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"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x97.2 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset : L min,max=[0.016,1.000] shape=(16, 25, 25, 1)\n"
]
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/figs/GTS1-12-enhanced-L</div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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YgM/nQ6vVwtnZmenxAR8fSBqdFp3tIK2Fe5DjJ0WEQdQwIIGpY+qtQCAAt9staBkdcwIlFM6JGeGeYoBFWwVAzifXlsGiy+WSsTcaDVgsFqHInZ+f4/DwECcnJyiVSo84/3x/nl8jUsexGfU0HddRnFd+HgOITCaDnZ0dJJNJoT5arVb4fD6hGHGfPk5/6jUAIHufa07dpCkBHo8HgUAALpdL0Gvqn16vh0gkApfLhdnZWdNj1GLci7SzRHzz+TzS6TRyuZwE50TDXS4Xpqam5LU846QGMItit9uFXsCsAOlJ+kxS73EfcD2fJKadV42m0ZnhQzDNzU1cq9UE7eh0OqhUKrJJifwRpa1UKuLZk+dGwzk5OSkOLQfX6/VQq9WEV8G0m8fjETRllCgsk8kMOK9UFNPT0wN8DYulz01NpVLY2dnB3t4ems0mFhcXceXKFczMzAygtESdyR/RvA8AYmALhQIKhQJSqRRarRYikQgmJyeFesDggKgpU6ZmxGKxCLptt9vlQJ2enuLo6OgRtFOjq4xQaQCIePB5NJrBTcnNrdN7em2sVqsYadI+fD7fI87/KPK4SE4fFLvdjsXFRaysrCAajUrApdEmY1S4urqKWCyG7/u+70OtVkM2m8XBwQFu376Njz76CHfu3MHJyQmq1eozQV91ul+Ph4GlRjCe5MDqOeF8a8XG/+vvfL1RPsmxlsvlR5Bs/WykonD/MjNBx4fGj85SLpdDt9uFz+eDy+USvUOjb9yXdChICaHhZjbGYrHIWaByNyOBQGAgE0FnpFwu4+TkRDh9wWBQDMfU1BQikQiWl5exuLiIWCyGYDAoY9KosB6L3W6H2+1GNBrF8vIyVldXcXJygmQyiUajgcnJSbTbbbhcLtEBNptNOPZerxfRaNT0GvIMc69xTmkLGo2GBL82mw3FYlGcIc5Ju91GoVAYcG4qlQrC4TBmZmZgsVhQKBRQLpelHoGIX71eF8eDc8NaBj5PIBCQ+RpVPi64MwaZnA8iWtVqVfYZMz82mw3VahXFYnEgrcov2lS3241wOIxAIDBAw6NzwfQvA/BRnNfp6WnhSGtqBdeOtovO3/T0NHw+n+w9nkcNRHBsHJ+2651OR/i+nDP+zqi7qKMJcFEnmBU6kwz66/U6kskkjo+P5Xx3u12pD9H6UPtB/G7kKDN44xzR2R9GeWBmgdkkAANrqTMMo8rj9Dizodvb28KRJ2rOjDada42K831oQ87Pz5HL5ZDNZtFoNOB2uzE7OytBF2kvBItouz4uU2oU06dVOzJ8aB4sKl8S4En+14eOf0OnS5PyiZ7QIAAYWGQeGr6GkY/D4cDMzIwYJI30mUV9iLZoQ97pdITjQSNVqVRQKBRw//597OzsoNPpYGVlBdeuXcPq6iq8Xu8A/E7FQuRVIwRasefzeezu7uLk5ATFYlHgdEbX7XZbHOlRlS03D+kB2qAUCgWUSiU0m004nU6J/AGIsi2VSsjlcshkMqhWq6JMNe+MEanb7UYwGJTgg59Jwj8Vo342ksA1v/hZiMPhQDgcxsbGBr74xS/iy1/+Mubn5wW50JGzdgT5nBqJqlarWF1dxerqKjY3N3H79m18+OGHuH37Nk5OTgY4Yp+Eg6dRVaNy10jpsHS/dgKJYFBR6kCEe9T4WcPQ1WE/M36eWUmn02g2m8Kn0+Oh0tTOudVqHSge4R6s1+uSfqexZwEKi3yonwCI06v/TXRSO0FEBjUib0bm5+fFIBGxoE6Ynp5GMBhEr9cTzqHX60UkEsHKygrW1tYwNzcnHFFdPMNxGFPZpHr5fD7MzMwgEokglUqhUqkIksQxsCCNDm8kEhkJeW232wNrR12ay+UGdD8Lrrh2RHQIJNAekL5hs9kEsWaqN5vNolQqYXp6WmwIA36LxSLnmuhar9dDsVhELpdDo9EQGoUZMQZ/+v9GFJYocrVaFR4hnROm5HnWNILIDCN1CB02ZukYcKdSKSSTSQCQgIdnQgMpZvWp1iEEPqgXddaNCDkAyWJxDbkvuTdpL7TtBy7sb6VSEf2knV/uaR30sehJAyyjis5mkrKi/RLtV2gASgfU2mlvtVqCtFJfEOCjbtGZuW63KxQ07RxqoGsU6gdFI9UABigXFkuf5nnv3j3cvXsX+XweHo9HKAAsTiWlihRD+jecE64p14fBBWmibrcbMzMzok+5L41gy5NkJOdVw/bcYBq1aLVaqFQqokwAwO12C0+JolFHXTFMR5gbhpvIWMFH5TUzMwOv1zuwKWhczC5yIBAYUPo6xQNcKM9KpYLDw0McHByg1WphZWUFr7zyChYWFiTSBS7geToDXByOkcqZryFNoNPpIJvNolgsYnp6GuFwWIwZD8nTCA8FHQPOtd/vRzKZlKKWWCwGv9+PTqeDTCaDbDY7APO73W4pXtL0h0KhgGKxCJfLJTyhiYkJeDwe6SKgDwCdJx2NAk93UI2iHUdW47711lv4wR/8QXz+85/H0tIS3G73gBOun4PvAVwYFAoRMrfbjeXlZVy/fh2bm5v4nd/5HXzrW9/C0dHRyEUvw0QjWkbHjs+r0QAjcmrk8pLKowNOro+x4Ea/D+fiSTIKdcDhcMg+0dxJza/T46bSIwLLM8TKV5fLhcXFRSwsLMDpdKJQKEilNlPxAESvMC1GpawNCcdNo6JpMpeVhYUFuN1u5PN54eHybK2ursLtdosTR+RicXERi4uLiEaj8Hg88lw6wNJ7lb8zrhHX1+v1CoUrl8uhXC7D7XZLCn52dlaec5QgksVs2qjrQjU+FwMM7bABgxkGi8UiQQgdJ36lUimcnp5KEEEHWAc72vjzd+l0WhwKOilmROt5Iw+UwjVptVqoVquSXdMV6F6vVxw6/g3fl0ElnV6inHTKyW8tlUrStUEDI+TN8jnMIq+kcumAWKftjWtFKk2v1xOgwufzSUehXq8nWa7JyUmhFdDx4fjoVDWbzUc47/w8TS3SDrBZMdIO9Pg0z5j7yQhq6L+nTiCSy+clKAZc6Gf9+Xp8RN+5jhrdHCVQfpwQNWfwuLu7izt37qBUKiEYDOLatWvY2NiQwkiOlWNgQSX3nUb8Z2dnEYvFpGjy6OgIp6enQt9h0KHRWzMyEnRHBc4P1AvGqnuNvPL3Gi3kRHBByXnU78/JIT2AxrVYLMrhpzOkOWikLYzCB/V4PAPKX6da2+02yuUyTk9PcXh4iEwmA4fDgeXlZVy7dg1LS0vC9dEOGPBokYzRseCGdLlcmJ+flxRDPp9HsViUSIU0C115aVZKpZIcNs3lpbPAdCpwsUF1azOXy4VQKIT5+XkAGHBeaQTy+Tyy2SwASITF56aionNE5IhRZ71eH+ASPe1BNUZzfr8fGxsb+MIXvoDv//7vxxtvvIGlpSUp3DF+JteTz869a0yFMfhgmpXpaJ/Ph29/+9u4f/++pEv5vk8zJv1vo3NK0QZcv4bON+ebZ6tcLgsCxzVidbdudUKF8zikSc/dMPT3MvLaa6+JQ6Arl6kced75OcNSid1uv1UdKThzc3Pw+XyCgrGTAOlNTqdTnAK+L4AB1EijMHRaR6Eozc7OSuFYp9OR1D8NHwNZZl3m5+cRi8UwMzMz0MqN+koHIhoJom4xOlRMAbMDQ7fbFSeK556fQX1gVrheOtjQjgCfG7hwfrQd0GPgXiASnsvlxFlimplIkv57I0Jv1O98/SjUAY5DB4IcE8dCZJn6kwWqGgknZ9XovGvnld1QCNw0Gg3h1rO41+v1ylnhfDEzxr2ig+7LCO2EzuoMAxV47ug0c17Z6m52dhbXrl3D1atX8eabb2J5eVlsg8fjkaBGUysISBHYMjo7fA3XYVTHjnQDjaRyvAyEqFt00GX8zuejXWXrM6BPg0qlUpLV0HQJYJDHr+2VUXc+LXiln58c+8PDQzx48EC6u6ysrGBpaQkLCwuPFLay6wBbGWpqDvWZ1+uVYJw0jGAwKHTSXC4ngTp5sMZnfJKMxHnlmxuRj3a7jVKphEwmI5wiRg06qtFKRG9KvfnpHHe7XbhcLpmwTqeDcrksKT9uNt3aRkc4ZoV9ZrmRtEEoFArIZrPY3t7GyckJnE4n1tbW8Oqrrwqaoze40cHQzo5Oe/J1rVYLVmuf+Dw3N4disYhKpSJ9HCcnJ8W51AbWrJRKJeHLcq50WoNjZhUrHctyuQybzYa5uTksLS0NUD+MXKNYLCYcrkqlIps9l8uJImYKQnP1tLM1DMUYRfRh5Zr98A//ML7yla/g1VdflSpY8u6MQQcdcs655vIajY120CORCL70pS8JpcViseDevXsjpSeNMuwcftxr+aW5V5p3xjQmx8n311wrrZSYOjTyvR73PKPs1e///u9HpVJBPp/H6emppI7pmOoUszam/CxdJMS+oB6PR/Y6uaulUkkQLQaH1CO6dZTOFPFnRgfJjLhcLkFwWq2WFDzQqJEu4Pf7EQ6HEQqF4PV6H6EFGNOpxr1B8MDY0o7Pz+wPP2dmZgapVEoQGQ0UmBXtVGhHQ8+ndnSMAb22A3wv3cpMZ9p4xoy9lo3rQoeQn6czLWZlGPqvAx9mCnnOer0ePB6P8JTp5FgsFjl/Ou2qbScDSTrD2WwWhUIBuVwO7XYboVAIfr9f9CvrERhkWa1W4W+aEU1LsVqtAg5xLbSN5H7SNSfMuEWjUVitVszMzODq1auYnZ2V1wUCAXHIub81hY9f2kFlYKB/