiNNj06NFD92IZPXo0Fi9eDJlMhnv37uH11183qO/UqROmTJmCoKAgXL58Ga+99hqAx38YjY188E31+XxT9fX1xebNm9GuXTvdeWoJCQk4dOgQypUrZ9DL9OnTUatWLYPpwONRyaepVCq90dA+ffrA09MTM2fONPrL2pmZmbrRyPXr1+tCS9OmTbFlyxaD+vHjx2PPnj0ICwtD7dq1AQBvvfWWQQAy5t69e7rHokWLFvjtt98MajQaDXJycmBnZweNRqM7VO7h4QGNRqNX6+joiB49eqBHjx64e/cujh07ho8//hjOzs5o1aoVXn75Zb16hUIBd3d3uLu7w8nJCYGBgQCQ5+HIlJQU1K9fHwDQunVrTJkyBQMHDsTgwYMxfvx4g/rMzEyD1ysAhIaGIisry2D6N998g5YtWxp9/1KpVEb70T63R4wYgfDwcMycORNTpkwxugy1Wo0KFSoAAFxdXREaGgoACAoKMvqeMHfuXPz6668IDg5Gx44dAQD//vsvxo4da1D7pLi4OF1ArVGjhtFtBYDU1FS4urpCqVTq/qY4ODgY/SCoVCrRvHlzNG/eHGlpaTh58iS2b9+OxYsXo1mzZgYhVC6Xw97eHvb29nB0dNS9tp48T/VJ2dnZug+TtWrV0n1Ie/HFF/MdALBmDELPKDQ0FBkZGUZHH6pWrWowbfTo0QaXKFcoFJgwYQLOnj1rdB1OTk4YOXIkrly5gsqVK+fZy3fffWd0ukwmw/vvv28w3dHREWPGjEFmZiZiY2Oh0Wjg5eUFDw8Po8vRfoo2RjtS8qSWLVvqPkEqFAo0btwYt27dQpkyZYyuo2vXrggJCcH9+/fRs2dP3SEHd3d3zJ4926Ceb6rP55vqO++8g23btmHu3LlISEiAJEnw9PREo0aNjH4KDQgIwKhRo3SB4EnGzvcJDQ3FuXPnULduXd20Tp06wdXV1WBUE9D/AKDdT1rGPpg0a9YMderUwZo1a3D48GEMHjzY6PNFKykpCb/99huEEMjIyIBGo9GFT2PL79atG+bPn4+ePXuiTp06+OGHH9CkSRNcuHDB6HuOVmBgIPr374/+/fvjypUriIiIMKhxdnbGvn37kJGRAWdnZ2zbtg0tWrTAuXPnjJ774+DggAsXLiA0NBQnT57UOyxt7HkWFBSEJUuWoG3btrpwFRcXh/DwcINRTQCoUKECXnnlFV0ge9KFCxcMpqlUKqjVat37Ubt27eDu7o65c+ciOzvboP7JHnv16mWwLGP9z5gxA9u3b8fcuXPz3bdxcXH46aefIIRASkqKXl/G9mvfvn0xa9YsdOnSBUFBQfj000/RsGFDXLx4EQ0aNMi3dxcXF3Ts2BEdO3ZEXFwc/vjjD4N6b29vrFmzBpmZmQgICMCyZcvQrFkz/PPPP0a/uOLh4YGDBw+idu3aOHHihO71JYQwCNzPCwahZ5Tf8OCkSZMMpuV1/oQkSbpPVnmpUaMGatSoUbgGAdjb28PHxyfP+Y6OjiYdRjL2abwgTwYkuVye7xs18PjN2tibnjF8U7WuN9VDhw7hhRdeKPBN1cnJCa1atUKtWrVM+mZlz5498zzU2r9/f4Npw4cPx927d/HPP//oLb9p06ZGR7+aNWuGzMxMODo6omfPnrrp0dHRqFixotH1Ojk5YcSIEbhy5Qo+//xzo88XrY4dO+qCctu2bZGWlgY3NzckJiYa/eDTuXNnBAYGYu/evXjw4AFyc3ORkJCAxo0bGxxSDAgIMLrOvN5Lxo4di40bN0KSJEybNg0RERH45JNP4O3tjdGjRxvUjxgxAkuWLMH9+/dRsWJFXfBMSUkxGBXULj88PBxbtmxBfHw8JElCmTJl0KhRI4PeAWDAgAGwt7c3ug3/+9//DKa1aNECV65c0X0IAYD69evD2dkZy5cvN6h/6aWXkJWVBQcHB7Ru3Vo3PTo6Os/3Y5lMhp49e6Jp06b45ZdfjI4iAtA7JzMoKAhZWVlwcXFBYmKi0ddg48aNUbFiRRw4cADR0dGQJAm3b99Gx44d8cILLxjUa0cbn1a2bFn06NHDYPq4ceOwa9cuODo6YsCAATh79iy2b98Ob29vox++Ro8ejZUrV2LXrl2oVKmS7sNQWlqa0dfV84DfGiOrk5ubi/DwcJw6dQrx8fEAHr8JNGzYEO3bt4dcLterP3/+PHx9fY2GwkuXLhkcXtm0aRNq1Kih96YKAFevXsXy5cvx8ccf600/fPgwmjZtanB+TXR0NA4ePIiBAwfmuS0xMTH45ZdfcP36dSxbtsxg/tMnlzds2FD3prp7926jb0yxsbE4cOCA7o9l2bJl0bhxY6NvoKtXr863v6dlZGRg165dkCQJL774Is6ePYujR4/C29sbvXv3NjhhPT4+HitXrsS9e/dQqVIlDBo0CB4eHkhNTcWlS5d035wECvfNSq3CXJJiz5492L17d4kt/+l6e3t7JCYmomzZsibVF3b5BdUXdtl37txBQkJCidRrNBrdIermzZvj4sWL+Ouvv1C+fHl07NjRIIg+Wd+iRQtcvHgRp0+ftpj6Cxcu5Nl/UZZdUo/NH3/8AUmSCuzdWH1By38eMAjRc8XYpQue13pL6qU46t9//33MmzdP75uV7dq1Q7du3TBp0iSDc78KG5wKu/zCBqfC9lOSyy/p3nfv3o29e/fC39/fpPqffvoJycnJUKlUcHJyQlZWFho2bIgzZ87A29sbQ4YMMbnex8cHgwcPtpj6p/svyWWbu95Y/88FQfQcGT16tM3UW1IvxVH/3nvv6d1OT08Xs2bNEmvWrBGTJk0yuP+ECRNEZmamEEKImJgYMXHiRLFr1y4hhBATJ040qC/p5VtSvSX1IsR/j71KpRJvvPGGyM7O1t1+er9Ye70l9VIa9c8DniNEVqewly6w5npL6qWk6wv7zUpRiEtSlMbyLaneknoB/jtnUKFQoHz58rrLdOR1iQ9rrrekXkqj/nnAIERWp7CXLrDmekvqpaTrC/vNysIGm5JeviXVW1IvwOPHWXty8pOXk0hLS8vzj7G11ltSL6VR/1wo7SEooqL66quvxL///mt03oIFC56rekvqpTTqC+PBgwfi0aNHBtM1Go34+++/i7TsZ1m+JdVbUi/a6cakpqaK+/fvP1f1ltRLadQ/D3iyNBEREdms53Sci4iIiKhgDEJERERksxiEiIiIyGYxCBEREZHN4tfnicis7ty5g40bN+LGjRtITk6Gi4sLypcvj4YNG6Jbt266ui1btqB8+fK6H54trHv37uH48eNo27Ztvr/BV1j//vsvZs+ejffee0/3Y8OHDx/G999/r6tRKpVwcXFBhQoVUK9ePbRr187oj5kSUeljECIis7l69Spmz56NsmXLokOHDvDw8EB8fDyuXbuGXbt26QWhrVu3omnTpkUKQps2bUJISEixBqH89OnTBz4+PsjNzUVSUhIuXbqEFStW4Pfff8ekSZPy/PFWIio9DEJEZDZbtmyBk5MTPv74Y4OLLhq7UrW1qVevHqpWraq7HRYWhosXL+KTTz7Bp59+ioULF+qu3EtE5sEgRERmExsbi8DAQIMQBEDvl+z79OkDADhy5AiOHDkCAGjTpg3eeustPHr0CL/99hsuXLiAuLg42NvbIzQ0FAMHDtSN/Dx5qGr27Nm65c6cORMhISEAgLNnz2Lr1q2IioqCJEmoWbMmBg4ciMDAwGLd5tDQUPTq1Qtr167F0aNH0bFjx2JdPhEVDk+WJiKz8fb2xs2bN3Hnzp1868aNGwelUomaNWti3LhxGDduHDp16gQAuHHjBq5evYoWLVpg6NCh6NSpEy5cuIDZs2cjOzsbAFCzZk3dYbawsDDdMgICAgAAR48exSeffAIHBwcMGDAAvXr1wr179/Dhhx/i4cOHxb7drVu3BgCcP3++2JdNRIXDESEiMpuXX34ZH330ESZNmoRq1aqhRo0aeOGFFxASEqL78UfgcXBYunQpfHx8dCFCq379+rqTlLUaNGiADz74AH/++Sdat26NcuXKoWbNmti9ezdq166tGwUCgKysLPzyyy9o3749Ro0apZvepk0bjB8/Hlu3btWbXhzKlCkDJycnxMbGFutyiajwOCJERGZTu3ZtzJs3Dw0bNsTt27exfft2zJ8/H6NHj8Zff/1l0jKePMdGrVYjNTUVvr6+cHZ2xs2bNwu8//nz55Geno4WLVogJSVF908mkyEoKAj//vvvM29ffhwcHJCZmVkiyyYi03FEiIjMqlq1anj//fehVqtx69YtnDp1Cr///ju++OILfPbZZ7pfOM9LTk4Otm7disOHDyMhIQFP/nxiRkZGgeuPjo4GAMyZM8fo/JL6mntWVpbeeVBEZB4MQkRkERQKBapVq4Zq1arB398f33//PU6cOIHXXnst3/v9/PPPCA8Px0svvYTg4GA4OTkBAL7++muY8pvS2ppx48bBw8PDYL5cLi/8xhQgPj4eGRkZKFeuXLEvm4gKh0GIiCxOlSpVAACJiYm6aZIkGa09efIk2rRpg8GDB+um5eTkID093aR1acOIu7s7ateu/awtF8rRo0cBAHXr1i2V9RFR3niOEBGZzcWLF42O2pw9exYA4O/vr5tmb29vNNzIZIZvY3v27IFGo9Gb5uDgAAAGy6hTpw4cHR2xdetWqNVqg2WlpKSYsCWmu3jxIjZv3gwfHx+0bNmyWJdNRIXHESEiMptffvkF2dnZaNy4Mfz9/aFWqxEZGYnjx4/D29sb7dq109VWqVIFFy5cwM6dO+Hp6QkfHx8EBQWhfv36OHr0KJycnFC+fHlERkbiwoULcHV11VtXpUqVIJPJ8NtvvyEjIwNKpRKhoaFwd3fHiBEj8M0332Dy5Mlo0aIF3NzcEBcXhzNnzqB69ep48803n2n7zp49i/v370Oj0SApKQn//vsvzp8/j7Jly2LSpEm8mCKRBWAQIiKzGTRoEE6cOIGzZ8/iwIEDUKvVKFu2LDp37oxevXrpXWhxyJAh+OGHH7Bu3Trk5OSgTZs2CAoKwtChQyGTyXDs2DGoVCpUr14dM2bMwPz58/XW5eHhgREjRmDbtm1YsmQJNBoNZs6cCXd3d7Rs2RKenp7Ytm0btm/fDpVKBS8vL9SsWVMvjBXWhg0bADw+/0n7W2NDhgzhb40RWRBJmHI2IREREdFziOcIERERkc1iECIiIiKbxSBERERENotBiIiIiGwWgxARERHZLAYhIiIislkMQkRERGSzGISIiIjIZjEIERERkc1iECIiIiKbxSBERERENotBiIiIiGwWgxARERHZrP8DVWBkMsjP1cYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 합성 대조군(SC) 결과와 비교\n", + "fit_sc = Synthdid(df, \"state\", \"year\", \"treated\", \"cigsale\").fit(synth=True, omega_intercept=False).plot_outcomes(wtplot = False)\n", + "plt.title(\"Synthetic Control (SC) Only\")\n", + "plt.show()\n", + "\n", + "# SC 가중치 그래프\n", + "fit_sc.plot_weights()\n", + "plt.title(\"Synthetic Control (SC) Only (Weights)\")\n", + "plt.xlabel(\"State ID\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 이중 차분법(DID) 결과와 비교\n", + "fit_did = Synthdid(df, \"state\", \"year\", \"treated\", \"cigsale\").fit(did=True).plot_outcomes(wtplot = False)\n", + "plt.title(\"Difference-in-Differences (DID) Only\")\n", + "plt.show()\n", + "\n", + "# DID 가중치 그래프\n", + "fit_did.plot_weights()\n", + "plt.title(\"Difference-in-Differences (DID) Only (Weights)\")\n", + "plt.xlabel(\"State ID\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "DID: 정책이 시행되기 전부터 처리군(California)과 통제군(Control Average)의 추세가 명백히 달라 평행추세 가정이 위배됨을 확인할 수 있습니다.\n", + "SC 및 SDID: 반면, SC와 SDID는 유닛 가중치(unit weights)를 통해 캘리포니아와 유사한 합성 대조군을 생성하여, 정책 이전 기간의 추세를 효과적으로 모방합니다. 이는 단순 DID 분석이 이 데이터에 부적합하며, 가중치 기반 방법론이 필수적임을 보여줍니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: DID는 모든 주에 동일한 가중치를 부여하는 반면, SC와 SDID는 캘리포니아와 유사한 특성을 가진 특정 '기부 주(donor states)'에 선택적으로 가중치를 부여하여 정교한 합성 대조군을 만들어냅니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. 재현성 검증\n", + "- 원본 논문인 **Arkhangelsky et al. (2021)** [\"Synthetic difference-in-differences\"](https://www.aeaweb.org/articles?id=10.1257/aer.20190159)의 핵심 파라미터(Omega, Lambda)를 동일하게 재현했으며, AA 테스트를 통해 모델의 안정성을 검증했습니다." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Omega (Unit Weights) by State (Top 10)\n", + "unit\n", + "21 0.124489\n", + "22 0.105048\n", + "5 0.078287\n", + "6 0.070368\n", + "4 0.057513\n", + "9 0.053388\n", + "20 0.047853\n", + "19 0.045135\n", + "34 0.041518\n", + "23 0.040568\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "# 단위 가중치(Omega) 확인\n", + "omega_weights = fit_model.weights['omega'][0]\n", + "all_unit_names = fit_model.Y_units[0]\n", + "\n", + "num_control_units = fit_model.att_info['N0'][0]\n", + "\n", + "control_unit_names = all_unit_names[:num_control_units]\n", + "\n", + "omega_with_names = pd.Series(omega_weights, index=control_unit_names)\n", + "sorted_omega = omega_with_names.sort_values(ascending=False)\n", + "\n", + "print(\"Omega (Unit Weights) by State (Top 10)\")\n", + "print(sorted_omega.head(10))\n", + "\n", + "# Nevada 0.124489\n", + "# New Hampshire 0.105048\n", + "# Connecticut 0.078287\n", + "# Delaware 0.070368\n", + "# Colorado 0.057513\n", + "# Illinois 0.053388\n", + "# Nebraska 0.047853\n", + "# Montana 0.045135\n", + "# Utah 0.041518\n", + "# New Mexico 0.040568" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lambda (Time Weights) by Year (Top 5)\n", + "time\n", + "1988 0.427076\n", + "1986 0.366471\n", + "1987 0.206453\n", + "1980 0.000000\n", + "1985 0.000000\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "# 시간 가중치(Lambda) 확인\n", + "lambda_weights = fit_model.weights['lambda'][0]\n", + "all_time_periods = fit_model.Y_betas[0].columns\n", + "num_pre_periods = fit_model.att_info['T0'][0]\n", + "pre_treatment_periods = all_time_periods[:num_pre_periods]\n", + "\n", + "lambda_by_year = pd.Series(lambda_weights, index=pre_treatment_periods)\n", + "sorted_lambda = lambda_by_year.sort_values(ascending=False)\n", + "\n", + "print(\"Lambda (Time Weights) by Year (Top 5)\")\n", + "print(sorted_lambda.head(5))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "### AA 테스트 실행\n", + "\n", + "--- AA Test Pre-treatment RMSE Calculation ---\n", + "AA Test Pre-treatment RMSE: 20.7107\n", + "--------------------------------------------\n", + "\n", + "AA 테스트 ATT 결과 요약:\n", + " ATT Std. Err. t P>|t|\n", + "0 -2.92498 4.676653 -0.625443 0.53168\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# AA 테스트 (시간축 플라시보 테스트)\n", + "print(\"### AA 테스트 실행\")\n", + "\n", + "# 1. AA 테스트를 위한 데이터 준비 (정책 이전 기간만 사용)\n", + "california_id = df[df['california'] == True]['state'].iloc[0]\n", + "df_aa = df[df['year'] <= 1988].copy()\n", + "# 1980-1988년을 가짜 처리 기간으로 설정\n", + "df_aa['treated_aa'] = ((df_aa['state'] == california_id) & (df_aa['year'] >= 1980)).astype(int)\n", + "\n", + "# 2. AA 테스트 모델 적합\n", + "fit_model_aa = Synthdid(df_aa, \"state\", \"year\", \"treated_aa\", \"cigsale\").fit()\n", + "\n", + "# 3. AA 테스트 기간의 RMSE 계산 \n", + "print(\"\\n--- AA Test Pre-treatment RMSE Calculation ---\")\n", + "\n", + "# 3-1. 실제 값(Actual Outcome) 추출\n", + "actual_outcome = df_aa[df_aa['treated_aa'] == 1]['cigsale'].values\n", + "\n", + "# 3-2. 반사실(Potential Outcome) 직접 계산\n", + "aa_omega_weights = fit_model_aa.weights['omega'][0]\n", + "control_states_aa = df_aa[df_aa['state'] != california_id]\n", + "control_wide_aa = control_states_aa.pivot(index='year', columns='state', values='cigsale')\n", + "aa_treatment_mask = (control_wide_aa.index >= 1980)\n", + "potential_outcome = control_wide_aa[aa_treatment_mask].dot(aa_omega_weights).values\n", + "\n", + "# 3-3. RMSE 계산 및 출력\n", + "rmse_aa = np.sqrt(np.mean((actual_outcome - potential_outcome)**2))\n", + "print(f\"AA Test Pre-treatment RMSE: {rmse_aa:.4f}\")\n", + "print(\"--------------------------------------------\\n\")\n", + "\n", + "\n", + "# 4. 기존 AA 테스트 결과 출력\n", + "print(\"AA 테스트 ATT 결과 요약:\")\n", + "fit_model_aa.vcov().summary()\n", + "print(fit_model_aa.summary2)\n", + "\n", + "# 5. 기존 AA 테스트 그래프 시각화\n", + "fit_model_aa.plot_outcomes()\n", + "plt.title('AA Test: Pre-Intervention Placebo')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "AA 테스트 결과, 정책 효과(ATT)는 -2.92로 0에 가까우며, 통계적으로 유의하지 않았습니다. 