{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# DataFrame.plot"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from sklearn import datasets\n",
"import seaborn as sns\n",
"sns.set()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"まずはデータの作成"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" sepal length (cm) | \n",
" sepal width (cm) | \n",
" petal length (cm) | \n",
" petal width (cm) | \n",
" label | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 5.1 | \n",
" 3.5 | \n",
" 1.4 | \n",
" 0.2 | \n",
" 0 | \n",
"
\n",
" \n",
" 1 | \n",
" 4.9 | \n",
" 3.0 | \n",
" 1.4 | \n",
" 0.2 | \n",
" 0 | \n",
"
\n",
" \n",
" 2 | \n",
" 4.7 | \n",
" 3.2 | \n",
" 1.3 | \n",
" 0.2 | \n",
" 0 | \n",
"
\n",
" \n",
" 3 | \n",
" 4.6 | \n",
" 3.1 | \n",
" 1.5 | \n",
" 0.2 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" 5.0 | \n",
" 3.6 | \n",
" 1.4 | \n",
" 0.2 | \n",
" 0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n",
"0 5.1 3.5 1.4 0.2 \n",
"1 4.9 3.0 1.4 0.2 \n",
"2 4.7 3.2 1.3 0.2 \n",
"3 4.6 3.1 1.5 0.2 \n",
"4 5.0 3.6 1.4 0.2 \n",
"\n",
" label \n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris = datasets.load_iris()\n",
"df = pd.DataFrame(iris.data)\n",
"df.columns = iris.feature_names\n",
"df[\"label\"] = iris.target\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 折れ線グラフ"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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cuV/J2Gb8+DpOPPEUfvKTH1BR4dVag9bUjGD79q384x9/7fczTZkyjUce+RMgE/aFF/6Qq6++FIPBwFe/egpeb+WArs2GDeuYNeuoAW1bwIGLxZ+38NLiBkYOc3P4YbIgyFDSvewOgPaeqNYLo2uQJB2OCRQpFoRG0jksCL0nnRBErZxbkiStiX8wksh5jjRJp/vZqEq6r4pDgGjs4M/uGMj0WU8DTwPU1dU9BDx1MBE0yOT36KN/zlp+zTU/zbn95ZdfndEFr6TEw7PPvgBkWjK/+tWtOfd//PFntL/15z3ttDO1v88//7ucf/53s/Z9/vlsv3v27LnMnj03Y5nT6WTSpMls3ryJCRMmctppZ2rHV8f4yitvadvr/3766fRDYPnypfz2t7/P+TlADupIEhiNg2vSXsD+gWo7+ILp1LpMu0MmZz1Jd/iiGkEGQom8LUb7PG8siVeZsVvt3ZHLk070WhaNC7idVroDcW37fEq6JyiTd4aSVlPwctkdcQGzyYCQkr4U2R0D/kbq6upmAVPq6+v3fweiAnLiJz+5nJde6n8qr3xYtmwJ8+adhMtVlHebf36wjf9esGzIKtYK2DdQszj0+c+ZSlq1O9LfY1tPRLMaJOSG+nsCISUSS6RwKUrabDJiNhlzqtt4r/tHtSH0/aH149XDF4pjt5q03GhIBw5zVhwmUhqhHxJ2hw6/BG7rb6PSUidm8+BbXXq97kHvuy/wwgt/63ebL3qMKrxeN3ff/Ye86/rDWWd9o99tWnuidAXiCAYD1fv4cx8o1zEfDvTxQXqMgpqDnBS1ZZLu7UeUJLxeN2ZL+re5vSWYoaxTRuMefWa/8kAoLXFo+zntZgRRzDiO1+vG3hQA0BSuzWnD63UT2NCmbRcTxJznD0QSlOvOocJsMiKIUsZyUZSIJ1OMLS2h0x9DkKQBfaYD+bseEEnX1dV5gIn19fUf9LdtT540moHgQGm+3RcOtTGGFJ+wfnsXDpOBps4wGxq6OWXWiEHPU7evxzgUONDHB5lj9CmecmtnWFvWrqhUA3LGRUdHEH8w7T2v3y7Pk1lWbKM7EGf7zm6GF9sYKFqVrAuzATo6goTXr2NiYDtbTePo6AiyvTlAMC4wY0wZncpYil2yxdHcGqDEZmJzY7d2vG5fNOuaCykRfyhBVZkza53daiIYTmQsV5WzxWTAZjURCMZzfo+f1LdjNBg4YoIXr9fNex81EksIHD1p2IA//75GvgfFQO2O44F399loCjhooPqFHcq8dK8ubeBv723Zq3nqCtj36MvuKHZZddkd8r8GA1rh2NQx8owtXYE9szu0knCHBTGRoOXRRzh+x4daCt5Li7fzwAufEY0LWgpeiSvThmjpimA0GCh12wjmsDv8IcWPdmc/PBw2U5adoVotdqsJp82c15N+9q16Hn1lPZFYklhc4NFX1vHnNzbt0effXxgoSdcB24dyIAUcmFADPiopNynZAPr0roMNch+Jgz/qr4dKRnqSVoOJniJbFknr85GnjZWzi3qn4Yn9VP+q94DLbia0aiViJIxZFIjHkxljCceSWgqemqERjQtKZkeYYWUOPEU2gpFEVmprrvQ7FQ6rOau6Uf2/3WrGYTPn9KSFlEgwkiQhiCxd18qHnzURjaeIJ1PafSFJ0gEThxkQSdfX1/+xvr7+/qEeTAEHHvRKOiWKtHbJr7gHc0Dm5SUNXPvgYrbsPqiSlPqEqqSDkaSWKx2KJnHYTNisJoSUmPFwqqmQ001NRgMTR8t58vo0vKSQ4r8XLNPmE8x9TrW5kgXfwve15cZUkqQgaio4EtMpaYVsI3EBfzhBJC5QXe7C7bQgpKSsoGNfJG23mYnFU1pPEMhU0rLSTmURvz6LZOHqJt5c1qD9X337eO7tzfz8kWV5qyD3Jw6JYpY9QTwe59VX/9PnNueeeybxeLzfZYPFZ599ytat8o/jm9/8Wr/bv/XWGyxa1G+4IC/uuecPdHd35VynKqD2nijtPVHtFflgJelEMsV7n+wmkRR56KV1gy7iOJAgSlLG96GSYyiaxGW3YDHLP3MhJWlZHipJDy9z4rJbcNrMdOvsjp1tIboCcRpbAnnPq5aEuwPtxLZv05ZbRIFIXNCUfDQupJW0K62k1RztqgqZpCE7V9qnfJbSHHaH3WpCIrPCUU3JU7NBRF33PRWBcPocLV0Rtu5OV9yqJN3YEsAfTvCnf639wu/1Akn3Qnd3V78kPdR4/fVX8hbL9EY0GuWtt97ghBNOHPT5zjvvOyxYMD/nOlVJd/qjNHWk06X2R/7p4jXNNLbmJ4nBYFV9O+GYQI3XRSCc4E//XptRpTcYSJLEWx/v1NLZ9jdi8RR6regLxZEkiVBUoMhhwaLkPicFkaRCWDVemaSrymXbo6zYTlcgXUnb2CoH20Kx/N+z1lxp/ccAmEtlRW4RBTp9UW1MkZhAIpmiMt5Ndf1HoDxUVJKuLk9Ph9U7V1pNC9QXsqhItyvVkbSmpM048zRh8iskrZ89fWx1sfyZFJJWx9HUGebuv3/G029u5PXljV/IdFz7vXdHxz//TnDVypzrdpiMpAbxg3HPOgpvH13c3njjVRYvXkQkEsbn8/GjH/2EefNOZvXqT3jssYcxmUxUV9fw85//imeffYrGxgb+/OfHOf30b3L33XeSSMQJBPxcdNElfPvbZ+Y9D0BbWyt33fU7Eok4VquNn//8l4iiyK23/orKymE0Ne1m8uQp3HTTL/D5fNx2269IJpOMHDmaTz9dyW23/Z4VK5azefMmamvHkkgkuPXWX9HW1kpJSQn/+793YTanv7a3336To46aDUA8HuN3v7uNrq4OotE4N9zwM3bu3MHSpR8Sj8fp6urkvPP+i8WLF9HQsI2rrrqO446bx6hRctc/v99HSYlHO7aQEjXlLKQkNugi8UOtLkLRJH9+cxPTx5Vz/Xkz9tlxP1jdhAG49tvTeXHhNlZuamd7c4AJIz397psPu9pDvPD+VhpaAlx+1tT+d9jHiMQzic0XipNIylV9RY60kk6mRBKCXLAytqoYs8nIpFrZjy4vtrG7I0Q0LuC0WzQFnS93GdKetGnHVowuF64ZR+Bf+D5WScgILEeUwOFRvo0U79pGyehziMYFdnfILXKrK1z0KLZGb5Lu25NO9+9QlbZG0rZ0XnU0LmTsryrpWXVeQlG5CdUxk4axvTmgPZSC0QQ1XhelbhvrtnfToFyPGeMqGFGZv65gKHDIzBYejUa4776H8Pl6uOSSH3LssSfwhz/cwSOPPEFpaRmPP/4Ib7zxKj/4wcVs27aVH/3oElauXMEFF1zIzJmzWLt2DU8++Wi/JP3QQw9w7rnfYc6cr7Bq1ccsWDCfSy+9kl27dnLfffOx2eycf/5ZdHV18vzzz3DccfP41rfOY+XKj1i58iMmTpzEMcfM4eSTv8rw4cOJRiNcdtlVVFVVc/XVl7J586aMlqWrV3/C6afLY/rPf/7F8OHVPPzwfFasWM2qVR9TVOQmEpE/+7vvvsULL/yVxx57mtWrP+Gf//wbxx03D4DRo2tZu3YNxx57gnbs3oGTNdvSlsiekHRSEDWiGCjU1958pcKDwc62INuaAkwbW47X42Di6FJWbmrfa8ujyy/v39jyxaTsqX50icuKP5ygJxjXyLXIYUFNlEwKKZJCCqvZSIXHwZ+uPw6r8r2UlcjNuboCcZx2Cw2Kkg5Hk0iSlDPdUvWkDdEIZk8JRrt8DIso0K5rhSoraRGrKG9vE5NE4inauyNYzEaqK1zsUKbGCkZ72x35lXSudqXpwKFJK3jp/dYXUO6pYpeVmy88gooKN28tlfMiQtGkEkAU8bis3HDeDDp8UVZsbOelD7fT0Br48pO097wL8qreocxNPfzwmRiNRsrKynG7i+ns7KCrq5NbbrkZkL3oo4+enbFPeXkFzzzzJK+//jJgQBD6J6bt27fy3HN/5vnn5dJwVfXW1IzQeoOUl1eQSCRobGzkG9+QOwJOn35EzuMVF5dQVVWt7FdOLJZJKH6/j9JS+bVt584dWvn42LGHMXbsYbzxxquMH18HQFGRm9raMRgMBtxuN/F4+gdRXl6B35/ZDU+1OgxkV6QN1O7YstvHXX9dzfXnz2CKotoGApVk+lJye4qFnzUDcOIRciOtMkV9DbZvhQp1/3ZflHBM9oH3J9QHZnWFC384gS+U0K6bN9rJ5HefZnf1qbInrXtg2nSFLeXFKknH8HrstChWREqUg3n6aj8V4ZgAkoQUjWCqqcFok6+nRRIyAm6RuEA8mdJI2iIKBMIJmjrD1Fa5MZuMmt0RylLSCVx2M5YcBXKOHL1CVCXtsJrzdspTPftilxWL2YTVYqLIIX9noWhSG4PbacVgMFBZ6mTqmDJe+nA7ja1BjpueNZQhxSGjpOvr5RzI7u4uwuEwXm8llZWV3HnnvRQVFbFkySIcDicGgxFJkhXkE08s4Mwzz2bOnK/w+uuv8Oabr/V1CgBGjarlv/7re0ybNoMdOxq1Xs25lMjYseNYt24t48fXsX59eiIEg8GgjaG/gpHS0jJCIfnBNnr0GDZu3ACcSVPTbh5//BGOPnr2ALvhBbRGTyrUTACvx6G9vqq5pwNV0s2dYVKiRFN7aJAkvW9slWhcYPn6VsqKbUwfJz/UVGLq3sP84N7Q79/YEmTKmIF/zn0BNYBXXe5i444efKG4Not3ub8FgyRRGe8hKch2R663GvWB1R2IsbMtlOFxy1kiuUg6iU1MgiRhdDrTJC32sjtignxeSVG5CDS0BEiJErXDZS84HTjsRdLBOKV5CmzsOjtDRTQju0Ndn5kxoirpEldanbsUkg5Hk5qaL3KmH7YjvEWYjIYv5G3pkCHp7u4urrvuCkKhEDfe+N+YTCauu+4mfvaz65AkCafTxS233IbT6SKZFHj44Qc58cSTeeCBu3nuuT9TWTkMn6//lK2rrrqOe+65k0QiQTwe47rrbsq77fe+dxG//e1veP/9d6io8Gqqe/LkqSxYMJ+qqpp+z3fEEUeyYcM6Dj98Jmed9S1+//vb+d73vkcsluC6625kuy7q3hc2b67n8suvyVgW1wWZ1B/d2Opi1jV0azd+lz/Gx5va+NrRozDmeBiokfc9DTSGdJkBKVHMO2vHQPHRhjbiiRSnHTNKaxZVplOPewP9/o2tgf1O0qrdUVUhBwF9oXi6z3NSVsQWSZADh4KIw5VtHWjXwh9DENI5zaoqV5so9T5vmUX+fk1OFwadkt6ltzviSRLJFFZRyas2pXOQa4fLVXbpwGH67S6eTBGJC4wpKs75ubXG/xmBw8w8achW0qonrZ4TyFDSQZ2SVmExGxlZWcSu9iBCSqTLH2NVfTvfOGb0kDcfO2RI+vDDZ3LFFZkkdPTRs7MsDsjsEnfqqV/PWv/ii6/mXVZTM4J7783OlHjssaez/l6+fAk/+cllTJo0hZUrV9DV1QnA2Wd/m7PP/jaQ2b3uttuyu9WdfPJX+cUvbuS73/0BNpuNW2+9I8M2mjhxsratvpve+PF13Huv3Oq0oWE7Y8eOo6go02tTlfSwMqfcJyEl6khavvHf+3Q3/7diJ2OrijOasqtQf0D5ZpDOB32xTDgqUJyDWAYKSZJYuLoJo8HAcTOqteVOu/xKvLeetH7/L0JpqQ/AEpcNl92ML5Rgm9Irw5mQbQeLmEJIySRtydHprqrciclo4MM1zVp63pQxZSxd26oRvh6rNrXT1BlmplsmKKPLhdGaVtJ6Rax50oqSdhnT90JtlaKkFZLUVx1qvUFyBA1B1/g/w5NOBw7V7I5ILJukZQslfR0ySVol8UzbqraqmMbWIE0dYf61aBvrGroZWVnE9HEVDCUKKXhfIKqqarj//ru58sqf8OSTj3Llldfu8TGcTidf//rpLFz43qDH8a9/vcBPfpI9Z6PqSdstJrweWWmNrHRjNRs1YlD9vXwd1NQG8INV0r3/Hgy2NQfY1R7iiAkVWVkCcurZ3tkdXYEY5cV2il3WfZ4yOBBEdPMMeopsdAViLFvXQrHTgjul9NeQ5AyLhJDCYsn+2budVr7/tTrCMYHNu/04bWbGKgTa+/rvbAvyxOsbsFlMnHmE3OvC5EoraZWMVajNebDYAAAgAElEQVRl4epyh1FW0TariaoyWf3blYkD9Erap5WEZz+gJVHM2a5Un4KnV9JqMQ/IKXi9H/p2qwmT0SDbHaqSdmRuo6r+jze1sa5BznRa39CTNbZ9jUNCSev7OB9IqK0dk7PP9Z5CDT4OFjfd9Iucy9UiAKvFRKXHQUtXhOoKZ0a5rerfqT+o3lDtjj1N2duXJP3hmsyAoR7lxXaaOsJE40JO37U/qA2Axo/0YLea+HxbF4EcJDCUUB+ATpsZj9tGU2eYOHD6nNGk3pWDwRZRkPOpJbSMjt44fkY1u9pCvPfpbkYPd1OkBvN6Xf8nXttAIily1TnTKAs20IKipHWetDoeiXSetEUJHDoN8j0xephbswoMBgNupyVDgas2ktrvQ0WitZUdt/8G+5nnA0Z26/L3M7I7lO+zuTPMzY8uZ8IIDxefPolQNKm9LagwGAy4HJZedkcvJa2Q9Nsf79KWrdelpQ4VCkq6gLxQlbTNYuTMr4zhvBPHMbysF0lHMvs09EZskCStf8XO9bo9UEiSxNptXRQ7LVr5sx76gNlg4AvGkZDzjNUf8f5W01HldV5W0jKxGoATZlQj+GSlZ5FSGpnnsjtUfOfkw/jmV2o5+7gx2owrepJOJFPs7ghTN9LDkXVeUmFZqZuczgy7A+TsCZfDQjgmEE+ktOV2haTV66XC7cgk6S275BjQ6F7bhT5dhZRI4OzYzQhvESs3tbNwdRMg328Gg/wgcijj/2RzB92BOGu3d2nHL8mR0lekkXRuu6O6woXFbCQlShQ5LEwaXUpzZ3iP+3DvKQokXUBeqJ601WJibHUx3zhmNAaDQSFpeZ3aylQl6VA0yavLGrUqPlXZ7E8lvXFHD4s/l9VzU0cYfzjB5DFlOQOb6eDh4H5oqtorK7Zr/ur+8KXbeyL8Z9FWJCk9+4hqdwBMG1dOmcOIGJUDeGZJIBITMEgih+1YheDPHQQ3m4ycfdxYxo/w6DIe0t+d2g1xWJkcSBTDckGK0enCYJOJT83iKHZZKXJYiMQFxGT6+tqQ750xVZkBQbfTojU5kiSJdQ3dOGxmxlRlknR4w3r53AE