PmqmTnPD9V7V+sUYFOln4/7hXup2u5Jyn5ubg8PhwO7urrSC1HtnWIcapuE1sPS0DroWDdKcn59je3sbH3zwAdxuN9544w1cvXpV0FbW6jATVSqVcHp6itPTU+m5z2dkJjYajcLv98s5nZycRCQSgdvtRjKZRKlUQj6fFzvC1pRm6J4jIa/aQHPRiJAWi0XhvZC/yA2s0VaiHjxMfC/d0oa9wWgwWQXMYgmmYokQGOH1URAfojLaCe10OoL27u/vI5lMwul0YmNjA1evXkUsFpO2Oo9zKoxo6zConArAZutXHa6srKDVauHg4EDgds7j01ThM+rjIdMEcIvFImkAjXS5XC7Mzc0hGAwiFoshHA5LpTQrE3X0xapJrpvX60WlUkEmk0GxWJTUENN+TA9rJQDgqQIRPa9A/6DGYjG8/fbb+MpXvoI33ngDPp8PwKNpHM4F9yp7R2oEh2vBzzCiBiwi0Cm7VquFW7duSapMO+lPI8MMtP43ec1METO1p502I09bf/EM0KHRDuww7pfRqI8i8/PzyOVyUmWu0QJdOKI/k3PPTAH5rJFIBKFQCN1uF6enp+h0OtJaz+FwCDVJI2+6+BR4tPuBRmUYcJsRjeYT5aay577yeDzw+/3w+XyiS/l3dHJ0Vb2Rk8z513UJWo9wbUhNiMVi0gKI6IiukDYrRtCCz6x1HT9/WIaAZ4NVySzy0PNE5NHtdkt7MV1ko8ES7dBrIEHbJjOiHdZh+pxdLohc+3w+hEIhBAIBWc9arSbOQDqdlgIui8Ui1A5e8MNiGb1HGHzxjBDNIg3CmGbXnXzMrCEDLa4jnRXdcUPbco1kOxwOsQfz8/MC9jA9TsdcZzAcDofYH+1Mcs343ux09DRi1FsaoQcuAmG93sYMK3UDW7r5/X5sbW3h6tWrspfZwcBI69LPod+b86zXka8bVfj87XYbxWJROj90u10sLCzg+vXrWFpakjNbqVRwcHCAo6MjZLNZpNNpnJ2dIZPJSAE6cMGrDwQCsl9nZ2exubmJzc1NCXSCwSAcDgeKxSJOTk6Evkgw4rI2YyTOKyeWUWuv1xPHlTduEbHR1ZHABambt+AwBUK0h44VUw0sFqDy5u1S5LQRyatWq3LjjOZkmFVGhLB1OqBcLiOZTGJ7exvJZBLT09NYX1/HK6+8gvn5eanc1xHRMEeIygPAI5sWuIj+2G4kEokIF5F950h21hGvWfH5fLIeTLMxau71Lgpcut2uOJ7hcBhzc3PSeqdUKkl7KFYt12o1QbgikYgUavl8PszNzaHT6d/Isbe3J6gfhXOneTCc/1GdV2MkHolE8Prrr+PLX/4yrl+/Dp/PN4Ag6LXTzqbuEsGf80s7sDry5rnodDrweDx49dVXhQucy+VwfHxsmns2qnAP0ZnTqVWeNaIr2gGkAicviqlZ9tykY076h7HJ+9M6sKzA1oEDETYWEnK/0MDxs8iDLBQKUnTk8/mQSqVw69YttNttXLlyBbFYTNrF1et1cSQ1zYWOoW7jBlwUc2kUz4wQlWNxJB1MUjSIWLGokQbH+EWeuDF4Mgrnjzfe6BZMNCC88Q64aJPFwGcUGpYuNKFo5BMYTAUbA1e+x8zMjPDvmakhv450rlwuJ5Q10q14u5FG7rSjbCwueRpESzs+pLSwiw7Qv8UvGo3C6/XCarUKDeDk5AT379/H9vY2Tk9Pkc/nhXfNgtdYLCZp3Pn5eaEZMIPGMVerVczMzAxksjQAMEqHGgZxWrfpPaPbWjWbTTk/Rn3AVlkEPnjzJKkDBKuI5Gkgi6ixdpA1PUjbi1ERdI3wGoM/7llNkdSAmwbNAEi/+fX1dWxubqLRaOD09BSzs7NIJpPSVYOZBb3vaIv5fo87y6OI3ge1Wg07Ozu4ceMGarUarl27hrfffhsLCwuYmJiQs18sFnH//n185zvfwd7eHtLpNAqFgoBVRjCNxXo+nw8rKytoNBoStPV6PdFtjUZDMvVsC2fMZH6cjHTDFt9cIw9EZEiu5ublBgMg6Yx8Pi+KhhweKnFSDRhxRiIRrK2tYX19HaFQSFrF0Fjt7+8DAHK53EB/RqbCzTo+ul1Gt9tFsVjE7u4uPvzwQ+zv72Nqagqrq6vY2tpCLBaTSnwaDc6REfkypsr4WRqR5dxqZer3+7GysiLPQroC+7yN0jKD/GJdxUmFoJ+VUVQ0GpW5L5VKSKVSuHPnDj744APs7OzIRRSNRgNOpxMzMzOSOlhZWcHm5iZWVlYEjW2329JNgU6JNl5auT5NhMm/J0q6sbGBH/qhH8Kbb74pLXaMaA+F3DAixDptaVRyRlI9cHFjCw1ZIBDA1tYWvvSlLwlKfXZ29kiq2+zYPu53dER1Czbub/I0yb2jgdLOIs8wnZ2JiQlxBnQDclZ1e73egf1tRNHMir7lptfrCfc2HA5LQKv78mraB9Oq1WoVwWAQwWAQzWYT29vbeOedd9Dp9Nv00QnQ4ya/i8L318E15497YxTHhwacqVYd2DLzRAeF4zM6rXS+tNNqRPL1XuXfEr2lY8yzZ7fbMTMzg6WlJVgsFpyeng5cGWtWeA6Ai0IfvRf0/teOkUZkQ6EQNjc3ceXKFWkdqPnYLKLN5XISVJ+dneHw8BCnp6colUqP2IJhz2DU25cRDXJw3jnP5AN2u92BvrvkGR4dHeF73/se3n//fZycnMh+Jy2Ozo3L5YLf70ckEpErvF955RUsLy9LEbReq16vJyAMu8kYU+9mhDZGc8011YNngTqT55BOJW2Lx+ORPqnNZlMAD9JVfD6f7OVyuSx2kY44uyto4EcHl0ZH0uw66i+d2dBBj6a16MBP22/egjU3N4dwOCyN+qPRKNbW1pDNZqWoXfOJNWAA4BHbxN+NAugY152gHDsLLC4u4gtf+AKuXbsmHR5KpRJ2dnZw8+ZN3Lp1C7u7u3K5CcEczokOkJrNJorFIjKZjFwt32w28YUvfAGrq6uiW3mtdrlcxv7+PpaWlhAKheQ9niSmnVcdddDx0TeDcMGJYFAJMS3HQaXTaUkhs4UC05mEn3nhwMnJCU5OTrC1tYX19XVEIhHpGTY5OYn9/X3k83khhes+rWZTsowmeF3i0dGROGkTExOCuM7OzsrBZPQxjLKgN57xd4/jrmgFPzU1heXlZQDArVu3kMlk4Pf7EY1GJZIdZQ2JatFJ0cqAxpj8lWAwCIulT9PY3d3F3bt38e677+K9994b2tib6+L3+7G6uopXXnkFr7/+OjY3NzE3N4dQKCQbmhQFIlqM5HXK0Kwy0sg5ZWZmBq+88gq+8IUvyK1DdIiMypyBj769Rf+O82RMTeoKVD63Xkufz4fXXnsNqVQKZ2dnosRGMZrDxsjnMzquxWJRnEAib/oSiGw2i1QqJTfKsMCJqS+mrb1erxhFFlHoywCoiPWYnyb40LxSNpN3u92Yn59HMBiUCJ7CoFWnam02m9wnfnJyglu3buHmzZvo9Xrw+XxYXl6WdlMMwHTKk44BnR/dXUCniqkLzAjpJLzalY29jbxBrtOwLyNSxDnXKUmtg/h3rNpndsXYCcXn80mGjN0QRl1LfT40VYHPrHUQwQ7WMQQCAdG5q6urwhPWjlSr1YLL5UIgEJDertlsFuFwGHfu3MHBwQEKhYIY3GHrpNfSjHAM1AOcb942xPZs5LharVbk83ns7+/j3Xffxde//nV88MEHgrQyIOQcsdDr7OwMDx48wL1793B8fIxyuYxms4n19XXh0NIhLBaL0o80GAxKBs+Yejcrmh9szL6SiqLPD50y6nM64ez0QR0YCARgt9ulGJH7Ut8iZ9x/OiukXzeq82qkmPC5df9XTVPid23H+UwulwtLS0tSwM3gOxQKYWNjA+l0Gul0WlrDEbk0ros+uzqbMqrzClyAZ7VaTTKmQL/zydraGmZmZiQI3N/fxze+8Q1861vfkh7Z1A9G+6O7FgEXvlcul8M777wjrc+YdQD67dwmJiZw584d5HI5uXad432SmHZejY1pdRsPpv+ZhuXvdUsTXTBCHhWRoWKxKOkJtldoNBpIp9N48OABkskkrFar9GpcWFhAp3PRwokKgKjpKGl1vYEbjQaSySQODw/R7XaxtraG69evi+PMyFpzdvgewGD1rFbYjNo0h0gjt0Z0gi1rMpmMdDk4OzsTNNOskPBP54vGmA5ZvV4fUHw2mw2np6e4e/cubty4gffeew+3b98eSPtroWNTLpeRyWRwenqKbDYrjeQjkYjczZzNZgfSTkTzub+ehpzO+eSVelevXpW2PzpDoA8dlRadMqIWRqHy1tGy7ouqHViOiQr66tWrEhCl0+mRldEwp4W/AyBdH9LptPRDplNGFHV/fx937tzBgwcPcHZ2hmKxKGgREVe3241AIIC1tTVsbW1JoQWNLZ3Yer0+wIN9WtScBThERW02mzTK1mgx59lq7feY5vWnAKSpdq1WE5SBAdf29jY2NjYQi8UEwdJoJm/bYrse7WAYK+ZHERpfj8eDWCwmZ42oor7TXSOmRJ90gaMO1OlQaL6ppiRpvjlvuiLYQITJ6XRK20AASKVSj6T/LyNGI2fklmv+MABJE09PTyMajWJ9fR3Xr1/HysoKnE6ncPEnJiaE69ntdoUzx+4e1DFutxtOpxM7OzvSz5XOF0VnIkapJdDnkOedxap2u10AAJutf+nD9vY2vvvd7+Lb3/42dnZ25LwBF9evM1uprx+lnXzw4IE4EBaLBRsbG3C5XAiHw2g0GsJNZHaBIAUDLLO6hki3zjDxs+moUlcQ7aWjR31KQIN1EqRPpVIpactI2oDH45G9OaxNFgMwYPAGN36Nsk8f5yzx83RWQOtZjUATifT7/VhfX8fCwgK63f7NlQy2FhYWsLS0hL29vYEAUmcG+L7G4FP/zmygzL+jj3J8fIy9vT1YLBa89tpruHbtGqanpwWMPD09xe3btyWzSh6vRt2N2WXtwzBD1Wq1UCgUcOfOHTmLb7/9tvTCp8/Iom5mby+jV007r1SomgfCinLeRMMorNfrSeTI5uccFNuEcKPxJiIaBKfTKTSAer2OVCqF27dvSzsZHtZIJIJIJCKTUCwWhdfDVIYZ0SnCTqcjTnkgEMDm5iYWFhbQbrdxdnYm