이는 본 모델이 정책 효과가 없었던 기간에 가짜 효과(false positive)를 생성하지 않음을 의미합니다.\n", + "예측 오차(RMSE=20.7)가 존재함에도 불구하고 통계적으로 유의한 편향(bias)이 나타나지 않았으므로, 분석 모델의 안정성이 검증되었습니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. 모델 강건성 및 통계적 추론\n", + "이 섹션에서는 앞에서 추정한 정책 효과(ATT)가 통계적으로 유의미하며 강건한(robust) 결과인지 다각도로 검증합니다.\n", + "- 먼저, 각 모델별 ATT와 통계적 유의성을 표로 제시하고, Gap Plot을 통해 정책 효과가 시간에 따라 어떻게 변화하는지 시각적으로 분석합니다.\n", + "- 다음으로, **단위축 플라시보 테스트(in-space placebo test)**를 통해 실제 효과를 가짜 효과(placebo effect)들의 분포(히스토그램) 및 **시간적 추세(시계열 그래프)**와 비교하여 결과의 통계적 유의성을 판단합니다.\n", + "- 마지막으로, 정책 시행 전후의 예측 오차(MSPE) 비율을 플라시보 분포와 비교하여, 관찰된 정책 효과가 우연에 의한 결과일 가능성을 평가하고 분석의 강건성을 진단합니다." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "### 최종 추론 결과\n", + "------------------------------------------------------------\n", + "합성 차분 분석법 (SDID)\n", + " ATT Std. Err. t P>|t|\n", + "0 -15.60383 8.993271 -1.735056 0.082731\n", + "\n", + "------------------------------------------------------------\n", + "합성 대조법 (SC)\n", + " ATT Std. Err. t P>|t|\n", + "0 -21.32104 7.649162 -2.787369 0.005314\n", + "\n", + "------------------------------------------------------------\n", + "이중 차분법 (DID)\n", + " ATT Std. Err. t P>|t|\n", + "0 -27.34911 9.80122 -2.790378 0.005265\n" + ] + } + ], + "source": [ + "# SDID 최종 추론\n", + "placebo_summary_sdid = fit_model.vcov(method='placebo')\n", + "placebo_summary_sdid.summary()\n", + "print(\"### 최종 추론 결과\")\n", + "print(\"------------------------------------------------------------\")\n", + "print(\"합성 차분 분석법 (SDID)\")\n", + "print(placebo_summary_sdid.summary2)\n", + "\n", + "# SC 최종 추론\n", + "placebo_summary_sc = fit_sc.vcov(method='placebo')\n", + "placebo_summary_sc.summary()\n", + "print(\"\\n------------------------------------------------------------\")\n", + "print(\"합성 대조법 (SC)\")\n", + "print(placebo_summary_sc.summary2)\n", + "\n", + "# DID 최종 추론\n", + "placebo_summary_did = fit_did.vcov(method='placebo')\n", + "placebo_summary_did.summary()\n", + "print(\"\\n------------------------------------------------------------\")\n", + "print(\"이중 차분법 (DID)\")\n", + "print(placebo_summary_did.summary2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 효과 크기 시각화 (Gap Plot)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YL730El544QU899xzEEJgwIABeOqpp6ps1NRXfc5FYmJipfvKr0sqKyvz6/innHIKNm7ciEcffRRfffUVNm7ciObNm+POO+/E0KFDcdZZZyE1NbXC7zz44IPo2LEjnn/+eSxevBhlZWXo2rUrlixZgqVLl2LLli2Vfqc60dHRKCkpqfKx8kz3799f6bHyJQTKtWjRAvv27auwzfPPP49JkyYhKSkJ55xzDlq1aoWYmBgIIfDJJ5/g559/hsvlqrRvf19j/tq5c2dA1zwG871dvqZddHR0nX+XiIKLjSwianASEhKg6zqysrL82r78S/DxX/6Mrgn4Z0KC4x04cKDCdqFW1YX99an54MGDVf5O+b7KfyfQY1x11VW46qqrkJOTgzVr1mDhwoV48803MXToUPz++++G92qFQ34nnHBChd7Jcm+++SYA4LTTTqv02JgxYzBmzJhK9z/xxBPV/k5VUlNTsWPHDrjd7kq9oH379sVbb72FFStW4NFHH/Vrf+U8Hg8efvhhNG3aFJs2barUUFm7dm21v+vvayzYgvnaOHLkCAD43RgmotDxbxwAEZFCzjzzTGRnZ+PXX3/1e3sA+Pzzz/3aPiIiwu8eiHLdu3cHAHz33XeVhkIB3l4nwDsEKlzEx8fjhBNOwL59+7Bjx45Kj9dU86ZNm5Cfn1/p/lWrVgH453zU5xiAt4F8/vnn47XXXsPVV1+NrKwsfPvttzU+r4iICAD+9yIdW295/cfyeDxYvXp1jXUG07vvvgsAuPzyy/3a/q+//sL333+PLl26oHPnzn79zqmnngrAOzTueGPHjkViYiLWrFmDFStW+Fm11+HDh5GTk4M+ffpUamAVFBT4hmlWxd/XWLCddNJJiImJwc8//1xlb1VVr2F/X4O///47AP9mLyWi0GIji4ganDvvvBMAcP3111c5hKmwsNB3HRYAjBgxAm3atMGnn36KDz74oNL2e/furfBzo0aNkJmZ6RvK448WLVrgnHPOQXp6um8K+HLr1q3D+++/j6SkJIwaNcrvfYbCtddeCykl7rnnngpfCA8fPozHHnvMt83xcnNzK/Vq/Pjjj5gzZw4SEhIqPM+6HmPlypVVXtd36NAhAEBMTEyNz6lRo0YAgN27d9e43bFGjhyJ5ORkfPDBBxVeO4D3eqmdO3diyJAhla7HMorL5ao0ZE5KienTp2PVqlUYN25cpQZeXl5epf0cOXIE48ePh67rmDFjht/HLx92evxzB7w9NOWv6UsuuQRLliypch9FRUVwu90V7ktNTUVMTAw2btyIgoIC3/1utxt33HFHjdci1eU1FkyRkZEYP3488vPz8dBDD1V47K+//sILL7wAu92OK6+80ne/v6/B8vPtzzT7RBRaHC5IRGHn+IvejzVy5Mh6/9X27LPPxhNPPIH77rsP7du3x/nnn4+2bduioKAAu3btwjfffIN+/frhiy++AOD9kjRv3jyce+65uPzyy/HKK6/gzDPPRElJCbZt24YVK1ZU6H06++yzsWHDBpx33nno378/HA4HunbtihEjRtRY16xZs9C3b1/cc889+PLLL9GrVy/fOlmapuGtt96q8kJ+M9199934/PPPsWjRInTt2hXnn38+ioqKMG/ePBw6dAiTJ0+ucu2k/v374/XXX8e6devQt29f3xpGuq7jlVdeqbBGWV2PMWrUKMTFxeHMM8/0XfOzevVqbNiwAT179sSQIUNqfE4nnXQS0tLS8OGHH8Jut6N169YQQuDKK69E69atq/yduLg4vPnmm7j44osxYMAAXHzxxWjVqhU2btyIL7/8Ek2bNsUrr7wS4Fmu3Y4dO3DWWWfhnHPOQZs2beB2u7FixQr88ssv6NevH1599dVKv/Poo4/iiy++QO/evZGamop9+/bh008/RU5ODp555pk6TfRy0UUXYdKkSVi2bBn+9a9/VXp8woQJcLlcuP322zFixAh07NgRffv2RWpqKgoKCrB37158+eWXKCgoQP/+/X2/p2kabr/9djzxxBPo0qULLrroIpSWlmLlypXIysrCoEGDfD1Bx6vLayzYnnjiCaxevRr/+9//sGHDBgwaNMi3TlZ+fj7+97//VVhDzZ/XoK7rWL58OU466SS/exyJKIRMnNmQiKgC1DKFO46bNjvQKdzLrV69Wl588cW+6acbN24su3btKu+8885K01pLKeWuXbvkTTfdJNu0aSPtdrtMTk6Wp59+upw+fXqF7QoKCuSNN94o09LSZERERI01Hm/v3r3yxhtvlK1atZJ2u102atRIXnTRRXL9+vUBPceqVLdOVlX8mUq6uLhYTp8+XZ5yyikyKipKxsXFyb59+8r333+/0rbHZvbbb7/JCy+8UCYmJsro6GjZp08f+cUXX9T7GC+//LIcOXKkbNu2rYyOjpZJSUmyW7ducsaMGZWm9K5qCncppVy/fr0cPHiwdDqdUghR4XxVNYX7sb83cuRI2bhxY2m322XLli3ljTfeKPft21dp2/KpxI9ff0lK/6fwLnfo0CF5+eWXy7Zt28qoqCgZHx8vzzjjDPm///2vwtpix1qyZIkcNGiQTElJkXa7XTZp0kSOHTtWrl271q9jHm/kyJHS4XDUOHX+nj175P333y9PP/10mZSUJG02m3Q6nfLUU0+VN9xwg1y1alWl33G73fKZZ56RHTt2lFFRUbJJkybyiiuukOnp6VWew0BfY9Wpbp2s6lT3nszOzpaTJ0+WJ554ooyMjJQJCQlyyJAhctmyZVXup6bXoJRSLlu2TAKQzz77bJ2eDxGFhpAyyHMlExERHZWeno62bdtiwoQJePvtt80uhwy0Zs0a9O3bFzNnzvQNyTVDQ3mNjRkzBt988w3++usv0ybEIaLq8ZosIiIiqrc+ffrg4osvxowZM1BUVGR2OUrbvHkzFi5ciIcffpgNLKIwxUYWERERGeLpp5/GjTfeiJ07d5pditIyMjLw2GOP1boQMhGZhxNfEBERkSFatWpV48Q1ZIxhw4bVaWISIgo9XpNFRERERERkIA4XJCIiIiIiMhAbWURERERERAZiI4uIiIiIiMhAbGQREREREREZiLML+ik7Oxsej8fsMuB0OpGXl2d2GWQgZqom5qoeZhpiHg8i168HAJSefjpgM/4rCzNVE3NVTzhlarPZkJSUVOt2nF3QT5mZmXC73WaXAYfDAZfLZXYZZCBmqibmqh5mGlqiqAjN2rcHABzYsQMyJsbwYzBTNTFX9YRTpna7HSkpKbVux54sixFCmF0CGYyZqom5qoeZhpYUAqW9evluBwMzVRNzVY8VM2Ujy2JiYmJQUlJidhlkIGaqJuaqHmYaYtHROLxoUVAPwUzVxFzVY8VMOfEFERERERGRgXhNlp/C5ZosTdOg67rZZZCBmKmamKt6mKl6mKmamKt6wilTf6/JYk+WxcTFxZldAhmMmaqJuaqHmYZYcTEan38+Gp9/PlBcHJRDMFM1MVf1WDFTXpNlMbYgTGFL5mKmamKu6mGmoSWkROTPP/tuB2PYDTNVE3NVjxUztV7FDVw4rNVFxmKmamKu6mGmoSUjI3Fk9mzf7WBgpmpiruqxYqa8JstP4XJNlhACjEwtzFRNzFU9zFQ9zFRNzFU94ZQpr8lSlD8rTJO1MFM1MVf1MFP1MFM1MVf1WDFTDhckIiKi8FNWBsf33wMAXH37AhERJhdEROQ/NrIspqioyOwSyGDMVE3MVT3MNLSEy4VGl10GADiwYwdkTIzhx2CmamKu6rFipmxkWUy4jEcl4zBTNTFX9TDT0JJCwN2pk+92UI7BTJXEXNVjxUzZyLKY2NhYuFwus8sgAzFTNTFX9TDTEIuORuZXXwX1EMxUTcxVPVbMlBNfEBERERERGahBTOH+xRdfYPHixcjJyUHr1q1x7bXX4sQTT6zTPsJlCndN06DrutllkIGYqZqYq3qYqXqYqZqYq3rCKVNO4X7UmjVr8M4772Ds2LGYMWMGWrdujenTpyM3N9fs0gISGxtrdglkMGaqJuaqHmYaYsXFaDR2LBqNHQsUFwflEMxUTcxVPVbMVPlrspYsWYKzzz4bgwYNAgBcf/312LRpE1auXImRI0f6vZ+SkpKwGAvqcDgsOcMKVY+Zqom5qoeZhpYoKoJj7VoAQHFhYVAufGemamKu6gmnTB0Oh1/bKd3I8ng8+Pvvvys0pjRNQ5cuXbB9+/Yqf8ftdlcYFiiEQHR0NC666CJs3rw52CUTERERgAgAo47eXti1K8rMLIaI6Kju3btj06ZNtW6ndCMrLy8Puq4jMTGxwv2JiYnYv39/lb+zcOFCzJ8/3/dz27ZtMWPGjGCWSURERMcpAzC/1q2IiMKT0o2sQIwaNQrDhw/3/SyOrs2xaNGisBgumJSUhOzsbLPLIAMxUzUxV/UwU/UwUzUxV/WEU6YcLgjA6XRC0zTk5ORUuD8nJ6dS71Y5u90Ou91e6f6oqChEREQEocq6seI6AVQzZqom5qoeZhpiZWWIPDokp7RHDyAI/w9mpmpiruoJp0yraidURenZBW02G9q1a4etW7f67tN1HVu3bkWHDh1MrCxwxUGaYYnMw0zVxFzVw0xDS7hcaDxyJBqPHAkRpC9XzFRNzFU9VsxU6Z4sABg+fDj+7//+D+3atcOJJ56IpUuXwuVyYeDAgWaXFpCyMl76qxpmqibmqh5mGmJCwNOmje92MDBTNTFX9VgxU+UbWX369EFeXh4++ugj5OTkoE2bNrj//vurHS4Y7uLi4pCVlWV2GWQgZqom5qoeZhpaMjoah77/PqjHYKZqYq7qsWKmyjeyAOC8887DeeedZ3YZRERERETUAAgZjNX9FJSZmVlh/SyzREREWLLLlKrHTNXEXNXDTNXDTNXEXNUTTpna7XakpKTUup3SE1+oKDo62uwSyGDMVE3MVT3MNMRKSpB85ZVIvvJKoKQkKIdgpmpiruqxYqYNYrigSiIjI80ugQzGTNXEXNXDTENL6Dqivv7adzsYw26YqZqYq3qsmCkbWRYTLl2lZBxmqibmqh5mGlrSbkf2zJm+28HATNXEXNVjxUx5TZafwuWaLCIiIiIiMgevyVJUcnKy2SWQwZipmpirepipepipmpireqyYKYcLEhERUfgpK4Nt2zYAgKdjRyAiwuSCiIj8x0aWxZQEaYYlMg8zVRNzVQ8zDS3hciF16FAAwIEdOyBjYgw/BjNVE3NVjxUzZSPLYjwej9klkMGYqZqYq3qYaYgJgbKmTX23g4GZqom5qseKmfKaLIuJi4szuwQyGDNVE3NVDzMNLRkdjYMbN+Lgxo2QQVojh5mqibmqx4qZspFFRERERERkIDayLCYvL8/sEshgzFRNzFU9zFQ9zFRNzFU9VsyUjSyLcTgcZpdABmOmamKu6mGmIVZSgqSJE5E0cSIQpIvemamamKt6rJgpG1kWY8UXGdWMmaqJuaqHmYaW0HVEf/YZoj/7DELXg3IMZqom5qoeK2bK2QUtRg/S/2jIPMxUTcxVPcw0tKTdjpzp0323g4GZqom5qseKmQoppTS7CCvIzMyE2+02uwwiIiIiIjKJ3W5HSkpKrdtxuKDFJCUlmV0CGYyZqom5qoeZqoeZqom5qseKmXK4oMWIIC3ISOZhpmpiruphpiGm64hITwcAlLVpA2jG/12YmaqJuarHipmykWUxJUGaYYnMw0zVxFzVw0xDS5SUoMlZZwEADuzYARkTY/gxmKmamKt6rJgpG1kWw+vC1MNM1cRc1cNMQ093OoO6f2aqJuaqHitmymuyLCY+Pt7sEshgzFRNzFU9zDS0ZEwMMrZtQ8a2bUHpxQKYqaqYq3qsmCkbWURERERERAZiI8ti8vPzzS6BDMZM1cRc1cNM1cNM1cRc1WPFTNnIspjIyEizSyCDMVM1MVf1MNMQc7mQOGkSEidNAlyuoByCmaqJuarHipmykWUxDofD7BLIYMxUTcxVPcw0tERZGWLmzUPMvHkQZWVBOQYzVRNzVY8VM+XsghYjpTS7BDIYM1UTc1UPMw0tabMh98EHfbeDcgxmqiTmqh4rZiqkFas2QWZmpiWnjyQiIiIiImPY7XakpKTUuh2HC1pMYmKi2SWQwZipmpirepipepipmpireqyYKYcLWoymsV2sGmaqJuaqHmYaYroO7eBB780mTYAgnH9mqibmqh4rZspGlsW4gjTDEpmHmaqJuaqHmYaWKClB0169AAAHduwIyoLEzFRNzFU9VsyUjSyLseKLjGrGTNXEXNXDTEMvWBNelGOmamKu6rFiptbre2vgnE6n2SWQwZipmpirephpaMmYGBzYtQsHdu0KSi8WwExVxVzVY8VM2cgiIiIiIiIyEBtZFpOfn292CWQwZqom5qoeZqoeZqom5qoeK2bKRpbF2O12s0sggzFTNTFX9TDTEHO5kHD//Ui4/34gSNdjMFM1MVf1WDFTNrIsJioqyuwSyGDMVE3MVT3MNLREWRliZ89G7OzZEGVlQTkGM1UTc1WPFTPl7IJEREQUdqTNhvy77vLdJiKyEiGllGYXYQWZmZlwu91ml0FERERERCax2+1ISUmpdTsOF7SYxMREs0sggzFTNTFX9TBT9TBTNTFX9VgxU/a/W4ymsV2sGmaqJuaqHmYaYlJC5OV5bzqdgBCGH4KZqom5qseKmbKRZTGlpaVml0AGY6ZqYq7qYaahJYqL0axTJwDAgR07grIgMTNVE3NVjxUztV6zsIErLi42uwQyGDNVE3NVDzNVDzNVE3NVjxUzZSPLYhISEswugQzGTNXEXNXDTENLRkdjf3o69qenQ0ZHB+UYzFRNzFU9VsyUwwWJiIgo/AgBWHABUiIigD1ZllNQUGB2CWQwZqom5qoeZqoeZqom5qoeK2bKniyLiYiIMLsEMhgzVRNzVQ8zDbHSUjhnzAAA5N17LxAZafghmKmamKt6rJgpe7IsJjpI49LJPMxUTcxVPcw0tITHg7hZsxA3axaExxOUYzBTNTFX9VgxU/ZkERERUdiRNhsKbrzRd5uIyEqElFKaXYQVZGZmwu12m10GERERERGZxG63IyUlpdbtOFzQYqw4hSXVjJmqibmqh5mqh5mqibmqx4qZsv/dYqx44R/VjJmqibmqh5mGmJRA+bVYNpt3SneDMVM1MVf1WDFT9mRZDIcsqoeZqom5qoeZhpYoLkbzNm3QvE0biOLioByDmaqJuarHipmykWUxRUVFZpdABmOmamKu6mGm6mGmamKu6rFipmxkWYwVx6RSzZipmpirephpaMnoaBz47Tcc+O03yCBN38xM1cRc1WPFTHlNFhEREYUfISAt+MWKiAhgT5blFBYWml0CGYyZqom5qoeZqoeZqom5qseKmbIny2JEEGZXInMxUzUxV/Uw0xArLUX8iy8CAPJvuw2IjDT8EMxUTcxVPVbMlD1ZFhMTE2N2CWQwZqom5qoeZhpawuNB/MyZiJ85E6J8KneDMVM1MVf1WDFT9mQRERFR2JERESicMMF3m4jISoSUUppdhBVkZmaGxRz9QggwMrUwUzUxV/UwU/UwUzUxV/WEU6Z2ux0pKSm1bsfhghYTHx9vdglkMGaqJuaqHmaqHmaqJuaqHitmykaWxdhsHOGpGmaqJuaqHmaqHmaqJuaqHitmykaWxYTDkEUyFjNVE3NVDzMNLVFUhGatW6NZ69YQRUVBOQYzVRNzVY8VM7Ves7CBs+I6AVQzZqom5qoeZhp6wZpVsBwzVRNzVY8VM2VPlsUkJiaaXQIZjJmqibmqh5mGloyKQsaPPyLjxx8ho6KCcgxmqibmqh4rZsqeLCIiIgo/mga9WTOzqyAiCgh7siymKEjj0sk8zFRNzFU9zFQ9zFRNzFU9VsyUPVlEREQUfkpLEfvGGwCAwuuuAyIjTS6IiMh/7MmymJiYGLNLIIMxUzUxV/Uw09ASHg8Spk1DwrRpQZsAg5mqibmqx4qZsieLiIiIwo6MiEDRxRf7bhMRWYmQUkqzi7CCzMzMsJijX9M06LpudhlkIGaqJuaqHmaqHmaqJuaqnnDK1G63IyUlpdbtLNuTtWDBAmzatAnp6emw2Wx4++23K21z+PBhvPbaa/j1118RFRWFAQMG4PLLL0eEhf8iFhsbi/z8fLPLIAMxUzUxV/UwU/UwUzUxV/VYMVPLXpPl8Xhw5pln4txzz63ycV3X8d///hcejwfTpk3DLbfcglWrVmHu3LkhrtRYdrvd7BLIYMxUTcxVPcxUPcxUTcxVPVbM1LKNrEsuuQTDhw9Hq1atqnz8559/xt69e3HbbbehTZs26N69O8aNG4dly5bBE+QV5IPJyrVT1ZipmpirephpaImiIjTt2BFNO3aECNL0zcxUTcxVPVbM1LKNrNps374drVq1qrBCdLdu3VBcXIw9e/ZU+3tutxtFRUW+f8XFxSGo1n9W6yql2jFTNTFX9TDT0NPy8qDl5QVt/8xUTcxVPVbM1LLXZNUmJyenQgMLABISEnyPVWfhwoWYP3++7+e2bdtixowZcDqdkFIiOzsb8fHxsNlscLvdKCws9B2nsLAQQgjfNJM5OTmIi4uDzWaDx+NBfn4+kpKSAHgXVZNSIjY21rdtbGws7HY7ysrKkJeX59u2uLgYZWVliIuLg91ux+HDhxEdHY3IyEiUlZUhNzcXycnJAICSkhJ4PB7ExcUBAPLy8uBwOOBwOKDrOnJycpCUlAQhBEpKSuB2uxEfHw/A+wKOjIyEw+HwPdfExERomgaXywWXywWn0+