/1357GkUOC8+/s5nNu3zE4insVjMGg0HzpOXPZSAcE9jWJL9ZFDtzkLTdTCQm5Awsqtdm1DA5bnPstCpmKNOUrW8YWjVdIOkC8iKtpDNzVJ02kxaEUgM96rRNC1c38dKH2/lcKXyJa570ngUO1RSy3n/3ByEl8tgr6/nzG5to6Qprr6P50v/SaXiDU9Jq+l15sZ3Rw2QyUSvphhJvrtjJk6+sZ2uTXwuMOaxmaocXYzDAV48aiaDLRpL7aSQZFW1j/KbF9Lzzdr/n0IJpuuuvZvmo2R6piKKkc9gdqpKOxgXQ5eSXmCVsVlNWladbZ6+0+6J0+mNMHl2akdkjxuPElL42gs9HhcfBlWdPJSVK/HvRNmIJQZtr0WkzU+KyMn5ECWcdOwaANds6tbH1hsthQVI+o9FgwGnPtr+mjinHZjEx74hqLYtnqC2PQ8KTLmBwUGftsPYKNKlen18pPwa0st42pYhBtSiGwpPOVwEH8NmWTq03wwerm7SufZPzkHRZ8d4VtOiVdEmRFZPRQPc+fP1Vg129P2+b0nC/qTNMJC7gsJkwGg3MnFDB/OuPx2EzE6lP90e2SCm6YgI2Ub42ieamfs+tz3hQ0aGk1qmtTlOKks4gaUVJlzitmEzy3/pgYnWJmft/eCw2a+bDv0iXK729WVa8vdMZo5vrkZSiMtXKmTi6lCm1paxv7MFkNFBZKj9AjEYDv79sNlazSet4qIqHfCQNcjOxIoc555vXmV+p5atHjcRhMyNJEp4iKxsauxElKef2+wIFJd0Lg+2C1xeee+5pNmxYl3Wec8+VA5rbtm3ls88+HfCx16xZzT/+0f80X/nwxBMLaGjovz14Io+SVklaX7DgC8m9gDt8MmmppKxmd+wJSUuSRFhpswnZnvT/PvsJD7+0NteufKB4kw6bmWVrW9m8y6f1YMiFvVfSKknbMBoMlBXb9jrvWo8XF27j548sz2oCpV7nls4IkZigvdqrdhSQoaTNokA0Jmi5yomWln7PbbWYsJqNmSStnLdSUdKioqSNLhcGxZNWz1FcZNWIT1XXAFIikUXQkLYgGlsDWvbE5F4kHV4v/44MFgspvx9JlK/LPCUonBIl7Na09rRbzRiNBkYNc2MgHUMpyUHS6kMpJUpZVocKo+76GgwGpowpIxhJsqtt6N6eCiTdC0PRBe/7378oo99Gbyxc+B6NjQObU0GSJJ566jHOOefcQY/nO9+5kIcffqDf7eI6T1oPjaR1BQtJQSQSFzTPUvVJ1ZLdpCAOuNtcPJlCSEkMV9Kz9FWHvlCchpYAG3dkpz61dkfYuKOHiaM8nHxkjdLYR+yz0tHjtmFgbzzptN0BUOa24w8l9lnD+LXbu+gKxLRUR5AtnW5lGqzmrjCReBKHLbsUXVWaIKvbSFzAIskklezsQEz03xfF5bBkPCSz7I6wnFlhcqQrDq2ke4moJK2WhANIsdzXetbESmwWE397bwsbGnuo9Di0h4GKyIb1GKxWnFOmgiSRCshB2sPHV2hBU3uOB4DDZqZKl9GRS0mrJA3ZQcN82B+Wx363O5a9v43tm9pzrjOajIiD6II3dmIlc08al3f9UHfB+/DDhaxatYKf/vS/ee65P7N+/VruvPNe3nrrDdraWtm1aycnn/xVpk8/nNtv/zXBYJCamhEAdHS08+abr2E2W5gwYSIA99xzJ83K6+jvfnc3xcXpAMvKlSuorR2DxWJBFEXuv/+PbNy4nmRS4Mc/vhSXq4h//OMvSJKB9vY2zjrr23z66Sq2bt3Meef9F+eccy5utxur1crWrVs47LDxea+bloJnzm136Ela/b8a6VYDi3HdDCiRuJAzYAMy8byzchfTxpVrPzKvx0FjSzBDyalBuXBMIBJL4tT1yVAj/POOqGFcdQmvL9+BJMHUPioAzSYjJUXWvVLSDls6J1cNRPaE4lkEA3IRiMtu1rrP9YWUKNLaLV/jUDRJudIEqdMfQ+2YKXeuS8/YnbG/XklLKcKxJOWqopUkEq0t2EaMxPfeO7imH451WPb8fkUOi/bgBZmkixwWza8Vw2EMNjsGpVrWYDZjk+TvvNhpJSbIA7Xo7A4xkZukh5c5ueTMycz/t/yW1NvqSPb0kGhuwjl1GpYKLyC/LZg9HkxGI8fPqOaVpY3YrSb8Sz7ENmo09lGjtf1rh7u19qh9KWlASz/sD5NHKyTd0M1ps0f3s/XgMCAlXVdX94u6urrldXV1n9TV1f14SEYyxFC74N1333z+9Kf7EASBP/zhDn73uz8yf/5jeL2VWhe82tox/OhHl7BjRyMXXHAh99//MDfc8HP+/e9/5Dz2McfMZs2a1YBsRbS3tyEIAkuXLuaEE07StnvzzVcZM2YcDz30OGedJVcUer2VfOMbZ3DBBd/V1Pbpp5/F/PmPUVVVzcqVKzLOtXr1J4wbJxPr4sWL8Pt9PP74s9xzz4NK3w5obW3ljjv+yI03/oJnn32KW265nbvvfpCXX/63dpxx48ZrfUXyIV/gUCUk1X8uV3xdffN0ze7QVRr2ZXn8/b0t/HPhNl5b1qhlExQ7rTjt5gwlp09v09stiWSKpWvlAo6ZE7yUl9g5amIlxS4r4/tpQ1pebKcnGO93uqhckAtZ0lZKeYn8d08O0hdFicde3cDjr20YUF/iTl8sPcuKPnineziqCjtXkEvL4LBY5MChzu4ASLQ0E9m0kY4X/kbPu29l7Q8yccUScrWiKEp0+qIZJeKpSBiTK61QDVab5j8XZyhpHUnH8j8QZ07w8q3jxwJwZJ03Y11EsQxdk6di9sjfqf5t4YTDa3DazIx2CLQ9/RSdL2b+XvUpf7nsDH1jrIEq6WKXlVHDitiy25chSPYl+lXSdXV184C5wFcAJ5C/GcUAMPekcXlV78HaBc9mszNy5Cg2blyP2WxmypTprFmzmra2VkaPrtW2a2jYzjHHzAFgypSpGX2h9Zg4UVbUZWXlxOOZN7TP52PKFJnMd+7cwZQp07WxXnrplXz66SrGjx+P2WzG7XZTXV2DxWLB7S4moVMw5eUV/U4skMhrd8j/V0lyZKWbrkCczbrpqNQqL73FkY+kF33WxPufyiq4uTOS0WZTLTBQoTajB5ms1AY9KzfJzfxPnzMas5IH/JMzJiOkxKyHTG+UFdvZ1izPxJHPu1YhipJWgBGJCcQSKU09q8eC3IHI7qBMur5QguauSFZBRW+oqg8yfXlV2Za6bdqbizNHIY7g84HBgKG0HEtnN5GYkKFoE83NSMJOAFK9OiCq0DceSir9xdXAHMhK2uJNk6nRZsMSUSfAtRBUc7P1dkeOmIskihiULI4z5tYy74iaDGULstUB4JwyhfjuXcpnTJN0qdvGH6+ci7B5Ay3IDyE91BRJp82cs8lUkSN9Dd2OgZE0yIp/Z1uIzbt8GRMJ7CsMREl/DVgLvAS8CvTfCu4ARF9d8ObPf4wf/vBiZs6cldUF7+tfP51bbvktM2fO6vP4xx9/Ig899AAzZ87imGNm8+ijDzFr1tEZ24waVcu6dfKr3ObNmzTSNxqNvVRc/ihxaWkpwaBMVLW1tWzaJKvnUCjET396tbz3ALveeTzZxR16qA2WslPw5JtZjfSr/XW36JS02p5Sj2iOWT427/Lxl7c347KbqSix09od0bqUuRwWrcBAkiQkScqYzkn/Gr5QaeZ/gq43h9lkzAgi5YPqJ3f0MwN6Q0uAK+5dxCf18sNNn9nR+1i5PO4OnQIeSG5ts26ml1Avkp7u38KP1z+HU5CP6cilpH0+TMXFGO0OzMqUVhlKurlZU6epYG5xpM/wUIOGaosASRAQYzGMrnTPF4PNilnM9qQz7I5eJB34aBlbr7qMZEdaNPQmaEkUiWxYj6nEg7W6BnOJqqQz870dNjOCEhQVenq0FEGAkZVFGA2GnIUsvc+ZL3CYC2rMY6jypQfiSVcAo4EzgDHAK3V1dRPr6+tzvq+Vljox5+j9OlB4ve7+N9pDuN12gkEfN910NcFgkNtvv5Xhwz385je38Mtf/hRJknC5XNx1110UFRUhSSJPP72As846gwcfvJe///1ZqqqqCIVkgjCZjHi9bmy2tOr65je/we9/fzt33PFbhg8fzi233Mwdd/wWr9eN3W6hpMTBZZddzC9+8QuuvfZSxo4di91uw+t1c/TRM7nrrruYMWNyxrGdTitutz3jmpx44nG88847eL1uzjnnDNav/4xrr72UVCrFVVddhV1pvO71ugkEnFitZuV4knZsgG3b6rnhhhv6vN6SwvXVVSUZnb6qeuQfq5qiN+WwCl5b1pgxd1xSlHAVZXqyFrsl43yS2cQjL69DAn5x0dG8v2oX76/aRZvSRL96mJuy3X62NwcoKnYQiiYJRJKMHOZmV1uQQFTA63WzvcnPtuYAsyYNY9L4yoHdFDpMn1DJ/328k+aeKF+ZOVJb3vvaPP1/9SQFkZ2dYb5+7Fi2tsoR/drqEm3bw1LyzyKSSGXt/6lu0oQtTX4uPG0yfaFLFyyUjOnvzh9JUhXvwpyIUZHws9PswFvmyry2ksRWvw/HiBpEq50UIkJSSCtag4H49q0kVQUdDee8FyrLZbVvtlmIBuTxjBtZitfr1vZ1lhZr+za5nNi7urnq3BlUV3noDMvns2Zkd8QzztW+agVSMokt2EX55LE5r0Vo+3ZSwSCVJ82jsrKYaHIEuwFzLHvc/p402btiftyj0177NefPoNhly9rH63Vj1gVfa4YXD5iL5nicWP+1lvpdviHhr4GQdBewqb6+PgHU19XVxQAvkDP617MXs+sOld0RDMaYMmVGRhe8jo4gdXUzePDBx7RlogiBQIInnviLtuz550+gN1544WUCgQSQGR3/4IPlAESjkvZ3R0eQG2/8FQA9PVF+/vPfZOzT0RFkypQjeeaZF7KO/cMfXqZto2LcuCk88MCfaG7uxmKxcPnl12eN77777qOjI0hxcSX33vuwsr+B5577Jx0dQQIBP+FwjOLiyj6vdyicwGo20tWVmV4Uj2V+bk8vFWc1GwmG4jS3yj9is8mAkJJobQ9p5/OUurjt8eX4QwkuPHUC1R47ZYrCWbNZ/pGJyRRqivaOXT3a7B1HHFbOrrYgu1oDdHQEeen9zQDMnTJsUPdPTZkdA/DxuhbmTa8Csu9FfzjBUqWKcUezn46OIFt3yMrJaTGmt1VmxW5qD2aNZdsu+dXcZDSwdlsnzS3+PmesadC9mbR1pq/d7rYgw5XSaldKVtLGoJ/6Z1+g9NSvYjCbSUUismJ1uRFTavAu3eTIOmw4idZ0Gl7c58957YxKitvuloA2hZTdZKCjI0iiVaaApMmm7SsazZBMMHNsKR0dQc3n7a2k29v8GIxGxGQC/3r5bbCnpQMxz/fXvUSecs84dgIdHUFEUSlZb+3IGrd/e2P6um3YQqysSvv/DCUYqd9H/a711py0YztbG9ZQcuxxOcfTGxNGlrBuezebt3f2a5nlQz6CH4jdsQT4el1dnaGurq4acCETdwFfAIxGIxdffCkvvfTPQR/jhRf+ymWXXdXvdglBzPKjIdP/NBkNeEsdmBSl7bKbKXXbiMYFLWiolirrW0pu2tHNzrYQR0+q5KSZco5rtaLa1JxT1ZMGOXCm+tETRnooddvo8EURRYmVm9rxFFmZPkg/0O20Mmq4my27/RkzT+ux5PNmbb5H1Rbp8KuFHek3BofNjMtuzjmRgGp3zJzgJZEU2dqU2wcGeQbwlq6wlrWhetJyLnqUIpNMKOUmeXnp5k/o/Nc/CCqBZtUGMHtKMSrl2mZRSPfPGJNWrMaiIsRwWMs51kPzpGNJLQahFbJElPQ7feBQebuUksmM/dUUPFORTESSkv4X3bJF21YM5xd4qi3jnDRFHrPdgdFuJ+XPTMWUJEn2ohXLr7cv3Rdke0y+3y0L36Dt6SeJ79o5oH1n1VViMAzNBM39knR9ff1rwGrgY2RP+qr6+vqhCWMOEU477cysXtLAXs8S/UVh5sxZnH/+dwe9/yWXXMG4cYf1u108kcqqNgQyusUVOSwYDQaNiCtLHXJvj0SKuELKqrLQBw7V7IfxIzyah642rReVzAeXw5zhiapKbvRwN16Pg+5AnG3NfsIxgWljy/eq+frUMWWkRIn6Xdn516IoseizZqwWI8PKnHT4YoiSpJFu74b4pe7MmbdVtPuiWM1G5k4dDvTtYXb7YyQEkfEjPMrnl6+dL5QgIYhau89KizJvYERJTVSCa2pAzezxYNJVAlokAcloxDZyFACm4mIc4yfIOceh7IKMDE+6J4rFbNQ8XTGcTdJqrrTqOxf1KmYxlZQo6+XvP7I+XeSViuQuCBHjcaJbNmMbOQqzsj+AyePJ8qRTAT9iJCJ/JmTffU+gjtcQkI/rW/jBgPY7bnoVD1x7XL/B4MFgQCl49fX1P6+vrz+qvr7+yPr6+ty5OgcZOv1Rrr7vQ/794cCKSA5FJIRUzswIPUmrqUpqz1+vRybppCBq0zrlImm114c+X9Vb4tAyM0D+wag/Gn8oQUNLkEqPA5fdQqXHgQQsUuYt3NvZUNTgz7ocxLlxRw+d/hizJw9jVGWRnKERjNPui+J2WrJanJYX24gnUhmfV1XAXo+DiaNKMZsMbNyRn6TVoKE8B6BBCxyqKt6h2B2lBnm5OSqTdGT9OiRJIqlk7pj0JC3K8wwarDas1XKA1TlpCma3nPWQCmVbDer1b+oI09odwetxaOXPqpI26klaqTpUMzgcit2h2ixmJedfVHp5qBkbgNZRrzci9RuRBAHn5CkZy82eUlLBoFYmDmlSdoyfgKmkhPgeKGmQ72cDEqJC0oGPliPG+g4ogxys7x3s3Fc4ZCsOW7siJASR15Y1snx96xc9nAMSiaSINUcQ2GI2amSqRsFVJe31ODQ7RE0P0+wOPUkrvT70lV9Go4GqcllNm00GbLoJQhd/3kI0LjD9MNnS8CoWw8cb2zGQvzfHQDGupgSrxciGxmwlrfZ7OHrSMM3aaOuO0OWP5SxY0c+8rSIUTRKNp/B6HNisJrweh5YtkQvNnTJh1VS4Mqr+VJK2KgUjVfYUp80ejS0mq9BUIEBi926CH8kxEeeEiWm7Q1KyO2w2nBMnUfr10yg/85uY3LIFkSvDQ73+y9e3Ek+mOH562t/Vqg2d2XaHWrBiMspl1JqSVkhaiscQ/H7iu3ZiGS6/WYiRdDaLHv7FH8pjOfKojOVahocufVAlZWt1NdaqaoTOzqxskr5wznFj+eGJtZodI8VjBJRr+UXhkCXpqM57fPrNTexozb5Bl65tYWfb/p8O6UCAJEkkkilsOewOkDvhgU5Jq3aHoqQh3XRJVdL6Tng9gWwlDXLPXpC9TLURO8ipepBu3K+So5AS5Qb1e6liLGYjE0fJ/YF7Vx+ub+zGajYyfoRHszY27fSREqWcc/+V58iVTqevydt7imyEokmSQqZzuKGxm+fermfZOjmoV1Xu0tIQIV3Ioqa5mSIhzp03jpSu9WjPu28T3VyPc9JkrMOHaz01VLvDaLVhMJvxnns+1uFVfZK0S3ddZ08ZxqlHpbNfVLvD6HRqy9QHghiPE9vRSPvCRXJesupJF5do6yNK+qj7qGPk84ezSTrZ3U34s9Vy9eCYMRnrchW0qEraWlWNTXlbGEifEhVTx5ZzzEj5O3LNOByMRnwLPxhQ8dFQ4dAlaUXVzarzkhRE/u/jzACBLxTnydc38uKigU3k+mVDUhCRyC5kUaESsUqOY6uKMRoMjK0pSZN0MJOk+1PSANWKklaPW6SrAps4ykOVElzUB+v21cSvaiHCSl3bgu5AjObOMBNGebCYjdrDQe3VkIuk1c56erJv90Uyxq0+1PQz2mzZ7eO+f6zhg0+b2N0Rxu20UFnqoMgu92ROiaKmpI2CvF8qGEASBFLBINbhssoNLF0MQMm8E+VtrUqfZ1FuvG+wZWYf9EXS6kQCY6uLuejrEzNy8DUlrc+T1tkdnf/6J1vuexCPWZDtDqNR86/FeJyY0uTLNW06BrM5p5L2L14EkoRn3klZ+f/mUjnPP5Okm8BgwDq8CqsykfOeBA8B7YFnH12La+o0Ert3IfQM/Qws+XBItCp9441X2bGjMSN4qM6L1r3lXeKtCTY452a0G1QVS3t32o968slHGT26hlNO2bvpqg4G5CsJV6ESsWp3zJ4yjMPHVyh9LOR9VJJ2OyyYjIZennQMi9mY1QxHJWGVnPUKeZ5u+is9OfbVQGlPcMzkYbzw/lYWrm7ScphV+2Oqcg6VZNUgpv5hoSKnku4VZFQ9fF8orgRBYzz077VIElxx9lSqy52Uum2YTUbtGoRjAu2+KCajAUMygQQIgYBW/m0bPRpMJhJNuzGVeCiacQQABpWkpSRWSdCCeyrUjItcnrTRYOCOS2ZnWFwqRM2T1ivpdOAw2Sn3bi4lLtssVhtGJY9fjMW0oJ+lvByjy5WlpCVBwL94EUaHA/cx2RNGp5V0+i0i0dKCpaICo9WKtapKWZafpCVRzFLJKumbPB5so2sJf76GRHMzlrJ9X004EBy6SlqxOywmA9Xlrqx2gypJdwVipHKkJn3ZkZ7fMPctkiZpJRqua+GoetJqcNCuNCDqHTgscVmz1JFqd6i9hdV/i11WZk5Ilx8XOSy47