3A+r1YpQKIRQKCTRJ9Erjcrqu8v1zVTkuXFumZrl75i6XVxcFGd+f39fCqPMCp0B3tdMFJK9eVutlsyt1+tFKpXC3bt38c477+DmzZvY399Ht9tFKBSSZ2a1Og0JKw2p4JLJJD766CNRymz7A0A+k04snXtjCvGyopFHoB/hvfrqq9jY2JD2Q4/j1vDwMhWuERljZas+AzpY0jw//fdWa//Kx9nZWayvr+POnTvCLx5V+DwaAeLP2aGDF0nQqHQ6HaTTaRwcHOCdd97BjRs3cHR0JOkg474larK+vo5UKoU33nhDuN5sUq0pBEQMjZkIs0LnlVeDulwuachOx5zoG1H7arWKk5MTpFIpTE5OIhqNYmJiAg8ePMBHH32EBw8eSKr+8PAQ9+7dw9raGtbW1jA5OSlrf35+PnBbH1E77lMd1OgA1IzQ6LMoi5cA8OdcK/2lHVTSCXSxEY0eHSBdbMM9yboD6h8G4JrP53A45GIRjnvUIlGjAaZooEA/O9sFbm5uSnrcarUinU7j+PhYrk/lLT4Wi0XSznReA4EAlpeXpe7CarXi3r17yOfzjzhwGrEbxSngGLnPdfqc2UOPx4NKpYLj42Ps7Ozg7OwMExMTWFpagt/vl3R/IBCA3++HxWJBsVhEMplEuVyG3W7H7OystFdzOBzI5XLY29vD9PQ0VlZWpB4kk8lIwMN9qQufRjmLXEPtpOszbrfbpROGRiGpy3k+icZlMhlBmBuNBjKZDLxeL2ZnZ+VCDupiI+qozwCfg6/RwIcZ0fUOel2NQY4xS8msDAAptF5YWMDKygr8fj/S6TROT08FgPJ6vXKlM6mTBG40asn34zMY7dSoYAf3QDabxfHxMaanp/HWW2/hypUrUpNB0KlUKgntgeMlUKGBplwuh2QyiXq9LvOkg1QCJTdu3AAA6bfNsbJ7SLVaRSqVEj/qSTISbYAHgAeEzZM114WE9Wq1KhtVE7nJFfV6vXKlI1EBXkXIHmksTioWi3j//felMppdCFZXV6V4a3d3F61WC3Nzc0LmH1W44ERWfT4fnE4ncrkc7t69i+3tbTGg0WhU0h6NRgPHx8fIZDKyiA6HAwsLC9jY2IDH40E6ncbR0RFqtRq8Xi9WVlYwPz8Pq9UqaCV5ZmxfE4lEUK/XhZyfyWQQDAZNj0u3UAEuUp6MhqlEwuEwut2ucFy/+93v4vj4GC6XC2tra/B4POh0OpJiqFQq8Hq9eP311/Hqq69KWqBWq+Hg4EAqC30+H8LhsHD6uHfq9fpAUYjmGZkRHnqOLxqNCnpDIroxTUilqB1XHnaiCFQyRMcY8XPvakNmdHBp1CyW/r3zJPLzhqNRxYhi0RFgKzkaCAaMVqsVpVIJu7u7eP/99/HBBx9gf39f1oCIHpUUzw95j+xQ8NZbb0ka1+l0ikNHo60dk8dRHJ4kOt3MQI2t7EgzomFkE322YGk2m0ItYOR/9+5dZDIZQaGLxSL29vawu7sraV2Hw4FyuSwBKdefzh+dOCOHUqMOlxX2pyZvF4D0mqWRITqrea26wAm4MKp8NjqrfGbuQ43qTk5OSp9GrrWxYwTRPYIFo+hSfRa0Ez3MIebYiFy9+uqrQpk6PDzEzs4OTk9PJZjh1ar8m0AgAK/XK1XOkUgE0WhUjCz3Mx1FOul0sD4J0Z9DTjl5xdVqFfv7+8jlctjY2MDnP/95FItFfPjhhzg6OoLP58Pbb7+Nra0t1Go1fPTRR3j//fdxenoKj8eDN954A2+88QZCoRAKhQKOjo6kbRHtg9vtlrPS6XSkd6xGK83qU/amJqiku05wTxC55z5k4db09DSmpqakQ0KtVkMymUShUJDaDa5POp0WBNfn8wl6rakm/Cydbtd6F8BIQRYdYM6NEUXUjit1uZHjTLrA1tYWQqEQms0mDg8PcefOHemcsLKygtnZWaysrODs7GxAR2sgRD+HDvBGQc75jNQnzIrWajWEw2HpHlSpVJBOp5FMJlGtVqUvbyAQkAyY5tu3Wi3kcjm89957wjnXxXWtVkuARCLQN2/exNbWFl577TXJ9EQiEUxMTEhwx2LMJ66Z2UnQC0ljT+dV85UYUeXzeSSTSUEy2J6GRojFCUSs6vW6kNvJn+M1iERPPvzwQym02NjYwNLSEiqVivQdY1EXFaQZodHQil9z3xqNhkQtqVRKHIOTkxMUCgVJ5bMgJ5/PA+ijf36/X+Zqd3cXh4eHaLf7/ROp7LxeL9LpNO7du4darYZQKCSI5uzsrCCauVxOKsjNCh1XGhQA0qyd/SYjkQgcDodwrba3t7G7u4vz83Osra3h7bffHkBluakjkQjeeOMNfPGLX5Rm6ufn53j//ffxve99D4VCAYeHh3I1Jm8ZYzGfTnNyPz2NWCwWhEIhLC8vy54ip5e/p+LQV/lxDxC50YUBNHY6bctodFhVLpUtP8fr9WJjYwNbW1u4desWjo+PRxqXzhIYaQ/ValX6IpNP3O32L584OjrCgwcPkMvl4PP58PrrrwOApG8KhYI4CAAeaVx/9+5d2TsbGxvCF+XlBswUDKM0mBGuh8ViEScAGOxYYrFYBnpf5vN5NBoNKfhsNpvY2dnBrVu3kE6nAQz2csxms7h//750HXA6nSgWi7IPGJBrupNO4WvE3axToB0bGk9NueB7G1FXrYOBwc4l3Gc6c8E9wWdkap7vr+9a19QS4OKSAWYsnkaoK4e1/uFZ83q94gAwy7W3tyfc1VwuJxX8XBu73Y5UKiVrzgsdNjY2sLKyglgshna734O8WCwKJYjCs/84hPjjxBiwsP5D026Yus9kMkJn2dzcxNWrV3FycoJ6vQ6n04lYLIa33noLV69eHbiy1+fzIRgM4pVXXsHVq1cRjUZRLBZhtVplTlKplKRlA4GAZDttNttAtwit8y8rbEVp7MJBLijXT88nnS3SCEgpKBQKSKVSaDab0ruYXF0CQbTtpHexCFvzirnuAIbqWbOi0UK9N7WjbHy9pnfowsL19XU4HA6cnp6K7WTWLRqNCgXr+PhYbvkbBn5Q+FxGPWBGdNEngQqCR7wGvtVqIZ1O4/79++j1elhfX8e1a9ekP6++GY/6dn9/H5lMRmienBvaD2aPer2eXGC1v7+Pe/fuSU1FNBoFADkfLBB/4pjMToIx8ifCw5uXGGX1ej25c/rs7EwONBttAxhIjetbbxh5EQmamprC7OysVCN++OGH+N3f/V34/X4sLi4ONIFnRECDYnahdfW+5jzy4LNpd71eRygUwsrKCqanp7G7u4t8Po9Op4NYLIZAIIBer4e7d+/CZrNha2sLm5ubcDgcODw8lCiTd6wnk0m43W6srKwIvw6AGFjgghQ9rLrdjJCDRB4TeccAhPxPZObBgwe4c+cO9vb2UCqV4PV6EYvF5PpK8ufa7bZ0RmCrDc6HzWZDMBjE1taWFN8dHBwgHA4P0Ds4bt0Ue5RIUzsS5GuyryIPHvBoxTGdT+5xNldmJGl8vSbx0wByzxnTTjotNT09jfn5eaysrEjrMbNiVNB6jhhZF4tFQV+Ieuzu7uLevXsol8tYWlqSdKvVakWxWMTZ2RmOj4+Rz+dhsVikCHJ6ehqNRgMnJydSuMcWaqyIZ1GM0+mU/rlGVGSUMeoCKRZ+cs/xdVTsGombnp5GOp3Ghx9+KOnV5eVlFAoFCSIsFgv29/fFgaXhZCaAKB3RSaJqRDDoyFJPmZF6vS6fpxFXTUPQX8Cjqcth86opH8AFt5bPqz+HARjHyOBLO8gsKBtFhtFZ9LpSnE4n/H4/lpeXhZ4FQDIEe3t70p2GxUqsxO/1eo9chkKOntvtxsLCAmKxGNbW1gYaq2snrNPpiD40I3pdgAvntdfrSY9yZtOIlDIjSL5uOBwWR7dUKuHevXviQM3Ozkp/16mpKXFWqR+dTieq1SpOT0/lrJI6wECUxcxE+M3aDdKNuO84b7SL/D2RdJ3ypS61Wq2oVCpIpVIolUqYmppCLBbDysqKtMzMZrM4OTkRu861JU2C+0frVBY2als/iq7R50xn/B4X0Bh7TbMP+traGgKBAIrFInZ2duTWKjqz6XRaAqq1tTUBuGh/+VmaqkaHlf7WKNQPPidtAwDpwsJ9YbfbkUwmcffuXemOo1ty6kw0M+s6gNZ+C0UjtnxtMpnEnTt3EAwG5ap4gnDM7F0GPR/JedUKllEdeXJEE6hI0uk0UqkUOp2OXHHKVlekFJAvabH0q9FY/VsoFKSxfSQSwfz8PBqNBra3t+WLxpK9xdhOQ6dJzMjt27cBXLSxSSaTEkHQmaLiYyHQ3NwcvF4vDg4O5C5wVvSXSiU4HA7hXJ6dnUmfzOXlZayvr8uGyeVymJ2dFaTJ5XIhGAyiUCggnU5LAQIdp8vC60bhfBF9If+NRn9mZgY2mw35fF6ujUun01JwtLi4CLfbjUKhgL29PSSTSfR6PelHOD09jZOTE9y5cweFQgELCwu4cuUK5ufnZU+cnJzg+vXrwvXV6Sbdt1IX5VxWmKqYnJyUA8qbizQXR3/Xh1OjU1SM+kYzreiYigUu+NLDuJ46dToxMYFgMIjZ2VlJHZu9slE/t/439ycLWzSSxvT59va2XO8bi8UkHc6m48FgUJxX9gTmWOnYsQ1RKpVCOByWs8FrnDV1YNQgi8+uKR7kausiCe3Q6kKrRqMhFdr1eh1XrlyBy+XC/v4+ms0mZmdnpSiTxVt0JtmDslAoDHQW0PxSzfvic5oRdjZhgZLu1KDTfMMQV73HtBPG1+k50+lC7WDQOJP+wrFQx2vnle9rVoxoGJ+Dz8jP5w08a2trWFlZwdTUFHK5nNyHTsAAuMhikWNJbiSRPnJe7Xa79DV2uVzCGT0+Phabo//2adKxPPsEAjgmIo6ZTAb7+/s4Pj4WpIutIUl76XQ6ODk5kc42pB34fD54PB5kMhncu3cPVqtVAko6hScnJ4hGo5ibm5MiQ+5h3vREfWT2PBJs0sWoDCipv/VeJWWF2SumzMmNrFarco3ozMyMFHO1221x8kmXI1WI+px6hvuVIAz3LoBHUNLLivF86ffh/uUeoW5i5jASiQglwGazIZVKYX9/H6enp9LLNp/P4/j4WGzS6uoq9vb2cHZ2NlCUqgM+jvVpkVfaUGY4eesgkVd+XjKZxP379wVEY2E3f6+z0gzuecZYMMl9qVuo6Tqeo6MjbG9v49q1a2IPCYhqn/JJMhLRhwup02j0yJkK7nb7vdqy2Szy+bwo9+npafj9fvR6PYGJ8/k8CoUCJiYmEIvFJE1ZLBblEoJgMChN8n0+n0TijCJYpUjHsF6vyySakW984xuyQN1uF+l0WqIGjpHKnA12WYBDJFHTIIzVw5w7FkSEQqGBq9f04WC1P9He8/NzTE9Py6Zmitas6AbvTFlwszCVQOif/Np2uw2v1ysdF3w+H27evImbN28in89L4QmdxJOTE3z3u9+V9Nbq6qqksNh+p1KpIBgMSlqbm5uGhIbObBDC9OPExASi0ag07dapIaMh1mgQDY8uPtAOg1aeNAgaKdbvp9/fiBh4PB5pkcR04mVlGI+UB58RcKfTkXWmYaBCZXpcc9JDoRCWlpYEEWbqhwqWF2TQ8JyfnyOVSmFhYQGBQECccKbYqXSNKeLLCtdBF2OwSwn3hFbw3W5X1t5qteLs7Ay3b9/G0dER3G433nrrLQmgm80mrly5IpkhBsOLi4vw+/0DNwaS86kL1JhK1TQSs0aTBtBY3KedSa0TtEEw7kW+XgdLxiBNZwN0hkBTZ4yZA/49nV2zotO7AMRx1WNmsE4d7/F4BDggHY38VLYbunr1qtyVrtOZFstFpxsim8wKulwu+Hw++P1+ubmN46TTPmoQyS8G4LQDLPYrl8s4OTnB9va2jIXpdI6PjnStVkOr1ZKghggf7Ro/hygo202yGI2OL1/Py0U0amZ2fJoywBQ4KS6kDnLuNLji9XoFHc5ms4II6+CT+4Sp6XQ6jVAoJBdpMKA+Pz+XDCszHsBgRwZjp57Lii4O1kGdtsucN11IxWBpcXFRiua4d9m9hX9bqVSwv78vnTAIyB0cHMj8Geks+uxr6oRZB1bTUNhb39hJh3zkk5MTAbCMNk3rCiN91O12Y319HbOzswI6EaGu1+tIJpM4OjrC2dkZTk9PB862Ucc8E+RVb34aE51qJUew1+uJZ86K/HK5PGB06KwCGLjkgOkeokXpdBrhcBgrKyuSjmEalNfpMULNZDKi0BhdmJEPP/xQeF5UKH6/XzYwOTk+nw/Hx8e4efMmGo0GVlZWxEliGovFEEzNa6OrW2XxkDDy0IEAnSijUNGNUkRBpcC54QHlBiIS2mw2US6XBUkgLWBrawterxf379+H3+8XJIf9Iu32fvP2XC430HCbCBnXmuk1jbABFwimRmnMCJUQ+woSPeRBNCKu+m/4/PrWFj6TNvBG55VGWv9MP49xDIxSg8EgAoGA3Hd9WdFKR6PGGj3jehKByuVyQqzXaZ5cLofp6Wmsrq5KoQeLecrlsqCX5OpyT9J5LRQKkpakI8Ggg47LKGgBgzOOiWl7niNjdkV37SiXy7h//z5u3ryJTCYjaTqv1ys3R7H9EgAcHR3hzp07uHLlilzcwIIg3cGEjqXeOwxuR7l2E3i0iwU/w8i9o87QtCE6E3Ri+Vqj86rfmzrcSG3Re0nLKM7AMNF8Of35GmFk0Elggh1RCE7EYjFcu3YNr732mmSpGEholIeIF/cM0KddMcBmls5isQjqpx2iy8ow+oYOaJleZVr88PAQNpsNc3NzgthrfcIiJ23Uuf95nnXhW7fbFceHFBfSH3q9HqrVKnK5nFwIM4pzxz1G/iKdVp7NfD6PVColPF/qHF600el0kM/nkc1mZU3oqLGXNueM4Ab7mZMXyeb2LB4yduDgntI3JZoRYzDFc6ZpNTrrTJvGZ1pdXcXi4iImJydxdHSEo6MjZDIZWCwWyeYAkP62CwsLQh9bWFgQAM+YAdAZPgADtCUzwuCF54GIqr4avlQqCTWH4IcOPqkbdHaIeoi85NXVVSwsLIiTzLPNmhB2JSiXy5L54LxTP/E8PElMO6+62IHetb5lhuhEr9eTiIz9W4+OjnBycgK73Y50Oo1ms4m1tTXhT+7s7AykCbvdrnCYNFeGHnqxWMTx8bFwgOiU8RDoRb+sUOFofo9RudCRbrVayGQy+OCDD5DJZLC+vi6oleaCaHTFaKi0EdSblg4EOzHoyJdzm8vlcHJyYnYJxflgalwrRH39JZ1MNgFfXFyUPqkzMzP4/Oc/j1arhbt37yKbzUqUReWoDSwdco1OkL+jOXZEJXhAHsc5+jjhczMVy7ZDHycaPdXFLvr3wGA/Ox0VawfhMigjDZHb7R5oGWdGNEpmRMo4lxw3ERi2riuXyzg7O4PdbofP50M0GhUE+MGDB8I9Bi6iYDqQFkv/BqtarSbFXTRwPDO6snkYSnwZ4TkkiquLqIzKm2Nl1iOTyUiRYblcliJRGmCifUzrslBhZ2dHesmyfUs+nx9wHPn3DCrpFJh1XlkkBUDeW6f69TxwjBwnDSv/ln/DZxvmvA5DZfl/LUan2UhfMCNGI0THnIE6HQWijPqaYqKQ5IXOzMwI1YZ6wufzSYraarWKYS4UCshkMuj1+s3hmWLW18pyHqi3Op3OI5y9J8mwvc1n0xQTIzij+ZU8M8Y51jpHOzU8hwz8aSuIrmkAgkXThUJB+MyjOHca9ecz8fnoONPeUn8y2Mvlcjg7O5Nn0MWPwygb7A2aTqcly8MuPXpOuYdIh9H2YxThPqczxvZ1dLg13YWvI92Ft0M1m02cnZ3h5OQEnU4H0WhU+mKzHWihUEAymUQsFkM0GsXi4iIODw9xcnIiupPrpIOYUYvRgAvn3GifdI9VtvfUwBF1m8708H0YVE1PTwtHnZxrtt/TuiYcDmN5eRnHx8eyZ41ZEwYklwkiR74elg/OjQNcoANUPjxk5HMkk0ncunVLWkQEg0G58o8Hl9EwDyz/loZLGwimtcvlMvx+vzhkRgfRjLz55ptSxdpsNsXJphLWkeDExAQODg5wfHw8YPCpULkgPNBccB3JcQ410kLKBdFbi8UiBSg04rwFY9gNV5ddQwADvB2OT6dFgL5xjEajePXVVzE3N4fj42MpMPu+7/s+BINBfPTRRygWi4IGTExMSLU3Dzv3hREl0sGBbi8zzIm8jLAYgvST6enpAS7RMIeYe5dG8OOMu/HvHvf6xzlsel9oJMyMXNZx1WkdHX0zKvb5fFhYWMD6+jpcLhfu3buH3d1dQYfYFURTgjqdjuxN/Qx6//JZ9LybFY3aEiGg42rcP9pYkou9s7MjmRi+jq3Q+LdE9IB+4+67d+9ifn5e+knzpiT2nuR46Ehyv4/ivOo5Mu51/V2nMY3OkqYx0eF7nONq/AIGAy9g+J4dhi5eVkj30EgkgAGDRYdDO7AaVfb7/cK1J+2DaXGN2JGjRydjampK9idTywzOdXaHThd1wNOIXkuOX59VY5CikXbj+ugzzPlnFo/7YRhdhYAJ21RRr/E9RllHrhHPtqZ3Mfjg/DLVT+CFvU7p4PLvjUEo/93r9XuOn52dCVIeCoWkG5HOTnJujZxts6L3OAGq1dVVNJtNnJycoFwuD4yft7+trKxgbW0NsVgMVqsVp6en2N/fR6vVkvoX3QKTnUyILPOWv8PDQySTyYEOJ9TjPBc+nw9LS0tSaDqKMLvIYI06kUisxdKndnq9Xgn2iWhz/BqEcjgciEQiePPNN+FyuaS/rS7e0lmz2dlZfPe735UsLHUDcHG5kZHO8DgxfVL1YTTyE7VXTueNRmZ6ehq9Xg87OzvY2dmB3W7H6uoqksmkGJC5uTnkcjk5bLrKju1j6JHrdi76s7XxHsUp2NjYkIPBSCmdTg9EXL1eD1NTU1hdXUUsFsPu7i5u3LiBdDott1Hwtca5M/JHhikVVk2TCzs3N4dIJAKXy4VisYharYZMJoNcLjcS51U7kIzeiVjxOYGL9jVMb7/22muIRCJ49913pcDlc5/7HObm5iTtrddcj9v4bypYGimmYei86msgR0EldZ85RuJ67vVc8PtlFIJGWIc5A0ZHctj4+X8q8KdpAM/PGebAamdH0xx4Xhh0Ujm2222kUikpDmShBVEsrVBpWDUao+dHO+ccq1mhg6LpSUaUhk6ILvo4OTnB3bt3cXJygkajMZAqpTPF/e/1erG8vIxwOIx6vY6dnR0xOEzt0fHXqVu9b6ijRuESameKPzPOJcep15KOvM4W6JZCxs8Ztlf1XtZ6aNhzct1HETpd3A+augNcnEs6QbqwktzAxcVFadDPYHtyclKyOLr+YmJiAnNzc7DZbHKDGJ0e7ksAAwiPDrLNiNHI6nniWaeuM95OqedHz7FeH81x1jqTP9P0Mt1izWrtX/YQiUSk1ZaxKt/MGLX94xdT9XQuybFnwZzD4ZB+5Oy9rJFTY3Eu7S4pTcws8ppyZklqtZp8Nt+L52LUQm2eG85nMBjE/Pw8stmsXKKjg6BQKIQrV67IlfU+n0/6Z+dyOeGzRiIR+P1+WK19nnAymZRaAva0j8Vi2NzcRC6XE2BAo5ZerxeRSARzc3NSX2DWedUOP2kz+kxQjNkJrrVuGan1KdecF71cv34dMzMzMj7uV67n7//+72Nvb0/ajBoBFt3G80li2nklv4sbRkeOVPL03j0ejzTEJnLR7XaFxDw5OYm9vT0xnpw0IjzcyEz9coPxb1l4pI0nDeuo7aQODg76E2O3o9FoyJWCfJ9SqYRUKoVGoyHXF7rdbpydnWFvb0/QKA3Taz4rlTLRRW4K/ayMdJxOJyKRCGKxGILBoHBJiUbzEIxyy5ZGAxil0xBQydB5ZdeDSCSCyclJpFIpfOtb38L+/r50TSC/lCgnU0k87Hp9tLLVDiz3Fn9GBWV2DclVZt9P3hw1zKg/KcLja7RDCDzasujj3vNxjrHOLIyCFvC9jc+pHTVdyMMvnl3Nue31+i3Z2A0jHA7D6XRK2jGdTsPh6F+TyjXWQarRAOu0l1FBXlboaOreqhp1BTCAhAL9yxR2dnZw584dSRtrQ08DlMvlcHp6io2NDbz22ms4OzvDBx98IF0y1tfX5Qa5iYkJ4S1y7zKQ1qiPWYSZN0XpjATX0uhYajqBTqkxDc110LxrfcaN+0X/X6/RMHTXSH0yI1r/aYOs9yhTv7r412KxSAcZFuoymNGBv7HwRJ8povXa2GrQhTqH7zmKvdDnT