nb1m63IyoqCgCQlZXl27a0tBTFxcW+811QUICIiAhER0f7tk1ISEBERISvUVu+7fHnsKbzXb4w3bHnu/wc1na+c3NzERMT4zvfx57DY893+bbl57v8HB57vo89hzWdb5fLhdLS0grn2263Iz4+HqWlpTWe74KCAthstgrnu/wc1na+s7Oz4XQ6fee7ptfssefb4/GgoKCgwvmu7jV7/PkuLi6GrusVznd1r9njz3deXh6ioqIqnO/qXrPHnu/y1+yx57u61+zxr+/S0lKUlJRUON/VvWaPP9+FhYXQNK3C+Y6Pj0d0dDSKiopC/hlR2/nmZ0TgnxGpqalwu90h/4yo6jXbED4jkpo3h+uXX1BSUgK704m4o8/VyM+I8nNrxmeEWd8jGsJnRHx8vG+ShIbwPaIhfEaUP/9w+B5Rfl5qE1azC86ZMweLFi2qcZtnn30WaWlpvp9XrVqFt99+u9LEF6+88goOHz6MBx54wHefy+XClVdeifvuuw/du3evcv9ut7vCLIJCCERHR4fN7ILJycnIysoyuwwyEDNVE3NVDzNVDzNVE3NVTzhlasnZBUeMGIGBAwfWuE2TJk382ldiYiL+/PPPCvfl5ub6HquO3W4P64vrioI0Lp3Mw0zVxFzVw0zVw0zVxFzVY8VMw6qR5XQ6fV1y9dWhQwcsWLAAubm5vu7PLVu2IDo6Gi1atDDkGGYIo45HMggzVRNzVQ8zDTG3GzFz5gAAisaPB4LwB1Bmqibmqh4rZmrZiS8OHz6M9PR0HD58GLquIz09Henp6SgpKQEAdO3aFS1atMD//vc/pKen46effsKHH36IoUOHhnVPVW3Kx6aSOpipmpirephpaAm3G4kPPIDEBx6ACNJwfWaqJuaqHitmGlY9WXUxd+5cfPPNN76fJ0+eDACYOnUqTjnlFGiahilTpuD111/Hgw8+CIfDgQEDBmDcuHFmlUxERER+kpqG4gsu8N0mIrKSsJr4IpyFy8QXERERKCsrM7sMMhAzVRNzVQ8zVQ8zVRNzVU84ZervxBf805DFlE+RSepgpmpiruphpuphpmpiruqxYqZsZFmMla8no6oxUzUxV/UwU/UwUzUxV/VYMVM2siwmXLpKyTjMVE3MVT3MNLREcTGa9OyJJj17QhQXB+UYzFRNzFU9VszU0IkvPB4PPB6PbzVpMl75Wl+kDmaqJuaqHmYaYlIiIiPDdzsYmKmamKt6rJhpQD1Z33//Pd5+++0K982bNw9XXnklrrnmGjz11FO+qdTJWMnJyWaXQAZjpmpiruphpqElHQ4cWrYMh5Ytg3Q4gnIMZqom5qoeK2YaUCNryZIlcLlcvp//+OMPzJ8/H127dsUFF1yAn376CQsWLDCsSCIiImpgIiLg6dwZns6dgYgIs6shIqqTgIYLZmRkYMCAAb6fv/vuOyQmJuKee+5BREQEdF3HunXrcPnllxtWKHkVB2lcOpmHmaqJuaqHmaqHmaqJuarHipkG1JPl8XgqzPKxZcsWdOvWDRFH/9LUokULHDlyxJgKqQIrXvhHNWOmamKu6mGmIeZ2I3ruXETPnQsEaZ1KZqom5qoeK2YaUCMrNTUVv/zyCwDgr7/+QkZGBrp16+Z7PDc3l5NfBElcXJzZJZDBmKmamKt6mGloCbcbSXfdhaS77oIIUiOLmaqJuarHipkGNFxwyJAhePvtt7F3714cOXIEycnJ6Nmzp+/xP/74Ay1btjSsSCIiImpYpKahZPBg320iIisJqJE1bNgw2O12bN68Ge3atcNFF12EyMhIAEBBQQFycnJwzjnnGFooeVlxCkuqGTNVE3NVDzMNsagoZL37blAPwUzVxFzVY8VMhZRBWnxCMZmZmXAHabhCXcTFxaGgoMDsMshAzFRNzFU9zFQ9zFRNzFU94ZSp3W5HSkpKrdvVazFit9uNnTt3Ijc3FyeddBKcTmd9dkd+KO8xJHUwUzUxV/UwU/UwUzUxV/VYMdOABzkvXboUEydOxEMPPYSnn34au3fvBgDk5eXhuuuuw9dff21YkfQPXdfNLoEMxkzVxFzVw0xDSxQXI7VvX6T27QsRpOmbmamamKt6rJhpQI2slStXYvbs2ejWrRtuuummCo85nU6ccsopWLNmjSEFUkU5OTlml0AGY6ZqYq7qYaYhJiVs6emwpacDQbqygZmqibmqx4qZBtTIWrJkCXr16oU77rijwqyC5dq1a4c9e/bUuziqLDk52ewSyGDMVE3MVT3MNLSkw4HDn3yCw598AulwBOUYzFRNzFU9Vsw0oGuyMjIyMGzYsGofD6eL04iIiMiCIiJQetppZldBRBSQgHqyYmJikJeXV+3je/fuRWJiYqA1UQ1KSkrMLoEMxkzVxFzVw0zVw0zVxFzVY8VMA2pkde/eHStWrEBhYWGlx/bs2YMVK1ZUOYyQ6i8cppEnYzFTNTFX9TDTEPN4ELV4MaIWLwY8nqAcgpmqibmqx4qZBrROVlZWFh544AFIKdGzZ08sX74cZ511FnRdx7p165CUlITHH39cqSndw2WdrOTkZGRlZZldBhmImaqJuaqHmYaWKCpCs/btAQAHduyAjIkx/BjMVE3MVT3hlGlQ18lKTk7GE088gQ8++MA3i+Dq1asRFRWFvn37Yvz48Uo1sIiIiCi0pBBw9e7tu01EZCUB9WQdLy8vD7quw+l0QtMCXnorrIVLT5bNZoMnSMMmyBzMVE3MVT3MVD3MVE3MVT3hlKm/PVmGtIicTicSExOVbWCFE0eQprEl8zBTNTFX9TBT9TBTNTFX9VgxU7+GC86fPz+gnY8dOzag36PqORyOKiccIetipmpiruphpuphpmpiruqxYqZ+NbLmzZsX0M7ZyDKerutml0AGY6ZqYq7qYaYhVlyMlAsvBABkfvopEB1t+CGYqZqYq3qsmKkh12Q1BOFyTRYREVFDEIrZBYmI6iqk12RR6CQlJZldAhmMmaqJuaqHmYaWdDhw5IMPcOSDDyCDdD0GM1UTc1WPFTMNaAp3Mo/gNLbKYaZqYq7qYaYhFhEBV//+QT0EM1UTc1WPFTMNuJG1a9cufP7559i5cyeKiopw/KhDIQRefPHFehdIFblcLrNLIIMxUzUxV/UwU/UwUzUxV/VYMdOAhgv++uuvuP/++7Fp0yYkJSXh0KFDaNKkCZKSkpCZmYmoqCh07NjR6FoJQGlpqdklkMGYqZqYq3qYaYh5PHAsXw7H8uVAkNbHYaZqYq7qsWKmATWyPvroI6SmpuK5557DzTffDAAYNWoUHnvsMUybNg1HjhxB76OrtJOx4uPjzS6BDMZM1cRc1cNMQ0uUlqLRhAloNGECRJC+YDFTNTFX9Vgx04AaWX///TcGDx6MmJgY3wLE5VMrtm/fHueccw7mzp1rXJVERETUoEghUNq1K0q7doW04PUYRNSwBXRNVkREBKKPrlcRGxuLiIgI5Obm+h5PTU3F3r17jamQKsjPzze7BDIYM1UTc1UPMw2x6GgcXro0qIdgpmpiruqxYqYB9WQ1bdoUBw4cAOCd4CItLQ3r16/3Pb5p0yYkJiYaUiBVZLfbzS6BDMZM1cRc1cNM1cNM1cRc1WPFTANqZHXv3h3ff/89ysrKAAAXXHAB1q9fj9tvvx233347Nm7ciCFDhhhaKHlFRUWZXQIZjJmqibmqh5mqh5mqibmqx4qZBjRccMyYMTj//PN912MNHDgQmqZh3bp10DQNo0ePxsCBA42sk446fqp8sj5mqibmqh5mGmLFxWh86aUAgMMffggcvUzBSMxUTcxVPVbMVEgrVm2CzMxMuN1us8sgIiJqEERREZq1bw8AOLBjB2RMjMkVERF5hy6mpKTUul1AwwWP5/F4sG3bNqxZswbp6elG7JKqwWvd1MNM1cRc1cNMQ0tGRiLrjTeQ9cYbkJGRQTkGM1UTc1WPFTP1e7jgTz/9hDVr1uCKK66A0+n03b9v3z48+eSTyMjI8N13+umnY9KkSYiIiDC2WvIN0SR1MFM1MVf1MNMQs9lQct55QT0EM1UTc1WPFTP1u+KVK1di165dFRpYAPDCCy8gIyMDAwYMwDXXXINu3bph/fr1+Pzzzw0vlgCXy2V2CWQwZqom5qoeZqoeZqom5qoeK2bqdyPr77//RpcuXSrct3PnTqSnp6Nfv364+eabcd555+G+++7DySefjO+++87wYsmaLzKqGTNVE3NVDzMNsbIyRK5Zg8g1a4CjsxkbjZmqibmqx4qZ+t3IysnJQdOmTSvc99NPPwFApZkETzvtNOzfv7/exVFlx/ckkvUxUzUxV/Uw09ASLhcaX3wxGl98MUSQvmAxUzUxV/VYMVO/r8mKiopCaWlphft+//13aJqG9kdn/ykXGxsLXdeNqZCIiIgaHiHg7tDBd5uIyEr87slKS0vDhg0bfD8XFBRg27Zt6NChQ6UFwo4cOWLJWUCsoKCgwOwSyGDMVE3MVT3MNLRkdDQyV65E5sqVkEFYIwtgpqpiruqxYqZ+92QNHz4cTz31FB5//HF06NABGzduhMvlwtChQytt+9NPP6FNmzZG1klH2Wy2Sj2KZG3MVE3MVT3MVD3MVE3MVT1WzNTvnqxevXph/Pjx2L59O+bNm4e9e/dizJgx6NOnT4Xttm/fjh07dqBHjx6GF0uo1GtI1sdM1cRc1cNM1cNM1cRc1WPFTP3uyQKACy+8EMOHD0deXh4SEhIgqhgj3aZNG7z++uuIjY01rEgiIiJqYIqL0eiaawAAR956CwjSkEEiomAQUkppdhFWkJmZCbfbbXYZREREDYIoKkKzoxNrHdixAzImxuSKiIgAu92OlJSUWrez3vLJDVxCQoLZJZDBmKmamKt6mGloychIZL/4IrJffBEyMjIox2CmamKu6rFipnUaLkjmi4iIMLsEMhgzVRNzVQ8zDTGbDcWjRwf1EMxUTcxVPVbMlD1ZFmO1mVWodsxUTcxVPcxUPcxUTcxVPVbMlD1ZFlNcXGx2CWQwZqom5qoeZhpiZWWw//ILAMDdpQsQhL9kM1M1MVf1WDFT9mRZjBXHpFLNmKmamKt6mGloCZcLKRdcgJQLLoBwuYJyDGaqJuaqHitmWq+erO3bt+PXX39Fbm4uhg4dimbNmsHlcmHfvn1o3ry5Jee0JyIiojAgBDwtWvhuExFZSUCNLI/Hg+eeew4bNmzw3derVy80a9YMQghMnz4dF1xwAUYH+YLVhqigoMDsEshgzFRNzFU9zDS0ZHQ0Dq1bF9RjMFM1MVf1WDHTgIYLfvjhh9i4cSOuv/56PPfccxUei4yMxJlnnlmhAUbGseLsKlQzZqom5qoeZqoeZqom5qoeK2YaUCPr+++/x7nnnoshQ4YgLi6u0uNpaWk4dOhQvYujyqK54r1ymKmamKt6mKl6mKmamKt6rJhpQI2svLw8tGrVqvqdahpcQbpIlYiIiBqAkhIkXXstkq69FigpMbsaIqI6CeiarEaNGmHfvn3VPv7HH3+gadOmARdF1cvOzja7BDIYM1UTc1UPMw0toeuIXrYMAJCj65BBOAYzVRNzVY8VMw2oJ6tfv35Yvnw5tm/fXumx5cuXY+3atejfv3+9i6PKnE6n2SWQwZipmpirephpaEm7HTlPPomcJ5+EtNuDcgxmqibmqh4rZhpQT9bo0aOxY8cOTJ06FWlpaQCA2bNno6CgAFlZWejevTuGDx9uaKHkZcUL/6hmzFRNzFU9zDTE7HYUjR8f1EMwUzUxV/VYMdOAGlk2mw33338/Vq9ejR9++AG6rsPj8aB169a49NJL0b9/fwiuaREUbrfb7BLIYMxUTcxVPcxUPcxUTcxVPVbMVEgpgzHMWTmZmZlhEbCmadB13ewyyEDMVE3MVT3MNMR0HbYdOwAAnvbtAS2gKxxqxEzVxFzVE06Z2u12pKSk1LpdQJ9Yt956K3788cdqH9+4cSNuvfXWQHZNtUiw4JhUqlliYqLZJVAQMFf1MNPQEiUlSB08GKmDB0MEaXZBZqom5qoeK2Ya0HDBzMxMlNTwgVdSUoLMzMyAi6LK5P7d0Be8g6JTugGDeL0bERGpryw52ewSiIgCElAjqzZ//fUXYmNjg7HrBkvu2Qn8vB5F27dC69UfIp49WqooLCw0uwQKAuaqHmYaWjImBgd/+SWox2CmamKu6rFipn43spYuXYqlS5f6fp49ezY+/PDDStsVFRWhsLAQ/fr1M6ZCAgCI086CXLYA2LMTcuk8iHHXmV0SGYSTxKiJuaqHmaqHmaqJuarHipn63chyOp1o0aIFAO9wweTkZCQlJVXYRggBh8OBdu3aYejQocZW2sAJTYM25mroz02FXPUZ5NnDIRo3MbssMkBMTEyNw2/JmpirepipepipmpireqyYqd+NrH79+vl6px555BGMHj0aXbp0CVphVJk4pTvsp/aCe8uPkIveh7juTrNLIiIiCo6SEiTefTcAIOfpp4GoKJMLIiLyX0CzCw4cOBBNmlTfi3Lo0CF88803ARdF1dMv9C7MKNet8l6nRZaXnZ1tdgkUBMxVPcw0tISuI2bhQsQsXAgRpKmbmamamKt6rJhpQI2sl156Cdu3b6/28T///BMvvfRSwEVR9ZxdukOcdhYgJfQF75hdDhkgPj7e7BIoCJirephpaEm7HbkPP4zchx+GtNuDcgxmqibmqh4rZhqU2QVLSkoQERERjF0D8PaUffzxx9i6dStycnKQnJyMs846C6NHj4bN9s9T2rVrF9544w389ddfcDqdOO+883DRRRcFra5QsNlsECOvgNy0Bti6EfL3LRAnn2p2WVQPx75mSR3MVT3MNMTsdhRef31QD8FM1cRc1WPFTP2ueNeuXUhPT/f9vG3bNpSVlVXarrCwEF999RWaNWtmSIFV2b9/P6SUmDhxIpo2bYo9e/bglVdeQUlJCa666ioA3lkOp02bhi5duuD666/H7t278fLLLyM2NhZDhgwJWm3B5vF4IFKbQfQ/D3LlZ9Dnvw3tgWcsOesKeXk8HrNLoCBgruphpuphpmpiruqxYqZ+N7LWr1+P+fPn+35evnw5li9fXuW2MTExuPXWW+tfXTW6deuGbt26+X5u0qQJ9u/fjy+//NLXyPruu+/g8Xhw8803w2azoWXLlkhPT8eSJUtqbGS53W643W7fz0IIREdHB+251FVBQQEAQAwfB7nma2DXn8DG74FenDLfqsozJbUwV/Uw0xDTdUTs2wcAKEtLA7SArnCoETNVE3NVjxUz9buRNWTIEPTs2RNSStx///245JJL0L1790rbRUVFoUmTJkEdLliVoqIixMXF+X7evn07OnbsWKF7sWvXrli0aBEKCgoqbHushQsXVmhMtm3bFjNmzIDT6YSUEtnZ2YiPj4fNZoPb7UZhYSESExMBeHvxhBCIiYkBAOTk5CAuLg42mw0ejwf5+fm+ae+LioogpfQt2pyTk4PY2FjY7XaUlZUhLy/Pt21xcTHKysoQFxcHu92Ow4cPI7p5C7hHXoaiuW9CX/guGg8+H8JmQ0lJCTwej+/55eXlweFwwOFwQNd15OTkICkpCUIIlJSUwO12+8a55ufnIzIyEg6Hw/dcExMToWkaXC4XXC4XnE6nb1u73Y6oo7M9ZWVl+bYtLS1FcXExEhISAHjfGBEREb7GalZWFhISEhAREQG3242ioiLftsefw5rOd1FREQBUON/l57C2852bm4uYmBjf+c7NzUVycnKl812+bXR0NCIjI33nsHzb489hTefb5XKhtLS0wvm22+2Ij49HaWlpjee7oKAANputwvkuP4e1ne/s7Gw4nU7f+a7pNXvs+fZ4PCgoKKhwvqt7zR5/vouLi6HreoXzXX4OazvfeXl5iIqKqnC+q3vNHnu+y1+zx57v6l6zx7++S0tLUVJSUuF8V/eaPf58FxYWQtO0Cuc7Pj4e0dHRvnUDQ/kZUdv55mdE4J8RKSkpcLvdIf+MqOo12yA+I6KjEXXmmQCAw+npiGvc2HcOjfqMKD+3tZ3vYHxGmPU9otrzrdBnRHx8PPSjk6U0hO8RDeEzovz5h8P3CH87X4Qs/3Spg99++w1paWm+MMyWkZGBe++9F1deeaWvl2ratGlITU3FxIkTfdvt3bsXd911F2bOnOlb8+t41fVkZWZmVrjfLMnJycjKygIAyJIi6PffAOTnQoy/EdrA802ujgJxbKakDuaqHmYaWqKoCE1O9V5zfHDLFsijX+KMxEzVxFzVE06Z2u12pKSk1LpdQFeRderUCYC3QbJz507k5ubipJNO8rX0AjVnzhwsWrSoxm2effZZpKWl+X7OysrC9OnT0bt3b0OutbLb7bAHaRYjI5T/1QUARFQMxIhLId9/BXLxh5BnDoKICp+hjeSfYzMldTBX9TDT0JIxMcj488+gHoOZqom5qseKmQY8VcfSpUsxb94835N+6KGH0LlzZ+Tl5eHOO+/E+PHjMXjw4Drtc8SIERg4cGCN2xy7PldWVhYeeeQRnHTSSRV6rAAgMTEROTk5Fe4r/7m829KKju94FGcNhVz+KXDoAOTyRRDDLzWpMgpUAJ3JZAHMVT3MVD3MVE3MVT1WzDSgq0hXrlyJ2bNno1u3brjpppsqPOZ0OnHKKadgzZo1dd6v0+lEWlpajf/Kr7Eqb2C1bdsWN998M7TjLojt0KEDtm3bVmE2ki1btqB58+bVXo9lBeVjU8sJmw1i5JUAAPnFQsj8XDPKono4PlNSA3NVDzNVDzNVE3NVjxUzDaiRtWTJEvTq1Qt33HEHevbsWenxdu3aYc+ePfUurjpZWVl4+OGH0bhxY1x11VXIy8tDTk5OhZ6rfv36wWazYdasWdizZw/WrFmDzz//HMOHDw9aXWYRPfsArU8EXMWQS+aaXQ4REVH9uVxIuOceJNxzD+BymV0NEVGdBDRcMCMjA8OGDav28bi4uKBOtbhlyxZkZGQgIyMDN954Y4XHPvroIwDemWIefPBBvPHGG5gyZQri4+MxZswYS6+RBaDSEEgAEJoGbcwE6DMfgvzmC8izR0CkBm+dMjJWVZmS9TFX9TDT0BJlZYh9/30AQN4jjyAYg4WYqZqYq3qsmGlAjayYmBjk5eVV+/jevXuDet3TwIEDa712CwBat26NRx99NGh1mCE2Nhb5+fmV7hcduwKndAd+3Qy5aA7E9XebUB0ForpMydqYq3qYaWhJmw15kyf7bgcDM1UTc1WPFTMNaLhg9+7dsWLFChQWFlZ6bM+ePVixYkWVwwip/mqa+VAbPQEAINd/C7nrr1CVRPUUzrNZUuCYq3qYaYhFRqLgjjtQcMcdQGRkUA7BTNXEXNVjxUwDamRdeuml0HUd//73v/Hhhx8CAFatWoUXXngBU6ZMQUJCAsaOHWtooeR17EQexxOt2kGcMQAAoC+YHaqSqJ5qypSsi7mqh5mqh5mqibmqx4qZBrQYMeBdvfqDDz7AunXrfNO4R0VF4YwzzsD48ePDZqFio4TLYsRCiBqnsZSZGdAfuhko80C78xGITt1DWB0ForZMyZqYq3qYaYhJCe3o4qN6cjIghOGHYKZqYq7qCadM/V2MuM6NLLfbjZ9//hkpKSlo3bo1ACAvLw+6rsPpdFaaSl0V4dLI8mfFa/3D1yBXLAZanQDtgWcgFM1EFeG0ijkZh7mqh5mGligqQrP27QEAB3bsgIyJMfwYzFRNzFU94ZSpv42sOn/7ttlsmDlzJv744w/ffU6nE4mJico2sKxGXDAOiIoGdv8F+eN3ZpdDRERERNSg1LlVJIRAs2bNLDfDhyqKi4tr3UbEOyHOGwMAkJ+8B+kxvweOqudPpmQ9zFU9zDS0ZEwM9u/bh/379gWlFwtgpqpiruqxYqYBdT2NGjUKX3zxBfbv3290PVQLXdf92k4MuRBISAIyMyC/WRbkqqg+/M2UrIW5qoeZqoeZqom5qseKmQa08MT27dsRHx+Pf//73+jUqRNSUlIQedz0qkIIXHPNNYYUSf+IjY2Fy4+V74UjCmLEZZDvvQS55EPIPoMhooPzl0CqH38zJWthruphpuphpmpiruqxYqYBNbKWLfunZ2Tr1q3VbsdGlrlE3yGQXy0CDu6D/PITiIsuN7skIiIi/7hccE6fDgDIe+ABwOEwuSAiIv8FPIV7QxMuswtGRESgrKzM7+3lxjXQZz0BOKKgTX8FIiEpiNVRIOqaKVkDc1UPMw2tUMwuyEzVxFzVE06ZBm12QTJXdHR03X6hR2+gbQfAVQK5ZG5wiqJ6qXOmZAnMVT3MNLSkzYb8225D/m23QdoCGnhTK2aqJuaqHitmykaWxRx/7VtthBDQxlwNAJCrl0Ee5GQl4aaumZI1MFf1MNMQi4xE/pQpyJ8yBQjSuWemamKu6rFipgH/aWjz5s1YsmQJdu7ciaKioipXYZ47lz0nRgukq1Sc1Bno0gv45UfIhe9C3HhvECqjQIVL9zcZi7mqh5mqh5mqibmqx4qZBtST9cMPP+CJJ55Abm4u+vTpAykl+vbti759+yIyMhKtW7fG2LFjja6VAOTm5gb0e9roqwAhIDd+D7lzu8FVUX0EmimFN+aqHmYaYlJCFBVBFBUBQbp8nJmqibmqx4qZBtTI+uSTT3DiiSfiySefxCWXXAIAGDx4MG6//XY888wzyM7ORmpqqqGFkldycnJAvydatIE4cxAAQP94dpU9j2SOQDOl8MZc1cNMQ0sUF6NZ+/Zo1r49RJAWImWmamKu6rFipgE1svbu3Yu+fftC0zREREQAADweDwAgNTUVQ4cOxaJFi4yrkgwhLhoP2OzAH78Av24yuxwiIiIiIiUF1MhyOBywHZ3pJzY2FjabDTk5Ob7HExIScOjQIUMKpIqK6/HXPNEoBWLwBQCO9mZZcPVsFdUnUwpfzFU9zDS0ZHQ0DuzY4Z2+PUgzizFTNTFX9Vgx04AaWc2bN8fevXt9P7dp0wbffvstysrKUFpaiu+++w6NGzc2rEj6R30v/