GZsFhPjakrYFyhyWDh6UiVtPVE+3yITjDZpgKLWPQpxqr/rvuyObU0BLVMlnb6WW0k/+1Y9gUiSC04+jKMmVlLjLdKaR+lLs9t7opSX2NMd7FIp4k1ySb3Z48GltAwoOe54remRqqSdKcUntqcrJEGvpHNP++WwmbMIGvRKOnd2h9Ate/keMSrbLDZbOrCYiCP09Mjq2l2MyenKSsELb1hPyuejeM7crAcLgLlEUdI9Pcr4g6SCAaxVss1hrZYf6pGNG5BS2QlpkiTRdN/drPv1/2QsV49n9niwKcfY0yyRfYn9rqR7mt4h4tuQc12r0TgoQnR6JlNac2q/2y1YMJ9NmzYQiUQQreUw4nTMZiNdu9awq20xP/v8cW799a+YPHkqSxa/z84l/wKDkfutn3Hj9Tfs8bgOZuypks61TvWkbRYTTptZyyGVJAlfKM6oYdnJ+1XlTr59wlgmjirV9r3g5PEML3NkEcV3T52AAfosCNlTzDuihmXrWnlzeSM/+kYdGxq78RRZtYeH0WDA67HT0pVpX+hR6rYxubaUDY09vLKkgbOPG0tHTxQDaQIvVUlaeZBta/IzrNTByUeOyDqeqqQ7/TFC0SRjKp2gI534zh2ATFpFs45CSqUoPfVr2nqDRtKysjc5epO0kt2RpzQ8H8RIBAwGjPb0NVDtjmRnh5Z1cWS1jdQ6EZPdhcGukHgsjuD3YS4pwWA0YnQ6SbS1ZkzooE5MoOZG94alUn5oJ9va5OugBQ1lYjUXF+M6Yibh1Z/S8eI/qPzOf2XsH2vYTmTjBjAYqEwktIeZPsfcYJLv/0TrF0fSh4ySFoQkbreb++9/mAULnqJl1xaSUT9mk5FxtaMZOecy6uZeyN13/55AwM/it19gxJxLGfWVK2luaWXlyo/221jDsSSvL2/MCioJKZE3P9qRMe39UCEh5G6upEK1NHI1olFJWu2prM7crCrpcExASEk525YaDAZOn1OboY6/etRIpo+ryNp2zpThzJ4yfE8+Vr8YV13MyMoiPlrXwlOvbyQYSTKltixD8avq2Wox5mx5aTAYuPysqXg9dl5Z2siTr29gV0eYsmKb9kDxuFUlHScSSxKOCQwrc+bsu6KStGqxDHNnficaSXs8WMrKqPyvCzPVbW+StvUi6SLZUxZ6kbR/yYfEGhvyXqtUOIzR4dQaI0FaSesthgpTAouUyoQRZM8AACAASURBVFDSYjxGyufDpGRomFwuEMWMDnmqEjeX57YZTMUlGJ0u4i1NGedUlTTA8IsvwVpVje+dtwgsX5b5+dQcaKVtq3Zef5qkLZXD5BL6Q0lJl9acmlf1DmUXPDDQ09PD//zPL3E6nSQTMZBSWExGjpo1i+TuIpq7DHR1dbF79y4i4QBNK54CIOQy0NTU/3RD+wpvfbyL15Y1UlZsZ46OhFZv6eSfC7chpETO/MqYPo6w91Ar7/LZHSO9RVgtRoaXO7PW9W72I5O0iURS7oqn9vjI1Xj9i4bBYODUWSN56o2NLFsnp2YeMSGzZaYaPPR6HHmbWRU5LFzz7enc+ZdPWbpWPs7k2nRDK7VBvS8Uz8r86A2X0p2toVnxwZ2ZJB1TSbo0d8MsVd2qJN3bOjBaLBgdjgwlHWvYTtvTT+GYOImRN/131jFToRDJ9jYsw6sylqdJWkd6PT1IibhM0orVInR3IQmC5iurudZiJIzJIV+HZLdsNeXzgg0GA9bqamLbtyEJgmZJqFkdACaHg+qrr2PH//yKnvfeoXjOXG38QV0b4ERLs9Z7WvD5wGTCVFSEwWjEUjlM7hjYx7RtQ4lDInAIsHr1KkaMGMXtt/+enp4e3nrnXQDMZiMbN65nyvSz2LJ1C25PBVVVNZjtJYyYfQkGo4lRlu1MmTKVDz9cOGTj0wct1Uo0dR47FU3KBKdtPf0n1+8t1OZJ+eyOU2aN5LgZ1VmFHJDdNtNqMWnbxRIpjaRzqdADAV+ZNpxjZlTT1h7EajHhLclUnmqOdq4caT1GeIu464q52iwq6kwzACUupe+0UhQD+Um6t5KucMgPTrPbjRAMIigBOpMnd9/s3kq6d3YHyMFDfeDQt0hWmYk84iSwbCmSIGikp0I9tl6ZJjvaQZIw2OxpElcsCrPSiVHNtU6Fw1jK5bcmobsbg9WaUSzTG9aqKmJbt5Boa9Ol32U+OKzDhmEur0Do6swcfzKJc+o0IuvWZih/wdej2TAg51yHV39KKuDXcrP10LdZHQocdHbHmx/t4IY/Lel3zryNO3q49I8LtSbxkyZNobm5iUsvvYhbbvlvHO4KUvEAJqOBlpYm/u9vv6dt7b+Z/dWLsDvdlNQeR/uqx9i55E9sXv8JNTWj+ODTJt5bObBa/j3B8vWtXH3fhzR1hAhFk9qYe7fOVPsLt/fTUnNfQFPSeToaGo2GnAQNmRWJZpOcFaASdyQuaK1ID0QlDbJCq64oYoS3iMocalmvpPuD025mhFc+lt5Tt5jlrA1fKEG70pQsH+mrTYoCSp/mMoWk7cMzZ1LJRSCg96Rl/ztXEM7kLiIVCiFJEqlImODHsspMBQNZ5eKSJOFb9AEGs5mSr2Q2IOpdcQhpz9hos2okntRIWmd3kM69Bkh2d2EpK+9Tvdq0NLsmEq3NmMvKMjxyFZayclLBoBZw9S9drOWKQzowKEmSNttL+hz58619Hy5k69WXaw+docBBp6Q/2dyBP5ygtTvCmKrivNut296FkBLZtMPHaaedyWmnZU579ZsnV9AdiPPjHx8PQFJIcfX9i2mLOWjviVI8YiZnffNMlq1tpbLUQZs/iXXkPHrMRpJCCstetGPtjY07eoglUrz3yW4m15ZpmQO9K9KalWBVf32P9wVUTzrXhKH9QU/SaoqduiwaE7TZRA5UJd0fpowp4+vHjGLe4dX9b9wHPEU2Ov1R7fv05ghCQnZv5RIrxAD7sGGEtmwFwOh0aYq5N3oraWOv7A5Q0vBSKcRohMCyZUiJBEanCzESJtHSrPXCAIhu2kiyrRX3nLman62dy5Y5BqPdTlJRsEabHaPih6vLVCVt1ClpkLNDxFAIs27SjFxQy9uj27Yh9PTIcx/mgLlMzs4RerqxlFfI9saYsVhrRmByuTSSFkMhSKW0zBH9ORLNTTgnTtKWS6JIz5uvIyUShFZ/QtnXT+tzrIPFQaWkhZTITiVNTo2K54OqOtVOZb0Rjae04BeAxWyibqSHpo6wNv37MI8Dr8dOuy+qWRAJQWTz7vzdywYDNYd2+fo2VtXLhRQmoyFDMQspUbM//KHEkE3Vs3mXj1Wb2vPObzgQOHXXNYukDwIl3R/MJiPnn3iY1g1usPC4rcQSKXa1y/d0b1tFhZ6kS4qsmJXqPb2SNuexOiDtSTtUJW3NpaTTGR7+RR+AyUTZaacDZAXNfAvfl8d/wonZ59KpdIPZjHPUSFTVYbDZ0ipeWdZbSav9QLSgYVnfOfAqgYY+WaX8vybndhpJd3fLXrcoYqmsxGAw4Bw5gkR7G5IgZORIa+dQlHTvPiCRDeu1iQoi69czVDioSLqpI6x1rlMr1vJBTZHqyOPfxhIC9l6v62r/B7Vpj7fUgdfjIJ5IsWJD+nVmX8/AoJJxPJni443tOG1mJoz0EAgniCmd5Dp8Ua1Vpvr/ocBf393MIy+vozuYTp/bU1jMJswm+RXVloOk/Qe4J72/oOZK72wLUeq25c2kcemmdfJ6HFovCovHo1kZfZG0qqSNKGRpz0XScjpk6JNVJFqacR95FA5lYuRES9qXFnw+Qp+txjpiJPYcnRT1DwBzWTk2XWaG0WbL8sPTgUOlA6KipPsLGmr7l5ZhsNk1UrdV5X67sSjjSHZ1yR45YPXKE0Q4R44EUSTR3pYusNEFYa3Dq8BgyMqVVh9WxqIiolvq96hHyJ7goCJp/SSkPX2QdCKZ0kgsl38rSZKspHtNraTOKt2kqHCvx6H5jk2dYWoqXFjMxj0maUmSCEWTSq+GzDzwpJDCF4xTXeHSejJPqi1lmBJkUi0P9c1AVZ/5Hj57iy5lJurPt8qvo/mIoz+opGxX9lcnSo0mhAM6u2N/QiXplCjlVdEAJqNRu56VHgeS0kHOZLdpDYvMfUyFZuhlgxhtOewOhaR73pabXJbMO1FXsZf2Yv1LPoRUCs8JJ+b0ivUkbC4rw6pTwka7Mqu4KX1P5Qocgl5J903SBoMhI1BozUPS6nGE7i6S7TJJWxSSdoxMF6xoSlrn7xttNs0iUZHs7ia85jNso2spOfZ4JEEgumVzn2MdLA4yktZFn4P5c4VbuyOomrPLn10xmBBEREnCbsskoBqvK7N1pseRUaxw+PgKJo8pY1d7SFODA8Ff39nCtQ8s5toHFnPjQ0szgp4dvhgScn6uWlE3ZUyZFkRSKx9Vkp4+Tr7ZhiJ4GI0LWnvRncoreL4UvP6gkbSipNXAYSCcxK/M+NK7JPxQg34Gj3x+tAp1ktRKnZI22uxa688+7Q5LpqedM3CoKw23VtfIrT4dDsylZemgmiji/3AhBpud4jlzcp/LbAYl08FSVoa1LP3wMFptGAwGTdkbzGYtc8OkS8EDvZLuv+Rfn3LXO7NDharIk91pJW2p1Clp5DS8dCFL5vW0VleTCgS09VpPkRNO1Fqo6tuu7kscXCTdEtTUZl92h0poBoOsUnrPkqH27eitpA0Gg1b+W1JkxWYxZUTcp9SW8f/svWeYHNd1Lboqdc5pcgRmepAIgjkTCqQSk0SFa1JUsqWrYElOurZ87etn2dazrfj8bFOJCrRMi4qkEkXJFBOYA4g40zMIk1PnnCrcH1XndHWcgAEwoLC+jx8BdHfV6eqqVbvW3nvtPcPqD3t0cnXRdCZfxuMH5uGwCOj0WZHJl6kGCVRki4DbjNuvH8TrLurG5dvaaARPXidJw91aU8fpkDtiDXT+9cgdQIWkjdoxHux0gGGA50eXkMqW4LIbz0rN6WaCSzcQdaVyPqJL+93mig2oyUhd5VqSNMtC5irneuPqjkr3p3NvJUo2dHZCjMcg5fPIHjwAMRaD44orGlZQAOo1RLbPe7xVkTSRWUjiknNVBj7UJg7F6OoiaQDUSIlzOusSmQRUk47GUApXR9KWHrXLszQ/V9VtqAdJSKaeUUsPk09UPEXMQ0NgBAFZ3QCDjcSmIenDJ6N45lDzrp6yKGE2nEFfux1mI9eapDVCI11rtVEn8e0wG+sJiJj10DIrd6W7bEuXExdq0a5e8jgyGcOBYxE0wlOHFiBKMt54eR/edLk6DYPcRPRrU6N2C+68cRhmI08jeErSkSwMPIttfe6676QoCh5+fprKNK3wzOFFjOpuMIdPRHHohHpB1Fp0qt97nSStRcmE5D0OE3Zv8WFyMY14ukg77s4lKJKE2MMPNZxgsh4QuQNYOZIm/h2q3KFF0iYTeI2kuRUmv8t8JZpuVCfNayTNGAxwXFGpfTboys/IlBJng4ShHtQa1eOtjqS1/ZLX9SWDlUhavXbLVO5o/b2ASvKwmdQBqLo8Z7OrkfTyMhijid6YDD4fGKMJudCY2iaO+pue48qrwBgMSD7+GDKv7IeUrHiKsIIB5uEgSnOzdZNiNgKrIulgMLg/GAw+pv33rQ1fBYBfPjOFf/6PF5vKCDPLWUiygv52O1w2Y5XFYy0WNLLarUkDtfotkRtMhvoKxB0DHpiNPCV4r8MEl82Ai4b8EHgWA51OWE08jukqPL75i1Hc/cDhOr1ZURQ8tn8OPMfimgs6qP8DmbqhX1ttza3fpUYby9ocv4VoDh1eKywmdaSU/jvNLGdw/2+P4fPf20+d5xrhqUML+PrPj+KeX46q9bCyjLsfPIKv/+woFEWhrm1buyst2acaSeslpddcVMm8u+3NNdjNiuyRw4j84H4kHn1kQ7anJ+mAq3WlSG/ADquJR4fXSuUOzmiEsa8f4DgYu3tafh68brhCA01a8AfAGAxwXnc9OJ0/NCG+6AM/Qu7wQZi2DtHOvGagkbS3OpIm+6Wv64iQ4XkwRqNOk46BczjACivnLUz9/WCMRliCIy3fx3s8qiYdCUPw+2kUzzAMzFu2QEqlUF5eAu92V3lkA6pmbr/sCpQjYSz/lzqo2nn9a+nrtosvARimoSf2qWLFOulgMGgCgFAotHfD967DxcEAxqYT2HdwHm+5sr/udZI0HOhwYCGaw0I0h7IoNzTXmY9mYTHydD5crTRQoJF0/dd3WA343EeupFUJPMfiHz54BW1EYFkGXX4bJmYTKJUliJJMifHYbALb+j1QFAW5ooiJ2SSW4nlcuaMdNs2uE6jcRIB6dzQCk4GHw6KScSSZhyjJ6NRmAAbcZkwtpiHLCliWQSSpkmsyU8K//vgQPv/J6+q+1/H5JL7zqzEAQCxVxGIsh2xepDesdK5MZaFrL+igN6H1atKWmsQhoN4AfU4TIsnCpomk19LqS1ziSssb07jgsApgGLUajdyUm+Gt1w3gLVf2wWzkkS5VImnntdfBfumlVdNRGkHR6dKNNWkbBj/3JbDm6vOQ6L25o0fAWqxo/8AHV/xedBKM2wODV0/S1XJHbRs7Z7FCymXVhpJYFIaVbjwaeKcLg5/7YsObT9X7vF7qc0IqOwg6//CTlQYbr6fhOeHa+xqk9j0BKZmEeWgYxq5K0OG89nrY9lxER5FtJFZzBe4GYAkGg78OBoO/DQaD9cauG4CrdrbDZODw2P55yHL9FITJBTVpSCJpAEhmith3cAF/+KUnKFGq9cR5dPqslPhq5Y6KJt04SrSYBHC6Nk+zka+6GXT6rFAUNUFJpBUAOKzJCF/96RF8/MtP4l9+eBBAJYI0G3l4HMaqz4QTeVhNPO0q08PvNiOaKuDQCXW71PDeZda0dpWcSQTsc5pwciGF7/93dZZZURR85YHDkGQFV2xXa2uPnIzh8MnK0Hf9RJJgr5seu1PXpCufZxmGekJvBpJOPPoIjn/ioyjH60dmNQKx0iTVAacKjlUNmsxGbsXJMvoKDyJ3cCYjGJZdkaABAEJruQNQJYfa9mYqIbAsOj78URgCgQafrAbRqwWPB5zFQqtLmDq5o5qkWasVcjZL5xYKTYyVGq7dYqWOdc2gL+cjDnp03wYDjD09MPb0ND2epv4BGPtVzxzn3tdWvcYwzGkhaGB1HYc5AJ8H8A0AQwAeCgaDwVAo1LAv2+22gF9nN971F3Xj4WenMB3N4dLt1e5mM+EMjAYOu0ba8cqJGHAEAM/j8GQcuaKISKaE4UEfphdVD9+BLie29nthNHCIp0vw+yuJEX5K1Y38PlvVv68WQ31uPLZ/DpmSXNVUMj6bhMSyeGFsGT6nCVt7XOhtd+CK3V30ztzf4cTLoWVYbCaYjTwiyQL6OhwN19HT7sDxuRT+65EJmI083nj1IPw+K/q6nHj26BJKYOD325HXGk/+6H9chL/+2tM4ejKGd7+p0hkVTeYRTRVx5a4O/MEtO/Hs0d/g2Hy6yk0vVZSQzotgGGB4wIuP3L4b8+EMOtrX59Xs1UoIfR5r1Xd7xw1BlGXgdZf0wn8aJiuvFookYfJXv4Scz8MQnoNvuLfuPbW/SQ5qE4kUi6zrvGmEP7h1FyRZQSCw+gs8CvX3Zo0m+F2rWwfxkFZYFoEO9+qTtn47xLvuhKmjHb6rVxef8Xe8E4WFBbT1qERo9HpQWFiEr8MDi9+OqNOKHAB3b3vVcVx0OZCanYFNVJ807Z3tG3acAaDU2wmiGLsHequ2vdr9mD76IUSfeRa9b9gLVmh9Y90orIakxwEcC4VCCoDxYDAYBdABYKbRm+PxxhN/V4M3XdmPh5+dwoOPHUO/v3IBF0sSppfS2NrlRCyagUFrlDg5G0doWo0yj03HMNRhx5EJtQPIYzMgEsnA5zRhPpLB8nKKnpjLETXxI5bENbvu+f12OLSa37GTUWonajXxOD6bxL0/PwJFAW67dgBX7VTLgSKRSqLJp41WOhRagttuRFmU4bEZGq6D7EeRFXzo5u3gFRnhcBo2LTqdmIyi02XCrDaH0cwz8DvNmFlKV22PzAd0WQUwkoQ2jwWvTCxDFBVYTTyyBRHjk1EsRjNwWA1IxHPo81nQ57PUrau0tIhcaAyu6/a2PE6Kps83Osa3XtUHv8962hwP88ePQYxGYb/s8qbvybyyHyWtgiASOg5luLqduJEjYzqsRtzleAJLs5GGssFasb1HvQmu5VjkU5rZvsm46s9JLA8WagJRfz6uBsbrb4CyljX2bAXfsxXhcBp+vx2M3QksLCKRFZENp1FW1PM3z5qqtikL6o1k8VAIACCaN9YVs2jUcYrZQbe9JvdNTwesb3krookC1Ob8jUOzG8Vq5I4PAPgCAASDwU4ADgCrn+y4BmzpdmGw04GDx6OI6Nq5p5fTUBRQrw5imD65kKI+EOGaemKSpPM7zSiUJKS1QZ4AaBffeut0OzXZYSGSpVOdr9utPhY+eXABVhOPS0caPxaSadjz0WzFs6FJ+RX5vm/fuwW7t1b8lMn7l7TRXrFUARzLwGkzoMNrQSJTrIqSl2uSkzv7PSiV1Vrxa7V1z4WziKWK1JS+GSI//iGW7/02SoutJ6wTx7dWTRqnC+Hvfw8LX7u75RpJtxhQMZdfCfoZfKTW9mxAIZp0E6+ORjBoRv9Mg5bw0w1T/wBYm422nhs6O8EYDHXVGKTrMPbQz9X3dTVu8V4veHdFHxf8K8s2mwWrIel7ALiCweA+APcD+EAzqWMjsPfCLigAnjhQKcfT69FAJSv+iq7sbZnWE2skXTOwdGY5Q53d8trU6to66dXCZTPAbOQxH81iPpKF02bApdsqP/o1F3Q0NWAiN4+FSK6OPGtxwRYvvvTxa/CmK6qz6bVVIrFUAW67ESzDVLav071pclLbj35w60VDfvicJhyfT0GSFXhWIGliAq8f/tkIFw758OWPX4NtGzR/cC0gpu1JzW6zFqXwMnJHDsO0ZSsYo2nVhu76zP3ZJGm5WARjMKzJHtPmUAnQaDs1v5H1wPe2t2PwHz9HnzzcN74Rg5//cl2ZG9GCxUgEjquupk0iGwWqcbPsqppkNgtW/JVDoVApFArdEQqFrgmFQteGQqGnV/rMqeCybQFYjDyeOLBAfTpOapUd/VpkSZoAFmoScAAwH8nBKHB0YjMhwC987xV89EuP48CxCPIkkm5QJ70aqFaWFizF8oimCuj0WtHbZqfJn70XNo8ASPJvPprFuGbk1KyRgWGYhv4WNrMAh9WA+YjqZZLMlGgETAlcV0ESqSHpYK8LHMvAbOQw0GlHp89Kj7XX0TzSEtMp2mQgplY2mTpTbd8LX7sbs1/+AgA1SSol1bUln95XmQWoQ+qpfXQCtaGjA+WlxYYz8Gqhj6RLG5Q8XA+UYnHNUgtJ3jUyVzrdYHi+esQWy1aV+RGQRhTT4BYE7nrvhjc7cQ4nwHEQvF46//FcwKZbqUHgcPWuDvzmxRnsn4jg0pEAJhfSMBs5GhU7bdUnWrvHguV4HmVRwmIsh26/lf7AlwT9OD6fRDJTwuhUXLUFbdJxuBZ0eq04Ppeif2YZBnfeMIxUtkR9NxrBZhbgtBpwdDIGUVLQ4bVgS9fas8KdXgtC0wnaAu9pQdJkwjR5j9nI484bh2HkOXAsi06vFQePq+TraVG/XJyapH+WUo2Hlp4N5EaPQsrloMgy5GIRSlmVtuRsFpkXX4Djqqur3p+fGAcYBrY9e5A7egTFyZMoR8IwtLUexSXpBqUS97OzAblUbFqh0QzUZKmBTelmge3Sy1COx+G96eZV1UevFQzLInDnXVWjxc4FbJqOQz327lG1qkdfnkW+KGIxlkN/u4NOLiGG6YBadjbQYYesKBibTmj1xJUfwWkz4kM378DH3roLgBrBUrljnZE0gKp9kPrly7e34YZLV67tVCNXBRYjj0/cfsG6vKk7fFYoAI5qnY9ep3rREi1Y3zCzHM/D5zSBZSuRyd4Lu3DlznZtW5WbSq3cUZyZprPhCicr8+6akbSUySD2q19CLpcbvt4KyX1PrNk8XZEktQNQkiBlM5C0CN88sg1gmCrtGVD9J4pTkzC0d4A1mXVewStLHnI2S3VNvdyhyDISv/1vlJZa6/QbBblYXHNETLTos6FJrxYGfwBtd97VdHjBRsB13V7YL770tG3/dGBTknSH14rt/W6MTSdw78Nqppfo0QREl+7vcFBJg7RmdzYo7bKYeLhsBixEsrrE4SlE0lUkvbY785YuJziWwYdv29Ey6m65f002OayRtD5K9rnMVArKF0Vk8uWWbcf69ROyJ4j89AEs3vM1FCYnUdBF0s3kjshPfoTID7+P3OFDa/o+xfl5LH37m4g99Is1fU7KpKk3sZRI0JuHeXALLCPbUThxnGrUAFBeXoJcKMDY3w9A3/bcmqTJxBLe4wFnd1TVSmcPvILl+76LyI9/uKa1rxfrkTsqkfTmJenzaIxNSdIA8L43jcBmFqiPc3/NFBaXXT3pBjrsVAahJO1tTJqdPiuiqSLimRKMAlcVWa4VHboBrB1rJOnbrhnAF/7wauwcWH2xfi0IsYa08jp9VUZvmx3xdBG5gkiTk60MfDo8lfXXRtKkcSLx+G9RmDxJ22X1kbSiuQzKhTxSzz6jvr7G9thyJKxtd20DFfTrEBMJiJoezTkcMA+r00QKk5P0PeRpwKQ1JVBD9xUqPORCAZBlcFYrhEAA5ViU6thkHmBu9Cg9Fs2gKPWNWmuBIstQRHHNcgfVpFfoyjuPzYdNS9I+pxkfe+tO2krdNJJus1Pfg6jW1qx/fNeDkPdSLLfupCGBx2GCUVA7xRyWtelnLMus+TO16NRuEsQvxKPr4OtpU4/VwirK/AD1KcNtN0LgWdhrOt8UUWsbf+ZpSIkEzMNBMDxPyTD51D4c/+THkBsPIfXsM1CKau2onFcj+cL0FI794YeRPzbR8vsQ/+C1kjtZB6BWnBCS5xwO1dcClYoUAChMVZO04PeD4fmG8+v0IElD1mKB4PcDkgQxFqOVIup7clX7qoUiy5j++7/F4j1fX9N3rFpHce3ld/r31463Oo/Nj02XONQj2OvGh2/diZnlNHw19bavv7gbdouA4V4XMvlKRSDPsfA7GxOSPuI9laQhoLY433HDEPjTOCW4FRxWA21EAaojYELS85EsMlp9+EpWmO967VYUSlJdRp2QNPm/qX8AxZlpGsHmx0Yh5/NY+Pd/rZrqLOfVm0Ph5EnIhQJyY6Mwbx1qun9R8w9eq8NcbSRNolve4aSjlPQJz8LkJMCy1JCIYVkYOjpQWphvOfWZ3Dw4q40+TZTCy6qHsKLAuuciZPe/jNyRwzAPbmm4jeyhgyhOTUKMr3+yD3XAW3MkrWnS5yPpcw6bNpImuDjox23XDtaRR2+bHe/YuxUcy8JhEajHRIfX0lTG6NRJFKeSNCS49oJOmnw702AYht50LEa+yiyqp00tZZqLZCtWqCtYYV62rY025OihiKI6SUPzRTD1D4B3OCGlU1AUhXrzSpk0ykuLtElA0kiaWE8SEm6GcpRE0vWTqZP7nkT+xHH6b5mDB5Ab17rSUrWRtEranMMJ3uEA7/GiMHkSiqJAkSQUp6dg6OyqIjlDRxeUUolG841AxjqxFgs154k//BCSTz4O1mZD253vARimpfE7qduWUilVPlkHSCS97uqODeiSPI8zi01P0qsBwzD0cb5VEk//2qkkDTcLiHxTqyP3tTsg8Cz2HVzAhOZm10ruaAVFFMGazap3rskEU/8AOIcDiihCzuVQDi9D8Pmp4YznLTcBqMgdEp200ZwAAdDoUs5mq3TdxKOPYOnb92D5vu/S9Sx85d+wdK/qmFunSWukTSaWmPr71Yka8bgaLZdKMGlJQwKhTTWdalX7TL4HZ7VRGSV35DDkbBau6/aCd7lgGhhA/sRxeoPSoxwJI3voYNXf14NKt+HayJb3qR2rgs+3wjvPY7Ph3GcqDQG3GbPhTFVCrxZ2iwF2i4B0rtzQpvRcA3kyqG1AsZoF3HVjEN/85ShyRZFOmVkPFEkEw/Foe/d74X/7u8DZbHSuXjkchpRMwrhtBwJ33gXPW26mTmRyXSTdmqQpiSsK5FwOnM2G3OhRhL93HwCgNDsDRRRRnJ+DUiqhHA5DkeWaSDoBhmMBjqPSi6l/AJmXvU+zTQAAIABJREFUX0Jh8iRdi6lvoGrfxDhfSjf3b6jIHRYYu7ow8E+fh5TNqnKJJqtYtu9E4cQJ5ENjsF24p+rzySfUcUuG7h6UZmdQDi+v7AHdAOuNpM2DWzD4hS/TSS7nce7gVRFJAxXNtVllBwF5nfh2JItp/MW+z+Dp+edP7wJPA8iTgaeBP8Y1F3TghktUElhJj24FRRTB8BwYnqcdYbxTvdDzJ44BUG0fGYaB4HZTP2I5p5G0FlGXo7GmlQ2KLEPU2YVK2YwaMX/tboBhYBrcohL07GwlMSdJEGPRirzhcmmRdAq8w0HlMWItWZw8ieyBVwCgLpLm7Or3akXSxKaUkL/g9cHU2wdjdw/VsUkbc+0YJUWWkdz3BFiLFZ43vRnA+jsW5XVq0oDqu/y7PrLsXMS5H05quH5PJ0RJpoNam6HDZ0VoJkEThxPxY0iXMjgcHcNVnZediaVuGEb63HjDZT24Zlfj4ZvvfO0WCDyL4Z71R0+KKNbNsyPRWOGYRtI6sxpWEMDwPCQqd6j/V4oFyPlcQ69eMZkEdG3ZUiYDsCykdBr2y6+EZds2FE4cR2HqJIpTU/R95XAYYjIJ1mSCwR9A/tgEGJ6nkS0AmDRpIvHoI5DzeRj7B6hcQb8PHcLavIuSyh0tvJvNg1vUMUw1unQ5vAwplYL98ith1Na23o7F9cod53Hu4lUTSbe5LbjjhuEVZ/IRiYCU4E2lZwEAi9mNmbZxJsFzLN712iF0+RsP3+RYFm/fuwUXbFm/DqlG0tX3cqL35o+rZXWCv8ZA3WypkzsAdQhoI1ApRJNKpGwGEhkI6vFQeaJw8mRViVtpWSU/zulUzXoUBUq5TNcHqEb2gj8AOZ8H53Si82OfqKvgIO5srSNpkjhsTtIMz8OybRvKS4tVmjNZs2lggB6r1Ro0FSZPIvnUk5V1rFPuOI9zF68akl4thrpdYJiK7DGVUkk6nI9ClE+bud85C0WU6iZekEiamC3V2j6yFjOVOfQk3Sx5SLZDGkvkTFY3tdlFrS3zx8ZRnJsFo5mtl5cWIWXS4B3OqkGstbqrZdt2MIKAzo9+HIK7frApGUjaUpOmicPWchqVPHTRNGmmMfUNgDWZ6zoWm6G0MI/ZL/wzlr51D92/XFQNo87XO//u4HeOpPva7fjyx6/B5TvaICsyZjJqp5msyFjONZ74fTYgK607184UFLFMSZFAH6kCqBuppI+kiewB1CcPiUZNyNvUo05HkTIZaoXKu1xgOA7Gnl6UFxcBSYL1gt0AgMLJE4CigHM4qmwvuZr1Be54Nwb++Qswb9na8DtyNps6RLRFjbacXR1JW7erwwP0kkdx8iTAMDD2qt+vtmORHAu5kKf/iYkE5v71XyrHUdv/euukz+PcxatGk14L7Fq330J2GSWpBJZhISsyFnPL6LSdnbpnPfbNPYufHPsF/viij6Db3nxM/emGoiiA1DySBtQotE6zNpuhlMu0TI9MWyW10ABQjEZx/JN/DP8730VrqI29vcAzT9HEIQDwWoRs6h9A4biqgVsv2I3soYNURqglaZLYJGB4vuX8OYZlwVqtK1Z3MEbjihaXQlsbeK8XuaOVFvFCTW224PejcPwYxFiMyh+L3/gq0s89W7c91mKBnMvRJxJZ06Q3s1HSeWwsfuciaT2mUuoEsB3eIABgYRPo0uPxY7h//AEUpCJm0qubGHLaoEV6tcTEms303xpNuCAVHmIqBaVcphag+oaWzMQxyLksYr/4GcpR9QnG2KsON1AjaSJ3EJLup5819Q9C8PmpJSnvcFY5p9VG0qsBb7O31qRzjZOetWAYBpbtOyDnsihMTqK0sAClWKQJTKByzEo6XTo/MQ7GaIT1gt30P89bbobrdTfQ/QOnVt1xHucmficjaYJpLWl4WfvFOBQZPevJw1ghjm8c/i6VOrLi+udFbgQUUSXBWpJmGAacwwkxFm1C0mpylmrNnZ0oLS1WadLFsErM5XAYYjyujlPSyFzKZqj0QKJio5Y8VMcudUAIBOjYK87hpGQOVOqe1wLObkdpabFpa7iUzYD3ri4Ba92xE6knn0DuyCHw2oRq00ClNpt0LKrJwx2qw14qBWNvL7o+8cdV24r/92/U/efOyx2/q1hVJB0MBgPBYHAmGAyOnO4FnUlMp2bBMix2erfByBmwmD170zYA4LmFl5At53BR4AIAQLZ8tkm6cSQNVKJVIdA8ki7HVCLmbHbwbndVJF2MVPR/RRQheLy0DlvKZCDG4+DsdrpvQ3s7eI8Xlu07wLBs1c2BX0GTXg04ux1QlLq2dECtc5bz+YbTRBrBMqImKuO/eRiZF9X6e6OugYasnSQP5VwOiig2bDQh+6SRtNZOft6D43cHK5J0MBgUAHwVQH2v6zkMSZYwm5lHl7UdBk5Au7UNy7kwJHnlMUqnC9GCmiy7pE3tVsuW1+YIt9EgunAjkibJQ0MruUOLpFmLBbzHCzERp8kyEknz2tw5XhtpxBhNkLOq3KEnXoZl0ff/fAYdH/ywtt9K2R/ncIA1meh+1xtJA40rPAhBsquc6MHZbAi8+72Qczm1FZzjYOzppq8LAa0Mr8aetTYhC6BiDautgdxEONu5NV3kPNaP1UTSnwfwFQCrm9Z5jmAxt4yyLKLXoV48HZY2iIqESGH9DmWninhB1WG7bWqy8OxH0prcwTWIpDUZopHcwWlyB9GaOYsFgscLyDI14C9FIgDHwfPmmwFUJjlzNivKkQiUYgGcs7pcjrNYK8k3XQRPJBHe6VJbwlcZ8VZtuwVJS6us7NDDefU1cN3wBgCAsau7ahwU53CCMRppJC1SU6jmJE29ULRGHyIpncerHy016WAw+D4A4VAo9HAwGPz0ajbodlvAr2McFIHfb1/5TRuAmfIkAKDP1wm/344tgR48u/giclwKfv9gy8+erjWmxBTsRhuGutWutBKK697XRqwxX0rjJACz3Vy3PfPbbkHY60LP5bvrqj/kgAthAExajRAdATeKEJF+HrDJBTj8dkyGIzD6vNhyyxvAJSIIvOZ62Px2zLmcyGoRuK3d3/R72IIDIGnVtsEucEYjmPfeiXIiiUDb2iPpcrsfMQBWRoRP2yfZdzqh5ipsPveajqvvI7+PKbsZ9pEReGs+NxvwoxyPwe+3Izym1j67OgN1289mfZgFYFRE+P12zBRyEOw2BAKOqjVuZpxf46lhpcThBwAowWDw9QAuBHBvMBi8JRQKNR3mFo+vP/rz++0Ih5tn2AFgORfB8eQkruy4ZN37AYBZTRNlSgLC4TTsUC/s0MIUBoyN/YBXu8b1QFEUhLMxtFsDiEVzMPNmJHLpde1ro9ZYDKskWygr9duz+2C76W2IxOp/76yoPqDlFlRyy0kcZJOqN4ePz6DgakMpHod5aBjRZBH2W9+OPIB8OA3FWCnnE03Wpt9DYcwAw4A1GhFLlQCUgKGd4IF1ffc8o0a68bllKOF01THMzqoRb5ER1rxt65tvg9xgTYzTDXFmFkszy0jOqscpz5rq3lfWHE0z0QTC4TRKyTQ4mw3hmjVuVpxf49rW0QgtSToUCl1H/hwMBh8D8OFWBH0m8ONjP8OhyCj6HT3osLatezuZkqrt2Q3qI2yHVa0smM+0ntBxupAt51CWy3AbVR3WKljOviZdbq5JtwJNHOrkDvpvS4uqmZKiUD1aD5I8BFClSdeC4XmY+gfWvLZmoHJHpv5iLU5Paeup71ZcLwSt6qMci1VNk6kFq0scKrIMKZuB0H72a/nP48zhnCrBE2UR43HV/H0hu3RqJK0RoE1QSdprcsPCm2lZHqB2/ZW1VnEjd3rbcGNFNWnoNlVIeq6QgKIoZ825TJHWS9IqsSglrYXZYqE+xoWpSZi1IiFCVFWftepJujUpdv/ppwBszLHhqSat6sOkG1KRZSSeeAyMwQDbnos2ZF+A6kkCqF2YRJNulPBkjUaAYSDn82r3oaJU3cjO49WPVV99oVBo72lcx6pwMjmNoqRe+KfaeJIpEZJWT3iGYdBr78ZYfAK5cg48K+Dvnvs8YlrFxd7uq/GO4VtPaZ+tQJKGHh1Ji4qEolSCid+YmlhFUfDFl+9Gh7UNd4zcDgC45/B3ISkyPrTrPfXvb1Hd0QqcpboDkTVbwDtd4N0eFCYnaXs4Iaqqz9pWT9K1nY6nAtZWSRxmDx/C8a/+OwLv/wOwggAxEoHj2utWXYK3Gqw2kma0JKGUy9Hacc66uUj63qP3I1vO4SO7339G9pcoJvFPL/wL3jl8G/YEdp2RfZ5NnFMdh2PxyjDTU208yZTVE95mqGTs+xyq//J0eg7HEicQK8TRbgnAwBlwINx8LNJGIKaRNJU7eHVdG1nhsZBdwonkJMZileN4NDqOI5HRhl4hlKS5tSWCibRBQMjN2N8PKZlA/sQJAI0jac66Orljo6Gv0U4/9yykfB6L3/gqIg/8GADguv61G7q/2kia4fm640bXZlVbwzdr+d3RaAih+LEztr+Z9BxSpTQmEifO2D7PJs4pkh6NjYNlWBhYYcXGk4JYwKMz+1CWyg1fT5ez4BkOJq4SpZJyvOnULEZj4wCAdwzfimHXFsSLCaRKql55MHykiug2AvFidSRtE1Riy4obp0uPad8pWVLnExbEIgpSAaIiIVFUo7nJ1DQOR0YB6Ei6xmBpJdSWhxFdlbRGZ/a/BAC0G08PSkAMs66mlPWCFQSwZjPEVArZo4fBGgxQSiUUpyZh7B+oGxRwqiB6vBhVI2nO6Wwqa23mSFqSJaTLGZTlctNrbaNBnoJJXunVjnOGpLPlHKZTsxh09qHD2r5i48mzCy/hhxM/xVMLjSeuZEpZ2Ay2qgujz66S9FR6FmOxCQgsjy3O/iryLohF3HPkP/HvB76J44nJDft+RO7Qa9LAxkbSo9qTiCiLyIo5pEoVk/tIXpUg7hv7Eb526F6UpLIukl6b3MEIAvWGZniekrxJm5Ki94quBYloOaez6eTu0wXOZkdpfg5SMgnvlVfAe+tbAQDu19+w4fviXW6AYVCORiClUi0bcFiLBUqxQKfQsJtIkyaBCwDkxDPT70bySZmznFg/UzhnSDoUPwYFCkbcw2i3BlZsPFnKqd1cJHqsRaacoUlDApfRCbtgw3j8GOazi9jqGoTACVXkPRqegCiLkBQJXz90LyXXU0W8kADHcHAYVG10o0m6LIuYiFceD5PFFBLFCkmH81FIsoSl7DIkRe3GrGjSa5M7GIahDS2sxUJvhISkAbUxhGvweE+ixI2spFgtSGs4ALgu3A3vzbdi4B8/B/vlV274vlhBAOdwojg3q7WEN39qIHIRGRSwmSJp/Tl0ppqv0ppUeZ6kNxlCmrywzTtEqzpa6dKRghoZjseP10XcZamMolSqI2mGYdDr6KYRwYhnCEC1DHJgUZUCLg7sRrqcwb1H7z/VrwZA1aRdRidYRv1JNpqkTyQmUZbL4Bky2zGFZFEfSccQKcQgKuqxmk7N6kh6bXIHUNGl9d1/nM0Gwae2RBv9jc2KyCirM6lH033bK3Wqzt2qf4rg85+26hrB66n4VLcgaXIMy8vq+b6R1R3Zcg7/+6l/wFPzz63r88liZRDwGYukz8sdmxOzmQVwDIceWxfarWpL8EILXZo8vhelEk6mpqteo+V3hvoETK+94rGwzTMMAHAY7HAbXZhOz+Lg4igMrIC7tr8LW5z9mEicoCfNeiHKIlKlNNWjAcAqkMThxkQLJOm6y7cdgEbSNXKH/qY3nZ7VleCtvYOUkHRtRYRR03aNvsYkzft88Nx0M9w3vnHN+zxVEJI2dHXD6K2XYjYapBUeqPfArlqX9lRS0uYibiRJL2SXkCgmsX/50Lo+n9CdQ7kzFElX5I5c0+HGryZsGpIejx/D/oXDDV9TFAWL2SUELD5wLKeLpBuTtKzIiObjNCqtlTxqa6T16NOiZofBjk5rpWmg19GNVCmN2dQCtroHIbA8dnhHoEBBKN46iTiXWcCzCy82PaESxRQUKHAZ9SRdH0lLsoTHZp9qejHIioyn5p7DfLr+CWM0Ng6O4XBJ24UA1ORhdSQdrbrpTaVn112CB1Siv9okIplX2CySZhgGvttuh2U4uOZ9nipIFG/VRmCdbuirWxo54BFUIumNlzvI+TWdml0X4enPoTMdSUuKhLxYOCP7PJvYNCT90+MP48tP39PwREkUkyhIRbRr5OwxuSGwPBZzjeWOeCEJSZGw3TMMlmExWlOJUVsjrUe/oxdGzoAL/buqHnOrImy3KoMQOaR2+3os5yL48stfwX+Mfh//Pf14k/XGte/VmqRfXHoFPxh/EI/O7Gu4nV+c/A3uC/0IPzn6q6p/T5cymEnPYYuzH36LSo56ucPMmxHOx2gk7Ta6sJRdRrmk2WKegtxRG0lbtm8HGAa2La39Uc4GjF3d6touuviM7E/fcdnIAY+g0nWoSSMbLHcAqnd5dB3mYmeFpMuZhn9+tWLTkLTH5EJeLNBSND1IxNxhUWUOlmHRZglgURt/Vas5E6mj29aJAUcvplIzVdFnukGNNIHdYMPfXvkXeNvQTVX/3qcj6RFNBumxd8EqWDAWm4CiKPQ/grxYwFcPfQc5MQ8TZ8KDxx/CkehY3T7jmq7nbiB36JMjR2MhAJUJ53q8vHwQv5p8BACQKlafuKSGdcQzBKdRJQOSOGTAYMDZi7yYx4nkJASWx57ALihQkMiqF+165A6ugSYNqGV4g5/7IgKv29i6442A/fIrMPi5L8I8NHxG9sevMpLW3+gYo2nDWuGBajmNDGVeC6pI+owlDitr/l1IHm4akm6lMy9oEXO7rg283RpAWS7jjx//K/z5vr+tqrIgSUOf2YttnmEoUGg7OVD5Ye0N5A5AJWqBrb4QehyqM53b7KRyC8uwCLq3Il5MYD67iH87cA+++PLd9DM/OfYLLGaX8Jrua/CJPR8Ex3L41pH76jTsaF5rCTdWLlQDK4BneRrpyIqMUEwl26nUTNXNIF3K4D+O3g8jZwADBtlS9cVCar63eYZh5S3gGQ6JkqpJOww2tJnVZF60EEebJYB+raknmVPXtdYSPKAiczSy1ORd7jNeXrcaMCy7pqqSZDGFv9z3d3hm/oV17U8vd7SMpM365OvGNrLon9SmG9z8V4I+r3EmIumSVEZJ6zoG0DIfJMkS/t/nv4wfT/z8tK3npaUD+It9n6GdyacDm+ZKaW9RsUEiaULkAHB999XY6R1Bh7UNebGAE8kp+lokr0aAPrMXW1yqBqpPHlK5w7D6x0abYMVtW96M91749ioZhCQX7z7wLYzGxnEiOUmji9HYOGyCFW/d+hb0OXpw08CNyIsFPLv4YtW2jyfVgao99i76bwzDwMpb6EU0l1msKj3SP3EcT5xESS7jht7XwCpYqk5cRVEwFpuAVbCg294JhmHgNDqo3OE0OuAzV8ii3RpAr10l6VRe3cdGyh2vJoTix5AspfHMwosrv7kB9HXiq9GkgY0vv9OTNJn5uRYkiymYOFPdtk4XiLzBaJ4trSLpxdwyZjPzeHbhxYYdtRuB/eFDSJcyNBA6Hdg8JK1JGY2SgYvZJTBgELBUpnEMOvvwkd0fwNu23kTfQxDW5A6/xYseexcYMJjWPcrRlvAmkXQz3NC3F1f1VlukEl06XkzQROV0ehbpUgaxQhx9jh5wrCoXXNV5GQSWx765Z+lJU5bKOJY4gU5rO5UiCFQnPPXEJ8nPLluHug/d9yHyx4CzFxbBXBVJL+WWkSgmMeIeoutzGh1IFJMoy2WNpCtk0WFtg8/sgZk3I51XZZi1yB15sYDHZ58GY1Iv3PUY8J8rIJHnydTUuhJYZDxYq5ZwoPpGR/ToRDGJR088fcrVDWSOpk2wYiY9tyYyK0ll5MQ8fbJcayQdLyTwxOzTEDUTs9WAkLJfCyxaRdLkGsmKuXUPdZ5Jz+G5hZdW3Mf0OqSi1WLTkHTA4gPLsHXJQEVRsJBdgt/irZMgANATZCFXIfdIPgqB5eEw2GHmTQhY/JjWnYCVSPrUHx09Jjd67F2wG2x45/BtANQfjFzA+oSjVbDgosBuhPNRqhMfT06iLIs0ItfDKlhQkAqQZIneqW/s3QugWpcmJ0ivvQtWXo2kycVLkpojuu07DY6qP1dF0pYAGIbBVlc/SkX1oluLBvrk7DP4/vgDmLepeQJDZ9cKnzh3QTRcWZExoZPTVguGYWAaGISxp7dlLXZtrTkAPDT5CO5+4T/WJVHoQTTpEc8QClIR4VxkhU9UQDpWAxYfOIZDvrw2kv7tzJO4f/wB/GD8wVV/hly75Mk73SJxqL9G1hPpLuci+Jf9X8O9o/djWWuOq10LSbY2yhNtFDYNSfMsjw5bAAvZ5YpNpKIgXc6od2tLY1tSl9EJI2fAkhaBK4qCSD4Kr9lLI8deezcKUoFG2OlyFizDwsJvjIvaJ/d8CH99+Z/hQv9OAGqERYiTlPQRXNuldq/tm3sWQOXkIRG5HiR5mCgmcTw5iS5bB7Z7VZtPsn1FUTCVnoXf7IVFsMAsmCEpMnULrOjRle3rI3an0QGv2UMfH8nJ//ahW2CEGkFP5RZQlsVVRVlzWdWPO9bnweDnv3RWSunOBCRZwmx6DrwWOIytUIbZDF2f/GN0/cmnWr6Hs1SCCWLlOp9Rbd2X10CqjZAtqwMm+h29ANZGNqTb0Gl0wMKb1zzdnhDfvvnn8MTsM6v6DImkifTZSu6YTs2CYzgwYNZM0vqkP4CGXj36G+R8ZvG0eZdsGpIGgC5nO/JiHqlSGveN/Qifee5zNOHXptOj9WAYBu2WNixpXh5ZMYe8WIBf9whPiJJobtlyFlbeQkn8VGHmzbAKFtgNNriNLkylZjGVVvelj6QBoN/Rg25bJw5GjmIus4DR2Dh4lsdW10DddkkZ3r755yBq0bZFMCNg9ql1zIqCSD6GvJinDn7kxpMX85BkCROJE2izBKoqR2pJWmB5uIxOcAxHHyN9Zi9GHOqEmm+Fvo8/euwv8TfP/NOKpEDkqnQ5c8Zau+89ej/uPvCtM7IvgqVcGCW5jD3+C2DkDOvWJFmTuWF7vB6M0QhoiVbOZqN9A0Clkmm9yJZzsAoWeo2s5rH9/9//dXzj0H/Q3IvT6IBFsCBXE0n/4sSv8b8e/oemckY4H4ORM8AmWPGDiQeplUMrkC5D8gTdTO4QZRFzmXl02TrQa+/GieQUCmuQpB7Qkv57AmrnaaMyW0LSbqMLkiJhPnt65qFsKpLudqh661hsAs8svIDlXATfHf0BALQ0+G+3BiApEiL5KKIkaWiqPMLTE1A7qKq50umxe+xz9CBdziAUOwaX0VmnMzMMg5sGb4SsyLj7wLcwl1nAVucADA2GChCS/vXUozBwBlzZcSkAtbEmL+YRycfqbgb6+up0OYOSVEKXrXqSh0tXRUKkj1u2vBFvG7qJ6ucA4OBU8hj0DGLINYhYIY6vHvpOU/1VVmQsabJT6gy27B6OjOJwdPSMlYABlRv+oLMPw+4tWM5FaJXORoNhGCp5cFYbfboEKvmX9UBRFErSnVb12luJaDKlLMbiE9gfPkTzJC6DGknnxHyVRj4WP4bJxGzDbcqKjGghhjZLADcPvgGyImN8FXanpPyO9Eo0q5OezyxCVCT0Orox4hlSJak1WJuOJ47DzJvx/u2/B7/Zi/H4sbpSXyJ3XdN1edXfNxqbjKRVMvnZiYchKzK8JjfKsvoI0d4kkgaqdWly0up11m5bJ00ekmh7rUnD1YLUU5fkcl0UTbDLtx1v7n89rdBoJHUAFcIFgPduexc9Br3U8GlGp0er/0Yi6Zz2RAKAmjYR6DVpQtiXtV+Evd1XV72PdBy+f/dd+KOLPozXdF+DxewSvnP0ew0TVrFCnE6ySW8AST+/+PKKmmtBLNLH7Ol1JofWA7KuPkc3Rtyq3j8WP30ZftIaztmsVUnyU4mki1IRkiLBKlhg4o1wG10rWgDrf49nF9WEmtPogFUwQ1ZkFKUifZ0QaKPoPFlMQZRF+M1eDDj7mr6vFpVGNCtsgg3pJpE0kW367D1U6tM/7RyNhvDg8Yfw4PGHcN/BB/Dg8YdwUPOML8siwrkoOqxt4FgOI55hFKQiJmuqX6bTs3Aa7LjAt0Pb59qrY1aDFTNCwWCQA/B1AEEAEoD3h0KhtWdJVgESSceLCZg4Iz51ycfx7wfuQTgfpdUfjUDIazG7RHUyPakbOAM6rG2YSc9VGllOE0n36jToZiQNAG8aeD3ms0s4ED6Mnb5tDd/TplWzvHngBlyom0CxxdUPAPjV5CMQWAEMGPTYOwEAFo3Yc9rMRACw15J0jdzRDIqkRg6kTvqtW9+C6fQsDkWOYjkfoesj0E/L0VtYrgcz6Tl85+j3YOHN+NQlH0fA0riNPKErRZxOzza94W00ptKq3tlp66C69GRyGld3Xn5a9kcjaZutqpfgVEiaVA6RARMd1jYcjYWQK+dhERpLMPpokeQoXEYnzDx5gsvDxKuVPYRQG91o9cFUuyUAgRVWpYfrfXdsBmvTm4o+J9Rm8cPCm/H0/Au4suNSJIspfOXgt6GgOtAQWB6fv+4zCOciUKCgQ+OQbZ4hPDn3DEZj4/TaU5vBktjl2442ix8GVjhtFR6riaRvBoBQKHQ1gP8D4IunZSUAOu1tNIF1WftFsBts+JOLPoq/vvzPGsoBBCSSnkrN4oXFl+EyOjHkqm477nP0oCSXqV3nWmqk14JeXa1zbdJQD5Zh8fs778TfXvnnTaWcnd5t+MyVn8ZbBqr9jPsdvbi++2osZJcwnZ5FmzVAL4yqSLpIIunq70qImWO4qmi9FkpZJXlS3cGxHILurQCARCFZ9379BZM+RZJ+ck5NJOXEPL568NtNJZaYrolpNRdJ7RPAekrYRFnEXHoenbZ2CCwPr0nV3vVmQ6eCRmvidHIHiaTtBiuSpTRt7qiiD73aAAAgAElEQVT9nCRLqq1uE991QtJkwAQNdnLNo2lCuFd3Xkb/zWGwU1InMowkS/TPjX6XiI6kOZZDj70TC9mlqkaVRsiUMzTpbxOsKMvlhp+ZSs9AYHm0WwLgWR7v3vZOlOUyvnLw2/jWkf8Cz3L44M678KcXfwx//7pPYY9/F8qyiIXsEg02SGA47N4ClmGrPIDok5S9GxzLodvetar1rwcrknQoFHoAwIe0v/YBOLW5VS1g4A3wagk/UgUhcELLaA+o6FMHI0dQkIq4qvOyKm0VqES13z76XwBOXyRtESw0+dYqkgZUovaam7utMQwDr7lx8u32rTdhWCPMvpoyP0C9WIjkUCt3mDgjDJwBDoO9ZfKURtK6EjzaVt6AkAhJm3kTUqVMSwJMFFL4q6c+29B9LS/m8cLSK3AbXdjbfTUWc8v40cTPGm5H32naKhJTFAU/HP8p/urpz9II78m5Z/EX+z6z5iYOqndqx93Em2DkDDSRVpZFfPb5L+FXk7+t++y/7P8a7hv7YdNt3zf2Q3z2+S/VJcSoYZXNhgWtb2B3h/qYHcnHsH/5EP5839/SrtQXF/fjz574P/jkY3+JP3n8r6o6bgloJK2dM3oL4LJUxmef/xJ+fuLXVZ9RH/EdeFP/68EyLGyCFRzLwUoT1uo2M7r8wFy2vvKB9jJo53+vvRuyImM2s4DR6Dg+9cTf0Aa1qdQMPvXE3+BwZBSZUiXpT7x3aiWPklTGQnYJ3bYuygO7/Ttw08AbNB+gAu4ceQcuDOxScwq+QWzzqpLVdGqW3gRJpZNa/dKDydQM8jU3HvLk3OfohgLltCQPV1UAGwqFxGAw+B0AbwXw9lbvdbst4Nfh9UBwx+5bsJyNYvfA2h5buxztmEzMgmVY3LLztfBYqonp9fYrMJmbRL5cgMDxuGHkKvid9iZbaw2/v/Xn3r3nrVhIL2Ogq73l+04Vf379/8R/HvgJXr/lWvi96po6od4gFEGkF0ZvWxv8nuo1v+fCt8HEm1p+lwVGAVgWgbZKorGv3A6EAJEv1n02UoqAYzkM+wZwYHEUdrcBZsHUcNv7Fw4jXkxgMj+JG/1XVb32q4mXUJJKeNv2N+LWkRtx5BejOBg5DI/3vXU33+KietGYBRNihTiMdsBhqv9OD088jkdnVWOqQ+lDuGn4dXjkuceRKWfx9SP34h9v+DTc5uquv2bH5pmoSup7erbR93gtbqRLafj9dsylFjGXWYBJMOCuSyvDi+P5JELxY5hOm/Dxa95bd4MsS2W8sLQfJamMe8f/C//7+k+A176v4fZbkBjoRee2QSxPROC3etDrVCWukiGHV+YOIlvO4ZtH/xO/f/G78N2xH4DneAy5ujARm8R0YQpX+y+s2l8op8oVbW4P/H47Rph+YAxIKglEmWXMZRbAcSze77+drj9RTOKSzgsw3NOD9xXeAZ7l4PfbEYi7gUmAMyvw++3IJyo3cVmRkRWSGPJWKpgyE+rrw9298Fns2JkdwmOzTyEmh/H8wivIiXk8ufQULt+6E9+deBo5MY9H559AVszCY3bB77fD73QBS4BgU6rO7/HICciKjJG2warf8C7frbBYBTiMdty49bqqY3FhbxD3jQFL5SVkJfUGs6N3ED6NR7a3D+FEcgp5IY1eXwDRcfUmc0HvEDwWO242vhYKL2F7zwCsho1t4FrLtPD3BoPBPwfwXDAY3B4KhRoq9vH4+jPsfr8dQcs2BC1AOLy2x2Wf0YdJzOIC33ZIWQ7hbO3nGbxn+Pcqfy2tfR9kjSt9bqtpGFtNw+va/lpx+8BtgFz5LiSoiKSStORIyrIIS9Vr2eO8CEDrY1DKF8HwfPV7CmqL+FxsuerfFUXBTHIebWY/zIz6lHJifh5uowtPLTyPK9ovqZp6niqoUf5SMoJwOA1FUbBv/lnECgm8tHQALMPiAsduxKI5DLuG8NT8c3jpxChNMhHMxtSoZ6dnG15Y2o+XJ0PY4a2uzR6PH8O3Xvk+bIIVRamIX40/DrviRDgbhcfkRiwfxz8+9u/4o4s+TPXlVr/zi9OqpW4n303fY+NsmC8uYWEpjuNxNYE5k1rA8nKKNqociqjmWnmxgCNTJ+uS4aHYMZSkMgRWwJHlcXz2t/+GTls72i0BXN5xMSxv7MXkwhKShRR2ekfQblNzAhML0zi8GILACsiUsvj/nvkmGDD40K73otveiU/v+zuciMwiHE6rdrbzz2NPYBcWtKntSpFFOJyGqaxGpiciMyjm1QTwfHoJi0sJcCxH199ubEc4nMbFLtUtMBxOQy6oN5zFWAxhUxrTMfWpym/1IpyN4sD0OFxyJa8wm1gCz/KQMuq16ob62qPHn8WkZuHw4txBvHRiFM/N7gcAjEXUp4FOawfC4TQ4UZVAZ5aX4ZAqT6QHZlRZws8H6n7D6wPX0TUT+P12mEp2CCyP8eUTkBQZRs4AOcNTHnEy6hPt2NwkPEoAU7E5mHkTxAyLcDYNI2x4x8BbkUtKyGF9132zoGBFuSMYDN4VDAY/rf01B0CGmkDcVBh09oMBU1eh8LsGqkmXc1STXq/+rohiXbeh3kVPj0QxiaJUQrs1QOWVVCmDFzR71Yenqh/9iVMf2c5SLozvhX6CX089imghhosDu+E0qtshycBGDQVE7rjArz761+qfkXwM3zj8XTBg8MFd78HFgQsRyUfxvdBPAAAf3HUXLg7sxkndAN5WKEllHEueRJeto2ECNllMI1aMa+8tVXms6JNujZJppCHmPdvfhS5bBw5HR/HrqUdx7+j9dFAwkZTarAG0aST94tIrKEgFXNlxCV7TfQ0A4Latb8Z2bxB2wQYLb6aP8Icjo/he6Md4ZPoJndyh3lQtggVOgx2L2WWqv4qyWOmqq3nE14Nq0lqtNEnw7elo9rtE4TV56NNEwOKDkTNQgt7mGYasyPjawXshK3JVRy6RKolBWq00pK+8WS04lkO3rRNz2UUs5cJot7ZVdYFWDOCWIMoilvMRtFvaTtvUHj1Wkzj8MYA9wWDwCQAPA/ijUCi06Zy2r+26Ap+56i8w5N5ytpdyVlEh6TxS5QwsvLlhO/2qIIp1Dng2wQqWYas0aUmWMJdROw3brW2UpNOlDBY0je7p+eermhrIDYSQNCGCa7quwJ9d/DHcMVJR1YLurU27xmLFBBwGOwZJGZeO/ApiEV89+G1kyzm8c/hWbHUN4NruKwCoFUR9jh702ruxt0clttFVdA0eT5yEKIt1VSR6rV6vk+srMfRra6SDj8bGwTMcdnhH8KlLPo4/vfhjuL77qqr3E7LtsLShzapGn7OZeQDqzez2oZvx91f9JV7fez0ArdnL2oZwPoqyLNIyssnUTJ0mDai/X6wQx4y2Tf13aGR1QGDhK7kQoELSI76tMHAGTKVnIMkSZEVGrpxDTsxXNZyxDEu36zDY8YEdd8DEGREvJmDgDHj/jjto6SgJOkivQ6qUrkqOTqVnYeQMVV4/q0GvQ9XFJUWqqybTewuF81HIikyrP043VpM4zIZCoXeGQqHrQqHQlaFQaPWN9mcQLMPCYzrzw0s3GwROgIETtMRhuq78bi1oFEmzDAuHwU7J9fnFl/HJx/4Sdx9UO/7aLQHYDSShk6aZ8kw5i1fClck7JJJOlTKQZIlWaQw6+jDg7IOBqzjvWQULeh3dOJmarqrykBUZiUICbpNLbRwyODCVmqYJy58c/wXms4u4rutKXNOlknOfvQc9NlXLvbaT/Fs3zLwJY9GV65xpm7272mtF/4ShrzghpKooCqZSM3BqydraSJoMZhh09sPIGSCwPAadfXTcGYlEaeWBNQCLwUwJlmVYDLu3gGGYqu5SAOiwBiArMsK5CN3vTHqW+nbUkjQBufEtaVYNU6kZuI0u+vvqYRUqT3BApTPQZbKjx6ZWPnzisU/j/zz9jzisearrexmASoR+VcelsAgWXNauSnKXtu2BVbDQihIaSWvreOD4L/GJxz6N30w9hoJYxFJ2GT32rjV3FOtvPrUVVxbBDKfBUVX90awLeqOxqZpZzmNjYDVYkC5lkC3n6srv1gJFqidpANTqVFEUHImOQYGCIdcg9gQuwHbvMN1nqpTGYnYZRq18kviVAEBaI2kFqj9LQiM2j6nxAFry+Ks3MkqXshAVCW5t7NgWVz+SpTSWcmHIioxXlg/BaXDg7UO30M8wDIPbh27BNZ2X01FiHMth2L0VkUIM4VzruuOx+AR4lqcWuPSYGCokHdcNZyUkHS8mkClnMejs12r256uiP2K4VWu01aubVA8AE4kT4FmeuiESout39MLcxIuGEO9CdomSfV4sYDKpSgtWXaWTPjrcq0knC7klzGcXkSlnaZ1wLWiddE0k7TDacWPfXmzzDGPINYh4MYH/1LqIa0n6ms7LcUX7JXhNz7UAgBv7XoNL2/bgDX3qgIi9Pdfgqo7LcKn2u/XYu3Fp20UYcQ/ByBnwyPQTmExNQ4GCPs1udy3Qk3Sj5rkOaxvixQR9qmnVBb2R2LgRD+exaWAzWDGTVB9Xa8vv1gJFFMGa6i98l8GBKWUGWTGHxewyBFbAJ/Z8iEYuJHoP56OIFxMYcQ9psyCPYSG7hA5rW9X0mGQxhZim3bqbPA1t8wzjV5OPYDQ2QfXneLF67Ng2zzBeXj6IsdgESnIJmXIWV3RcUlcRMuQexJB7sGb7QzgQPoyx+Dj8liurXitJZTw2sw85MY+5zAJG3ENVkT5QK3fEYeUtyEsFWnOsL9ky8ybMZRawmFumZEuNtrzVMopVsMBn8mA6NYtkMa3bv3rj85u9mErNVBlo1YKYkx2JjiEr5sCAgQIFkUIMPMvDwFa+S7v2XptgxYX+neBZHovZJZoPaOTWCFQ0aeKEl6YkbcNO3zbasPXAsV/iN9OPAUCVRS4ABCx+3LX9nfTvbpML79tRSfZbBQvu3FaRwQSWx/t2/A8AwI8mfobfzjyJn594GEBj3XwltFsDMHAGlKRSQwJutwYwFp+gT4TtTUzfNhrnI+lXIWy6EqBGj6arhSp31JdTEkKKF5JYyi2j3eKverQk+ySNQx3WNlzRofpwk+Qc0aQB1U0tXkiAAQNXk5r4AUcvBFagAxLI/oHK2LERXfvvWFQjFffqSjkJ+TQy0nlu8SU8eOIhSi67/Nvr3uPSHZN4MQmf2Qu/2UddHad0em4vNfyqSB4T8ROw8hZ0a1KMHn2OHmTFHJ6ef67qe5LXGDDY5Ws+PJdEhfvDak36Bb7K+q28pSr51WVrh5EzYLd/BziWQ5vFj8XsMo5GQ3X71kPQyJ606BO5w2asPv9u2fJG7PCOgGVYeoPaCBA5iwz3WKlHoRHUSUtb4DQ4Gkqn5DhG8lEYOAPcpuaDGjYS5yPpVyGsOvOoU9ek66eyODW/j5OaF3Z7rX7Hm8ExHE0utlkD6NAmrxO9ti6SLqgJQL5JkpNjObRbA1jILkFWZLAMWxngq8kdHpMbbRY/xhPHadNBcJVt4j6zFz6zF6FYvZEOqXT44K73wG10Vk3QocdEkzvmMvMQZVG7cShYyi0jVUpXeayQ5O50ehZX4VJkyqov8XZPsKGO2uvoxkvLB2idt94b/Pquq7DHv6tOh9aD2PkS+9qrOi/DwchRKFDqOk4tggV/c8X/otJJuyWAucwCQvFj6LC2VZlz1ULvhJcpZ2HhzbTOm4BlWPzPXe9Fopjc0BxSm8WPoHsrQvFjMPMm2lC2Vrxv++9BlKWGv4M+cm63BDbMRXMlnI+kX4Ww6S68U9KkGyQOgUokPabpqLUkzTJsVQTfYW2jkkS8GIcoi8iV85SQE8WkdtE2JxpAvUhEWaTj0SoSSeVzI55hlKQSjicn6TCG1UI1vi9UjVqTZAmh+DF4TR7s9u1An6On4cUpcAKsvIUmlTwmFz0uE4kTmEzNIGD2wSKY0WFrB89wmNL2M5NS66qbPaKTqDBbzsEu2KpcDTmWa0nQQKXCA1DHTm1xDdDH+Ua2AE6jg8o55H0KlKZSB4GFNyNbzkFRlJZOkxzLtey0XS9INN1r7153aZyJNzVdt14COVN6NHCepF+V0Hc8rVeTViQJUBSAq5c7XFrUSFqNG5Ui6cmx3RqAhTfDwBkQLyRpUomc6DOZOUiKtCLZdOiMtIBKjbQ+ItNrsyuRSi3I0Ab9YNmp9CzyYgEjnqEVL3yn0UFNe9wmF51u/5+jP9DqmFWrWYHl0efowUx6HrlyrkoKaQR95D7iGVpXBEd06YDFDzNv0lnbtrZH0N+AR1Y4nn6LDwWpgEQxqTlNnh5/nGbY7duBvd1X48a+15yW7dsMVlpZ0sqVc6NxnqRfhdgITZrYlDaWO1SSJpJCI4dCsl+7YINNsIJhGHiMLsQLCdp8QDRJUmWwEknTYcVaMi5WSIBn+SofliHXICWxkVXq0QRB91b4zF68tPwKMkV1jWO6SesrQd/c4ja60KattySXcaF/F17fdz19fcRDkqnHMa1VCzRrvjDzJuo4SDThbLqIQy/NrtogqtbmlkTtVsGC8cOLyKaLLT/HMxyGGgym0INsezQ2AVmRabPJmQLHcnjH8K0b6oQYi2RxbLRS606ORytXzo3GeZJ+FWJjImlC0s0Th4DqpFdbSgUADkHdrz7icJtcyIo5RDUt2Wtyw8SZaAMEKaVrhkokvQxJlrCcC8Nr8lRFuCbehG2eYdgEKwablIs1A8uwuLbrCpRlEY9PkvFmE2DAILiKJim9T7fH5EKbFrV22Tpw17Z3VkXAlUTlOKY0X+JWem/QPQQDK9DPHXh+Bj+5bz8iS6vz7R509gMARjyqKRdxdnOXAnjk52N48anJhp/zm72wCVZs8wZbOlECFaOvozE1yXi6BmucKSiKgv/+6VH85sGjCC+qie4tzgHwLL+u6pH14nzi8FUI/cWx7pbwMiHp+lNETQjxEGURbRZ/XYkboNbHAtXaHSHhGe3x3iZY4TQ6UMipDSoradJekwc8w2Ehu4TJ1AwKUhGXNiDPD+y4AyW5vK5OyyvaL8HPTjyM3xx/EjvsOzGZmkafo4f6dLdCVSRtcsHACfiry/+USj169Nq7YebNeCV8CP+3vTcPb+O+7r0/g50AFwAkuIoSqW0oUbJWS5YsyfJux40dO9eN2yfNbdo6bdKkSd/73La3be5t2tzet/e+TRPXSd248W0c103SeIsTy0u8SLItydooiaQ0lMR9BwmAIPZt3j8GAAESXEWKsD2f5+HzEMBg5swM5jtnzu/8zvFHA2yepqZ4iofW3sfddbemtxHwK4OA7tEAjsrZb8RrrHV8Y8+fpcuqVlkq+Os9f8ZoZ5hOLuJy5i6er9Po+Mvd/wV9Mk1PluVpwz61xUpYJvX0MVso5Xowk72zMdTvZXRYOS4tZ/s5eK/IvfV3cGDFnhlvqIuN6kl/BEmFO65lSviEJz31+4IgpL3G6WJzqXBH5qyslAinOqgUGgqnCNtMaDVays0OBgPDXHRNnxJm0pkW/ARRaLCwzXED/eND/MnRv0rWjZjb43NqXzJDMFZjSU4PNFWbOzU1e7aUMb1WnyUM4ZByfryeuXfoLivIfuqwmawExpVKia6RwLShkyJDIUatgReeOcOrzzeTSORuSFyot1BmsqdnhV7vcMdk/L4wP/mXkxx/Z/q2Wa+/2MJT//gu0cjUckQtZ5W5BjqdhsutQ4RDsXQ/0OuJKtIfQVKe9LWl302tJZ1JSpAmZ3ak2F5+A7srd7CjfEv6vZQI96REWm/JDhEYZ0/JqrJUEIlHOD5wWpkKbV38Wi331t3GtqpNrLetZVPphvSA32ykjonNWDKnwb3J+c7zIRRSxNXrubYyOj6v8v1IOJb2znPhHw8z2Oul8/Io7781fWOmzDDAUjXWmAvxWILXnm/BPRqg62ruWaShYJSrl5z0drp565eXsm5SoWCUqxeHKbEVsH3vKmLRBJdblqyU/oyoIv0RJBWTvrb0u2RXFm1ukU5N3phuAMVqLOFzGz+TNXCZ8qRTrbUK9Zb0evQa/YxdYlKkPHd32ENdce20bZ6uhQpLOf/twB/y1W1f4ItbPj/ndLHUvkw3a3IymYOR8518kfak3XP3pHMx7p0YMHSPTF9meHhgYvLRhVN9XDo/MGWZwb4xSscn9kPwGZBalqaD9mwceb2NoX4lT9/rCeZ8SujrUsZGdDoN7ZKTM8cmUi+lC4PE4zKN26rZsKUKjUag+WzflPUEAxEunhtYUIefuaKK9EcQm6mYAp2J6muY0ZXO7tDnFumawmq0gnZeHqBtkqdclBHusJusc4odZqWEzTN7Y6kpKyjFoDWk+03OvrydFYXVVFsq552Fs5BwRy5SnjSAezR3XBpgODlwduDudej0mixBA3AOjvPzfz/H0HsCqdaBXScD/OSpk1nbuB6EglEunR/E7rCwcrWdWDRBMMdTQk+HItL/6T/vxFJo4PT7XcTjSiinXXIiCCBursRsMVC3rhT3SACPK/tGdurdTt45JNHX5Zmy/sVCHTj8CGLSm/jvN/1XTNrcXVHmQjrcMY0nfcfKA9xUtWNe8TlrxjRaAQGL3pwRIpg5Hp0i03NPtTzKFwr1Fv7qpj9JzyicC3+07QtTGqLOhizLhIPKk47fFyEWjaPTL6wbks8bRhCUlPiZPGln0pNeu6GcK63D9PeMpbcb8Ec49Fwz8ZgicNqYnrg+SsSnvO7pcLNhy+JNAZ+NVDph1YoS9AYt3e0uxjwhzIUTTSdkWaa3w4XRpGNtQzkr15Ry8dwA7hE/docF55APu8OCqSA5qafWSrs0gnNgHFvpRKw9JfQup58VdUtThVP1pD+iFBuKphQBmg/pcMc0MWndAgZQ9BpdekCv0KD0qZsIEcxNpMvNZWgEDSataUGVzpaaEmMx+nkcd4vePO9+m9FInMyn61xx6YHeMf7vY+/R0eacdj3xWIKAP4KjSjkn7pHcnrQsyzgHxym2mjCa9NjKFHtTXuU7r0j4x8MUmJX9rtAqghz0Kb+h3k73vPZvrvi8If7tieO0NWeHVIIBxWs2WwwUW5Ub5uSw0Jg7yLg3TM0qGxqNQHnyGAwPjuMeCRCPJSivmhgvyfw8hdcTZCy53pmeQq4VVaRVcpOjCe1ikBLjVIreqqJaDtTsYX9ySu9s6DQ6HlhzLw+tuy9n6t/HgVSoI0WukEfn5RFCgSi/evkio8O5c6l9SY/TajdTbDXhHs3tSXs9IcKhWFqobGXK2IFrJEA8nqC304XdYWHzDiUFb4/9Jj5RexeRsPIb6u10LUnMtvlsP15PKO3Npgj4lZtDgcVAic2U3IfsY9Sb/E5tveL9ptIYnQPj6fh7ZmpjaXkhgkA6Xxqybz4zPYVcK6pIq+RkYsbh4op0qhhSsUmJwWo1Wj4jPjiv2PYdK2/h5urdi2rXh4lwMrOjqFgRoDFPkFAwSmtTP4mEIoYpoYlFExx6rplQMDplPalYcVGxCVuZhWAgmvZCAa5cHGZkyJcWJkdl8qkn+bjvHvXjHvETj8tUVBdjKVLCCVXaGvaVTbSxCwVjOSfdBPwRLl0YnFbA47EErU39xKJT0+Pi8QSXzg1k7Ud6vb6UJ62f8KQnPW30dCj1X1IhCrvDglYrMDwwnt7f1E0JQK/XYi+zMDLkS6cgpm4OeoMW14h/yQYPZ7wCRVHUA08BdYAR+KYkST9fEktU8orZsjsWSsqTLjIuX3rWh51QsklsVW0J4y0hvO4Qx99p5+K5AQxGHWsaHIwMjWMtNbNaLOPM+91IFwbZsiv7RuhLZnYUFhuJxxN0XRnFPRqgwGxgdNjHGy+1YjTpqFmlnLPJnrR7JMBwyYSgpWK+AV8Yv09Zt63UjHs0QE+Ha8qkm5NHO2htGsBsMbBy9dQMmpamft771RVkWaZxW3blwY62EYIB5TeamaECE+GOAouBwmIjGo3AWIYnHY8n6Ov2UGIrSIu4VquhtLwwKcIyGq2A3ZEdhnJUFTHq9OMeCWArs9Db6aaoxESpw0LnlVGCgShmy8yzMhfCbJ70Z4FRSZL2A/cCjy+6BSp5SXrgcJrsjoUyOdyhMn9S4Y6qFSWAzMiQl8utg4BMT4citJFwjPLKQsRNlYDM8IDSSSfzz+cNAjKFRUZspWZAxp30CFua+gCZcChKu+QEZErLLciyTIFZj8GoxT3qxzngBWTKKgoxW/SAjN8XJjAeBuRkCESmp8NFIpEgkUggyzKJRIKe9lFAprdjdIptsqzsC8iMOn1TPms5q9hnKdTjHw8RjyfSnwX8yrYLzHoEQaCw2IDXHUh/PtQ3RjQSo7bemrXO8qpCEokELqePsnILGo0w5XOQcQ54GR7wEglHqa23YnMox87lnNsU/fkizOSii6JYCAiSJI2LolgKnJQkafW0XwCczvEF+/wOR9GUFuz5xsfFRu+x9xn8wfep+NznKTlwy+xfmCNNwxd4svlHPLTxXm6vXJpqZYtBPp/n1nP9XDl3hK2bL8M8M0NUlg5ZNlDT+Pvo5jApKxcOR1HOHNQZ3SRJknwAoigWAT8D/nK2DdlsZnQ5ivLMFYcj/z2sj4ONiQLlHBbbChd1f/dbt3PZf4UDq3bhKM7v45iv51mn0VJqHwNk/AEboZASIzWa9IRDUUxmA6FAhMqaEowmPUP9Y4SCUWrr7Wg0Ew/PQ/1eQsEIK+tLEQTo7/UQjcQxFRgIBSOU2MxYbQW4RgMYTTosGSlso8M+fONKnNdg1FG1Qmly0NXuwmDQYirQ4/UEqawpIRGX8Y4FiccTRCNxbKUWBEGpMJdixSo7Wt2EbaFglKF+pfOORquhtk4Jh8RjcQZ6x4jHE1RUlxAMRNLbMZqU7JKBHg/RaJyVq5XCXy6nj3FviKpaKwaDjoFeD5FwjJX1doSM4xGNxOjvUfKdSx2FFBZnp7DKskx3+ygajUAiIaPTaamutRKNxhno9WApLsFRUYZuDpOy5sOszwre+2wAACAASURBVLKiKNYCLwDfkyTp2dmWd7sXPsqZz95LiplsDHW0kwiFMG+Y2l7pejKTjYGLrWgsFkwrV824Dq9buYB8wRjCIp+Th+sfxFGc3+c6n3+LrlE/Br0Sj+13HaCtxc2aBge1ZXaOH1VqmggC/O6B/ej1Wtq62jl7shvHmi1Zubyvv/EBAX+EbbcrDWe11iDP/fA04VAMQYDPfmkPhUVG7DkqlPYM93D8pDI9fNP2ahrrlJz1Vw4dJ5FIUF1r5XLrMF+9+3YisTg1KML79HePUVhkxGovoOuqi807arhwuo/byhsQN080Mzh+WLFZb9ASjcT5/O6b0eu1vPDMWZyD4+y9bQ3VG2q5cKqX4yevcGf1RqrqlBz6l19+H51ew9bblIyh7qFujp9s5+4VjdgqrRz9yXtU1JSw7fZtwMS5TiQS/Pzld4lFE/z67+zEXj513OTtw6dwDvrQ6TU89FvbKS0vJBqJ88ILR6lZZWX9jXFgYb+b6ZyCGWPSoihWAK8DfypJ0lML2vLHBDkWo++xb9P3nW+RCOeuzbvcJEIh+r7zLQaf+pdZl00VWGKRsztUrp1wKIrBEAVBQ2m5Irqbd9RkCbCtzII+OcGlPJVelpE+Jssy494QhcUT3nGJrYC7PrURQYA1DQ4KiyY+m0xq8BCyU9UsRQYCvkh6MC/TGzUV6Fnb4GDMHaTrqosSewEbtio51T2drqz193a40GgE1jcqM0zdI37a25w4B8dZ31jBDTeuSK5fsTE1CCrLMsFABHPhxABeanBwzBOkt9ODLE+k3mWi0WioWWnFbDFk7V8m1SuVMZXbf20DpUkR1xu0FJWYliwNb7Yr8M8BG/B1URS/nnzvXkmSrm0u6kcQ35nTxMeVWgHByxKWTTcss0VTCbRdQo7FiAz0I8fjCDm6rqSYKFX68cxFzmfCoRiGoig6nYXNm1ewWnSkhchaasYzGkgLM0yI6PCAN2sdsWhiyiP9ijo7v/n7uykwz5ylkDnrzpGRqmYpNCLLSjikwKxHq832Axu31yA1K4WKauts2MssmAsN9Ha402VFg4EIzkEf1bUllFcV0XJWKck62KfYf8ONE+2xUvan0vBCwSiyTJb9JbaJNLzUpJbpZgfecf9GYrFEVlgok10H6tm0vSZ9vNPHo8xM91UXoWA0PUtxsZgtJv1V4KuLusWPKJ533kr/729pyU+RbmlR/onHiTqHMVROP1U3Xap0kVPwloJ3DkmEQzHufnD6jtkfJUJBxZPWGa1otZoswaits+EZDWQJZ2GxkQKzHufAOAM9Hl57oSWdvpbpSaeYLEC5KCw2ojdokWU5S7BTHmw0Eqckx3rKq4ooKy9kZNjHinqldOqKOhttzUM88XeHs5ZdUW9Pz250jfjp7XBhKtBTVjERhpjsSacq+WWmwhVbFSFvTZYeNRh1WTnQmRiMOgzTP0Cg02lzHh9bqYXuqy48rgCVNYtbyjT/r8APAeH+foJtEqa16wh3dRJobVluk3KSaVe4v39mkU4XWFpcr2Ap6GhzKp5hLH5Ng9YfFiLhMHpdHH2Ookybd9YQCkZZ0+BIvycIAo6qIrqvunj1+WbCoRhVK0rQaIVkit78EQSB3QfqQQCNZiIpIXNw0Vw01RsXBIGb71iL1DyYDjncsHMFAV8kXdwIlBCCuKkCg1GRqM62Efy+CGs3lGd34inQo9NpGE960qlCSgUZIq036Nh2U23aE1+7oXxaT3mhiJsrCPjCWO2LO2gIH0KRjo6OEOpop2jnriXflu/saQxV1Wkx8zefp2BlFRQ7spYbO/w2ALY77mLs6GECLc3EPG501qUpuLIQoq5RIgP9aEwmEqEQkf4+2L5j2uXTIj1DSCQfiEbi6ckdY65gOk44FwK+MD0dbtZvqlhw947lIBFXHtl1OUS6xGbmjvunDlw7KouSj+Mx9t+5jk07aqYsM18275xaXtWSEQvOFOxMqlda07HdlG2ffGRLzmVBiXOnYtyTY8lKHrQxw5NWnhCUnO0Jbjq4+HXHMyl1FOY87ovBh25auPPH/87AE98j1N21pNuJOp30f/cfGfj+E8iyTHR0lL7v/AMX//bvkCd1pvCfa0JjsVC4dRuWRqXjtL8lv7zplBddvO8AAJGB/hmXX6pp4YtNKg0MslO65sIHRzt565eXaJdGFtuspSWhDFDp5tFDsCYpihu2VNG4fW6lVBeCJWOwMXPw7lrIDKfkiiUXFpsIBaNEo/G0J70UM/+Wiw+VSMuxGIFLrQAEmi8s6bb8rc0AhLu7CHW0M3b0MMgykZER/BfOT9iUSBB1uzBUViHodJg3KnHRfAt5pOwp2X8LgsFApH8WkU63z8rvcIdvjkXrJ6PMaFMyClqbZj4W+UQiISOg3Jj086ieV7PKxiO/dyO33LN+SZ8aMsuBzpQdMh9SmRa2UvOUgU6YiEv7x8PpmHSBKtLLQ6ijg0RQedTzz1EEfU1nufrHf0RAujSvbQVamtP/e958g7GjR9Lx2bGMQcLY2BjE4+jtSrK9oWYF2pISxk8co+3Rz9P1ja8ry2Tg/tXrtH3hd2h79PO0/9f/Z8mfCuREAn9rCzqbHUO1Er6JDA4gJxL0/9Pj9D3+nanfWWB2R2+nm6e/e2xKcfSlYnyOResn43EF0wLf2+mek70eV4AfPv4+F5OFfZyD4/zbE8dpOtE9yzcXj0g4pqTfkTvcMRO2MsuSh3Uywx2L5Unbk4OHK3KkzUF2hofqSS8zKe8WrZbQlcuz5iOHe3sYePIJ4uNeXIdemfN25HicwKWL6MrK0DvKGT9xnPiYh5L9t1AkrsfffIHoiFKnN+ZS+qfp7MrsJkEQKHvw0xSsW4+xdiXhnh76/+lxElHlwpJjMVyHfomg02Fas5aY20X/448RG/fmNmYRCHd3k/D5MDc2IggChqpq5GgU35nT+E6fwt90llBnx6RjsLBwx6XzA/jHw0vaqSIT39jCPOneSVXQ5uJNd191EfBFOPJaG1cvDfPq8814PSGOvd2erG+x9IRDUQx65dzMJ9xxvTAYdegNyo19upj0fKlfX8baDeVs3pG7xVhR0pMeH8vwpGdJIfwwkfciHe7rY/zUB0DykV2joWTfAeRYjOBliZjHg/fYe8jJ+sdxnw/Xa4cYffkl+h9/DDkcRmu1Emi5QNQ59UKSZRnvsfeIjU2ISqizg0QggKVxEyW3HEy/X3LwVirvuRtkmbEjSrpQbDQp0qWlE8vtO0Dtn/45K7/+VxTduIvQlcsMP/sjpahN01niY2OU7L+FlX/2F5Q+8CAx1yj9j32b0ZdfwvP2WySiyg8tHgziOfz2lJuRnEgwdvQwcZ8vYx/eJ+rKnhCQIpC8uaVCMYZqJSbp/NlP0sukUghDXZ34m8/DpJj0mDvA6fe7OPVuZ1ZPt4A/wqXzA+kiNKkau7O1dZJlmbaWoazSmNPR0ebMqonc3+NJT8xI1UQuMOsZcytTj0eHfXS35z4WKVJlJg/cvQ6TWc+l84M5S2JmktpmIiHz+out+LxhNmypQqfX8OYvLjK6RAV2MgkFYxgMyjHT6fOzkmDKg7YskiddYDZw5wMb0/nOk8n2pKPoDdr0jeKjQF6LtCzLDHz/nxh44nu4Xn2FUPtVTPWrKdqpdG8eP32K3r//3wz+4EmcP/0xiWiUvn/8NiP/8RNGX3qB6IgT+ycfwPHQwyDLeI68M2UbQekSgz94kuFnn0m/l4rfmjc2UnLzfjQmE+YNjRirayi9eQ8ak4nxM6cAiLoVMdDbS6esWxAEKn77dzGuXIX36BE8b7+ZzgRJib/91+6ncOeNhDraGX3pBYb/7WmGnv5X5HicgSe+y/CPfsjY0SNZ6/Uee5+hH/7ftMgGmi8w+IPvM/zMD3MeR39rCwgClg2KSBuTIh0bGUFXWore4WD8gxMEpEv0/N3f0vftbxFoa1P2QavDNx7mxWea+OBIByeTPd36u5Wb2vtvXuHtVySuXlKENJV/OzZLg9TudhdvvnyRphM9My4nXRjk1edbOPr6ZUD5TRz62QXeeEkZm0hNYlhRbyORkPG4Ahx6rplX/uN8zhrKoJSq7O/xYLUXUGIzI26qJByK0d8zlnP5FMMDXgxGLfvvUnorrmlwcMs967ntvgZi0QTH326f8fuLQTiUGe7IP08alEyHAose03XyZq12RbylC4OMe0PpDjEfFfJ66D505TKRvl4ARn72UwAsjZswrV2HYDDgTYqXYDDgefMNglcuE+7qpHDnLqy3HERjsWCsXYkcjaL5ybN43z1C6f2fQpOR++tPDkD6zp5Jp835W5pBEDA3bERrsbDqr/8nmgJl8EJrNGJYUUuo/SqJaHTCk7bn7iitMRqp/vIf0f0338D542chkaBgvYixWkmBEgSBqi98kdAddyFHo4y88DPGj71PZGCAcDIEEWi5gO2OO9PrHDuseL3jH5zA8fAjeJLC779wnujoCGTUAEiEwwQvt2FcuQptkfK+oWoi/cp6y60gaBh57qf0fuv/QDyOoNcTTz5ZxNHw6nPNBPwRduxdRWGJkcOH2mg524/dYeFq8jG/5UwfK9dM3KjGc7R0ymQoOftt1Dl9HHmo38vhV5VaFKmi6uNjISLhOJGwUuje5w1TYNFTVl7E5ZZhzp/sZXxM2XZfl5s1DVO7mQ/1eYlG4tTWK+esonqifVSuusagxII9riDVK61s2l5Dbb2dYqsJQRBY01BORU0v3e0uvJ7gnCaDLJRwKIoxKdJ6QyEEE7N84/pz6ydEYtF4Vv70UlJYbGLnvjpOvdsJkCy7+tEhbzzpoaf/lfcefJi2Rz9P9//6JvGAH887ivjYP/kAJJPPzRsb0ej1FKwX069X/fe/RmOxEO7qxFhXT+Xv/B7mDRsxrVyFIAhoDAZK9u4jPj6Ov+ls1nbTWRiJBGNHjxB1OpMeez1ai+Kp6O2laAsmLjxjdTUkEkSHh4gmY9K5POkUensp1V/6ilL1BiVskomg0VCwdh3mDRup/tJX0JZYCXd2YKisQu8oJyBdSse0Q91dhNrbEfR65EgE1y9fxn+uSRnUzAjDpPdPugTxeDrUAaB3OJQwhlZL8c37Kd63T3kdj1P6wINUPvoH6WVPnejDOTiOuLmSG/fXseGGKuwOCx1tI5w51k0iLqPVaejvGUsPqJkLDYx5glmdKno7XTz93ffpTdZoGBlSQgepvnrhUIxn//kEHxxVbkz+8TCvPt9MIiFTbDURDsUI+iNZLZ6GB8bxeUPJziLKhXnp/GDGNrPbKp040s4//+/DvPRsEzARj57oNDJDI9ZJ3TpKbAVZg3CNW5Wnk9bkMciFLMv8/N+bePuV+Q1iZ5LypGVAq1+6m8G1YDDqsrI8rgc7b17FarEM+GhldkAeibSxtpbiBhFDdQ2hq1fo/97j+E6fxFBZRen9n6Ly975A8f4DmFYrSen2ez5B0e49VH3hixgqK6n58tcoumkP1V/6ChrD1JNUtGcvAP4L59Lvxca9hLu7MNWvRmMyMXbkHSXTIZHAevD2aW01VCkXZKS/n5jLhWAwoLHM/OhZsG4dVY/+AcV791G0fee0y+msNmq++scU7d5D9Ve+huWGLciRCKGrVwAYS964yj/7OQSdDvfrr4Is43j4M2jMZsaOHk4LOkzchFL526BMUCl94CEcv/4IupISdEXFlP2nz2C75xPY7/skRdt3UP6538Z29704hxQRPXDXOgRBQBAEGrdVk0jInD/Zi06nYd+daxXb3EFKyy2UVxUlJ5mkQh8BXn+xFf94hPY2JSfZmWyn5POGiUZiDPaNMeYOcvq9Llqb+nn1+WYCvgg3HVzD2o2KN+waCWQNDnZfHSUelyksNqYzAADKKgoxmnT0tE/01rt4boAz73djMuupXFHCmgZHOlugxF6AIEzfiBWmivRk1jQ4MJp0XDo3kDVzLpPeTjd9XR4unR+cNWY/HeFQDIM+iiCYEIS8uXyXHUEQuO2+Bho2V7Jx6/XrTH49yJtwh/XW23H8+qcYHhqj7zvfSqfAlRy8FUEQKN51E8W7JpqVmhs2YG7YkH5dsG4dBevWTbt+44patEXF+Fta0oVcAq1KXLNw23aidXWMvf0WuN2U3Ho7xXtvnnZdhmSoItzfR9Q1it5eOqfUpqKdN6bj6TNhWrmKqkd/X9nPxkY8b75BoLUF46o6vCeOobOXUrznZgKtLYyfOI7GbKb45v1Ehofx/Op1rj7xJHGL0o/Od+YUgsGAac3arG3Y7/1E1uvMcAqA9cBBZR+fOoneoEWnnxiIWd9YwbG3rxKLJli7sRxxUyUnj3QS8EeorbcjJ/vsjbmDaLUaDv2sOd1NxJnsvZfypEHxYFPvAxx+VYmHr99UwZZdK7jcOpxczp+VZtdxWRH8wmIThcVGdHoNsWiCTdtr6G4fpV0aYcwdJBiIcuS1NowmHQ9+dtuUcIRWq6HEbsY1Ekj/NiaTqzlpJjq9lobNlZw72cuR19ooKlEGswSgXnRgL7PQcnYig6S1qT9rFtxQv5dIOJYOwYw6fXS2jSCjNIpdu0G5UYWDUUoKowiaiU7WKgp6g45b72tYbjMWnby7FQsaDVVf+CL6iko0JhPFe6YXy/mu17yxkfiYR5kSzUQutHnjJqwHbwONhgKxgfLP/MaM6zJUKXfqcFcnCZ8vK7NjsTGvbwCtFn9LM8PPPI0cDmM9eCuCRoP1tjtAECjZfwCN0Yj14K2g0TD8qzcZfekFRl96gZjLhblxU1Ycfj6EQzFMpux7ucGoo2FzFYIAm7bXoNVq2JScxVa3tpTijKpjbc1DuEcDbN5RQ1lFIaPDPvy+MH7fRFaHeyTAcNJTvfW+BgQByquL0hMvUjFG96jiSWs0AiazPqtHnyAIVFQXU2DWs3ZDeVrsLp0f5LXnm5Flmbs+1ThtvNhWaiYSjqXzbCfjHBzHaNKlxTcXG7dVIwjKNk8e7eTk0U4+ONrJi8+cpb/bQ+flEewOC6YCHRfPDRKPKR63LMu88WILv/jJebqujuJxBXjxmbN8kFzHGy+1prNbRp3jGAwxtItcWF4lf8kbTzoTrcXCyr/4OolgMB0XXgzMGxsZP3GMQEszhuoaAhdb0BQWYly5EkGjoe4b30RXVjZrbrDOZkcwmtITZKYbNFwMNCYTBWvWEmyTCHd1YlqzFuuddwNQsGYtdX/zt+jLlFoihsoqVv3V31BIhLGxicdpY12Oqu1zJByK5axmtve2NWzeWZMuKLN97ypWNziwlVqIJlPZvO5gOkxww40riMcTjAz5uHpRGWysqC5mqN+La8SPc2AcS5GRhs2V6Zq+qU4d1pRIOxVPusReQHFJAV1XlfGAwiJFOO9+sJFYLIHeoE3Hm88eVyaa7Ltj7bTlKUGZ1dbRpoRUJsdTQ8EoXk+I2nrbjE9MVruZX//dG9PdqkER9+PvtPPyj88hy0rdZ48ryLkPemhvc7JuYwUeVzBdm+JXP2+lwGwgEo6z59bVgMCxt6/ScrafLbtqGe53ggh6U352jVFZfPJSpAG0Zgta8+KmGFkalcEzf2sLxrp6Ym43Rbt2p1vopGLNsyEIAsbqakIdSsrVTIOGi4G5cRPBNgmdzUb1F7+c5RVPrmRnrK7B6igiughdRVLtjowFU38mWp0mq+KX4vEq5yvlrbpdgayuzI6qImgaQGpWBvdWiw6G+r30droJ+CPUr1MGfiZ7q3q9lmKriaGBceKxBCvqzNgdhWmRLipRRNVo0pOS12JrASW2AsbcQRpuqJy1oNDE4KF/ipgP9SuZKI5p4tGZ2MssWfHxFXU2/L4wF071oTdoWbexHL8vwrkPemg508+6jRXpiTWr1tjpuuoiEg6yZdcKtu5eSSKR4PypXtpalBrMqfQ7rU71pD8u5K1ILwU6qw1DzQqCbRIDvT1KqCAZe50vhqoJkV5KTxqgeO8+wl2d2H/tfnRW6+xfWCQiYSWObDTN72dSVGJCEKDryqiS6rZJEb1UIfqR5KBh9coSTGZ9+vVMImgrteBNpvXZSi1ZRe1z1XMAuHF/Hf3dHvbdsW7WMQN7Mjsk16zFtlSR+vqFnee9t61BTsiUVhSiN+iw2nWsqLPR2+nG5fSnJ9bsv2s9K6+MMuYJpuPVGo2GjVuqOPluJy1n+6msVOL9GlWkPzbkXUx6qTFvbESORIh7PJR9+uGswcf5kJq1B0vvSettNqq/9JVZ+xIuNqkSoKkGn3NFq9VQWGwiGlHCHiuS4mYrs2Q1G7Xazdgzclqny5xQvmvO+j8l6FqtMO3khXUbK7jlHjFrm9OReipwj/gJh2KcO9VDNBon4I/QLjmxlZmpWrGwYu4ajYb9d61n45aJ30zjNuX/C6d76et2Y7UXUFRiYtOOGm6+fW1WjvGGLVWp7E3q1ibz9XX5OZFFZfGZk0iLorhbFMV3ltiW60Lhlq0AFN20B9vd9y54PZmhEd0Si/RyEQ4pj9bz9aRhohuGIEyUydRqNZQl6z0XW00YjDqsGaGB6TInIHuCgr3Mku5DV1peuChFg3TJkIprJMCrzzfz0r838dYvLnLp/ACJhEzj1upFLU60am0plkIDrU0DxKIJVtRN76VbioysaShHoxWoqVWOq+pJf3yYS7fwPwF+C5hfsd48xdywgVXf+CaGqmu76DI9aZ09f4r7LyaptLmFiXQBfV0eKmpK0t01QBHioX4vjgpFkFOedFGJacbecKk2SoKg5DUDPPCbW+dt10zYSi10XR2lv9uDTq+hXRqh8/IoOr2G9QvsYDIdWq2Ghi1VnH5PqYCYqzFqJgfvFdl9Sz1y8ANCgFarivTHBSFzVlguRFH8NHAe+JEkSTfNuDDgdI7PvMIZSLVWz2dSNsqJBFe+/AdojCbW/MNjy21WFot1HNtahuhsfg1xfTfzvZ0pBZcUUc28GcrIyIns9xMJecpyuUgk86+XarpxymYE0AhCentzsW2hzH+flLS9SvEL1Kxa96G5XvKZfLHR4SjK+SOY1UWSJOk5URTr5rohm818TX3mHI78Ty1K2Rj97G+g0enz0ubFsKlDN4KjzI1AAot1fvHweCyBxxXEajej1U389hIJGfdIgGKrKdnIVIkDW4qMs3rsXncQrU6LJUfvvMUgGonj9QQpsZnR6TVEI3HG3Mo+6PRLM3wzPhYCGSzW6fOvJ2Mw2aiuXQ18uK6XfCafbVz07A63e+HF3vPljjYTmTYa9io1OPLN5sU6jqNOHwWGKAgmSuv/87y/P7W0kYJjTbaNZavntr7Shad7z5lUUCNl3+IGOaay0NGMkdHAh+56yVfyxcbpbhQfu+wOlbmTKuYjaPKzkI+KyscBVaRVpiUUimDQR9VMAhWVZWRO4Q5JkjqBWQcNVT5axCIBBCF/i8urqHwcUD1plWlJxJXxhfk2PFVRUVk8VJFWmRY5KdJqnQgVleVDFWmV6ZGVSnoadQqyisqyoYq0yrQIslLQSPWkVVSWD1WkPwakeuu9/9aVOX8nFo2j0yl1kdXsDhWV5UMV6Y8BXk+Ivi4PF071EZim88hkUjnSoHrSKirLiSrSi4BzcJzBvrHlNmNaUt1REgk53dF7NkKhaFqk1Zi0isryoYr0NSLLMq/87AK//OmFabtELzfDA970/xeb+tNFfWYiHIphVD1pFZVlRxXpa2R02E/AFyESjqU7SucbqU7cazeWM+4N09PumvU74aAS7pBlPYLmY9XAR0Ulr/jQifT5k738+MkP8HqCsy88B/zjYX70vWN8//8c5sm/P8KZY10zLi/LMr/8j/McflUCoLdzQvB6OrLF78SRdl740ZlZPex2ycmz/3wCnze0wL2Y2V7nkA9bmZmtu2oBOHuie1ZvOhyKYtBHkYW5V2dTUVFZfD5UIh2PJzh9rAv3aIBDzzWne/BdCy1N/fi8YYptBej0Wk4c7uBy69C0y3ddHaX7qovWpgG8nmC6P50gQG+nO71cKBjl3IkeBvu8dLSNTLs+WZY5+W4nY+4g7dL0yy0Uz2iAaCSOo7IIR2URq9aWMtAzxonD7TN+L5yMSavFlVRUlpcPlUi3S05CgSgFFj0up5+3fnGJ2ZoWzEQ8nuDiuQEMRi2f/twOHvjNregNWt55ReLUe52cPd6d/nOPKo1pTmd42udP9jLQ48HusFBRXcxwvzfdckq6MEg8rtjWcqZvWhsG+7y4nMq6ezpnD0PMhCzLXL00zHtvXeHsiW68niDDyUHDVOPW23+tgRJ7AU0netIdqHMRCQXRaGQ0agcQFZVl5UMVbGw92w/A/b+xlaOvX6bj8ggn3+1k1/6FFRruvDxKwBdh844a9AYt9jILd3xyA4eea+bk0c6sZc8e7+YTD2/m4oUBbKVmgoEozWf6kGWl9ZHeoGOwz0tfl4f69WW0nO1HqxUoLS+kv2cM94g/3QIq1z7p9Br6uz3EY4k5NU7NRdMHPRx/e8JDPn+yl8oapXlqqnGr0aTn3k9v5vmnT/POIQmrvYDyquIp64pFlA7eWr2a2aGispx8aDxp14if/p4xalZZsZdZuPvBRopKTJx+r4url5wLWmdrkyKQG7dO9CusW1fGI4/u4hMPb07/7TpQTzgU46Vnm0jEZTZtr6HhhkpSTnxtvZ3aOqVHXU+nm74uD2PuIGs2lLN1txIHbkmKcSbBQIQrl4axlprZcEMVsWhiwal8XVdHOf52O5ZCA5/5/I1s27OSgE/pdC0IpBvAgtLU9Y77NxKPJXj1+Wb8vvCU9cVjqeJKqkirqCwneeNJH329jUvnB5kueCEnB7oat9UAYCrQc++nN/H8j87w+ostaHUaCsx67vpUIxXVxXS0OXnn1TaikTgGg5aD94rUrStLr294wEtvp5uq2hLsjmwhspWas7pTr1pTSsAXoflMH3qDlvWbKggGIjSd6EGrFahaUYJGK2Awamk928/FpPg3bqvGUVmEwXzBlgAACB9JREFU2WLgwuk+WiflKMsJOd2JusRWwIXTffR0ugkFo5w40sGBu9azos5Gb6eLN39xiXAohk6nYd+d61jfWMHosC8pshHFA9cK3PPpTYibKrGVm/F7w7S1DGF3WNDps1uarVpTyk0HV3P8nXae+d5xhEk99kptTlZWgN6oVsBTUVlO8kakS2xmyquLiUXj0y5TbC2gbt1Ew6HS8kLueWgTp9/rIh5P4Bwc57Xnm7nlXpFfvXxRWcZhweX088bPW3not7ZTWl5IwB/h1edbANixd269+/bevoZEIsGq+lIMRh0Go44b99Wh1WvSArhzXx1XWocBKKssoqK6GEEQ2HPbGi6c7iXXHajAbKDhhkoEQWlGerlliPMne4nHErz+Ygt33L+RN15qJRaLU1ZeiHs0wNuvXMJg1PLuG1cYHwvhqCxCqxPYuntlOnQhCAK33LsejUagpi53J+qtu2uJRuJTslIAymyjgCrSKirLzazdwufLcnYLbzrRzbGMmOw9D22ifn0ZVy8N8/qLrRSVmGjcVk275GR4YJxdB+rnLNKLZeNMvPRsE/3dHgA2bKnKmh14630NNGyupKfDxS9/ej4datl58ypunBSTXwwbxwbfZWzgLRyrH6GgZP01rSsX+dJXbjry3T5QbVws8sXGBXcLF0VRA3wP2AKEgd+TJGnulXquI1t21TI67KetZYgb99dRv14Jb6xpKGfHXj+n3+/i+DuKiK/d4GD7npXLae4U6taW0t/tYfct9WzfswqdTsOF033ccOMKGjYrLVFr6+3suXUN7791lfr1ZezcV7cktiSSMWl1SriKyvIyl3DHpwCTJEl7RFG8Cfh74IGlNWthCILArfc1sO2mldjKslPHbtxfx8o19nRct6rWiiDkvHEtG5t21FCzykppcpDv5jvWsmFrFfZJWSFbdtVSu9qO1V6wZPuQGjhUp4SrqCwvcxHpfcCrAJIkHRdFcedSGOLqOUTvuaZpBw7ni39qMgWgpLMkgD7PwtbbS87Q8qLSO5j9OjDNvvinSb9eDBvlhDJRSPWkVVSWl7mIdDGQmRcWF0VRJ0lSzul+NpsZnU6b66MZSQSqSETmVqFN5fpgKa6lorJ09gUXiMNRtGTrXgzy3T5QbVws8tnGuYi0F8jcA810Ag3gdgcWZIjGvJUNN+3PiwD+TOTLIMNMLKaNS7Wv+X4c890+UG1cLPLFxuluFHOZzPIe8AmAZEz6wuKZpaKioqIyE3PxpF8A7hRF8X1AAD6/tCapqKioqKSYVaQlSUoAf3AdbFFRUVFRmcSHpnaHioqKyscRVaRVVFRU8hhVpFVUVFTyGFWkVVRUVPIYVaRVVFRU8phFr4KnoqKiorJ4qJ60ioqKSh6jirSKiopKHqOKtIqKikoeo4q0ioqKSh6jirSKiopKHqOKtIqKikoeo4q0ioqKSh4zl1KlS06+NrsVRVEPPAXUAUbgm0Ar8K8oHaqagT9MVgpcNkRRLAdOA3cCMfLPvv8G3A8YUM7zYfLIxuR5/iHKeY4Dj5JHx1EUxd3A30mSdFAUxbW57BJF8X8A9yXt/pokSR8so41bgX9EOZZh4HOSJA2Jovgo8PtJG78pSdIvlsvGjPd+E/iKJEl7kq+X1cZc5IsnnW52C/wZSrPbfOCzwKgkSfuBe4HHgW8Bf5l8T2CZm/ImBeafgWDyrXyz7yCwF7gZuAWoJc9sRGlqoZMkaS/w18D/JE9sFEXxT4B/AUzJt6bYJYridpRjuxt4BPjuMtv4HRThOwg8D/ypKIqVwB+h/A7uBv6XKIrGZbSR5M3kd1GOI8tt43Tki0hnNbsFlqTZ7QL4D+DrGa9jwA4UTxDgEHDH9TZqEv8f8ASQalebb/bdjdLN5wXgZeAX5J+NbYAu+URXDETJHxuvAg9lvM5l1z7gdUmSZEmSulH2xbGMNj4iSVJT8n8dEAJ2Ae9JkhSWJGkMuALcsFw2iqJYCvy/wNcyllluG3OSLyKds9ntchmTQpIknyRJ46IoFgE/A/4SECRJSs2lHwdKlss+URR/G3BKkvRaxtt5Y1+SMpSb7sMozSP+DaVPZj7Z6EMJdVwCngQeI0+OoyRJz6HcNFLksmvy9XNd7Z1soyRJAwCiKO4Fvgz8Qz7ZKIqiFvgB8MdJO1Isq43TkS8iPa9mt9cTURRrgbeBH0mS9CyQGZcsAjzLYpjC76C0NnsH2Ao8DZRnfL7c9gGMAq9JkhSRJElC8aoyf/j5YOMfo9i4HmVc5Ico8fMU+WBjily/v8nXz7LbK4riZ1Ce8O6TJMlJftm4A1gH/BPwY2CjKIrfJr9sTJMvIp2XzW5FUawAXgf+VJKkp5Jvn03GWUGJUx9dDtsAJEk6IEnSLcnYXxPwOeBQvtiX5F3gHlEUBVEUqwEL8Gae2ehmwoNyAXry6DxPIpdd7wF3i6KoEUVxJYqTM7JcBoqi+FkUD/qgJEntybc/APaLomgSRbEE2IAy8HndkSTpA0mSGpPXzSNAqyRJX8snGzNZ9pBCknxtdvvngA34uiiKqdj0V4HHRFE0ABdRwiD5xH8BnswX+yRJ+oUoigdQLgAN8IdAB3lkI8rj+FOiKB5F8aD/HDhFftmYYsr5lSQpnrT9GBPHeFlIhhIeA7qB50VRBDgsSdL/EEXxMZSbigb4C0mSQstlZy4kSRrMRxvVUqUqKioqeUy+hDtUVFRUVHKgirSKiopKHqOKtIqKikoeo4q0ioqKSh6jirSKiopKHqOKtIqKikoeo4q0ioqKSh7z/wNoLsEw+WrWiwAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 散布図"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(kind=\"scatter\", x=0, y=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### クラスごとに色を変えてみましょう"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(\n",
" kind=\"scatter\", # グラフの種類を指定\n",
" x=0, # x軸に対応する列の番号か列名\n",
" y=1, # y軸に対応する列の番号か列名\n",
" c=\"label\", # 点の色を指定する列の番号か列名\n",
" cmap=\"summer\", # 色合いの指定\n",
" title=\"iris\" # プロットのタイトル\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 棒グラフ\n",
"\n",
"可視化を簡単にするために、ここでdf[\"label\"]を変更しています。"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" sepal length (cm) | \n",
" sepal width (cm) | \n",
" petal length (cm) | \n",
" petal width (cm) | \n",
" label | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 5.1 | \n",
" 3.5 | \n",
" 1.4 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" 1 | \n",
" 4.9 | \n",
" 3.0 | \n",
" 1.4 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" 2 | \n",
" 4.7 | \n",
" 3.2 | \n",
" 1.3 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" 3 | \n",
" 4.6 | \n",
" 3.1 | \n",
" 1.5 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
" 4 | \n",
" 5.0 | \n",
" 3.6 | \n",
" 1.4 | \n",
" 0.2 | \n",
" setosa | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n",
"0 5.1 3.5 1.4 0.2 \n",
"1 4.9 3.0 1.4 0.2 \n",
"2 4.7 3.2 1.3 0.2 \n",
"3 4.6 3.1 1.5 0.2 \n",
"4 5.0 3.6 1.4 0.2 \n",
"\n",
" label \n",
"0 setosa \n",
"1 setosa \n",
"2 setosa \n",
"3 setosa \n",
"4 setosa "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2 = df.copy()\n",
"df2[\"label\"] = [iris.target_names[i] for i in iris.target]\n",
"df2.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2[:20].plot(kind=\"bar\", figsize=(20,8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 特徴ごとにsubplotで別のプロットにしてみます"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([,\n",
" ,\n",
" ,\n",
" ],\n",
" dtype=object)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2[:20].plot(kind=\"bar\", figsize=(20,8), subplots=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### subplotsのlayoutを変えてみます。"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[,\n",
" ],\n",
" [,\n",
" ]],\n",
" dtype=object)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2[:20].plot( # データ数が多いので上から20個だけ使います\n",
" kind=\"bar\", # グラフ種類\n",
" figsize=(10,10), # グラフのサイズを指定します。\n",
" subplots=True, # Trueにするとグラフが要素ごとに別々に描画されます。\n",
" layout=(2,2) # グラフのlayoutを指定します。グラフの数を考慮してください。\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ヒストグラム"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.plot(kind=\"hist\", figsize=(10,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 透過率alphaを変えてみましょう。"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.plot(\n",
" kind=\"hist\", # グラフの種類\n",
" figsize=(10,6), # プロットのサイズ(お好みで)\n",
" alpha=0.7 # 透過させる場合は適当な数字を指定しましょう。\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 箱ひげ図"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.plot(kind=\"box\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### この他にplotで使えるkind\n",
"\n",
"help(df.plot)で確認ができます。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"kind\n",
"\n",
" | - 'line' : line plot (default) \n",
" | - 'bar' : vertical bar plot \n",
" | - 'barh' : horizontal bar plot \n",
" | - 'hist' : histogram \n",
" | - 'box' : boxplot \n",
" | - 'kde' : Kernel Density Estimation plot \n",
" | - 'density' : same as 'kde' \n",
" | - 'area' : area plot \n",
" | - 'pie' : pie plot \n",
" | - 'scatter' : scatter plot \n",
" | - 'hexbin' : hexbin plot "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 発展\n",
"\n",
"matplotlibと組み合わせると、下のようなプロットも作れます。"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"fig, axes = plt.subplots(2, 2, figsize=(14, 10), sharey=True)\n",
"df.plot(ax=axes.flatten()[0])\n",
"df.plot(kind=\"scatter\", x=0, y=1,ax=axes.flatten()[1])\n",
"df.plot(\n",
" kind=\"scatter\", \n",
" x=0, \n",
" y=1, \n",
" c=\"label\", \n",
" cmap=\"summer\", \n",
" title=\"iris\",ax=axes.flatten()[2]\n",
")\n",
"df[:20].plot(kind=\"bar\",ax=axes.flatten()[3])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}