+994KIITKNnBAlorBlA6gI9XcvAzgE68NQIM7nzrVZLziVfyywh09Psk2x2n7LgTNt7vg+dVwByu55GXbPZLFKplKSRacPopFUqFRmT0UnmzZqsiGcXIt52p7NkOrAbpQ5E6xGr1TpQn0H9qT9zamoK0WgUy8vLQhfghTM+n086ufC97Ha70B7onBJl9Pv9WFtbQzKZRCaTGSh849xorv8o+pR7iLqMwARRfGaOmMVJpVK4d+8eAIh+IeDBSzDS6TRu3bqFBw8eSCElL3LiWaXvx/3BvU10l79rtVqoVquSFbtMBsS088q2UVxERsFsEVKr1QBADk0wGJRG3IFAAB6PB263G9lsFrVaTa5IY2qQkbPf70cwGJSqZk6+dv547Z7NZhtQFBr1MauMfuM3fkNS3Nxg5FhZLBa5lYd0BaZxjEivEVE1onAakdLOBQ9QIBBAKBTC1atXpTsDSc/cfIFAQA6zWeFBByBVoTys1WpVDIfX65WIl4VxMzMzcjDT6bR0QNBBA6NXfaUnNyajc3I9Gfhop4ROOp1dM0JjxepO3mSmFZBeiyeJdiSMnKHHIVXD3l/vBRps3VrKrNDp1//X6WcqJyLauoMCAMl2RCIRdDqdgSpQGnTyusg1N7bGG8aHGpbuNHsOAYhO0UpbI6885/y88/Nzqeje39+XSwyM55LFXLxJ7tq1a3JTEWkTu7u7WFpawuzsLFwuF+r1utBi+DWM7mNGOM90ojTKakznG+fQmPlioMfXageU+mXY+xpRV+NcaYd2FOdVO65a9+lUOQ10uVxGqVTCzMwM7Ha7tAXsdruC4OlUtb76lRkW1iGwefr09DTW19dF/+jKeKMeoD0zI0bEXI+VQIDVapVrYvWNglrf0bZp+okxQGbKl/PKn9FpZeswnT5nz2X+bhTHRwfXuj0Z511nHrguQL84iW3O2u22AFDcr7yOnEGIRuS5P1jvQlvPlDcDFvoh9EmMwd1lhU4/nc10Oo3d3V2cnp4KV5lpbdZ1sGOMzdZvjcUbJOfn56WVGYs+rVYrPB4PQqGQdIFoNpsolUoIBoMIhUKIRqPweDxyixzXkEXv7LzEa6TNCAvJNU+ewTj9HRZN2mw27O3t4Tvf+Y441+fn50L3nJubw8rKCvL5PG7evIn79+9jbm4O0WhU+oYzaJmensbS0hKcTifu3LmDW7duoVKpSBcgPo/ONvN5niQjOa86AqNnzV6h7LNK55UIDtDf+Ovr62g0Gjg8PBSCMG89IaGbA+MdwGzSzz5/drsdgUBAGqQzjXZ+fj6ggEdBe37v935vgLvD6leNZvD2rFwuh2w2C6vVKlejGa/jM6ZEmNopl8s4PT0FgIF2GlSkvOVqfn4eDodDqr/5nhaLRW4hGYX3CgxGzsFgUHqDkkM8MzODpaUlaeVxenoKr9eL69evIxgMyoavVCo4ODgQfrDf78fS0hJ+5Ed+BFarFUtLS9KdodfrySHmrR75fB7ValXWiw4X19NsGohp2Hq9Lu3YNFdqmFM5zJE1BiDc89pJMYtiaMeVfURLpZJpx0creT4HkR+NktFI0oj5fD4JRoim88pj3hIHXHDaXC6XFFR6PB74/X55Xu4bfQZpgHVh56jOKxGHYbQKjXSR25jJZHD//n1po8egksK1arVa2N/fh9Vqxeuvv44vfelLUhDSbPZv+9nZ2cHy8jK8Xq8gW9VqVVpxsWCKY6RDZUaITvHuepfLJZXmRsdF6zXuH+oVGnLj3xm5tMNQcL6Oe9yoOznHxlT/ZUWn0VmIYgzuut0uGo2GnAdeNMGLUnh+ybOmgSOaxRQn2zZlMhmcnZ2h2+1iaWlJil3pLLAAR9MV6LiaXUPjXHK8dFBqtZrUQfB2Je5ni8UiXU0Y2LN9Ip1Zq9UqaXKbzSZOEVHUXC4nF7HMzMzAYrFIJ5dutztQkMtAwGwQwgDDuHf03qB9Y5DLdUilUqhWqwAudBERvEKhIPuBnYjo2FJP6swPrwBm5b52dBisjxpk6T3farWkDWahUJDiON0DmT1qvV4v2u02jo+PcXh4CLvdLhcPtdttyQ7rwic65qVSSbKc09PTmJ2dlZoStjHkehWLRekXy/agZoTOoMvlkr1OBJ/ngFzf+fl56W9PugRbvZ2fn2NiYgI+n09awtHnKZfLUkCfzWaRTCYFWfV6vRLIsPh7ZmZmIHBkf3ICI0+SkWgD/DAAUrHLtkg0bNr5Yl89Xts4Pz+PqakppFIp2O12aaacTqel36TD4cDc3BzW19cHkBUqtVAoJHc5M2qn40wlrbmwlxU+PyMS3X/UYrHA4/EgEokglUrJHc08PFROOr2lESiHwyHKNplMYm9vT5w2OoL68GqnysiVorMwykGlIWL0zIsO3G43yuWy3GDDgrqDgwPcvHkT+/v78Hq9cvViOBxGtVrFd77zHZydneHu3bsIBoPweDx4/fXX5YaOVquFk5MTSYkEAgEsLCxIT7xUKoVyuSy3rOk99riU+8cJ0X7eMMUUImkJAIYa8WFOrfH/w1B0LY9zjI0/p/NKWoNZMSL8/Aw6r0RZ6YQSCY/FYojFYqjVanIFcLFYFEPD1B9Ro0AgIFce2mw2aYHCxtxcR6ZfWbnNM2GkMpgRdjPRKAvnVKfJnU4narUajo+PcefOHbk0QxdYcI64p4rFIh48eICTkxM510S1yuUyDg4OpHhrfX0dk5OTkg1g9w1yCHWxoRmZnZ2Vz2MGSwch2tAZxz3sdwAGnB4iUqTnkCdL0Y6xDtC07tGBxygBCHDRYYXPZ9yzRJF55S8NpNPpFCOYyWSkIppVyhZLnw84NTUlz0nU0W63Y3Z2VhrddzodFItFcQJ0yp6gwig1EhR9/kg5YwcA3lC2sLCAUCg0cKU3nUqisYFAAEtLS7Db7chmszg6OpL9HAgEpOOL3W4XAMjhcGBhYQFzc3MAIAGxxWKRjis8S2aDbYpuv0UEknuR9oQZNYfDgVKphGw2Ky26CCbo80jASaOm/L3m1VYqFSSTSbGdHo9H9qduk6bXwqzoPT/MUddOMYus1tbWBCk9OjrC4eGhtIsEIDeDMqvJfrzVahWFQgHZbFbmb3FxUXi0vCqXiC3PuZFaY0Y4HradI1qv59FisWBubg6vvfaaBAm0x6QcUKrVKuz2/qVFBCva7TZOT0/Fp2PvfvYRp55bXFzExsaGFHYxONDreJnxjXTDFg99u90WJMJutyOXy4mTarH0yfZbW1vY2dnBd77zHRweHmJhYUEQn16vJ/3EKpXKgGdOLmk0GpVbtAAI4sirKaempsSRY3RqJMyPIhrRYHTZ7XalLQS5f+VyGVZrvyJ2YWEBkUhElKDP58Pc3NzA7Tn8Ga/vLJVKcr9vOBwWNIcROWkUHDsPkY7czBpNOq1GDhodWn1PfTQaxdbWFlKpFI6Pj1Gv13Ht2jUAkMbDd+7ckdtjCoWCEPZZQHN0dCTO78TEBJaXl7G0tCTRGqkmuuhAo0Vmx7eysoJoNCo3eRGBLRaL0hSca3xZB9Zo3Pn32qHS7/e4fafnmC2rRtmjegz84vNNTExIqpvO1tTUlBg/RsZOp1PQLjoHfC8+XzAYlBu02NzaarXKVYihUEgMMDnrTKXxmUZJVQIXSA2dQ45bO3c8m7wzm9cY03mmLtIIKZ+JKT2NYgJ9HcdgjE23yX0lOkD+osVieWz7ridJIBAQ51NTnLQDqzM4VqtVEF9+DaMucCx8bz47U6LGYAAYRA31XD0ueL6saBSN78Pnor6mQ8Q9x0sFeFZ5yyKdMl7/yupzfYWlzWYTuxEKhTAzMyMABHVurVYTg8m5p9P5NPYCuOjeorNYMzMzwoNcXFyU1mvkklarVezv70vxy9LSEqzWfivIe/fuyY1bV65cQTQaRbfbbyF5cHAgDeUXFxcRi8WEZ8rexHTugYvAwew+JT1Or1Oj0RA0j0EV61Z40QAvgtDou0a73W63XOxDh7derw+cBQoR+EAgIH3eeW65x0bhLGt5XJDNtSXSv7S0hM3NTcRiMZyfn2N3dxfb29s4OztDKBQSmobNZpMsI8dFu81OQRyD3+9HOBzGxsYGTk5OkEwmRXdT/+lg3uwa6iIoIr3kEBNZbTabiMVioncPDg5w48YNyTwxECkUCjg8PJSgiL7X2dnZAGWNe4QX3KRSKZyfn2NrawtbW1uIRqPSWozZXnY5oI/5cTJytwEqVPZX5WaiIeRd8levXsXZ2ZkYlvv374vDy0liA+ezszOcnZ3BYrFgdnYWi4uL6HQ6crcxeU2MwNjEWKftdGp+lINKZIJGj5uHbbnY++3q1auYn5+XlAg5TYTlHQ4HotGoOKG8p3l6ehqLi4uwWCxIpVJot9sIBoOIRqPC79VwvN5wdKiJABFiDwQCpsaoi+24luzVy7EzHeVyubCxsSGpuNu3byOdTuOjjz5CtVqVVDNvzKrX6/jwww9Rr9dx69Yt2Gw2aZVis9nwxhtv4OrVq4hGo3IQ9HhZgEcHlkbFjMzOziIWi8kcZzIZ7O7uYnV1VYrLgMEDDTzKFQQGkU0twygI+m+N70N0gilCOtajoK58f+P/uaaMrmlkWCzhcrmwsLCAWq0Gj8eDQqEgCACNjW4mTaNH7iiNi9frxerqKpaWliR4ZNEfOdJGIzJKQRqVtJ5T7lmNlhUKBTEgVPq6SEfPlw6+jT/X1IRCoYAHDx7g7t27EmyRHlUsFqWgkgpcI3mXFY1Oa+OuucMMYPkZ3EO6zyswWPBDA0djSdREI7bDCrk0ZYDvZURxzYouMNGfq2kJQH+ti8Uizs7OBm5SDAaD0pFGI1HGFn8AhHoRDoel3oKobKPREGfSWCA57CybFe3gcF/W63WhKExNTSESiWBjY0MccCJSvDbUGCzcu3cP7777Lvb396VNYq/Xw8HBgdDOrFYr1tbWEI1GhUKWy+VQqVQQDoeFK6pT1mbHWSqVhEZnsVgk3az5tixII33n6OhIOu9wfrjXNW+ZOr9Sqcg+MNpuBpqZTEaKwWZmZsTn0EV7PBujyjB9wGd2OC5ueFteXobdbsfe3h4++ugj7O3todPpCNLq8/kwMTExUPTd6/UpcyxSKxQKqFQqAiLMz88jGo1ibW0Nx8fHgl6zLoLFXqN0p+G5Ju3T7XZjbm5OKBJcw2AwiE6ng/v37+P09BQHBwdD11Dr1mFnh+tntVqFcuZ0OrGwsCDUhGg0inw+L/x0r9eLaDQqrVOfJCP3edULy0Ul6fr4+Bgul0tSlK+++ioODw+FeH/jxg1xPEnUJRpUKpVwdHSEb3/72zg7O5Moi8qdRpjkdyprckNY4ENS9dNE0nQkmZK8d+8enE6nVBj6/X4xEsbefiyoIvROdMBqtcp99qFQSKpE2RuW6RkAoni5OZrNJvL5PM7OzpDNZqWQzazQODG9xsiVVyhms1m5QnR5eRkzMzPY2NhAKpVCs9nE6ekpbt++jVQqJRE+lWOn0xHOzkcffSSRWCgUwiuvvIK33noLi4uLcDqd0u6rWq1iZmZGomqdphyFu9xut5FOp+Xq4Uqlgg8//BArKyuIRCLweDwDhnmYGCknGt3SKNfHGT1jKorjKZVK+Oijj/C9730PmUzG1Nj08/DZjVQGcs94n3alUpHUeDQaBdAvqNzf30epVJIbchiItVotuW+b6ToiWjzTS0tLiEaj4hSRqqCLaCijnkE6r1wHOlg8X+SMnp6e4ubNm3jw4IG0t+P86HQf19DoHGqakZ7ffD6P7e1trK2tIRAIyG1yRAh5trkHzDqvdrtdqsZJUWImhfqE1AcWanI+6CARRKCDS/oGDY4GGbR+0mKkKRiDN2NKz6xox5jvyT3DZ2JAt7OzI60Tl5aWEIvFhBfocrkwMzODYrGIQqGAXq830GaMjuvs7KwYQfKxucfz+bx0j6HuM6aszYgR0dfouM3W77rCYMfn8+H69etot9u4desWTk5OUKlUhN/IQIU0gXQ6jaOjI7mNaHt7G+l0WuYwFovh85//PK5evSqUL17Hru2KkUdt9jxq2oG+gKhWqwnAQa4rs3Gnp6dC29JCJ5PXUtNpYt9yXZSsdSZ1LUEO/Z28+GGt9MyItjMMjnm9b7PZhMvlwvz8PDY3N+H3+6V4+/j4GPl8Hl6vVzLCvKgok8mIg819resRSMNi/1ev14ulpSWsra1JIEK6ADMno4yRZ5d/z56xBwcH2N/fR61Ww/r6unR2WlxcxPr6Ok5OTrCzsyOfxww4/S6dDdaZP01HSKfTCAQCeP3113H9+nUp4KKPdnx8jNPTU2xubkp9zGXGZ1ob6RS25iuEw2HY7Xa5G5etsTweD5aXl/GVr3wFk5OTeOedd3BycoJcLicHgQeY0UW1WsX9+/dRLpfFQ6cS560qdH5ZQcqNznYPVGqjFMJotI0tcngzGBd3dnZW+H3acdCLyfS/8X1JH2CLK+3kMPWiHRIWi+RyOeF/8Z5nr9drdgnFedWOGKtV2W2gXC4P3HASjUbxAz/wAwgEAvjOd76DDz74QJA5Gks6wQCkyIBXOn7hC1/AD/3QD+Hq1aviVPEKvW63C6/XK1eMai7aKM4rFcbZ2RmSyaRwsK9cuSJcG02ZoGgjNowjphWxGbTGmK5Op9P43ve+h3fffRepVMrU2Cg6jW50Xo3OJK/7495dWFiQq4x5xTINjU7Tk4dXLBal1+Dq6ipWV1clHUv0UBfiAI92VhhFNF2A70nFz0wM+an37t2TKyq1k8SgiqlMGgwAgmQQdTbyQev1Og4PD3Hnzh0sLS0NdPdgmx8auVH2KTnE7OJBdEvzL418QBqyYY63Ti/q/alpQvyu/61/xnkzZhCMSK2ZMWr6D5+RGRW73T5w4x65w3RMIpEIlpeX4XQ6MTs7K07P/v6+3EA4OTkpOpV0Ad2JhpSS/f196aVprLwfFXmljdFBDHBRjNdsNpHNZmG32xEKheSKc73v8vm87D3aPtoenkfqs2w2K4Vba2tr+NKXvoQrV65IEfTe3p5kVqhPH8eTvqywsEaj/larVbqZMFjm87NFIvUQqVLAYA9qvo7vRUqg1vsawNBUIHJu2YfZ2At6FNHnl9Sr6elp4eryUoLFxUVYrVYcHR0JaqhbntVqNZRKJdE1zJI6nU54PB6pDeLzlstlyRCS8rKysoK7d+9KCh7AwBk3K9SJnB+3243Z2VmcnJwglUrBarVieXlZzsbm5ubAddgPHjyQ/cgzrW/mZIBLeiTPAamAKysr+PKXv4yvfvWr0qlIF/k3Gg3p3qA7E32cmHZemRrgpFJREhZuNBpIJpPCf2XEefXqVdmEH3zwgSA7TGtqNIFRK3kTXDz2dmUFsF4MKmDdQ5QojRkJBoNyjaZeIEYQRF8BCBeOin0YiqeVI1ETKgHtYHMeNVeQ/2al3+HhoSjC2dlZ4aywQtyM0FjpdbTb7ZiZmUG320UymUSlUsHe3p40WyZ/iumF/f19pNNpZDIZlMtlqRKcnJwUDs/CwgKuXLmC119/HdeuXUM4HJZimbt376LZbAoXjIpLp79H4UqWy2VBArrdfiXz3t4ebt26hc3NTfh8PikK1KgecNG4XBtTKlG9pk96Lp0i0xw/tu+6f/8+Dg4OJKI226LH6LAaf6fXgdkNFjQyjcM2N06nE/Pz88jn81LYxkCEV9iGw2Fsbm5iY2NDgkkaWDohzBoQNXwa/hlwgX5r5187dc1mU1rIVCoVOBwO+P3+AYXPjML5+Tnu3bsnwajf74fT6UQ6ncb7778vxYRs58O9QWrM2dkZVlZWhAZ0fn6OQqEwMNZRuOfk6mnuJ2+uMfLSKeTCacNuzApw7Mafa0qO5nryc4wOsF6LUZwCHWzwM4jYcMwa3W00GkilUrh9+zbsdjuuXr0qhb+zs7PiDPr9fjnnzM4xI8c1bLfbyOVyomsODw/FqaB+4Rg5NrOOgRGl5t87nU65051FvTx38/Pz+NznPodut4upqSk8ePBAkEf2pOb+ZfDFdQsGg1heXsb169fxpS99CSsrK3C5XCiXyzg6OsLx8TEcDocUANG+aF1q9lzy9izS9uhk0pHh/mGRJ6vWfT7fgBOqnVEddHMv6AweX8s9w/3DmxuZjSUiT19iVMdVA0/AxY1i3CfT09NYXV3FxsaGFN2dnp7i+PhYLsJoNps4OjpCo9GQPcvidIulf7nC0dGRUMZ0vcfJyQkikYhkIJeWljA/Pw+PxyNgFZ9zlEBZF8LRz2Cfb7biZBaViDMLD61WK959910BFFnUq/vC8j2pe/ma2dlZXLlyBW+++Sa++MUvYnl5WboMkYo4NTWFlZUVhEIhQWufCeeVRThGIj5RyGAwKFw7Vp6RsL6+vg6r1YpgMIidnR3hS5IXxAkgZ8/r9QrHlEVATC1rxUcDwGfQRtTsZp6fn8fp6Sna7bYsMNMinU4HqVRKeLs8pDqK19E8hXOk0zY0VB+3Cel0HB0dYXt7G0dHR6jX6wgEAuJUdDod086r0WDp1i00BJOTkzg4OJBInz1fecvN2toadnZ2sL+/L10XyEnj61ZWVoQb6ff7pajv+PgYu7u7SKfT4tyyglYX3T0uzfkkIb/MYrHg4OBADMjOzg5u3LiBUCgEl8slDiMdVI1s0YkwpjiHOQvGddb/53tbLP2+s3fv3sWNGzewv78v0SXToWbXcNje0UiQ0+kUJ50UD64R+alXrlxBIBDA1atXpXiEhlP3/gsEAhK8DCu+oPPAoEEr2FHRV/032shRsbLYkwWeXHOm1zQawM4W7Nv8+uuvi4NPykQsFhMEidWzQL+6mOOdmJjA9PS0FK9Vq9UBtNSssPCLqWbSeRhMUrcZDT5732pe4DAxOgLaSaDONCKuOmjQAdIojoFGZYwBl6Y20EkgleLw8BBAH5zY2toSug/ny+fzSTErL3sBLtKZ5+fnyGazgsrv7u4Kx5Sig1I+j9l9OuzMc9y0EdVqVS636XQ6mJqawtbWlrQivHXrFu7duycceF2ow7nzer1YXFwU6tX169cRDocB9BvKE5Vtt9uIxWJYXl6G3++XoMN4K5wZoeOqAzVycPkzjcZFo1H5bB2c6X2s9+Mwp1b/XH/Xe5jzzfeijBI0G4M8ot0s0o7FYlLnYrFYpEYnm81KJqTZbGJvbw/7+/uIRCJSzD0/Py+OILsSnJ2dSecL1hTwJjECP8vLy4jFYnL5gXYQzYrmrWqkmx0q6Ii3Wi3EYjFxYNfW1qRGyev1Ynd3VzpZcE3oO+iAlB2hXnnlFXz5y1/Gm2++ibm5OclUNxoN7O/v4+zsTKgSoVBIrpF9JrQBvcmMm43pdJK2mcajwSACGwwGsbi4iKOjIzGqJCLzAJAfQqSVDixvHKFBpDPI6JSTbuTdXVbC4bAUIPFZmMoH+gef1aH8bLaL0JXDwKBiM6Z5NZdPO0T8f6/XQ6lUwuHhIba3t3F4eCjcRSrrUZxzAAMOCA2HrvLv9XqYmZkR/hWrXhlJLi4uys1fbPBOxweA0AyIDrNdFhs/8wDwWrxYLCbXBxuN9CgSiUSEkkLp9Xo4OzvDnTt3sLKyIo4K20nReDEVRsXF9dDONPAoKqhFp1k5pmaziYODA/ze7/0efvu3f1t6AtrtdoTDYVy5csXUGIc5Azq12+v1Bs4AjWGpVEIul0O9XpcMxezsrFxUwGIfBpH6+lJG1Ewt0Tiz7yTn0+i4jioabeX70OHifg2FQnj11VcxNzf3yM00RsQWuHBumLrWt8dsbW2JUieCQKR6aWlpQA9wj+jMj1n+OfWURkqpG4ho82c6E0HUmUGWrj7W866dAh0Q6uCVc2vczzqb9DTn0WazPeJg832Ma8SvTqcjva9Z3b66uopoNCpBJ2ljmrbBZu7sSpBMJrG/v4/Dw0Pp+6v3Fp+PzzJKOlYHp5xvjonFxQCkyXuz2ZQ+5tPT09KjdWFhQVoGsp8tzyE7hbB15ObmptjZs7MzHB4e4vT0FJ1OB3Nzc1haWpKLHjRPWtsXs2OkfdXBsd4TDAR5EZG2Z9rR0a/nl14T7gX9O33ZCvdsr9cTvrjORDAAMiuaD8/sDPnzwWAQa2trWF5exvT0tFy+wEtLGNxSP5LnvL+/DwDI5/OYnp5GtVpFPp+Xfu38XHYiOD4+RjKZFHSS3Ff2TmXB5ihggFHH8Cyw/qZSqWB7exuVSgV2u11sKCl2zM7t7e0JWMUvorO62wwpMqTqsWUqz+mDBw+wu7srzjK7TjzT62F12psbmhEBYWR+MO80pkJimjsWi8Hr9WJubk