BPDxgLRscDedMj13xhUFdWHFS/mpNoxV/Uw0xATAjImxrs+lhBBOQQzVRNzVY8VMw2okXXaaadhw4YNvsV5R48ejV9//RVXX301/vWvf+H333/HyJEjjayTjoqLi6vX74s4J8SwMQAA+ckcyDBYYLkhkHoZZGE+ZGYG5O6/IH/fArlpLfTvl8O+7SdeI6eg+r5XKfwwU/UwUzUxV/VYMVMhDfp2t23bNqxbtw6apqFHjx7o3LmzEbsNG5mZmb5GpZmSk5ORlZVVr31Ilwv6gzcAOVkQ466DNuQig6pTl/R4gOIioLgAKCr0/isuhDz630r3ld9f/lhJzd3cYty/oA25METPhkLBiPcqhRdmGmKlpYifORMAkH/XXUFZK4uZqom5qiecMrXb7UhJSal1O8MaWaoLl0aWzWbzTTJSH/rqLyHf+R8QFw9t+qsQMbEGVKcWmZkBuepzyLVfA/kGTR0a6QBiYr1DNmNiAaEBf/4GCA3abQ9BdOlpzHHIdEa9Vyl8MNPQEkVFaNa+PQB4r8uKiTH8GMxUTcxVPeGUqb+NrIAXIyZzREVFoaCgoN77EX3OhvzyEyBjL+SyBRCjrqx/cQqQUgK/b4H+9RLg5/WV12aJiv6nkXS0oSSObTTVcB+iYyBs9krHi3h/FtyrPof+6pPQpjwFkdYqhM+YgsWo9yqFD2YaWjIiAgXXXee7HQzMVE3MVT1WzDSgRtYtt9wCUcNFqEII2O12NGrUCKeccgqGDBliybGU4SjSoOESIiIC2piroP/f45DLF0EOOh8isZEh+7Yi6SqB/GEV5NdLgP27/3nglO7QBg8HTjgZiIqBMPh/9EIIJNw4GYf37wG2b4X+v8eg3f80RHyCoceh0DPqvUrhg5mGmMOBvEcfDeohmKmamKt6rJhpQBNfdOrUCVFRUcjMzER0dDTatGmDNm3aIDo6GpmZmYiKikKLFi2Qm5uLDz74AHfffTendDeIbuS0613P8DYeSkshF39o3H4tRGZmQJ/3JvTJ10C+95K3geWIhhh0PrRHX0LEpEcgTj0NIjbe8AaWr4aICGg3TQFSmgKHD0J/6XFOSKIAQ9+rFBaYqXqYqZqYq3qsmGlA12StX78es2bNwj333IOOHTtWeOy3337DM888g1tuuQU9evTAr7/+iieeeAI9e/bEpEmTjKo75MLlmiyjyR2/QX9yCqBp0B7+H0SzFmaXFHTVDglMaQoxeDhEn7NNuUZNHtgL/b/3AMWFEL0HQVwzqcYeYyIiIiIKLX+vyQqoJ+ujjz7CeeedV6mBBXh7uYYOHYoPPvgAAHzDBX/55ZdADkXHSUpKMnR/on0noOvpgK5D/+RdQ/cdbqSrBPo3X0B/+DboMx8CflrnbWCd0h3abQ9BmzYL2pALQ97AKs9UNGsB7YbJgKZBrl0J+cWCkNZBxjL6vUrmY6ahJYqK0DwtDc3T0iCKioJyDGaqJuaqHitmGtA1WQcOHKjxGqu4uDgcOHDA93NaWhpKSkoCORQdJxg9G9qoq6Bv+RHYtBb6krkQ54+F0IIzNM4M3lkCl0J+95V3OnUAcERB9BkMMWi46b13x2YqTukOcen1kO+/ArnwHcimaRDdzzSxOgoUeyFDS7pLgV83AR4PYLMD9kjvf2027227/ej9R/97dJu6DAOuLlPp8QCuYu9SDcf9kyVF1dxfXPF3PG6IEztB9OwDdOoGYbfe9QdWxPepmpireqyYaUCNrCZNmuCbb77BkCFDKl2I5nK5sHLlSqSmpvruy87OhtPprF+lBABBaayKtFYQQ0dBfvEx5KI5kNu3QrvuLogE6/3VoFzNQwIvgOgzJGymrT8+U23QBdAP7IFcuRT6689Au/cJiFYnmFQdBYp/WAodmb4D+pvPAQf21P2XhQbYbYCtuobYP7ezNA1lhQVHG0ZFFRpIhjyPzAzvkhFR0RBdenkbXJ17QjiiDNm/1cjoaGRs2eK7HQx8n6qJuarHipkGdE3W2rVr8dxzz6FRo0YYMGAAmjRpAgDIyMjAt99+i6ysLNxxxx3o3bs3dF3HpEmT0K5dO16TZQC73R6UOqSUkGu+hnx/FlDqAuIToP3rLohO3Q0/VjBVO0tgp+7Qzh7u/cKiBTRKNmiqylSWlUF/4VHgt81AUmPvjIOJySZVSIEI1nuV/iE9HsjPPoJc+hGg60B8AtCsBeB2exs+5f899ra71LttMNjs3mUeKvyLgah0XzTg8P5XREUD0TGAxwO5ZQPkprVAzpF/9hkZCZzSA6JHH+8kPGHyxyFV8H2qJuaqnnDKNOiLEW/atAnvv/8+9uyp+JfDli1b4rLLLkPPnt5FVcvKypCVlYXY2FjEBGEhwVAJl0ZWsFe8lgf2QH/lSWDfLkAIiGFjIS68PGgz6xnFt3Dwd1+G5ZDAmlSXqSwqgP7fyUDGXqBNe2j3PA4R6TChQnPIkiLAZq+0tphVhNPq9CqS+3ZDf/NZYPdfAABx2lkQl98AEVf7qAmplwFuD+Aprdwgc5dWaphJt/f+uPh4FJbpvgYSomMqNJqErf5LT0pdB3Zuh9y0FnLTGuDwwX8ejLABHbtC9OgN0e1MiHiOEKkvvk/VxFzVE06ZBr2RVS47OxuZmZkAgJSUFEtemOaPhtLIAgBZ6oKc+wbkt1947zixE7Tr/w2RXPsLKtRkZgbkwnchf/wurIcE1qSmTOWh/dAfvwcozIfo1Q9i4j2WHJdcF3LPTuifzQU2rfXe4UwEEhsByY29r8GkxkBSI4jkxkBSCpCYHJZ/BAin/yGoROplkF99CvnJe96GUGw8xPgboZ12VtCPHepMpZTAnp2Qm9Z4e7iOHQ6paUCHzt4eru5nqtnTXVqKuJdfBgAU3HSTt1fPYHyfqom5qiecMg1ZI6uhCJdGls1mg8fjCcmx9A2rId/5n/eag9h4aNfcAdH19JAcuzayqABy6TzIFYu9F7oD3iGBg4cDXXpYauKO2jKVf2yF/ux/gDIPxIhLoV14eQirCx2ZvgP6krnea+jqQmhAQhKQdLQhlpRy9L+NvA2y5BQgITHkr4lQvlcbCpmZ4b326s/fvHd06QXtqltD1sAwO1N5YA/kxjWQm9cCu//+5wEhgBNOhujeG6JnH4hGqdXvxEJEURGatW8PADiwYwdkEEbDmJ0pBQdzVU84ZWpoI+ubb74BAPTv3x9CCN/PtRkwYIBf21lBuDSyYmNjUVhYGLLjyUMHoL/6FLDrTwCAGHIRxJirTBvCJT0eyG+/gFz8AVCQ773z5FOhXXyNZSeH8CdT/buvIGe/CAAQ198N7fT+oSgtJORfv3sbV1s3eu8Qwttrd/7F3sZT1mEgOxMy6zCQfQTIOgyZnem9PycLKPPjQzciAkhIPtoDdrQ3LCGximtmjhn+FR3jHa4YYM9hqN+rKpNSQn67DHLem4CrxDs0b9x1EP3OCWnPbjhlKjMz/hlS+PcfFR9sfaJ3SGGPPhBN08wp0AguFxIefBAAkDttGuAwfrh0OGVKxmGu6gmnTA1tZI0bNw4AMGfOHNhsNt/PtZk7d65f21lBuDSyzOgulW435ILZkMs/9d7R+kRoE++BSG0WuhqkBH5eD/3jt4GMfd47m7aAdvE1QJdelh5C52+m+ry3IL9cCNjs3uuz2p0UguqCR27f6m1cbfvZe4emQZw+AOL8i/2+hk7qOpCfe7Qhdhgy+3Dl2zlHAp/oICKi8vU3jmgg+uiEBcc2yqLKJzKIAaJjkdytF7KLrTcbUriR2Uegz34B+HWz944Onb296o2bhLyWcBquciyZdRhy8w/eBteO3wB5zOs9rbW3wXXaWRDNWppXZJgK10ypfpiresIpU0MbWcdec3Xsz7XxpwCrCJdGVlJSErKzs005tvxpHfS3ngeKCoDoGIgrb4V2Wr/gH3f3X9A/ehP44+iC1nFO72QcZ51ryIXmZvM3U6mXQX/pv97hdM5EaPc/A9HIWu8x39T6S+YC27d674yIgOg92DvJShAa7lIvA3JzgOyjja+jjTDk53rXKio+OhW3qxgoLv7ndn3ZI4GTT/VeL9P1NAinmterBouUEnLdN5AfvOKdzMYeCTH6SojBI0ybIdTMz19/ybwcyJ/WeRtcv28Bysr+ebBjV2hnj/D+YSrMZlk1ixUypbpjruoJp0x5TZbBwqWRZTZ5JBP6a08Bf/0OABD9z/MO2wnCrHcy+4h3UosfVnontbDZIYZc6P0yboEJLYJBlhRBnzEF2JsOtGjrXUMrKjjrxxhJSgn8usnbuDr62oHNBtF3CMR5Y0zplaiJ1HXvsDTf4rFHG2LFRf8sIltcVOFxeexis7lZ3l60cuXXzHQ7wzsrXJPm5j05C5D5udDfexnYtMZ7R5v20K6dxJ6YOpKFBd5p4Td+D2z58Z8eLotNDkREFE6C0sj6/vvvER0djR49elS7zaZNm1BSUoI+ffr4u1tLCJdGVji05KXHA/np+5BffOxt/KS1hnbDvYZNky5LiiGXLYT8cgFQWgrg6PTMo68Kuy/jRqhrpvLIIejT/+0dJtftDGg33Re2f5X2DfNcMtd3XR/skd5eyKGjvTMEKkhKCWdhLnK/+RJy8w//PPdyzVp6e7i6nQm0PiFs8zOD/Gkd9Hf+5319R0RADB8HMezisJhBMhw+fwMljxyCXPkZ5Opjl7mI9i5zMXh4WF67JYqK0OTUUwEAB7dsCcrEF1bOlKrHXNUTTpka3shav349nnnmGTzwwAM49eiHXlW2bNmC6dOn4957762xMWY14dLICqcxqfLXzdDfmOn9MhTp8E6j3OfswPenl0F+vwJy0fvengAAOOFkaJdcZ/nrj2oSSKbyr9+hP/0A4HFDDB0NbezVwSkuQFLXgc0/eKdi37PTe2ekA2LgMIhzR0EkqD907thcZVYm5M/rIX9a5x32euwQrsRGEN1O9za4Tups2XXB6ksWFULOfR1yzQrvHc1bQbv2TojW4TOhTTh9/gbKt2D7isUVp4Tv3NO7YHun7mHT6A/F7IIqZEqVMVf1hFOmhjeyZsyYAZfLhf/85z+1bvvYY4/B4XBg8uTJ/uzaEsKlkRVOs6sAgMzNhv76M96x/wBE70EQl99Y5yFs8rfN0Oe95R0GBwApTaGNmQD06GPpSS38EWim+rpvIF9/BgAgrr4DWt/AG7hGkXoZ5I/fQ372EbB/t/dORzTE4PMhzhkJEZ9gboEhVF2usqgA8peNwOYfILduqnj9V3QMRJdeQLczITr3gIi27gLudSG3/Qz97ee9QyyFgDh3JMRF4yHsxq+LVB/h9vlbH77rI1csBrZs+GedwaZp3p6t3oPNH4qs64jY553oqCwtzbs2mMFUypT+wVzVE06ZGt7Iuv7663HhhRdixIgRtW67ePFifPrpp3jttdf82bUlhEsjK5zWCSgn9TLIpfMhP/3AO+a/aRq0GyZDtGhb++/u3w19/tvALz9674iJhbhgHMSgCyDsDeMv+vXJVF80B3LJXCDCBu2uRyE6dDa4Ov/IsjLI9d9CLv3on9kfo2Mhzh4OcfYIiDinKXWZyZ9cpbsU+P0XyJ9+8PZy5eUcuwPvxBndzoToerqSi81Klwvy47chV37mvSOlKbRrJkG072RuYdUIx89fI8hDB7xDCb9f7r3WEPA2+Pue4712K6WpuQUGkaqZNnTMVT3hlKnhjazLL78cEydOxMCBA2vddtWqVXj11Vfx/vvv+7NrSwiXRlY4dZceT27fCv21Z7xTZtvsEOP+BTHgvCp7omRejve6rtVfeqfXjoiAGHi+9/qLBvaFvD6ZSl2HfPUp74XtcfHeGQdD+IVIetyQa1dCfj4fyMzw3hkTB3HOhd6/hsfEhayWcFPXXKWuAzu3e6fi/mkdcHBfxQ3aneRtcHU7w7DrH80k//rdu7Dwof0AADFwGMSYq83vPalBOH/+GkGWFEGu+Rry68/+ef0JAZx6mndWwpNPVW5kgeqZNlTMVT3hlKm/jSy/57+Oi4vze+r2zMxMxMU13C9XDZXo0Bnaf56H/tZzwC8/Qs552TuM8KpbfTNYSXcp5PJPIZfO887CBgDdzoQ2ZkJYXngd7oSmAddMgjx8ENj1J/QXH4M25cmgzhgmi4u8jYG/fvf+5fvIIe8DcU7v9VaDhnnXiqI6EZrmnYHwhJOBsVdDHtjr7eHa/AOwczvw9x+Qf/8BuWA2kJgMNEqFSGoMJDUCkht7byc2ApJTgIRECM38iSKqIt1uyMUfQH6xwNvzndgI2oTbIDqrcw2vVYmoGIjBwyEHng/8uhn614uBrZu8k9f8vB5o3srbO33GIIggLAxciduN2LffBgAUXn010EBGNxCRGvzuyXr66aexd+9ezJw5E1oN46J1Xcddd92FFi1a4O677zasULOFS0+W3W4PizpqInXd25BaMNt7gX/jJtCuvxsyMwNywTtA1tHGeusToV18LcRJ5gxxCxdGZCpzjkCffre3F/GU7tBu+48hs7FJXQcy9kL+9buvYYUDe/65fgMAnInemQIHnAfhiKr3MVVh5HtV5hyB/Gk95E8/AL//ApTVMmRC07wNsaTGEIneRhiSGntnc0xsBCQ1BhKTgtIQk1J6ZwUtLfFOg+9y/XO7qAD64g99116KMwdCXDoRItYaf5Szwuev0WTGXsivl0Cu+dqbIeDtrT7rXIhB50M0Sg3asUMx8UVDzLQhYK7qCadMDR8u+Ouvv+LRRx9F7969ceONNyIqqvKXKZfLhZdffhlr167Ff/7zH5xyyil1rzxMhUsjKyYmBkVFRWaX4Re5czv0V578p6ejXFJj76Kipw8Im1mszGRUpnLXX9CfnAKUuiAGD4d22cS676MwH/h7u7fH5G9vw8p3jcaxGjfxzvh4UhfvF+UgrJNmdcF6r8riIm9DN/sIZHYmkH3Eezvr6O2cI94huLXRNCAh2dsLVt7wSm4MJCQBetnRxpHL+8W69GhjyVUClLogXSW+2zj2dvm/2v63EueEduXNED2stdSHlT5/jSaLCiG/Xw759RLg8EHvnUIDup8B7ewRwbketKQEiUf/WJvz9NNAFd876qshZ6oy5qqecMo0KOtkffTRR/j4448RFxeH008/HS1btkR0dDSKi4uxe/du/Pjjj8jPz8eoUaNw6aWX1usJhJtwaWSF05hUf8iiAu+aNxvXeGeZGzYG4pyL+KX8GEZmKjetgf7yEwDgnVJ/4PnVb6uXAft2Q/79B/DX75A7//hn0opjRTqANu0h2p0EccJJQNuTGsQU7PVl1ntV6mXeCTSyjwBZhyGzDwPZh482yg57Z/DLzao4jXyw2CMBhwOIjAIcUd5p/Fu09q5557Tea8hqn7/BIPUyYMuP0L9eAmz72Xe/GHkFtAsuMbGywDBTNTFX9YRTpkFpZAHADz/8gLlz52L//v2VHmvevDkuvvhi5RYiBsKnkRVOi7H5S0oJ/PU70KR5g5rC219GZ6ovnQe58F1A06Dd8TBEp24AAJmf672u56/fvQ2r9B3/DP85Vmpzby/VCSd5/5vWJiwWgrWacH6vVmiIZR+GzDr8z+3cbO/MhpFR3j+GOBxHG0hRx9x2eBtMjn8aTyi/7XD883iYXhcWqHDO1Axy3y7IrxZ5r80UAtqdj0J07Gp2WXXCTNXEXNUTTpkGrZFVLiMjA3v37kVxcTGio6ORlpaGZs2aBbIrSwiXRhZRbaSUkG8+B/nDSu806qf28jaqymf/O1ZUNNC2g7eXqt3RXqr4hjW7IxHVjz77RcjvvgLiE6D953kllxsgIioX9EZWQxMujazExETk5OSYXQYZKBiZSrcb+jMPeHsQj9Wspbcx1e4k7yx2zVoo19sQLvheVQ8zrZosdUH/7z3eCU06dIZ212OG9H6LoiKknnEGAODQunVBmfiCmaqJuaonnDI1fAp3Cg81zexI1hSMTIXdDu2WByAXfwDEJRxtWHVo0OtWhRrfq+phplUTkQ5oN9wLfdpdwPatkJ9+ADHqCkP2HRHkazCYqZqYq3qsmCkbWRZTWlpqdglksGBlKuITIC6/MSj7ptrxvaoeZlo90TQNYsKt3sXRl34E2b4jROee9dqnjIrCoa+/9t0OBmaqJuaqHitmar1mYQNXUlLFRAVkacxUTcxVPcy0ZtppZ0EMHAYA0N+Y6V1WoF471OA56SR4TjrJu+RAEDBTNTFX9VgxUzayLMbp5KQEqmGmamKu6mGmtROXXAe0OgEoyIf+6lOQnloWzjYZM1UTc1WPFTNlI4uIiIgMIeyR0G6YDETHeNff++TdwHfmdiNmzhzEzJkDhMHEU0REdVHv2QVLSkpQUFBQ5WONGzeuz67DSrjMLhgZGWnJcalUPWaqJuaqHmbqv2MXRtdufRCi6+l13ocoKkKz9u0BAAd27AjK7ILMVE3MVT3hlGlQZxcsLS3F/Pnz8fXXXyM/P7/a7ebOnRvI7qkGEVwUVjnMVE3MVT3M1H+iRx+Is0dArlgM/c3noD30LETjJnXah9Q0FA8d6rsdDMxUTcxVPVbMNKBG1uuvv45vvvkGp512Gjp27IjY2Fij66JqREdHo7i42OwyyEDMVE3MVT3MtG7E2Ku9C6Hv3A791aegTf4vhM3u/w6iopD95pvBKxDMVFXMVT1WzDSgRtb69etx9tlnY+LEiUbXQ0RERAoQNju0ifdAf+xOYOd2yPlvQ1x6vdllERGFRED970IItG3b1uhayA9ZQV6YkUKPmaqJuaqHmdadaNwE2rWTAAByxWLITWvMLeg4zFRNzFU9Vsw0oEZWr1698MsvvxhdC/khISHB7BLIYMxUTcxVPcw0MKLr6RBDRwEA9LdfgDx0wL/fKy5G6hlnIPWMMyCCNEyImaqJuarHipkG1MgaM2YMDh48iFdeeQV///038vLyUFBQUOkfGc+KF/5RzZipmpirephp4MTIK4ETTgaKi6C/8iSk249ZwqSEbe9e2PbuBeo3EXK1mKmamKt6rJhpQFO4jxs3zq/tVJpdMFymcI+Li2MDVjHMVE3MVT3MtH5k1mHoj90BFORDDBwGbfxNNf9CWRnsR0fNuLt0AYLwJYuZqom5qiecMg3qFO5jxoyBECKQX6V6strMKlQ7Zqom5qoeZlo/IrkxtOvugv78I5CrPofe/hRop/ev/hciIuDu1i2oNTFTNTFX9Vgx03ovRtxQhEtPVnJysiUv/qPqMVM1MVf1MFNj6Avfg1z6EeCIhvbgMxBNW5hWCzNVE3NVTzhl6m9PVnBW9yMiIiKqgrjwMqBDZ8BVDH3WDMhSV9UbejyIXrAA0QsWAB5PaIskIqonv3qy5s+fDwAYPXo0NE3z/VybsWPH1q+6MBIuPVkOhwMuVzX/QyJLYqZqYq7qYabGkTlZ0B+9A8jPheh3DrQJt1XaRhQVoVn79gCAAzt2QMbEGF4HM1UTc1VPOGVq6DVZ8+bNAwCMHDkSmqb5fq6NSo2scKFp7HxUDTNVE3NVDzM1jkhMhnb93dCf/Q/kd19B79AZWu9BFbaRQsB11lm+28HATNXEXNVjxUx5TZafwqUnK5zGpJIxmKmamKt6mKnx9MUfQn76PhDpgPbAMxDNW4X0+MxUTcxVPeGUKa/JIiIiorAmLrgY6NgVKHV5r89ylZhdEhGRIdiT5adw6ckSQoCRqYWZqom5qoeZBofMy4H+6CQgNwvizEEQ104K2TIxzFRNzFU94ZQpe7IUFR8fb3YJZDBmqibmqh5mGhzCmQht4t2A0CB/WAn53Vfe+4uLkTJoEFIGDYII0ho5zFRNzFU9Vsw0oMWIw8GMGTOQnp6OvLw8xMbGokuXLhg/fjySk5N92+zatQtvvPEG/vrrLzidTpx33nm46KKLTKy6/mw2y0ZG1WCmamKu6mGmwSM6dIYYOR5y4buQH7wK2bY9RHIT2Ldv925g8F+wpccNZOyDLssg09pAaBGG7p/MxfeqeqyYqfUqPuqUU07BqFGjkJSUhKysLLz77ruYOXMmpk2bBgAoKirCtGnT0KVLF1x//fXYvXs3Xn75ZcTGxmLIkCEmVx+4cBiySMZipmpiruphpsElzhsDueM3YOtG6LOeBO57EoePzmYsHY6A9yvzsoE96ZB704G96ZB7dwIH9gJlHuQCEEMughh3nTFPgsIC36vqsWKmlm1kDR8+3Hc7JSUFI0eOxFNPPQWPxwObzYbvvvsOHo8HN998M2w2G1q2bIn09HQsWbLE0o2swsJCs0sggzFTNTFX9TDT4BKaBu3aO6E/Ngk4uA9yziy4rr/b7+uzpNsNHNjjbUztS4fcsxPYmw7k51b9C1HRQEkx5IpPIXv2hjixk1FPhUzG96p6rJhpvRtZ2dnZyM3NRdOmTREVFWVETXVWUFCA1atXo0OHDr7uxO3bt6Njx44Vuhe7du2KRYsWoaCgAHFxcVXuy+12V2gtCyEQHR0d3CdQB4mJiWEzhSUZg5mqibmqh5kGn4h3Qpt4D/Sn74fcsBrocArEwPMrbCOlBHKzjvZKpXt7qfalAxl7gbKyKnYqgNTmQIvWEC3aQLRoC7RoAzRKhf2DV+BauRT6Wy9Am/o8RGTgPWYUPvheVY8VMw24kbVhwwbMmTMHBw4cAAA89NBD6Ny5M/Ly8jBt2jSMHTsWp59+umGFVuW9997DsmXL4HK50L59e0yZMsX3WE5ODlJTUytsn5iY6HusukbWwoULMX/+fN/Pbdu2xYwZM+B0OiGlRHZ2NuLj42Gz2eB2u1FYWOjbb2FhIYQQiDm6Kn35cWw2GzweD/Lz85GUlATAO5xRSonY2FjftrGxsbDb7SgrK0NeXp5v2+LiYpSVlSEuLg52ux0RERGIjo5GZGQkysrKkJub67sWraSkBB6Px/f88vLy4HA44HA4oOs6cnJykJSUBCEESkpK4Ha7fRcT5ufnIzIyEg6Hw/dcExMToWkaXC4XXC4XnE6nb1u73e5rWGdlZfm2LS0tRXFxMRISEgB4G8HlNZdvm5CQgIiICLjdbhQVFfm2Pf4c1nS+i4qKAKDC+S4/h7Wd79zcXMTExPjO97Hn8NjzXb5t+fkuP4fHnu9jz2FN59vlcqG0tLTC+bbb7bDb7UhKSqrxfBcUFMBms1U43+XnsLbznZ2dDafT6TvfNb1mjz3fHo8HBQUFFc53da/Z4893cXExdF2vcL6re80ef77z8vIQFRVV4XxX95o99nyXv2aPPd/VvWaPf32XlpaipKSkwvmu7jV7/PkuLCyEpmkVznd8fDzsdjvi4+ND/hlR2/nmZ0TgnxF2ux3Jyckh/4yo6jWr9GdEzzORPfoqyLlvIuq5p2Df/jeKO3eELfMAPLv+gnvnDqAgD1WKiYNo2QaOdifB1uZEuBo3RVTb9ohKSKzyMyLymtvg/nk99EP7IRZ/gJgrbw7ZZ4RZ3yMqnW8FPyM0TfM9n4bwPaIhfEYIIRAXFxcW3yP87XwJaAr3H3/8EU899RQ6dOiArl27Yt68eb5GFgA88cQT0DQNkydPrtN+58yZg0WLFtW4zbPPPou0tDQA3hNTUFCAw4cPY968eYiJicGUKVMghMC0adOQmpqKiRMn+n537969uOuuuzBz5ky0aNGiyv1X15MVLlO4OxwOuFwus8sgAzFTNTFX9TDT0JFSQj73CFo8/RoAYO+53SBtx0xOITSgSXOIlm2BtNbe3qmWbYCkxnWa/t3hcKBkw3fQX3wMEBq0e5+AOOFkg58NhRrfq+oJp0z9ncI9oJ6sjz/+GJ06dcLUqVORn5+PeUcvTC3XoUMHfPXVV3Xe74gRIzBw4MAat2nSpInvttPphNPpRPPmzZGWloabbroJO3bsQIcOHZCYmIicnJwKv1v+c3mLuirlPQvhKlRrh1DoMFM1MVf1MNPQEUIAV90K17sLAI8bOKkzRJsTgRZtvA2rZi0NGdonhIA49TSI3oMg166E/vbz0B56jsMGLY7vVfVYMdOAGlm7d+/GhAkTqn08ISEBeXnVdOXXoLzRFIjyDrny3qYOHTrggw8+8E2EAQBbtmxB8+bNqx0qaAUxMTEoKSkxuwwyEDNVE3NVDzMNLdGoMY5s2gIgeIt6lmcqxv0L8refgIx9kJ9+ADH26iAdkUKB71X1WDHTgD63HA5HjU/04MGDQW3I7NixA1988QXS09ORmZmJrVu34vnnn0eTJk3QoUMHAEC/fv1gs9kwa9Ys7NmzB2vWrMHnn39eYVZCIiIiIhEbD+2KmwEA8stPIHduN7kiIrK6gHqyTjnlFHzzzTe44IILKj2Wk5ODFStWoGfPnvUurjoOhwPr1q3DRx99BJfLhcTERHTr1g133nmnb6hfTEwMHnzwQbzxxhuYMmUK4uPjMWbMGEtP3w6g0hBIsj5mqibmqh5mqp5jMxXdzoA4YwDkum+gv/U8tIeehbBHmlccBYzvVfVYMdOAJr7Yv38/HnjgAaSkpODMM8/E3LlzMWLECNhsNt+1WP/9738rze5nZeEy8YXT6QxoKCaFL2aqJuaqHmYaYsXFaDxmDADg8McfA0FYTuX4TGVBHvSptwJ5ORDDxkIbfZXhx6Tg43tVPeGUqb8TXwQ0XLB58+Z49NFHER8fj7lz5wIAFi9ejIULF6JVq1Z45JFHlGpghZNj1/0iNTBTNTFX9TDT0BJSIvLnnxH5888Qdf97sF+Oz1TEOaGNvwkAIJctgEzfEZTjUnDxvaoeK2YacMUtW7bEQw89hIKCAmRkZEBKiSZNmgQ8cQX5x+PxmF0CGYyZqom5qoeZhpaMjMSR2bN9t4OhqkxFj94Qp50FuWE19LdfgPbATIgwnnWYKuN7VT1WzDSg4YINUbgMFxRCgJGphZmqibmqh5mqp7pMZX4e9Km3APm5EBdcAm3kFSZUR4Hie1U94ZRpUIcLLl26FNOnT6/28ccffxxffvllILumWpSvhE3qYKZqYq7qYabqqS5TEe+ENv5GAID8fD7krr9CWRbVE9+r6rFipgE1slauXIm0tLRqH2/RogWWL18ecFFERETUwJWVwfHtt3B8+y1QVhbyw4uefSF69gV0Hfrbz0N6zB/NQkTWEVAjKyMjAy1atKj28ebNm+PgwYMBF0XVKyoqMrsEMhgzVRNzVQ8zDS3hcqHRZZeh0WWXQbhcQTlGbZmKy28A4pzA3nTIpfOCUgMZj+9V9Vgx04AaWTabrcb56nNyciCECLQmqkG4jEcl4zBTNTFX9TDT0JJCwN2pE9ydOkEG6TtFbZkKZ6K3oQVALp0HufvvoNRBxuJ7VT1WzDSgRlaHDh2watUqFBcXV3qsqKgIK1euRPv27etdHFUWGxtrdglkMGaqJuaqHmYaYtHRyPzqK2R+9VVQ1sgC/MtU9OoH9OgNlJUdHTZovVnOGhq+V9VjxUwDamSNHTsW2dnZmDx5Mj7//HNs3boVW7duxdKlSzF58mTk5OTg4osvNrpWIiIiopASQngnwYiNB/bshPxivtklEZEFBDyF+5YtW/Dqq68iMzOzwv2pqan417/+ha5duxpSYLgIlyncNU2Drutml0EGYqZqYq7qYabqqUum+rpvIF9/BoiwQXtwJkSLNsEtjgLG96p6wilTf6dwr9c6WbquIz09HRkZGQCApk2bom3btkpejxUujaz4+Hjk5+ebXQYZiJmqibmqh5mGWHExGl15JQDgyLvvBmXIYF0ylVJCf+lx4Kd1QKsToN33FITNZnhNVH98r6onnDL1t5FVr08HTdPQrl07tGvXrj67oTqwc9V55TBTNTFX9TDT0BJSwrF2re92MC57r0um3mGDN0Hf/iuw+y/IZQsgLrgkCFVRffG9qh4rZlqvRtbevXtx8OBBFBYWVjnrx4ABA+qze6pCmQlrhVBwMVM1MVf1MNPQkpGRyJo1y3c7GOqaqUhMhrjsesg3noVc8iFktzMh0loFpTYKHN+r6rFipgENF8zIyMCLL76IP//8s8bt5s6dG3Bh4SZchgsKISw5jSVVj5mqibmqh5mqJ5BMpZTQ/zcN2LIBaNMe2pQnISIiglQhBYLvVfWEU6ZBHS742muvYffu3bj66qvRsWNHS06raFVJSUnIysoyuwwyEDNVE3NVDzNVTyCZCiGgXXkz9Km3Auk7IL/8BGLYmCBVSIHge1U9Vsw0oEbW77//jlGjRmHYsGFG10NEREQElJUhctMmAEBpjx5AGPUWicRGEOP+BfnW85CfzoHsdjpEs5Zml0VEYSSgdbKcTidiYmKMroX8UNUC0GRtzFRNzFU9zDS0hMuFxiNHovHIkRAuV1COUZ9MRe/BQOeegMcD/a3nIXXrXTOiKr5X1WPFTANqZJ1zzjlYvXp12MxX35BY8cI/qhkzVRNzVQ8zDTEh4GnTBp42bYAgLQ1Tn0y9wwZvAaJjgJ3bIb/61MDKqD74XlWPFTMNaOKLtWvX4pNPPoHH48GgQYPQqFEjaFrl9toZZ5xhSJHhIFwmvkhOTrbcmFSqGTNVE3NVDzNVjxGZ6t99BTn7RcBmhzb1eYimLQyqjgLF96p6winToE588dxzz/luv/vuu9Vup9LsgkRERETHE32HQP74HfDrZuhvvwBt8n8htPC5foyIzBFQT9Zvv/3m13adOnWqc0HhKlx6siIiIizZZUrVY6ZqYq7qYabqMSpTmZXpnW2wpBjikuugnXORAdVRoPheVU84ZepvT1ZAjayGKFwaWXFxcSgoKDC7DDIQM1UTc1UPMw2xkhIkX389ACDrtdeAqCjDD2Fkpvq3yyDf/T/AHglt6gsQTZobsl+qO75X1RNOmfrbyApo4otybrcb27dvx4YNG5CXl1efXZGfIoO06j2Zh5mqibmqh5mGltB1RH39NaK+/hoiSBNtGZmpOOtcoGNXwF0K/e0XIDk5mGn4XlWPFTMN6JosAFi6dCnmzZuHoqIiAMBDDz2Ezp07Iy8vD3feeSfGjx+PwYMHG1YoeYVLVykZh5mqibmqh5mGlrTbkT1zpu92MBiZqRAC2oTboE+9DfjzN8iVn0GcPaLO+5FlZUBhHpCfB+TnQubnAQW5QH7uP/cV5AFlZdAuvwGiZVvDnoMq+F5VjxUzDaiRtXLlSsyePRt9+vRB165d8fLLL/seczqdOOWUU7BmzRo2soIgNzfX7BLIYMxUTcxVPcw0xOx2FI8bF9RDGJ2paJQKMfZqyDkvQy6YDdmlJ5DU2NtAKvA2nGR+7tFG0/GNKO/PKPJ/SJT+6pPQHnwOwuEw9HlYHd+r6rFipgE1spYsWYJevXrhjjvuQH5+fqXH27Vrh88//7zexVFl4TSFJRmDmaqJuaqHmaonGJmK/kMhN34P/L4F+n9uAQL5C7wQQGwcEJcAxDuB+ASIY24jNg7y49lAxj7Ij9+GuPwGQ5+D1fG9qh4rZhpQIysjIwPDhg2r9vFwujiNiIiILKisDLZt2wAAno4dgQhrTIsuNA3aVbdCn3YnUFTovTMiAohzev/FJ0DEJxz389HGU3lDKjYeopbnK+MSoD//MOTKzyBPPQ2ic48QPDsi8ldAjayYmJgaJ7rYu3cvEhMTA62JalBSUmJ2CWQwZqom5qoeZhpawuVC6tChAIADO3ZAxsQYfoxgZSpSmkKb/gpQkO9tPMXEQghh7DE694AYdAHkys+863M9/AJEnNPQY1gV36vqsWKmAc0u2L17d6xYsQKFhYWVHtuzZw9WrFiBnj171rs4qszj8ZhdAhmMmaqJuaqHmYaYEChr2hRlTZt6h88FQTAzFXFOiKZpELFxhjewfMcYczXQNA3IzYJ872VwVR4vvlfVY8VMA2pkXXrppdB1Hf/+97/x4YcfAgBWrVqFF154AVOmTEFCQgLGjh1raKHkFRcXZ3YJZDBmqibmqh5mGloyOhoHN27EwY0bIaOjg3IMq2cqHA5o190FRERAbvwect03ZpcUFqyeK1VmxUwDamQlJyfjiSeeQLdu3bBmzRoAwOrVq7Fx40b07dsX06dPh9PJLmsiIiKiYBJt2kMM987CKN9/BfJIpskVEREACFnHvmW3242ff/4ZKSkpaN26NQAgLy8Puq7D6XRC0+q1vnHYyszMhNvtNrsM2Gw2S3aZUvWYqZqYq3qYqXpUyVSWlUGfcS+wcztwUhdodz0Goej3MX+okiv9I5wytdvtSElJqXW7Or8DbTYbZs6ciT/++MN3n9PpRGJiorINrHDi4FoYymGmamKu6mGmIVZSgqSJE5E0cSIQpIveVclURER4hw1GOoA/foFcsdjskkylSq70DytmWudWkRACzZo1q3J9LAo+K77IqGbMVE3MVT3MNLSEriP6s88Q/dlnELoelGOolKlo0hzikusAAHLBO5D7dptckXlUypW8rJhpQF1Po0aNwhdffIH9+/cbXQ/VQg/S/2jIPMxUTcxVPcw0tKTdjpzp05EzfTqk3R6UY6iWqeg/FOjSC/C4ob/xDKTH/MsczKBarmTNTOt8TRYAvPnmm9i6dSsOHDiATp06ISUlBZGRkRV3LASuueYawwo1W7hck0VERERUHZmbDf3hW4GCfIhhY6GNvsrskoiU4u81WQE1ssaNG+fXdnPnzq3rrsNWuDSykpKSkJ2dbXYZZCBmqibmqh5mqh5VM5Wb1kB/+QlAaNDueRyifSezSwopVXNtyMIpU38bWbZAdq5S48lqgrWgIZmHmaqJuaqHmYaYriMiPR0AUNamDRCEybVUzVT06APRezDk2q+hv/kstKnPQ0TFmF1WyKiaa0NmxUw5HaDFlARphiUyDzNVE3NVDzMNLVFSgiZnnYUmZ50FEaRzr3Km4tLrgUapwOGDkHPfMLuckFI514bKipnWq5G1fft2LFy4EG+//TYOHDgAAHC5XPj7778teTKsIByGLJKxmKmamKt6mGno6U4ndKczaPtXOVMREwvtmkmAEJDffQX50w9mlxQyKufaUFkx04AaWR6PB08//TQeeughfPjhh/j8889x5MgRAN7uvOnTp2Pp0qWGFkpe8fHxZpdABmOmamKu6mGmoSVjYpCxbRsytm2DjAnOUDfVMxUndYY4dyQAQH/n/yDzwuOalmBTPdeGyIqZBtTI+vDDD7Fx40Zcf/31eO655yo8FhkZiTPPPBMbNmwwoj4iIiIiCpC46AogrTWQn+ttaNV9vjMiCkBAjazvv/8e5557LoYMGYK4uLhKj6elpeHQoUP1Lo4q4yLQ6mGmamKu6mGm6mkImQq7Hdq/7gJsNuDn9ZDffWV2SUHXEHJtaKyYaUCNrLy8PLRq1ar6nWoaXC5XwEVR9Y5fj4ysj5mqibmqh5mGmMuFxEmTkDhpEhCk7xQNJVPRoi3EyCsBAHLu65CHDphcUXA1lFwbEitmGlAjq1GjRti3b1+1j//xxx9o2rRpwEVR9RwOh9klkMGYqZqYq3qYaWiJsjLEzJuHmHnzIMrKgnKMhpSpOOdCoENnwFUC/c1nIYN0TsNBQ8q1obBipgE1svr164fly5dj+/btlR5bvnw51q5di/79+9e7OKqMY6nVw0zVxFzVw0xDS9psyH3wQeQ++CCkLaBlPWs/RgPKVGgR0K6dBERFA3/9DvnFx2aXFDQNKdeGwoqZChlA1R6PBzNmzMDWrVuRlpaGPXv2oFWrVigoKEBWVha6d++OyZMnQwvCwoFmyczMtOT0kURERETl9DVfQ771HBARAe2+pyFan2B2SUSWYrfbkZKSUut2ATWyAG+LcvXq1fjhhx+QkZEBKSWaNGmC3r17o3///pZcmbkm4dLISkxMRE5OjtllkIGYqZqYq3qYqXoaYqZSSuizZgCb1gDNWkJ7cCZEpPWGYtWkIeaqunDK1N9Gll/977Nnz0b//v3Rtm1bAMDhw4fhdDrRv39/DgsMMZV6B8mLmaqJuaqHmYaYrkM7eNB7s0kTIAjnvyFmKoSAdsXN0P/aBhzYA7ngHYhLrze7LEM1xFxVZ8VM/ap46dKlFSa6uOWWW7B+/fqgFUXV46yN6mGmamKu6mGmoSVKStC0Vy807dULoqQkKMdoqJmKeCe0CbcDAOSKxZC//WRuQQZrqLmqzIqZ+tXISkhIwMGjf00ic1nxRUY1Y6ZqYq7qYaahJ222oE16ATTsTEWXnhADhwEA9LeehywsMLcgAzXkXFVlxUz9+uTq0aMH5s+fjy1btiAmJgYAsHjxYnz//ffV/o4QApMnTzamSvJxOp3IysoyuwwyEDNVE3NVDzMNLRkTgwO7dgX1GA09UzH2GsjffgYO7Yd8fxbE9XebXZIhGnquKrJipn41sq6++mo4nU78+uuv2Lt3LwDgyJEjKCio/q8eqk18QURERKQS4YiCdt2d0GfcC7n+W+inngbtjAFml0WkhIBmFxw3bhxuu+029OvXLxg1haVwmV3QbreHRR1kHGaqJuaqHmaqHmbqpS96H3LJh0BMLLSpL0IkNza7pHphruoJp0z9nV3Qr2uynn76aWzbts3389SpU3HqqacGXh0FzG63m10CGYyZqom5qoeZhpjLhYT770fC/fcDQboeg5l6iQsuAVqfCBQVQn/7eUhdN7ukemGu6rFipn41sjZs2IDDhw/7fn7kkUewZcuWoBVF1YuKijK7BDIYM1UTc1UPMw0tUVaG2NmzETt7NkRZWVCOwUy9hM0G7V93AZGRwLafIVd+ZnZJ9cJc1WPFTP1qZCUnJ2Pnzp3BroWIiIgIgHdmwfy77kL+XXcFdYZB8hJNW0CMvQYAID+eDbl/t8kVEVmbX9dkvffee1i8eDGSk5MRGxuLPXv2oFGjRr6ZBqvcsRB46qmnDC3WTOFyTRYRERFRMEgpoT//MPDrZqBlW2hTnoSIdJhdFlFYMfSarMsvvxzXX389TjrpJDidTgCAw+FAfHx8tf/i4uLq9wyoSomJiWaXQAZjpmpiruphpuphphUJIaBdfTsQFw/s2Qn57v8hgPnRTMdc1WPFTP3qf9c0DUOGDMGQIUMAeGcXHDNmTIOaXTBcaJpf7WKyEGaqJuaqHmYaYlJC5OV5bzqdQBCWhmGmlYnERtBuuBf6s/+B/GEV0OoEiHMuMrusOmGu6rFipgFV/L///Q+nnXaa0bWQH0pLS80ugQzGTNXEXNXDTENLFBejWadOaNapE0RxcVCOwUyrJk4+FeKS6wAAct5bkL/9ZG5BdcRc1WPFTANqZKWkpMDh4BhdMxQH6X80ZB5mqibmqh5mqh5mWj0xeDhE78GA1KG/+hRkZobZJfmNuarHipn6NfHFuHHjIITAe++9B5vNhnHjxtW+YyHw4YcfGlJkOAiXiS+Sk5ORlZVldhlkIGaqJuaqHmYaYlICHo/3ts0WlOGCzLRm0l0K/cn7gPQdQFpraPc9BeEI/6m0mat6wilTfye+8OuarDFjxngvhjw6HrL8ZyIiIqKgEAKw4AKkKhH2SGg33Qd9+l3Avl2Qbz0P3DCZ3wGJ/OBXTxaFT09WZGSkJcelUvWYqZqYq3qYqXqYqX/kn79Bf/pBoMwDMfoqaMPGml1SjZiresIpU0OncKfwERERYXYJZDBmqibmqh5mGmKlpXA+9hicjz0GBOnLFTP1jzixE8RlEwEAcuG7kL/8aHJFNWOu6rFipnVeQt3tdmP16tX4+eefcfDgQRQXFyM6OhpNmzZFt27d0K9fP9i4MnvQREdHW/LiP6oeM1UTc1UPMw0t4fEgbtYsAED+v/8NGRlp+DGYqf+0AedB3/0X5LfLoL/2DLT7n4ZommZ2WVViruqxYqZ1ag3t3r0bTz75JDIzMwEAMTExiIqKQl5eHnbu3Im1a9diwYIFmDx5Mlq0aBGUgomIiEh90mZDwY03+m6T+cRlEyH37QL++h36S497J8KIjjG7LKKw5Pc1WSUlJfj3v/+NvLw8jBkzBv3790dycrLv8aysLHzzzTdYsGABEhMT8dRTTyEqKvxnoPFXuFyTRURERGQWmZsNfdqdQE4W0O0MaDfdB2HBhWKJAmX4NVkrV67E4cOHMWXKFIwcObJCAwvwTq04atQo3HvvvTh06BBWrVpV56KpdgkJCWaXQAZjpmpiruphpuphpnUnEpKg3Xy/d1r9n9ZBLplrdkmVMFf1WDFTvxtZmzZtQteuXXHKKafUuF3nzp1x6qmnYuPGjfUujiqz4oV/VDNmqibmqh5mGmJSAm6391+QJkJmpoERbTtAXHEzAEAu/gBy8w8mV1QRc1WPFTP1u5G1e/dudOrUya9tO3fujN27dwdcVF243W7cc889uOSSS5Cenl7hsV27duE///kPxo8fj5tuugmLFi0KSU3BxCGL6mGmamKu6mGmoSWKi9G8TRs0b9MGIkgXvDPTwGl9h0AMHg4A0N94FnJ/aL73+YO5qseKmfrdyCooKEBiYqJf2yYkJKCgoCDQmurkvffeqzR0EQCKioowbdo0NG7cGE888QSuuOIKzJs3D8uXLw9JXcFSVFRkdglkMGaqJuaqHmaqHmZaP+Lia4GTugCuYuj/Nx2yKDTf/WrDXNVjxUz9bmR5PB6/p2aPiIiAx+MJuCh/bd68GVu2bMGVV15Z6bHvvvsOHo8HN998M1q2bIm+ffti2LBhWLJkSdDrCiYrjkmlmjFTNTFX9TDT0JLR0Tjw22848NtvkNHRQTkGM60fYbNBu2EykJwCHDoA/bVnIPUys8tirgqyYqZ1mhP10KFD+Pvvv/3aLthycnLwyiuv4J577kFkFWtnbN++HR07dqzQMOzatSsWLVqEgoICxMXFVblft9tdoUtSCIHoIH24ExERUTWEgLTgF6uGRsQnQLvlfugz7gW2boT8ZA7E6KvMLovIdHVqZM2dOxdz55o/i4yUEi+99BLOOeccnHDCCVU26nJycpCamlrhvvLhjjk5OdU2shYuXIj58+f7fm7bti1mzJgBp9MJKSWys7MRHx8Pm80Gt9uNwsJC334LCwshhEBMTEyF49hsNng8HuTn5yMpKQmAt9tTSonY2FjftrGxsbDb7SgrK0NeXp5v2+LiYpSVlSEuLg6apiEiIgLR0dGIjIxEWVkZcnNzfUMmS0pK4PF4fM8vLy8PDocDDocDuq4jJycHSUlJEEKgpKQEbrcb8fHxAID8/HxERkbC4XD4nmtiYiI0TYPL5YLL5YLT6fRta7fbfdP0Z2Vl+bYtLS1FcXGx768OBQUFvprLt01ISEBERATcbjeKiop82x5/Dms63+Vdx8ee7/JzWNv5zs3NRUxMjO98H3sOjz3f5duWn+/yc3js+T72HNZ0vl0uF0pLSyucb7vdDk3TkJSUVOP5LigogM1mq3C+y89hbec7OzsbTqfTd75res0ee749Hk+FYcI1vWaPP9/FxcXQdb3C+a7uNXv8+c7Ly0NUVFSF813da/bY813+mj32fFf3mj3+9V1aWoqSkpIK57u61+zx57uwsBCaplU43/Hx8dA0DfHx8SH/jKjtfPMzIvDPCE3TkJycHPLPiKpes/yMMOYzoqSkxHecUH9GmPU9orbzHdBnRLfTUHLzfch/7hHIz+cjpmMXOPoMNu0zwu12+55PQ/ge0RA+I4qLixEXFxcW3yP87Xzxe52sQKZkHzhwYJ22nzNnTq2TUzz77LP4+eefsXbtWjzyyCPQNA2HDh3CrbfeiieffBJt2rQBAEybNg2pqamYOHGi73f37t2Lu+66CzNnzqx2seTqerLCZZ2sqKgolJSUmF0GGYiZqom5qoeZhlhpKeJffBEAkH/bbUAVo1bqi5kaS5//FuSyhUCkA9qUJyFatjWlDuaqnnDK1N91svzuyaprgykQI0aMqPU4TZo0wdatW7F9+3ZcfvnlFR6bMmUK+vXrh1tvvRWJiYnIycmp8Hj5zzVN4GG322G32wOoPjRiYmLC5kVGxmCmamKu6mGmoSU8HsTPnAkAKLjpJsggNLKYqbHE6Ksg96QDv22G/n/ToT04EyLOGfI6mKt6rJhpnYYLBpvT6fR1ydXk2muvxaWXXur7OTs7G9OnT8ekSZPQvn17AECHDh3wwQcfVJiwY8uWLWjevHm1QwWJiIgoPMiICBROmOC7TeFPaBHQJt4Nffq/gcwM6K8+Be2OhyGYHzVAfs8uGE4aN26MVq1a+f41a9YMANC0aVM0atQIANCvXz/YbDbMmjULe/bswZo1a/D5559j+PDhZpZeb9nZ2WaXQAZjpmpiruphpiHmcCD38ceR+/jjgMMRlEMwU+OJ2HhotzwAOKKAbT9Dfvx2yGtgruqxYqaWbGT5IyYmBg8++CAOHTqEKVOm4J133sGYMWMwZMgQs0url/IL9UgdzFRNzFU9zFQ9zDQ4RFpraNdOAgDIrxZBX7sypMdnruqxYqZ+T3zR0IXLxBfJycnIysoyuwwyEDNVE3NVDzNVDzMNLv2T9yA/+wiw2aHd+wREm/YhOS5zVU84ZervxBfK9mSpKhwaemQsZqom5qoeZhpaoqgIzVq3RrPWrSGOTrVtNGYaXOLCy4FTTwM8bugv/RcyLzRDvpireqyYKRtZFlNYWGh2CWQwZqom5qoeZhp6wuOB8HiCtn9mGlxC06BddxfQNA3IPgx91gzIIOZZjrmqx4qZspFlMTVNP0/WxEzVxFzVw0xDS0ZFIePHH5Hx44+QRxdQNRozDT4RE+udCCM6BtjxG+RHrwf9mMxVPVbMlI0sIiIiCj+aBr1ZM+jNmgEav65YmWjaAtp1/waEgFy5FPrqL80uiSjo+KllMUVBGpdO5mGmamKu6mGm6mGmoSO6nua9RguAnDML8vctQTsWc1WPFTNlI4uIiIjCT2kpYl9+GbEvvwyUlppdDRlAnH8x0KMPUOaB/uKjkL/9ZHZJREHDRpbFxMTEmF0CGYyZqom5qoeZhpbweJAwbRoSpk0L2uQXzDS0hKZB+9ddQJdeQGkp9Bcfg9y60fDjMFf1WDFTNrKIiIgo7MiICBRdfDGKLr4YMiLC7HLIIMIeCe2m+4BuZ3indv+/6ZA/rze7LCLDcTFiP4XLYsSapkHXdbPLIAMxUzUxV/UwU/UwU/NIjwf6608DG9cAERHQrr8HomcfQ/bNXNUTTplyMWJFxcbGml0CGYyZqom5qoeZqoeZmkfYbN6G1en9gbIy6K8+CX3DakP2zVzVY8VM2ciyGLvdbnYJZDBmqibmqh5mqh5mai4REQFx3Z0QZw4CdB3ytWeg/7Cy3vtlruqxYqZsZFmMJwQrpVNoMVM1MVf1MNPQEkVFaNqxI5p27AgRpOmbman5hBYBcc3tEP3OAaQO+eZz0L/7ql77ZK7qsWKmNrMLoLrJz883uwQyGDNVE3NVDzMNPS0vL6j7Z6bhQWgRwJW3ADYb5KrPIWe/CL2sDNqA8wLaH3NVjxUzZU+WxSQlJZldAhmMmaqJuaqHmYaWjIrCwdWrcXD1asioqKAcg5mGD6FpEJffCHH2CACAfO8l6CuWBLQv5qoeK2bKniwiIiIKP5qGsnbtzK6CQkgIAYz7l7dHa9lCyA9fhV7mhnbuKLNLI6oz9mRZTFGQxqWTeZipmpirepipephp+BFCQIy5GuL8SwAAct5b0JfOq9M+mKt6rJgpe7IshsuaqYeZqom5qoeZhpjbjZg5cwAARePHA0GYXYyZhichBMSoK6DbbJCfvg+58F3oHg/EiEu9vV21YK7qsWKm7MmyGCuuE0A1Y6ZqYq7qYaahJdxuJD7wABIfeADC7Q7KMZhpeNNGXAox6koAgFz8AeQnc/z6ss1c1WPFTNmTRURERGFHahqKL7jAd5saJu38i6Hb7JDz3oRc+hHgcQNjr/arR4vITEJasf/NBJmZmXAH6S9pdREREYGysjKzyyADMVM1MVf1MFP1MFPr0L9eAvnBqwAAcfYIiHH/qrahxVzVE06Z2u12pKSk1Lod/zRkMTExMWaXQAZjpmpiruphpuphptahDR4OccXNAAC5YjHk+7Mgdb3KbZmreqyYKRtZFmMPwoW/ZC5mqibmqh5mqh5mai3agPMgrr4dEMK7aPG7/1dlQ4u5qseKmbKRZTHh0lVKxmGmamKu6mGmoSWKi9GkZ0806dkTorg4KMdgptaj9R0Cce0kQGiQ330F+fbzkHrFHJmreqyYKSe+sJjc3FyzSyCDMVM1MVf1MNMQkxIRGRm+28HATK1JO3MQ9Agb5OvPQK5dCXg8wHV3QUREAGCuKrJipuzJspjk5GSzSyCDMVM1MVf1MNPQkg4HDi1bhkPLlkE6HEE5BjO1Lu20s6DdMBmIiIDcsBr6q09BejwAmKuKrJgpG1lEREQUfiIi4OncGZ7OnYGjPRRExxI9+kC76T7AZgM2rYE+6wnIMJgJmghgI8tyioM0Lp3Mw0zVxFzVw0zVw0ytT3Q9HdotDwA2O/DzeugvPY4iCw4to5pZ8b3KdbL8FC7rZEVGRqK0tNTsMshAzFRNzFU9zDTE3G5EL1gAACgePRoIwuxizFQd8refoP/fNKC0FEhsBKS1gmjaAmjaAqJZC6BJGpCQxEWMLSqc3qv+rpPFRpafwqWRlZycjKysLLPLIAMxUzUxV/Uw09ASRUVo1r49AODAjh2QQVgnh5mqRf6x1dvQKi6qeoPoGG+jq0ka0DTtaOOrBZDaDMKCU4Q3JOH0XvW3kcXZBYmIiCjsSE1DyeDBvttEtREndYY2403E5x5B3o5tQMZeyAN7gYy9wOFD3sbXzu2QO7cDAHy9DEIDUpoATY42vMobYs1aAHFO9n5RQNiT5adw6cmKiIiw5FoBVD1mqibmqh5mqh5mqqaqcpVuN3DogLfhlbEXyNjn/e/BfdX3fAFAbLy316tpmrfxldYG6NTNN108hUY4vVc5XNBg4dLIiouLQ0FBgdllkIGYqZqYq3qYqXqYqZrqkquUEsjNPtr42lehEYaszKrXaGvWEtqoK4FuZ7CXK0TC6b3K4YKKioyMNLsEMhgzVRNzVQ8zVQ8zVVNdchVCAInJQGIyxMmnVnhMulzAof2+xhcy9kL+uhk4sAf6S48DJ5wMbfRVEB06G/0U6DhWfK+ykWUxuq6bXQIZjJmqibmqh5mGliguRsqQIQCAzOXLIaOjDT8GM1WTUbkKhwNo2RaiZVvffbKoEHLZQsjli4C/fof+1P1A557extYx25GxrPhe5XBBP4XLcEEiIqKGIBSzCxIFSuZkQX42F3L1l0BZGSAExOn9IS4aD5HS1OzyKIh4TZbBwqWRFU5TWJIxmKmamKt6mGmIlZUhctMmAEBpjx5AECYaYKZqCmWu8tB+yE/mQG5Y7b0jwgYx4DyICy6BcCaGpIaGIJzeq7wmi4iIiKwrIgKlp51mdhVENRKpzSEm3gM5dBT0Be8Cv22G/HoJ5PcrIM69COLckRBR7IVtiNiT5adw6cmKiYlBUVENU42S5TBTNTFX9TBT9TBTNZmZq9z2M/SPZwO7/vTeEZ/g7dXqfx4XPK6HcHqvcrigwcKlkWW328OiDjIOM1UTc1UPMw0xjwdRn38OACgZNgywGT/4hpmqyexcpZTApjXQF77nXYcLABqleq/XOqM/hMY1turK7EyPxUaWwcKlkRVOY1LJGMxUTcxVPcw0tEIx8QUzVVO45Co9Hsg1yyE//RDIPVpPWmtoo68CuvTiGlt1EC6ZArwmi4iIiCxMCgFX796+20RWI2w2iP7nQZ4xCPLrxZCffwzs2wX9xceA9p2gjZ4AcWJHs8ukIGFPlp/CpSfLZrPB4/GYXQYZiJmqibmqh5mqh5mqKVxzlYX5kJ9/DPn1EsBd6r2z6+nQRl0FkdbK3OLCXDhlyuGCBguXRlZsbCwKCwvNLoMMxEzVxFzVw0zVw0zVFO65yqzDkEs+hPxuOSB1QGgQvQdBXHg5RKPav7w3ROGUqb+NLC0EtZCBHA6H2SWQwZipmpirepipepipmsI9V5HcGNpVt0J75H9Aj96A1CHXrID+4I3QF8yGLO/lIp9wz7QqbGRZjK7rZpdABmOmamKu6mGmIVb8/+3de5yMdf/H8dc1O3uaPVrudVhirV2HxRJ+FFmHpMIdtSQqh6J0cEqIUjmEW0sOSbEiOaUiyalulI2kWyVS1imbmxZ7Pu/sXL8/tr3uHXZZzGHn2s/z8fB47Fzznbm+1/WeGfOd7/f6fnP4R7du/KNbN8jJscsuJFN9cpVclZq1cRvxEoZJb0LDZmAuQN32CZapo1BP/ubs6lUorpJpSTJcsJwqynBBIYQQojJwxOyCQlQUqqrCzwewfLikaCZCRUG5+58oDzyK4oK9OHomwwV1qkqVKs6ugrAxyVSfJFf9kUwdS/X05PLatVxeuxbVTl8yJVN9csVcFUVBadEOw+uLUO7oAqqK+uVnWKaORD1+1NnVczpXzFQaWS5G1lTQH8lUnyRX/ZFMHczNjbyOHcnr2BHc7LN4q2SqT66cq+Lji2HoaAwjp0BgVUg6j+XNSVjWLUXNy3V29ZzGFTOVRpaLycvLc3YVhI1JpvokueqPZKo/kqk+6SFXpVnrol6tDt2KerX+/TmW10ei/v6Ls6vmFK6YqVyTVU4V5Zosd3f3ClEPYTuSqT5JrvojmTqY2Yznnj0A5HXqBEajzXchmeqT3nJVjxzCsmoRJF8CQOl0P8pDg1C8vJ1bMQeqSJnKNVk65efn5+wqCBuTTPVJctUfydSxlPx8qg4aRNVBg1Dy7TOltWSqT3rLVWl6O4bXFqF0vBcAdc9WLK89j3rsZ+dWzIFcMVNpZAkhhBCiwlEVhfyoKPKjolBd8HoMIWxJ8TZheOwZDGOnQdVguJyEZe4rWFYtRs3Jdnb1RClkuGA5yXBBYS+SqT5JrvojmeqPZKpPes9Vzc1B/XQl6u6tRRuCqmF4/HmUyJbOrZgdVaRMZbigTrm7uzu7CsLGJFN9klz1RzLVH8lUn/Seq+LljWHA0xjGzYB/1IDkS1jeehXLyoWo2VnOrp5duGKm0pNVTmX1ZJnNZrKzHddNazQaMZvNDtufsD/J1HZMJhNGO1wcfzOCgoJITk52djWEDUmm+iOZ6lNlylXNy0XduAp11xZQVQisiuHxZ1GatXZ21WyqImVa3p6sivFtxEWZzWaysrLw8/PDYHBMp6CbmxuFhYUO2ZdwDMnUNiwWCxkZGfj4+FSIhpb8fqU/kqmD5eRQrX9/AC6tWwfetp9JTTLVp8qUq+LphdJ/GGqr9lhWLICk/2JZMBXlji4oDz+J4uPr7CrahCtmKj1Z5VRaT1Z6ejq+vr4Oa2AJIa7NYrGQmZmJv7+/s6sihLhFSnY2NcPDATifkIBqMjm5RkJUbGpeHupnH6J+tbmoVysgCMOjI1BatHV21XRFrslyEEc3sNzstOq9cB7J1HYq0g8egYGBzq6CsDHJ1LFUDw+S4+JIjotD9fCwyz4kU32qrLkqnp4Y+j2BYcJsqBECaclY3p6BZVksama6s6t3S1wx04rzjUQIIXSkIjX4hG1Ipg5mNJJ7773k3nuvXRYiBslUryp7rkpYIwyvvIXS/UFQDKgHvsby6nOoh/Y7u2o3zRUzdb0aV3IyulN/JFN9ysvLc3YVhI1JpvojmeqT5AqKhyeGmMEYXvoX1KwD6alY3pmJZecmZ1ftprhiptLIcjEWi8XZVdCsX7+exo0ba7djY2Pp1q2bVZnY2FiioqIICQlh+/btdq1P27ZtWbp0qV33YQ8VKdOKLjExkZCQEI4cOeLsqlyXK/6HIK5NMnWwwkI89u3DY98+sNPkQJKpPkmu/6OERhT1at3TGwB1w3Is3+12bqVugitmKo0sF2Or63eSkpJ4+eWXueOOOwgNDaV169YMGjSIvXv33vRzPv3006xfv167nZCQwNy5c5k9ezY//vgjnTt3tkXVy7R161YeffRRu+7jRm3bto2ePXvSqFEjIiIi6Ny5M1OmTNHuX79+PSEhIYSEhFCnTh2aNGlCz549mTdvHunp1uOnR48ezdChQ61uFz+2bt26REVF0b9/f9atW1euhltGRgazZs2iY8eO1K9fnxYtWvDwww+zdetWm/auXVnvykIm39AfydSxlLw8qvXtS7W+fVHs9AVLMtUnydWa4u6OEjME5e4HAFBXLEA98h8n1+rGuGKmzp/nWDhcYmIivXv3xt/fn5dffplGjRphNpvZs2cPkydP5ptvvrmp5/Xx8cHHx0e7febMGQC6d++Ooig3Xd+CgoJyLUJXtWrVm96HPezdu5cRI0YwYcIEunXrhqIoJCQkXHV+/fz8+Oabb1BVlfT0dH744QcWLVrE+vXr2bRpEzVq1ChzH507d2bu3LkUFhZy6dIldu/ezZQpU/jiiy94//33y5zKPC0tjT59+pCens748eNp0aIFbm5ufPfdd8yYMYP27dsTEBBg0/NxPeXNWQhRSSgKBRER2t9CiJunKAr0HQIZqUXXaL0zC8ML01HqN3R21XRLerJsSFXVokXh7PivMCe79PtuoOdh0qRJAHzxxRf06NGDsLAwGjZsyFNPPcXnn3+ulXv33Xfp2rUrDRo0oHXr1rz00ktkZZW9knjJ4YKxsbEMHjwYgNq1axMSEgIUDY2bN28erVq1IjQ0lG7durF79/+6rYuHg3322Wc89NBD1K9fn08//VTrDVmyZAktW7YkMjKSSZMmWU2rf+VwwRut/7PPPsvTTz9tta2goICmTZuyYcMGALZs2ULXrl0JCwsjMjKShx9+uMzFqL/88ktat27NiBEjaNCgAWFhYdx777288cYbVuUURSE4OJjq1asTHh7OI488wmeffUZWVhYzZswos74AHh4eBAcHU7NmTZo1a8bIkSNZvnw5u3bt4qOPPirzcbNmzSIxMZEtW7bQr18/IiIiCAsLY+DAgezcuVNrLKempjJy5EiaNGlCWFgYjz76KKdOndKep3jI6J49e4iOjiY8PJyBAwfy119/AUWvgw0bNrBjxw6t123fvn1l5ny914cryczMdHYVhI1Jpo6lentzcfduLu7ejWqHNbJAMtUrybV0isGAMngkRLaE/DwsC6eiXvjT2dUqF1fMVHqybCk/D8tz/Zyya8Oij8DT67rlUlJS2L17NxMmTMBUypojJXsvDAYDU6dO5bbbbuOPP/5g0qRJTJ8+nZkzZ153P08//TS1a9dm7Nix/Pjjj9r2ZcuW8e677zJ79mwiIyNZv349Q4YMYdeuXdSvX18rN3PmTKZMmULTpk3x9PRk//797Nu3j+DgYDZs2MDp06cZMWIEkZGRDBw4sPRzcoP179OnD0899RRZWVlaI2PPnj3k5ORw33338ddff/Hss88yefJk7rvvPjIzMzlw4ECZDdzg4GA2bdrEb7/9RqNGja57zkqqVq0affr0Yf369RQWFt7QMNEOHTrQpEkTtm3bxoABA66632KxsHnzZvr06VNqL1nJ3sgxY8Zw+vRp3n//fXx9fXnjjTd47LHH2LNnj9brlJOTw5IlS1iwYAEGg4Hnn3+eadOmsWjRIp5++mkSEhLIzMxk7ty5QNE0rMWNsCtzLu/rwxUYjUby8/OdXQ1hQ5Kp/kim+iS5lk0xumN4eiKW2JfhTAKWea9imPgvlCoVazTQlVwxU+nJqmTOnDmDqqo0aNDgumWHDRtG+/btqVOnDh06dGD8+PFWPV3X4uPjozXYgoODCQ4OBop6l5555hkeeOABGjRowOTJk4mMjGTZsmVWj3/yySe5//77ue2226hevTpQ1ACcMWMGDRo0oFu3bnTt2pX4+Hib1b9Tp06YTCa2bdumbdu0aRP33HMPvr6+JCUlYTabuf/++6lTpw6NGzdm8ODBVo2SkoYOHUpUVBRdu3albdu2jBgxgnXr1pX74s0GDRqQmZlJSkpKucpf+djExMRS70tOTiY1NfW6r4FTp06xc+dO5syZQ9u2bYmMjGThwoVcuHDBahKTgoICZs2aRVRUFM2aNWPw4MFaLj4+Pnh5eWk9bsHBwXiUWO/mypzL+/pwBV5e1//RQ7gWyVR/JFN9klyvTfHyxjByClQPgeSLWOa/hppdsXuKXDFT6cmyJQ/Poh4lO3Jzc6OwtFmWPDzL9fgbGVb4zTffsGjRIk6ePElGRgaFhYXk5uaSk5OD900M3cjIyODChQu0adPGanvr1q359ddfrbZFRUVd9fiIiAirHp3q1atz7Ngxm9XfaDTSq1cvNm7cSExMDNnZ2ezYsYPFixcD0KRJEzp06EDXrl2Jjo4mOjqaHj16lLlAnslkYtWqVZw5c4Z9+/Zx6NAhpk6dyrJly/j888+vew6Ls7qZ69lUVS3zceV9DZw4cQKj0cjtt9+ubQsKCiIsLIwTJ05o27y9valXr552u3r16ly6dKlc+yiZ8428PoQQlUBODlWHDAHg8vvvg52GDApRGSl+ARhGv4Zl1gQ49weWRdMxjH4dpZzfJ8X1SU+WDSmKguLpZdd/FqN76feV84t4aGgoiqJYfUkuTWJiIoMHD6Zx48a89957bNu2Tbs+yBHdtaU1QEqbFKGsBsPN1r9Pnz7Ex8dz6dIltm/fjpeXlzYropubG+vWrePDDz8kIiKC999/n44dO3L27NlrHku9evUYMGAAb775Jtu3bychIYHNmzdf8zFQ1Mjx8/OjSpUq1y1b2mPr1KlT6n1Vq1YlICDguq+B8royF0VRyt2Qu5nGuqtITk52dhWEjUmmjqWoKp579+K5dy+KndYTlEz1SXItH6VadQyjXwVvH0j4FcvSWFQ7LZdwq1wxU2lkuZhbncK9SpUqdOrUiRUrVpQ6YUNaWhoAhw8fxmKx8Oqrr9KqVSvCwsK4cOHCLe3bz8+PGjVqcPDgQavtP/zwAxHFM0jZyM3Wv02bNtSqVYvNmzezceNGevbsadWIUBSFNm3aMG7cOHbs2IG7u7vV8MLrqVOnDt7e3mVOllHs0qVLbNy4ke7du9/wKufx8fEcO3aMHj16lHq/wWDgn//8Jxs3biz1nGRlZWE2m2nQoAFms5lDhw5p9yUnJ3Py5EnCw8PLXR8PD4/Se1+v4MjXhyM4enZGYX+SqWOpHh6kLFxIysKFqCWGGduSZKpPkmv5KbVDMTw3GYzu8NN3qKvfsekyLrbiipnKcMFKaMaMGfTu3ZsePXowbtw4GjduTGFhId988w0ffPABX3/9NfXq1aOgoIDly5fTrVs3Dh48yKpVq255308//TSxsbHUrVuXyMhIPvroI44ePcrChQttcGT/cyv17927N6tWreLUqVParIIAhw4dIj4+nujoaKpVq8ahQ4dITk4us8ERGxtLTk4OXbp0oXbt2qSnpxMXF0dBQQF33XWXVk5VVZKSkrQp3P/zn/+wcOFC/P39tZkgy5Kfn09SUpLVFO6LFi3i7rvvJiYmpszHTZgwgf3799OzZ08mTJhAVFQURqOR77//noULF7J161bq169P9+7dGT9+PLNnz8bHx4eZM2dSo0YNunfvXq5zCUWzS+7Zs4cTJ04QFBSEn59fmWUd9fpwBFutaScqDsnUwYxGch580K67kEz1SXK9MUpEUwzDX8TyzizUvTshoArKA6VPKuYsrpipNLJcjC1+Xahbty7bt29nwYIFTJ06laSkJIKCgmjevLk2815kZCSvvvoqixcvZubMmbRr146XXnqJUaNG3dK+n3jiCTIyMpg6dSqXL18mPDyc999/3+Yzx91K/R988EEWLFhA7dq1ra4P8vPz48CBAyxbtozMzExCQkKYMmUKXbp0KfV52rVrx4oVKxg1ahSXLl0iICCApk2bsnbtWqtJJzIyMmjZsiWKouDn50dYWBgxMTE8+eST12yQAOzevZuWLVtiNBoJCAigSZMmTJs2jb59+16zB6xKlSp8/vnnvP3228yfP59z584REBBAo0aNeOWVV7RF/+bOncuUKVMYNGgQ+fn5tGvXjlWrVt3QelYDBw5k//793H///WRlZbFhw4YyhzI66vXhCK42C5K4PslUfyRTfZJcb5zSsh3Ko0+jrlqMumU9Fr8ADF16OrtaGlfMVFErYp9gOTz77LNcvHjRatuAAQPo3bu3dvuPP/4gLi6OkydP4u/vz7333ssDDzxwU/u7ePGi1ZpMAOnp6S65ArUQelZR3pdlTlIjXJZk6mCFhbj/8gsABc2agR1+yZZM9UlyvXmWLetQP1sDioIy7EUMbTo4u0pAxcrU3d2df/zjH9ct59I9Wf369ePuu+/Wbpec3jE7O5vp06fTrFkzhg0bxtmzZ3nnnXfw8fGxeoyrqUgvMmEbkqk+BQQEuOSFuqJskqljKXl5/OPva0vPJySglrK2462STPVJcr15So+HIS0Vdc9W1Li5qL5+KI2vnvHZkdTsTNx/+g5zuy4oN3idujO5dCPL29u7zOmz4+PjMZvNPPPMMxiNRurUqcOZM2fYsmWLSzeyhBBCiEpBUTDXrq39LYSwP0VR4JFhqBmp8J99WBa/gWHcGyh1wxxeFzUnG/Xfm1F3fkZWThYGDy9oXTF61srDpRtZmzZt4pNPPqFatWp06NCBHj16aBfGHT9+nMaNG2M0/u8Qo6Ki+Oyzz8jMzMTX17fU5ywoKLAaFqgoSoWaZtpisTi7CsLGJFN9ysys2As7ihsnmTqW6u1N0oEDdt2HZKpPkuutUQxuGJ54AUtWJvx2GMv81zBM/BdKcE2H7F/NzUHd/QXqjo2QlVFUp5C6YPJxyP5txWUbWffddx+hoaH4+vry+++/s3btWlJSUhg0aBAAqampBAcHWz2muNcrNTW1zEbWxo0b+fjjj7XboaGhzJ49G39/f1RVJSUlBT8/P4xGI1lZWcD/Zjwp/rJcPOFAYWEhBoNBWzfIYrGUq2zx7dLKKoqC2Wwus6yqqqiqWq7nvbKsxWIpWuurjLJX1v9Gyl55rDdS9mbOoa3O942ew5s53waDAVVV5Xzb6HwbjUaCgoLIy8sjLy9Puz4rIyMDd3d3vLy8tPdyYGAgBoOB/Px8cnNztbKZmZm4ublpP7AkJycTEBCAm5sb+fn55OTkaNPJZmVlYTAYtLLFnxEeHh7k5eWRlZWlffZkZWWhKAqmv4c9FX8WGY1GzGYzGRkZ2rpo2dnZqKqKj4+PVtbHxwd3d3cKCwtJT0/Xyubk5FBYWKh9rqWlpeHt7a1Nn5+WlkZQUBAAubm5mM1mrWx6ejqenp54enpisVhITU2lSpUqKIpCbm4uBQUF2gQsGRkZeHh44OnpedU5vNb5Lj6HJc93yXN4rfNdUFBAdna21fkueQ5LfiYXFBRYne/ipRJKnu/ic3i9852WlobJZNLOd1paGv7+/lgslmue7+JzWPJ8lzyH1zrfeXl55OfnW53vsl6zV57vzMxMjEaj1fku6zV75flOSUnB399fO9/Xes2WPN9ms5nMzEyr813Wa/bK852Tk4PFYrE632W9Zq883+np6Xh5eVmd77JesyXPd/E5LHm+FUXRntfRnxGlvWblM8I2nxGenp5a/R35GVHWa9YlPyO8vfGcPIe0Kc9hPp0AC14n8I0lFPr42e0zIv3SRbwO7CZ70xrU9FQA3GrdhunhodCqPQY3N4d/RpT2mi1v50uFmvhi9erVfPbZZ9csM2/ePEJCQq7avmvXLpYuXcoHH3yAu7s706dPJzg4mOHDh2tl/vzzT8aOHcvcuXOpXTwE4Qpl9WRVlIkv5Pod/ZFMbauiTHwRFBQk1wTojGSqP5KpPkmutqOmpWCZPQEuXoDb6hcNHfS27fWRakE+6tfbUbd9DH83rgiuidKrP8r/dUQxuFWoTF1y4otevXrRqVOna5apXr16qdvDw8MpLCzk4sWL1KpVi8DAQFJTU63KFN8u6zouKDpxNzI9tRBCCCHsIDeXKs88A0DK4sVQYnIrIYRjKAFVMIx+DcusCXD2VNE1WiNfRbHBd2W1oAA1fifq1g2Q+ncDqmpwUeOqXWcUF1wbq6QK1cjy9/e/6V+gz5w5g6Io2uMjIiJYu3YtZrNZuy7r8OHD1KpVq8yhgq5Aejz0RzLVp5SUFGdXQdiYZOpYisWC944dAKRaLNhj2I1kqk+Sq20pwbUwjHoNy5xJ8Nth1Li5MHwciuHmGkGquQB1379Rv/gIki8VbQyqhtLjYZQ7u6AYr27AuWKmFaqRVV7Hjx8nISGByMhIvL29OX78OCtXruSuu+7SGlAdOnRgw4YNLFmyhAceeIDExES2bdumXbPlqmRomf5Ipvrk7+9PWlqas6shbEgydSzV3Z3Uf/1L+9seJFN9klxtT6kbhuHZSVjmv476n29hXQA88pR2TXR5qIWFqN/tRv18HVxOKtoYGIRyfz+UDt2u2TvmiplWqGuyyuvUqVPExcVx7tw5CgoKCA4OpmPHjvTs2dNqqF/JxYj9/Py49957rRYrvhFyTZawF8nUtuSaLGEvkqn+SKb6JLnaj+VgPOrSOaCqKA8MxNDz4es+RrUUoh74BnXLOkg6X7TRPxDlvhiU6HtR3D2u+xwVKdPyXpPlko0sZ6gojSyDwVBpp/xOTEykXbt27Nixg6ZNm5ZZLiYmhiZNmjB16lQH1u7mVeZM7aGiNLL8/PzIyMhwdjWEDUmm+iOZ6pPkal+Wf29BXfceAMpjz2Lo2L3UcqrFgvpDPOrna+HCuaKNvv4o9z6E0ul+FE/Pcu+zImUqjSwbqyiNLFsYPXo0GzZsAIpeKCEhIcTExPD8889brStW0RQWFnL58mWCgoIwGo3s27ePvn378uuvv2rTjkLRuF13d3e7X3u3d+9e5syZw2+//YbJZKJv375MmDDB6hxu3ryZhQsXcurUKapWrcqQIUMYMWKEXetV2VWU96U0nvVHMnUwiwVjQgIA5vBw+HvpBluSTPVJcrU/y8YPUbd+BIoBw4iJKC3bafepFgv8+B2WzWvgv2eLNvr4oXTvg9K5B4rXja8/W5EydcnZBcX12WpoWefOnZk7dy75+fn8+9//ZvLkyRiNRp5//vmryubn5+Phcf2uXHtzc3O7au2z0hSvaWFPR48e5fHHH2fkyJHMnz+fCxcuMHHiRAoLC5kyZQpQtKzA888/z7Rp04iOjiYhIYHx48fj5eXFkCFDtOeS4YL6FBgYWGGGNgjbkEwdS8nNJbhLFwDOJySgmmw7bTRIpnoludqf0nsgpKegxn+J5b05GMa8DuGR8PMBLJ+thT9PFxX09kG55wGUrv+8panfXTFT2/8sJFCys1Gys6FkJ2F+ftG2vLzSy5ZsnRcUFG3Lzb2qLFlZV5W9GR4eHgQHB1O7dm0GDRrEXXfdxc6dO4Ginq6hQ4cyf/58br/9djp27AjAsWPH6Nu3L2FhYURGRjJ+/HhtQeaSj5s7dy7NmjWjYcOGTJgwgfz8fK1MXl4er7zyCs2bN6d+/fr07t2bn376Sbs/NTWV5557jmbNmhEWFkb79u1Zv349UDRcMCQkhCNHjpCYmEjfvn0BaNKkCSEhIYwePRooGi5Y3NApfs6RI0fSpEkTwsLCePTRRzl16pR2//r162ncuDF79uwhOjqa8PBwBg4cyF9//VXm+du8eTONGzdmzJgxhIaGcscddzB58mRWrlyprTT/ySef0L17dx5//HHq1q3L3XffzXPPPcfbb7+NdCALIcT1FQYFUfj3gqNCiIpDURSUR5+BqP8DcwGWRTOwzHgBy9tvFDWwvLxRevbHMGsphp79bb62liuQRpYd1AwPp2Z4OIYSLW7fd96hZng4AS+/bFW2evPm1AwPx+3cOW2bz4oV1AwPJ3DcOKuywW3bUj0sTBs+AWD66COb1NnLy8tqOGR8fDwnT55k7dq1rFy5kuzsbAYOHEhgYCBffPEF7777Lnv37mXy5MlWzxMfH09CQgIff/wxb7/9Ntu2bWPu3Lna/TNmzGDr1q289dZbbN++nXr16jFw4EBtas45c+Zw/PhxPvzwQ/bs2cPMmTNL7ZmqVasWS5cuBeCbb77hxx9/LPMarDFjxnD48GHef/99Nm/ejKqqPPbYY1bHm5OTw5IlS1iwYAGffvop586dY9q0aWWer/z8fDyvGEvs5eVFbm4uhw8fvmaZ8+fP8+eff2rbKkr3t7Ctkj9ACH2QTB1LNZn465df+OuXX+zSiwWSqV5Jro6huLlhGP4iNGgCOVnwxwnw9EK5LwbDzKUYHhiAYrLNpRuumKk0sio5VVX55ptv+Prrr2nfvr223WQy8eabb9KwYUMaNmzIxo0bycvLY/78+TRq1IgOHTowffp0PvnkEy5evKg9zt3dnblz59KwYUPuvvtuxo0bx/Lly7FYLGRnZ/PBBx/w8ssv06VLFyIiIpgzZw5eXl6sW7cOgHPnztG0aVOioqKoU6cOHTt25J577rmq3m5ubtqi0tWqVSM4OLjU63BOnTrFzp07mTNnDm3btiUyMpKFCxdy4cIFtm/frpUrKChg1qxZREVF0axZMwYPHkx8fHyZ561Tp0788MMPbNq0icLCQs6fP89bb70FQFJS0bSk0dHRbNu2jb1792KxWDh58iTvvvsuwDV7yYQ+3Mi0tsI1SKb6I5nqk+TqOIqHJ4bnXka5ozPKvQ9heOM9DA8+juJr22ujXTFTuSbLDs7/3dOkev/vwr7MESPIGjYM9YrVq//6u9dDLbGSfdbgwWQPHIh6xUW+SQcOYDAYKCxxfVR2v343VcevvvqK8PBwzGYzFouF3r1788ILL2j3N2rUyOo6rISEBBo3boypxK+Jbdq00RoPxRcANmnSBO8Sx92qVSuysrL473//S3p6OgUFBbRp00a7393dnRYtWpDw9zl7/PHHGTZsGL/88gvR0dF0797dqvyNOnHiBEajkdtvv13bFhQURFhYGCdOnNC2eXt7U69ePe129erVuXTpUpnPGx0dzcsvv8zEiRMZOXIkHh4ejB49mgMHDmgfBAMHDuSPP/5g8ODBFBQU4OfnxxNPPEFsbCyGEtkaDAa5JkuHTCYTuVcM+RWuTTLVH8lUnyRXx1J8fFGGjrHrPlwxU+nJsgPVZCoa2lCy1e3hUbTtiuFjWtmSDSp396JtJRpexWXx8bmq7M2488472blzpzYscP78+VYNKJOdhmZcT5cuXfj+++8ZNmwYf/31F/3793fIVOzuV5xHRVGue93UU089xbFjx/j+++/55Zdf6N69aArTunXras8xefJkjh8/zoEDB/jxxx9p0aKFVRkhhBBlyM0l8LnnCHzuuauuURZCiIpOGlkuxlY9HiaTidDQUEJCQso1bXt4eDjHjh0jOztb23bw4EEMBgNhYWHatl9//ZWcnBzt9qFDh/Dx8aFWrVrUq1cPDw8PDh48qN1fUFDATz/9REREhLatatWq9OvXj4ULF/Laa6+xevXqUutU3DC61jlp0KABZrOZQ4cOaduSk5M5efIk4eHh1z3u61EUhRo1auDt7c2mTZuoVasWzZo1syrj5uZGzZo18fDwYNOmTbRq1YqqVatq90svlj4VX2co9EMydSzFYsG0cSOmjRtR7HTtqmSqT5Kr/rhipjJc0MU4a52ABx98kNjYWEaNGsULL7zA5cuXeeWVV3jooYes1gooKChg3LhxjBo1isTERGJjYxkyZAgGgwGTycRjjz3G9OnTCQwMJCQkhMWLF5Obm0v//v2BookvmjdvTkREBPn5+dqwxtLUrl0bRVH46quv6Nq1K15eXvj4+FiVqV+/Pt27d2f8+PHMnj0bHx8fZs6cSY0aNbSep5v1zjvv0KlTJwwGA1u3buXtt99myZIluP09JDQ5OZktW7Zw5513kpuby0cffcQXX3zBxx9/bPU8FWntB2E7fn5+pKenO7sawoYkU8dS3d1Je+017W97kEz1SXLVH1fMVBpZLsZZF/55e3uzevVqpkyZQo8ePfDy8qJHjx68+uqrVuU6dOhAaGgoDz74IPn5+fTu3ZuxY8dq90+aNAlVVRk5ciRZWVk0b96c1atXa5NYuLu7M3PmTBITE/Hy8qJt27YsXry41DrVrFmTF154gZkzZzJ27FhiYmK0ySdKmjt3LlOmTGHQoEHk5+fTrl07Vq1addUQwRu1a9cuFixYQH5+Po0bN2b58uV0+XtNl2IbNmxg2rRpqKpKq1at2LBhAy1btrQq44oXc4rrq8gLe4ubI5k6mLs7WcOG2XUXkqk+Sa7644qZKqos2FMuFy9etJryGyA9Pb3UGe3sqSL3eowePZr09HSWL1/u7Kq4lIqcqStyxvuyNP7+/i73q5u4NslUfyRTfZJc9aciZeru7m41iqssrtcsrOTky7j+SKb6VLwotdAPydTBLBZtDcnCkBDrSZ9sRDLVJ8lVf1wxU5n4wsW4XTEFvHB9kqk+FQ+BFfohmTqWkptL9XbtqN6uHYqdZheUTPVJctUfV8xUerKEzZR2PZQQQghxsywl1l0UQghXIo0sFyNDy/RHMtWnkssdCH2QTB1LNZm4UGLReHuQTPVJctUfV8xUhgsKIYQdyJxC+iOZ6o9kqk+Sq/64YqbSyLpFju6FMNjhwl/hXJKp7VSkXsEr12wTrk8y1R/JVJ8kV/1xxUzl290tMJlMZGRkVKgvdkJUVhaLhYyMDEwmk7OrIoSwhbw8Al58kYAXX4S8PGfXRgghboisk1VOpa2TBWA2m11ynKgQemQymSrMgoWy/pn+SKaOpWRnUzM8HIDzCQmodvgBRTLVJ8lVfypSprJOloMYjUaHLnzq5+dHRkaGw/Yn7E8y1ScfHx/JVWckU8dSjUbSx4/X/rYHyVSfJFf9ccVMpZHlYtzd3Z1dBWFjkqk+Sa76I5k6mIcHmaNG2XUXkqk+Sa7644qZyjVZLsZsNju7CsLGJFN9klz1RzLVH8lUnyRX/XHFTOWarHIq65osR1MUxSWnsRRlk0z1SXLVH8nUwVQVQ3IyAJagIFAUm+9CMtUnyVV/KlKm5b0mS3qyXEyVKlWcXQVhY5KpPkmu+iOZOpaSk0ON5s2p0bw5Sk6OXfYhmeqT5Ko/rpipXJNVThVlxjJFUVxyXKoom2SqT5Kr/kimDubpCS1bAmD09AQ7nHvJVJ8kV/2pSJmWt00gwwWFEEIIIYQQwoZkuKALycnJYcKECeTYadiEcDzJVJ8kV/2RTPVHMtUnyVV/XDVTaWS5EFVVOX36dIW58E/cOslUnyRX/ZFM9Ucy1SfJVX9cNVNpZAkhhBBCCCGEDUkjSwghhBBCCCFsSBpZLsTd3Z2YmJgKM7uKuHWSqT5JrvojmeqPZKpPkqv+uGqmMrugEEIIIYQQQtiQ9GQJIYQQQgghhA1JI0sIIYQQQgghbEgaWUIIIYQQQghhQ9LIEkIIIYQQQggbMjq7ApXNr7/+yubNmzl9+jQpKSmMGzeO//u//9PuT01NZfXq1Rw+fJisrCwaN27M0KFDqVmzJgBJSUk899xzpT73mDFjuOOOOwC4dOkSS5cu5ejRo3h5eREdHc2AAQNwc3Oz/0FWMo7KtF+/flfdP2rUKNq3b2+Ho6rcbjXT4jKrVq3i8OHD5ObmUqtWLfr06UO7du20MpmZmSxfvpz//Oc/KIpC27ZtGTJkCF5eXg493srCUbk+++yzXLx40WrfAwYMoHfv3nY/xsrGFpleuHCBVatW8dtvv2E2m4mKimLo0KEEBgZqZeS96liOylXeq46zceNGvv/+e86dO4eHhwcRERE8+uij1KpVSyuTn5/PBx98wL59+ygoKCAqKoonn3zSKrPyfL89evQoH3zwAYmJiVStWpWHHnqITp06OfBoi0gjy8Hy8vKoV68eXbp04c0337S6T1VV5syZg9Fo5MUXX8RkMrFlyxamTZvG3Llz8fLyolq1arz33ntWj/vqq6/YvHkzLVu2BMBisTBz5kwCAwOZPn06KSkpLFq0CDc3NwYMGOCwY60sHJFpsWeeeYYWLVpot00mk92OqzK71UwBFi1aRFZWFhMmTMDPz4/4+HjmzZvHrFmzCA0NBWDBggWkpKTw8ssvU1hYyOLFi3n33XcZNWqUw4+5MnBUrlD0o8jdd9+t3ZYv4/Zxq5nm5uYyY8YM6taty6uvvgrAunXrmD17NjNmzMBgKBrwI+9Vx3JUriDvVUf59ddf6d69O2FhYRQWFrJ27VqmT59u9fm6cuVKDh06xNixYzGZTMTFxREbG8u0adOA8n2/TUpKYtasWXTr1o3nn3+eI0eOsGTJEgIDA62+PzmEKpymb9++6oEDB7Tb586dU/v27auePXtW21ZYWKg+8cQT6ldffVXm87z44ovq4sWLtduHDh1S+/Xrp6akpGjbduzYoT7++ONqQUGBbQ9CWLFXpqU9t3CMm8300UcfVb/++mur5xoyZIhWJjExUe3bt6964sQJ7f4ff/xR7devn3r58mV7HY74m71yVVVVfeaZZ9QtW7bYsfaiNDeT6U8//aT269dPzcrK0spkZWWp/fr1U3/++WdVVeW96mz2ylVV5b3qTGlpaWrfvn3Vo0ePqqpalE///v3V/fv3a2X+/PNPtW/fvurvv/+uqmr5vt+uWrVKHTt2rNW+5s2bp06fPt3OR3Q1uSarAjGbzQBWi60ZDAbc3d357bffSn3MqVOnOHPmDF26dNG2HT9+nNtuu82qe7VFixbk5OSQmJhon8qLUtkq02JxcXE88cQTvPTSS+zatQtVlrlzuPJm2rBhQ/bt20dmZiYWi4Vvv/2WgoICIiMjgaL3qY+PD2FhYdpjmjVrhqIonDhxwkFHI4rZKtdimzZtYujQoYwfP57NmzdTWFjomAMRmvJkWlBQgKIoVmXc3d1RFEUrI+/VisVWuRaT96pzZGdnA+Dr6wsUffcpLCykWbNmWpmQkBCqVavG8ePHgfJ9v01ISLB6DoCoqCjtORxJhgtWILVq1aJatWqsWbOG4cOH4+XlxZYtW7h8+TKpqamlPmbXrl2EhITQsGFDbVtqaqrVCxAgICBAu084jq0yhaIhDU2bNsXT05Off/6ZuLg4cnNzuf/++x1wJKJYeTMdM2YMb731FkOHDsXNzQ0PDw/GjRtHjRo1gKL3or+/v9Vzu7m54evrK+9TJ7BVrgD33XcfoaGh+Pr68vvvv7N27VpSUlIYNGiQE46s8ipPphEREXh6erJ69WoeeeQRVFVlzZo1WCwWrYy8VysWW+UK8l51FovFwooVK2jYsCG33XYbUPQ+MxqN+Pj4WJUNCAiwei9e7/ttamqqtq1kmZycHPLz8/Hw8LD9AZVBGlkViNFoZNy4cbzzzjsMHToUg8FAs2bNaNmyZak9Fvn5+cTHx/PQQw85obaiPGyZaUxMjPZ3aGgoeXl5fP7559LIcrDyZrp+/XqysrJ45ZVX8PPz4+DBg8ybN4+pU6dq/6mIisOWufbs2VMrX7duXYxGI0uXLmXAgAFWv6wL+ypPpv7+/owdO5Zly5axbds2FEWhffv2hIaGoiiKk49AlMaWucp71Tni4uJITExk6tSpzq6KXUkjq4KpX78+c+bMITs7G7PZjL+/P5MmTaJ+/fpXlf3uu+/Iy8sjOjraantgYOBVQxjS0tK0+4Rj2SLT0oSHh/PJJ59QUFAg/xk42PUyvXDhAtu3byc2NpY6deoAUK9ePX777Te2b9/O8OHDCQwMJD093ep5CwsLyczMlPepk9gi19KEh4dTWFjIxYsXrWbSEvZXns/fqKgoFi5cSHp6Om5ubvj4+DBs2DCqV68OIO/VCsgWuZZG3qv2FxcXx6FDh3j99depWrWqtj0wMBCz2UxWVpZVb1ZaWpr2PivP99vAwEBtW8ky3t7eDu3FAlknq8IymUz4+/tz/vx5Tp48SZs2ba4qs2vXLlq3bn3VMIaIiAjOnj1r9SI7fPgw3t7e1K5d2+51F6W7lUxLc+bMGXx8fKSB5URlZZqfnw9w1S/hBoNB+6U1IiKCrKwsTp06pd1/5MgRVFWlQYMGDjoCUZpbybU0Z86cQVGUcr2vhX2U5/PX398fHx8fjhw5Qnp6Oq1btwbkvVqR3UqupZH3qv2oqkpcXBzff/89U6ZMITg42Or++vXr4+bmxi+//KJt++9//8ulS5eIiIgAyvf9Njw83Oo5issUP4cjSU+Wg+Xm5nLhwgXtdlJSEmfOnMHX15dq1aqxf/9+/P39qVatGmfPnmXFihW0adOGqKgoq+e5cOECx44d46WXXrpqH1FRUdSuXZtFixYxcOBAUlNTWbduHd27d5cv5HbgiEx/+OEH0tLSCA8Px8PDg8OHD7Nx40Z69epl9+OrjG4101q1alGjRg2WLl3KY489hq+vLwcPHuTw4cNMmDABgNq1a9OiRQveffddhg0bhtlsZvny5dx5550EBQU55bj1zhG5Hj9+nISEBCIjI/H29ub48eOsXLmSu+66S7vAW9iOLT5/d+/eTUhICP7+/hw/fpwVK1bQo0cPrSdD3quO54hc5b3qWHFxccTHxzN+/Hi8vb21a6hMJhMeHh6YTCa6dOnCBx98gK+vLyaTieXLlxMREaE1kMrz/faee+5hx44dfPjhh3Tu3JkjR46wf/9+Jk6c6PBjVlSZnsyhjh49yuuvv37V9ujoaJ599lm2bt3K559/TmpqKlWqVKFjx47ExMRgNFq3h9esWcPevXt5++23rdZ7KHbx4kWWLVvG0aNH8fT0JDo6moEDB8pixHbgiEx/+ukn1qxZw4ULF1BVlRo1anDPPffQtWvXUvMXt8YWmZ4/f57Vq1fz+++/k5ubS40aNejVqxcdO3bUymRmZhIXF2e1wOnQoUNlnRY7cUSup06dIi4ujnPnzlFQUEBwcDAdO3akZ8+e8iOXHdgi09WrV7Nnzx4yMzMJDg6mW7du9OjRw6rHUt6rjuWIXOW96lj9+vUrdfszzzyjLRRcvBjxt99+qy0gfeVixOX5fnv06FFWrlzJn3/+6dTFiKWRJYQQQgghhBA2JD+BCyGEEEIIIYQNSSNLCCGEEEIIIWxIGllCCCGEEEIIYUPSyBJCCCGEEEIIG5JGlhBCCCGEEELYkDSyhBBCCCGEEMKGpJElhBBCCCGEEDYkjSwhhBBCCCGEsCFpZAkhhBBCCCGEDUkjSwghhO698cYbDBkyhNTU1Kvuy87OZvjw4UyaNAmLxeL4ygkhhNAdaWQJIYTQvSeffBKz2czKlSuvum/NmjVkZGQwfPhwDAb5b1EIIcStk/9NhBBC6F5wcDAxMTF8++23/Pzzz9r2EydO8OWXX9KjRw/q1atn1zrk5+dLT5kQQlQSiqqqqrMrIYQQQthbYWEhEydOJDc3l9jYWIxGIy+99BJZWVnExsZy6dIl1q1bx5EjR8jPz6dOnTrExMTQunVr7TkyMzP59NNP+fnnn0lKSsJgMNCwYUMGDBhg1Ug7evQor7/+OqNGjSIxMZHdu3eTmprK8uXL8fHxccLRCyGEcCTpyRJCCFEpuLm5MXz4cJKSkvjkk0/Yvn07p0+f5sknnyQpKYnJkydz7tw5evfuzWOPPYanpydz5szh+++/157jr7/+4uDBg7Rq1YpBgwbRq1cvzp49y2uvvUZycvJV+/zkk084dOgQvXr14pFHHsFoNDrykIUQQjiJ9GQJIYSoVJYvX86XX36Ju7s7rVq1YtSoUUybNo20tDRmzpyJu7s7AKqqMmXKFNLT05k/fz4ABQUFuLm5WV27lZSUxJgxY+jTpw8xMTHA/3qyqlevTmxsLB4eHo4/UCGEEE4jPVlCCCEqlf79++Pn54eiKAwaNIjMzEyOHDnCHXfcQU5ODunp6aSnp5ORkUFUVBTnz5/Xeqnc3d21BpbFYiEjIwMvLy9q1arF6dOnr9pXdHS0NLCEEKISknELQgghKhWTyUStWrXIyMggMDCQEydOoKoq69evZ/369aU+Ji0tjaCgICwWC1u3bmXnzp0kJSVZTWTh6+t71eOCg4PtdhxCCCEqLmlkCSGEqNSKG0q9evUiKiqq1DI1atQAYOPGjaxfv57OnTvz8MMP4+vri6IorFy5ktJG30svlhBCVE7SyBJCCFGpVa9eHSiaGKN58+bXLPvdd98RGRnJiBEjrLZnZWXh5+dntzoKIYRwLXJNlhBCiEotICCAyMhIvvrqK1JSUq66Pz09Xfu7tMWK9+/fX+rMgkIIISov6ckSQghR6T3xxBO88sorjBs3jq5duxIcHExaWhrHjx8nOTmZOXPmANCqVSs+/vhjFi9eTEREBGfPniU+Pl7rDRNCCCFAGllCCCEEtWvXZtasWWzYsIE9e/aQkZFBQEAA9erV46GHHtLK9enTh9zcXL799lv27dtHaGgoEydOZM2aNU6svRBCiIpG1skSQgghhBBCCBuSa7KEEEIIIYQQwoakkSWEEEIIIYQQNiSNLCGEEEIIIYSwIWlkCSGEEEIIIYQNSSNLCCGEEEIIIWxIGllCCCGEEEIIYUPSyBJCCCGEEEIIG5JGlhBCCCGEEELYkDSyhBBCCCGEEMKGpJElhBBCCCGEEDYkjSwhhBBCCCGEsCFpZAkhhBBCCCGEDf0/1Mp/uOBlAFAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# SDID 모델의 예측값(가상 캘리포니아)을 사용해 캘리포니아(실제 처리군)의 Gap을 계산합니다.\n", + "california_id = df[df['california'] == True]['state'].iloc[0]\n", + "california_actual = df[df['state'] == california_id].set_index('year')['cigsale']\n", + "control_df_wide = df[df['state'] != california_id].pivot(index='year', columns='state', values='cigsale')\n", + "omega_series = pd.Series(fit_model.weights['omega'][0], index=control_df_wide.columns)\n", + "sdid_control = control_df_wide.dot(omega_series)\n", + "\n", + "gap = california_actual - sdid_control\n", + "\n", + "# Gap Plot 시각화\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(gap.index, gap.values, label='California vs SDID Control')\n", + "plt.axhline(y=0, color='black', linestyle='-')\n", + "plt.axvline(x=1989, color='red', linestyle=':', label='Proposition 99')\n", + "\n", + "plt.title('Effect of Proposition 99 (Gap Plot)')\n", + "plt.ylabel('Difference in Cigarette Sales')\n", + "plt.xlabel('Year')\n", + "plt.legend()\n", + "plt.grid(True, which='both', linestyle='--', linewidth=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Gap Plot에서 정책 시행 이후 선이 0 아래로 크게 떨어지는 것은 Proposition 99 정책이 담배 판매량을 눈에 띄게 감소시켰음을 시각적으로 보여줍니다. 이 Gap 플롯은 정책 시행 이후 정책의 순수한 효과 크기가 시간에 따라 어떻게 변화하는지를 보여주는 그래프로, Y축은 실제 캘리포니아 판매량과 모델이 예측한 가상 판매량 간의 차이를 나타냅니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 단위축 플라시보 테스트 (Placebo Distribution Histogram)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 38/38 [00:23<00:00, 1.64it/s]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 플라시보 분포 시각화를 위한 계산\n", + "real_att = fit_model.att\n", + "control_states = df.loc[df['california'] == False, 'state'].unique()\n", + "\n", + "placebo_atts = []\n", + "\n", + "for state_id in tqdm(control_states): \n", + " df_placebo = df.copy()\n", + " df_placebo['treated_placebo'] = 0\n", + " df_placebo.loc[(df_placebo['state'] == state_id) & (df_placebo['year'] > 1988), 'treated_placebo'] = 1\n", + " try:\n", + " fit_placebo = Synthdid(df_placebo, \"state\", \"year\", \"treated_placebo\", \"cigsale\").fit()\n", + " placebo_atts.append(fit_placebo.att)\n", + " except Exception as e:\n", + " continue\n", + "\n", + "# 플라시보 분포 시각화\n", + "plt.figure(figsize=(10, 6))\n", + "plt.hist(placebo_atts, bins=15, color='gray', alpha=0.7, label='Placebo Effects')\n", + "\n", + "# 실제 캘리포니아의 효과를 붉은색 수직선으로 표시\n", + "plt.axvline(x=real_att, color='red', linestyle='--', linewidth=2, label='California ATT')\n", + "\n", + "plt.title(\"Placebo Distribution of Effects\")\n", + "plt.xlabel(\"Estimated ATT\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.legend()\n", + "plt.grid(True, which='both', linestyle='--', linewidth=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "이는 캘리포니아의 실제 효과(붉은 선)가 0 근처에 밀집된 대부분의 플라시보 효과(회색 막대)의 주축에서 시각적으로 벗어나 있음을 보여줍니다. 캘리포니아의 효과는 분포의 왼쪽 꼬리 부분에 위치하여 상대적으로 드문 값임을 시사합니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [ - "# implement detail" + "### 플라시보 효과 추세 비교 (Placebo Trend Comparison)" ] }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 38/38 [00:22<00:00, 1.66it/s]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 캘리포니아(실제 처리군)의 Gap을 먼저 계산합니다. (이전과 동일)\n", + "california_id = df[df['california'] == True]['state'].unique()[0]\n", + "california_actual = df[df['state'] == california_id].set_index('year')['cigsale']\n", + "control_df_wide = df[df['state'] != california_id].pivot(index='year', columns='state', values='cigsale')\n", + "sdid_weights_series = pd.Series(fit_model.weights['omega'][0], index=control_df_wide.columns)\n", + "sdid_control = control_df_wide.dot(sdid_weights_series)\n", + "california_gap = california_actual - sdid_control\n", + "\n", + "# 각 통제 주에 대한 Placebo Gap을 다시 계산합니다.\n", + "placebo_gaps = []\n", + "all_states = df['state'].unique()\n", + "control_states = [s for s in all_states if s != california_id]\n", + "\n", + "for state_id in tqdm(control_states):\n", + " df_placebo = df.copy()\n", + " df_placebo['treated_placebo'] = ((df_placebo['state'] == state_id) & (df_placebo['year'] > 1988)).astype(int)\n", + " \n", + " try:\n", + " ## 플라시보 모델 적합\n", + " fit_p = Synthdid(df_placebo, \"state\", \"year\", \"treated_placebo\", \"cigsale\").fit()\n", + "\n", + " ## 가짜 처리군의 실제 데이터\n", + " actual = df[df['state'] == state_id].set_index('year')['cigsale']\n", + " \n", + " ## 현재 플라시보 처리군(state_id)을 모든 주로 통제군 데이터프레임을 구성합니다.\n", + " control_states_for_this_run = [s for s in all_states if s != state_id]\n", + " control_wide_p = df[df['state'].isin(control_states_for_this_run)].pivot(index='year', columns='state', values='cigsale')\n", + "\n", + " weights_series = pd.Series(fit_p.weights['omega'][0], index=control_wide_p.columns)\n", + " \n", + " # 가중 평균을 계산하여 가상 비교 집단 생성\n", + " synthetic_control = control_wide_p.dot(weights_series)\n", + " placebo_gaps.append(actual - synthetic_control)\n", + " \n", + " except Exception as e:\n", + " continue\n", + "\n", + "# 플라시보 추세선 시각화 \n", + "plt.figure(figsize=(12, 7))\n", + "\n", + "# 모든 플라시보 gap 추세선을 회색으로 그리기\n", + "for gap_series in placebo_gaps:\n", + " plt.plot(gap_series.index, gap_series.values, color='gray', alpha=0.4)\n", + "\n", + "# 실제 캘리포니아의 gap 추세선을 붉은색으로 강조하여 그리기\n", + "plt.plot(california_gap.index, california_gap.values, color='red', linewidth=2.5, label='California Gap')\n", + "\n", + "plt.axhline(y=0, color='black', linestyle='-')\n", + "plt.axvline(x=1989, color='black', linestyle=':')\n", + "plt.title('Placebo Test: California Gap vs. Placebo Gaps')\n", + "plt.ylabel('Difference in Cigarette Sales')\n", + "plt.xlabel('Year')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "정책 시행 후 캘리포니아의 담배 판매량 감소 효과(붉은색 선)는 다른 주들에서 나타난 우연에 의한 효과(회색 선들)들의 일반적인 추세에서 크게 벗어나 이례적으로 나타납니다. 이는 관찰된 효과의 패턴이 통계적으로 의미 있음을 보여줍니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MSPE 비율을 통한 강건성 검증" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "SDID gaps (placebos): 100%|██████████| 38/38 [00:25<00:00, 1.51it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[SDID gaps • uniform metric] CA ratio = 2.7929 | rank = 13/39 | p ≈ 0.3158\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# california_id = df[df['california'] == True]['state'].unique()[0]\n", + "# california_actual = df[df['state'] == california_id].set_index('year')['cigsale']\n", + "# control_df_wide = df[df['state'] != california_id].pivot(index='year', columns='state', values='cigsale')\n", + "# sdid_weights_series = pd.Series(fit_model.weights['omega'][0], index=control_df_wide.columns)\n", + "# sdid_control = control_df_wide.dot(sdid_weights_series)\n", + "# california_gap = california_actual - sdid_control\n", + "\n", + "treatment_year = 1989 \n", + "california_gap = california_gap.sort_index()\n", + "\n", + "# 1) SDID로 모든 주(placebo) 갭 만들기\n", + "# - 각 주를 treated로 두고, donors는 \"그 주 제외, 나머지 전부\"(CA 포함)\n", + "gaps = {int(california_id): california_gap.copy()}\n", + "all_states = sorted(df['state'].unique().tolist())\n", + "\n", + "for sid in tqdm([s for s in all_states if s != california_id], desc=\"SDID gaps (placebos)\"):\n", + " try:\n", + " df_p = df.copy()\n", + " df_p['treated_placebo'] = ((df_p['state'] == sid) & (df_p['year'] >= treatment_year)).astype(int)\n", + "\n", + " fit_p = Synthdid(df_p, \"state\", \"year\", \"treated_placebo\", \"cigsale\").fit()\n", + "\n", + " actual_p = (\n", + " df_p.loc[df_p['state'] == sid, ['year','cigsale']]\n", + " .sort_values('year').set_index('year')['cigsale']\n", + " )\n", + " donors_wide_p = (\n", + " df_p.loc[df_p['state'] != sid, ['year','state','cigsale']]\n", + " .pivot(index='year', columns='state', values='cigsale')\n", + " .sort_index()\n", + " )\n", + "\n", + " w_p = pd.Series(fit_p.weights['omega'][0], index=donors_wide_p.columns)\n", + " synth_p = donors_wide_p.dot(w_p)\n", + "\n", + " yrs = actual_p.index.intersection(synth_p.index)\n", + " gaps[int(sid)] = (actual_p.loc[yrs] - synth_p.loc[yrs]).sort_index()\n", + "\n", + " except Exception as e:\n", + " # 문제가 있는 유닛은 건너뜀 (필요하면 print로 확인)\n", + " continue\n", + "\n", + "# 2) 모든 주 공통 연도만 사용해 하나의 DF로 결합\n", + "years_common_all = None\n", + "for g in gaps.values():\n", + " years_common_all = g.index if years_common_all is None else years_common_all.intersection(g.index)\n", + "\n", + "gaps_df = pd.DataFrame({k: v.loc[years_common_all] for k, v in gaps.items()}).sort_index()\n", + "\n", + "\n", + "# 3) MSPE 비율 + p-value\n", + "def get_pre_post_mspe(gap_series, t0):\n", + " pre = gap_series[gap_series.index < t0]\n", + " post = gap_series[gap_series.index >= t0]\n", + " return float(np.mean(pre**2)), float(np.mean(post**2))\n", + "\n", + "mspe_df = gaps_df.apply(\n", + " lambda col: pd.Series(get_pre_post_mspe(col, treatment_year),\n", + " index=['pre_treatment_mspe','post_treatment_mspe']),\n", + " axis=0\n", + ").T\n", + "\n", + "mspe_df['mspe_ratio'] = mspe_df['post_treatment_mspe'] / mspe_df['pre_treatment_mspe']\n", + "mspe_sorted = mspe_df.sort_values(by='mspe_ratio', ascending=False).reset_index().rename(columns={'index':'State'})\n", + "\n", + "ca_id = int(california_id)\n", + "ca_ratio = float(mspe_df.loc[ca_id, 'mspe_ratio'])\n", + "\n", + "mspe_df_excl_ca = mspe_df.drop(index=ca_id) \n", + "p_value = (mspe_df_excl_ca['mspe_ratio'] >= ca_ratio).mean() # one-sided\n", + "\n", + "rank_ge = int((mspe_df_excl_ca['mspe_ratio'] >= ca_ratio).sum()) + 1 # 표기용 순위(=CA 포함 표기)\n", + "print(f\"[SDID gaps • uniform metric] CA ratio = {ca_ratio:.4f} | rank = {rank_ge}/{mspe_df_excl_ca.shape[0]+1} | p ≈ {p_value:.4f}\")\n", + "\n", + "\n", + "# 4) 그래프 \n", + "plt.figure(figsize=(13,7))\n", + "colors = ['red' if int(s)==ca_id else 'gray' for s in mspe_sorted['State']]\n", + "plt.bar(mspe_sorted['State'].astype(str), mspe_sorted['mspe_ratio'], color=colors)\n", + "plt.legend(handles=[mpatches.Patch(color='red', label=f'California (Ratio: {ca_ratio:.2f})')])\n", + "plt.xticks(rotation=90)\n", + "plt.title('Post / Pre MSPE Ratio (SDID gaps)')\n", + "plt.ylabel('MSPE Ratio'); plt.xlabel('State ID')\n", + "plt.tight_layout(); plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "이 그래프는 캘리포니아(ID 3, 붉은색)의 정책 시행 전후 MSPE 비율이 다른 플라시보 주들(회색)과 비교하여 어느 위치에 있는지를 보여줍니다. 캘리포니아의 비율(2.79)은 전체 39개 주 중 13번째로, 이는 다른 주들에 비해 특별히 높거나 극단적인 값이 아님을 의미합니다. 따라서 이 플라시보 테스트 결과는 캘리포니아의 정책 효과가 통계적으로 강건하지 않을 수 있음을 시사합니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -173,7 +970,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "myenv", "language": "python", "name": "python3" }, @@ -187,7 +984,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.7" + "version": "3.10.13" } }, "nbformat": 4,