5aoBAVAS6uI6RRJKJD5W1EdDQiQ2M0Kl9St/lhmo3RvtXaL7ZiRd7+/r48p771QtMDeMjooFutVrlcQPNlOR4+8/n5ucDqbGFEI9vrXdxIMsrtWhwf30sfeKbZSU2YmJjAzs4ODg8PpbUXb86i4gUGG47raLtSqQhiXCgUpKVILBbDa6+9hpWVFUlL0agakU2zazg/Py+oPpEWvgfn9fj4eOCGFGCwKEsrVwZFxkjzcfvL6LjV63UcHBzgm9/8Jv7Vv/pXeO+991AqlYR+EYvFsLKyYnIVh99cpc8n15dKiGvOPpfAhRPMfa7nn8/PhuucSzq0uljj45zWpwlENNrCtdG3UZGuND8/P4AWaifeGERqKgj1xDDnhX+r0V7jvOishVnnlR1IGDQAF8g5DRWAAcRKO2zGSxyMzqF2XI3fNa2Dz6D3P4X73xi8XVaG7VGKcb6Na0KHD+if23w+Lxdt0JYwyAKAbDYrqFa5XEYul0M6nRb9yYCW86vny5hNGEW040pU0uVyic5giphnk0WVzDyR/0faWq/XkwyJx+ORs2az2eSGR9aYsCUXnXyi+MZA4WnOInCxV+gUa548z4k+B1qP84zpOTZmsIxBU6/XG7hCm10NNK2Q+5afOwpoZRwLL5iw2WyIRCJYX18XpzKXy0kfemY/CXxwfLpglFQVotKBQEB4sczgTExMyE2enU4Hk5OTWFpawrVr16QojHSXUdbQqI91QOJyuYQfXalUcHx8DJvNJkVnpLusra3hc5/7HJLJpOy7ZDKJWq0Gu90ujivtGQvbaTtpRx48eICdnR2cn58jEolIb3wAj+imj5ORyke1UtRpIZvNJikwprV5eQGLjmZmZoQITR4QIygjgsD3pHOlU1d6EbXjrNNgH6c4HyfktGnuEtOmTqdTuCjlchlnZ2c4Pj7G5OQkVldXxUEgAZmGKJ1OY3t7GwcHB+j1elhZWcH169cxNzcnSobj7PV60rifaSZG6plMRi5yYAUjm1SbEbYWsVgsomw0X4VKg0UQ4XAY2WwWd+/exYcffijE9ZWVFUFWfT6f8GVTqRSy2axQHh48eIDz83MJAObm5nDlyhUsLi7C5XJJtMtNy88ftUgkEong5ORE0jkWi0WiQSKM+/v7OD8/RywWg8/nE0PI/aQLkTTFQqPkRmfbiEYAfcf15OQE3/zmN/H1r38dd+7ckblgKyAWP5mtVgcebV+iI3N9Pvh5Fku/sTvnnLfx0LhzHnRxgG5KzowIAzDtuBqDjacxkhwbcHHWO51+T0E6AXr8xr/Rf6fRaZ1y1M/4JLSYLWV4rWO5XEa73RYHVDtAlxWXyyVj0ih/r9eTnzEFp1F07cw6HI6h6BrHMSxLZpwvbbiNDh2Rbt1NxYwYnWHtpPD9qOd1wZp2dthWihxW7kE6cgws8vk8Dg8PkUwmJRPEW4pIbQEubokk7WTULgqcp2H/5zwzKKQj2Wq1JA3MIlVmFmnged6on1nMB0BaRp2cnCCdTks2LhqNSnEzL7vRiLcR5TY7Rr0eej3plNMZol7RxY/6s3VBqNE284zrAJzoO2lALHDUASqLU+n4jWIzjDxvjtdm6/dqZftFFsDZbDasrKw84sTrv+X7WSwWaeumgRJe0qCLGHVdSSQSwZUrV3D//n08ePBgwCEexUGn6OCANicWiwHoc29LpRL29/dRrVYRiUSER97r9aTobG5uDpubmwM3YjGTSO45byAjFSiVSmFvbw+Hh4fodDpYXl7G5uYmQqGQ6DTdEOBJYvrUagOpFbY27owSvV6vFDvUajUUCgXZ7HSanE7nAALBjc5DwMnVSpBKm0qViCs3u7Eq3Oz4+HcWi0VSIVQKsVgM8/PzqNVqcpXk9vb2AILFyAToc4Sz2Sw++OADvPfee+h2u3jrrbcQDocHWg1pxDWZTApHi59JHi+jQjrJTqfT9HVxrM5kRGR0PHQq0el0Ym5uTqq12d6FioLPPzMzg/n5eQCQLgLn5+fI5XKCnrB3L2kHk5OTA1WoRlTscYjYk4SKn7e/WSwWucrU6/WiVqvh7t27OD09RalUErSCEb0RbdJpa430GJFX7j2d7kyn07hx4wa+9a1v4ebNm6jX69KjkHxSVs3TuF5WNLJiFI0acm71JRDdbld6llqtVgkg9c052rFjipO9jKmMhzmuT4vuUKig+X5MEdKx05/Dyl5WsAIXKWGizByDdo6ImDKroT+Xc6yfx2azodVqSXZCz4FZg2IM/Dl/2sBz/AwmtfGiHjQ6J8OCiGEO6zDaC1+rwQn9uWZF0zD0c3JfauOuqSe6V22v15Pe1kB/PXO5nARlLpcLDodD+IPsXqOLD7VxtVqtkkXQSP6owTLnTYtGtekA2e12ubyANAaih+yYoHUOM2vU9wya8vm8ZCwJBqyurgq/nc+j9/Qwx/OywvfUtS4MmhjU6Wul9UUYnAM+k97XwwIq6lCjXdLnUKPI5GMya0Tda1aM/gXnz2brtwjUxUsOhwORSETm10jZGXaetBh/RifS2H3B4XBgZmZG0uosEH0a/arHyM+xWCxC9/B4PNjd3UU2mxXaJy+jor5kxpAAJN+Xe5lIOTO1tC+pVErqiXj50cbGBqxWqwSU1GeX2acjXVJAmJwHk4qOQg/aarXKRiwWi0LGbTabkm73eDyPKGTjZjAqcjoQJPBzAjXJmorPrGgEwmq1yuGgc8M+pHQ8crkcCoUCDg4OZKMfHR3h9u3b6HQ6WFhYQLfblSs4rVYrqtXqQHsvzh97HR4cHEhPv6mpKVnsyclJhMNh6bcH9Cvrv/3tb5saIxE2oipcV60keEitVquk9a3WfjsNoqSs/OX93UdHR7Db7SiVSvKMMzMzCIfDcLvdcrMaeTbG9ArXjZ9PA2f2oJ6cnKDb7Uo6hAaOV3yyT+fU1BSsVqs0lSa6AQwiT5cx3BwL+x/m83kkk0kcHBzg9u3bghjxi84fKSm8qOGyog3DMOeEY9DOiDH9S6dtcnIS9Xpd+HacOz4nzzPTnBqpp4Hh5+ln0OjIKEZTr78RHSTawjnj7Um8hpjBWavVkhuNmC1ghkGP0+l0DqA+XFPj83Memb4khWYU9I46VI9RO3hEvWn09UUtxtSaXodhSKd2annOdJBPY60dCp1lGDWdTiOsAzudGqRe0dQlBtecH9IjgP5lMO12G/l8Ht1uV1KOzCDobAGL2uhw6UDUODYdKJkRI5jDueb/Occ2m00cLKfTKcFiJpORXs+0N9TNzIzQGSDqz/0XCoWk5RGLUDnn/Ew6c7TZmmN9WWHrIs4lqXnsykLOqa4ZGOYoP87Bf5xwfxizcDow5y13uq2TRn0vK0YdSh+DOjCdTqNcLsvc8wzq/cOMMwDpkqTPNjMARj3MPU5AjHQ7p9M5cH08AbpPAhjQgS0AyUCEQiEA/awQ6XUHBwdwOp0IBAKIRCKSHSEAQyBLZzqpd5PJpFw7zlZ2bONGWgKAx9qRj5ORnVfNbdSOhn6NxXLRt83r9UpkzB5wdGa5CfVlBPwMGi1NyNY0ATogutUJlQYRFzOiqQs02mwVpC9MsFj66deZmRmk02nk83kA/ebvmUxGKj95ZzqdJCqoZrMpVXuMpnK5HPb29rC9vS3dGLrdLo6OjoTwzM8mijaKU6D5m0Z0h//nYWF0xqbfvV6fw0s+WSqVEhSB3B0eeJ/Ph0gkIreHaSOm6R/aOTQqqlFSJOznya4DrPBlT0CdliNqwHZLXNdgMCiH0ojyGZ0D/cxEAMm5Y4Pyra0trK+vD6RgdQq73W6b6vmq1+1xjitFo+n656TITE1NSXqVCigQCCAUCg0gQkYkVIvxc40o4Cj71OhkUOx2u/Ct/X4/HA6HFKEdHx+LXul2uxKo0MklUkodEgwGEQqFpC8n11oHUhqp5Ng5b0zz0SE2I2yTpp0tI2KqnU065N1u9xGOsZ57vR7GNdC8PmOQo4O1Ye8xquh0Kj/PCFhwf1Jvs+KY49QFTMAFksi1ZH9ROnj8MiJ9xkyh1jWjgB3DqBjG//NZbTbbQO9QorB0WoALPjmzbHRadVES09gs+tIcUO0Uacddo99mRRcG0zmkTdbPrzMGj9szeu2Bx+8tPqves0Y9zDGTfvg0nFeN9OrzwYxjpVIR5J96k3/HZ2IWGcAAEEC7wP1KX4doJh1XFmlOT08LElqv11GtVgcyE/qMmhWjDeP7cP/Z7XbEYjF4PB5MTk5KG7dOp98bljfCFQqFgSCJPpimj7DLRjabhcViweLiIq5fv45QKCSv401tnEczBegjdRvQyk4rII1YUBil0XnQTYXZNqnRaCAUCgm6aTxkmj+ir2XUk66fyeFwiPIyK0bIn5EWn599BVutlrQ4arf715yyOIC3m1A5Mr0fjUbFaPJ+YPZW6/V6yGQyuH//vrR2YcRydHSEe/fuiVOojUy322/Ab0ZopKkMiAIakTqdWuWBY6Uze6XOz8/LzSh8L+0cBAIBBINBcR6ojHXqR883N7JO55mNNLn+Oh1CfibnmogBe4WymwO5OLoK3Wjk9R7R/C6m+ohWz8zMwOFwYGFhQQIhnZEABvmc//Af/sNLj1EjhEYnY9h86Xk1oohES1jlrCNrFhVqlICiDcww0U7fqKL1i0Y7GCSRr0zOI+9+Z/N0djphJxR2TiCSQCeAtwjxWYkqce70fuWacY8/aR4eJ9wDDHjq9bp8njaOPOvkyfHZtNM3LAjkd/2lEVejvtbBidFZHxXtMSIqRqPL8eln1Sg7z0ar1UKlUpGbtdhHkueZFBj2DaeNMa6LthP6Z6M6A0b0GxjegYCfo0Ee6lX2vQQubnbSdBy9FrSlzBYwsCSoQN1jsVhkHph50vx8M0LHm2uh9QXrO4xc02Hzrr8P01nDAAyjk2XUcdwrfEZjFviyov+O56HX6yGfz0v/52F/o9eUgE+n0xHnlU49bQ0Aydoy68x93Wq1pDaB3ZmYqaVD6/P5xI49rTzuXBBsXFxchMfjka4LBAN4Ux1vx7RYLAPFvlNTU0Ivo/33eDxYXFzE3NycZJM1ODBSUGX6Dx5GYXqx9UHVB5YHhQqKHFemMoiKMM1HGoDuv2lMUZLMTMNkJAtTaMDMika0aBA6nY50Q+AG1IUWHFutVpPr3IgmE0FgdazFYpGm0nt7e2KY2u02stks9vf3sbu7i9PTUykK4Z3f+pAzQrTZbPjRH/1RU2M0ojwaGeC4mWoyOspELFmBGA6Hpc0ZAweLxTLw9zS2OgIdhsjp/aOdO7PKKBqN4vT0FL1ev83RysoKFhYWxKm1WvuVzOx8QCXFnn3dbhezs7Nwu90DDp92DjQqxkCJirTRaKBcLkuKj0ZG7y+m3/V7mxGd6tSOrJ7LYU63cd65prVaDeVyGeVyWZw14CK1raNj47MaDRLlaZ1XY/s2TQvSPFNSiGZnZ9FqtRAOhwcyMNQDGjFxuVwIhULC3dIOBoMb3ZpKz7N2KoDBLhVmRBtLjZAZnRby+3WakmeX9CieE6MDO4w7q5+Vz079OWyf8P1HdfD4rMbnG+bQ6H2p+aoOhwP1eh2ZTEZ0ltfrlb2q09YasePc0snlWPWZGOZojiLa6eG4NDVCzy2NPHuWayFgootpaeO4p5lB4ntxz/Ks0olqNBqyj4ehxJcVUqpoc42t2jhe/d7G82D8vV4DI/LJ3w9zVo0IrNYxoziu+lnohLKGI5/PCx2QWV7jBRJ8bnLy6YzSZ6DzSnSVLaGYdS4UCkilUiiVSgNUO5/PJ3xur9eLVqs1cEHDJyGcN43mUl+y36zFYhGeOeuXtL6gaPvgdDplHOFwWDJk9AEADFyc8ak5r7qIyrgZtaIzDkwr/3a7LekOcgSLxaI04NdKhEgro0pNIKfTxUnhJrrsLQ1GoRPC56TjmkwmcX5+DovFIhX2jUYD1WoV5+fnMhdsX9LpdOQu+WAwiPn5eeHlNBoNaVrN6Jg39rDLgK7g1A6mjli1A2NG6FgT3SBKwZQ2D7He0JwPI2JhNLoaWTCmYbSzZSzk0GPSRmyUTR2JRNDtdlEoFOS+85WVFVitViGQM8X44MEDuSSD0bLf70cqlRKuLudfo0R8NlIL6PyyzQ33Mx14i8UiqU273Y65uTkpHqvX66Y7Rhjn6EkImdEhMQYNWgHr6neu3+Pef9jnGVEV/TMz4na7B5wZAKI7OF/8OSkAPF+cc7ZoK5fLAwER27owI6DPmtZjem6M6I/er6M46eSNd7vdAQoUdRkDZc13G0bz0QVHujOG/j33Ksengy4A4kQZjaIe3yi6xuhoaPvAOXscdYnPaLVapeWULsYk0NFsNqUKmggQO7FoVFA7s8a1BfCIMR5FtHNFu6TPgTGoHBYUaKBn2OUoXAu+vw52aPtYTMgxsxBolK4RDMD1Zw97H30eOD7+XL9G2wr+DedL7wfuEV21bwwyNUpPPTVKsKxtHgGPYDD4CJ1Dj1n/m2grwRD6BXwNucy0B9qP0XaSBU/sqsJAxuv1ChhjbLH5SYi2u/SptPAMzs3NIRwOS6Co6QZcE3YcIEWGZ5LzZPQbtV+gdcGTZCTaADCowLXC58F7XLpIKzEeAHr1+Xwec3NzokSNUb92HhjRUBFpRJRpON3L77KiFQ2fo91uC0LMe6PZAkJzkZhOKRaLyOfzYhxjsZi0RLLb7VIpWiwW5ZYNRmvs+6bRbYvlgpCuI3CNCpkRzjuVHZ0VoxEZZsSNRocRJbmS+oIIY2Cj0+o6qtbzbiwi4V4xI5x3pjucTqcEOjR++gpGHT0TEV9cXJTWM0T5NUeVz6yDke3tbRSLRQBAsVhENpsVdKRSqYhz6/V6USqV4HK55Hpdq9Uqt51cRowOqHauHvdaoxHld73GRgPE1xhfZ1xb/Vn6+7DXXFZYyEanjF/k5xKZ456i88fXAxC9QqqK7lJi5E9qhJXnwqhstaHRCl8jvJeVXq8nWQsWxFGP6D6v/BkdUD47P1M7+DTgei8YdTVfq+kHWo9zLz0NKqJFB7TaMdWOC8dJPUGHTaPrOp1OA855IR2Ea0GnT6eS9fhooGlndBZxVNG6cVhWUq8JnSyjzuN4aUuMQZNG3TlXHBP1FB0Lq9UqDmyr1RKH2Kxwz9Ex0QXNxufS66n3j9Y7GgXm74Hhe0L/3Lin9V7i3gcwMJ+XFW1Pmc6fnZ19xI4xu6g505zfYrEoDqnT6USlUhkI+nQdD4E41hd4vV4BOzwej9ADSBew2WwSnDHj8EmI8VzqnzEQ4vzbbDZpdXrZ68w1Im0M1oxOrFkZqWDL+KWVD5UM0QOtCI2bmREhWz0Vi8WBKnw6GsAFZw+44KPReBk5XDQ8ul3HZUUrFT0ePg8XwWKxSPEECwwYVblcLhSLRVE+dOhZZGWz2SSyYhqGxWwsTKBiotA46/SFVrqjiDYqVPiMLvneGvnVHOJhhkYHMMP4Q8Zgxrh5+f9hjpkZ4Z3KNttFIcf9+/dlX1mtVnEi33jjDWmkTN5coVBAOBzGK6+8Ik6NVtja4NAh5x3qjUYDwWAQDodDbhxpNBpIJpPIZDLSE9fhcKBcLiOdTuPo6Ajn5+dP5bxqRIf/5+uM6Uz+Xs+1boPD4IhG5HHn3YyM8jfUD73eRa9TGgvy+3Qxh9Xab+nFz6OOIAqnaS18f6PTRkPE9J+++U/rNnZN4V5ut9tyw9xlhTfxtNttueREG28+a6fTkfZ05Pca0WD9tyzc0Y6CdpR0itVItTIGdHofjCLUnTRiw4raqG+oU/WYqPN4qyD1E3UodRAdWgbidA6IGBIA0NX2nGP+W4//smJ0UofNlRG44b+NPzc6oxpA4DMPC0r0s5Cnr/uMawda64PLij5fbJGlAzsjOvo4HWEMnIeBF8Pshd6/ev6M35/GEdJ+BoNm3TVBO3AMgrneOtB1uVxYWlpCOBwWHaGdaQI+bD/FjAL71+qgg/QPZqi73f7FFuFweCgHdxQZZlupJ/S+0ftV683LiH4P42c+zj5dRkw7r3/uz/05s3/yRKHB2dvbw97e3if+/maE7XS03Lx5c+D/5XL5YyvDeQ8w0G+Z8c477+Cdd94Z+lqLxSL91Ua5ZWkU+aVf+qVP5XOel7z33nuXfq3F0r+nGugjfW+//TaAfgD067/+6/j1X/91058/zInh1boUtv5h31uz8uf//J83/Tdm5Ld+67ee6ftfRr72ta8970d4pvILv/ALz/sRnrn8wT/4B5/J+9IJGHbDoNvtNn3d8qjyK7/yK5/K5zxP+bt/9+8+70d45vJTP/VTz/sRnqn84i/+4vN+hE9cRmenj2UsYxnLWMYylrGMZSyfsliels80lrGMZSxjGctYxjKWsXxaMkZexzKWsYxlLGMZy1jG8sLI2Hkdy1jGMpaxjGUsYxnLCyNj53UsYxnLWMYylrGMZSwvjDz9HWMjSDweDwL4MQD/NoDXAMwDaAL4EMDfAvC3EonE6HdKfooSj8d/HMBXAbwB4HUAHgD/fSKR+GOX/Pu/AeAnH/73SiKR2H4Wz/msJB6P/xKAzwPYBBACUAewD+CfAPhriUQi+/ye7vJiZhzxeHwFwIOPebu/n0gk/ugze9hnLPF4/I8DYInxn0okEv/t83yey8gnoVNe5LP4Ep1D0/o0Ho9bAPz7AP4kgM8BmAJwBuC7AP5CIpG494wf+6klHo//B+jv04+TbiKR+GQafD5DMbuG8XjcCeD/AOBPAFgDMAngEMBvAfiriURi/1N4bFMyynmLx+PfD+AvAPgS+mPcBvA3AfxKIpEw35z2GcqI5/BTHd/zQl5/AsB/A+D7AHwbwH8F4B8CeBXAfwvgf3yokF4E+QsA/o/oL/KxmT+Mx+P/DvrGsvLJP9anJj8LwIW+ovllAP89gDaArwH4IB6Pm+8D9XxklHG8D+AvD/n6B5/C8z4TeTjOX8GLtyefSqe8BGfxZTmHpvRpPB6fBPA/A/jbAGYB/A/or/03cOFcvAhyA8N1yV8G8PWHr/lnz+XJzMul1zAej9sB/EsAfw19B+nXAPzXAFIA/k8A3o/H49ef5cOOKKbOWzwe/9+ivye/AuAfA/h/ApgA8H8HYL4f47MXs+fwUx/fc0FeAdwD8O8C+A2NhsTj8Z8D8B0AfwTAH0bf+HzW5WcBHKEfZXwVwL+6zB/F4/Ew+sb276OvdL/6rB7wGYs3kUg80mwxHo//IoCfA/CfAYh/6k9lXkYZx41EIvG1T+HZPhV56Nz9LQBZAP8IwJ95vk9kSkbWKS/JWXxZzqFZffpXAfxBAP8F+ijrALoej8fN3bv8nCSRSNxA34F9ROLx+O8//Of/69N6nqcUM2v4YwB+AH0H9t80nN2/DOAvoa+HfnL4nz83ufR5i8fjXvT1SwfAv5FIJN55+PO/iH5g8uPxePyPJhKJz5ITe+k1fF7jey7OayKR+Ppjfn4Wj8f/awC/CODfwAvgvCYSCVnUeNyUbaAi+im8AON8nAw7wA/lf0T/EH863cKfUl6WcTyl/DSAP4D+2fsDz/dRzMlT6pQX/iy+LPvXjD6Nx+PrAP5j9OkBP59IJB7p+5hIJMzd2fsZk3g8/ir6adhjAL/xnB/nUmLSJq49/P4bxsADwP+EvvMa/uSe7pMRk+ftx9Efw9+lY8f3iMfjfwF9x/1P4zOEwJpcw+cyvs9iwRaVjbl7+l4gechv+kMA/uMXhYs2gvw7D79/8Fyf4unl48YxF4/H/6N4PP5zD79/7tN8sE9S4vH4NQD/JYBfTiQS33jez/MJy2N1yr8GZ/FlOYfD5H+Hvg37OwC88Xj8j8Xj8f8sHo//h/F4fOM5P9snJf/Rw+9/47PGi/yE5KOH3380Ho8b/RFez/YvPsXneVoZdt4IBPzzIa//BoAagO9/yP19EeW5jO950QaGykP+y7//8L/DJuKFl3g8vow+R+a/SyQS/+Q5P84nJvF4/M8AcAPwoc81+0H0D/B/+Tyfy6yYHMePPPzSf//bAP5EIpE4eLZP+snJw3P39wAcoI8avDTycTrlZTyLL8s5vKR84eF3H4AdAEH1u148Hv9VAD/9ojp98Xh8CsAfA9BFn7f9MspvoE9R+sMAPozH4/8C/ULLt9Hfu7+CPh/2MymXPG9bD78/UjiYSCTa8Xj8AYBX0Eehbz/TB3428lzG95lyXtFf8FcB/GYikfj/PO+H+aTlYWT5d9AvCvnp5/w4n7T8GQBR9f9/DuA/SCQS6ef0PKPKZcZRA/AL6FeW7j782efQJ+v/MIB/GY/H30gkEtVn/rSfjPwlAG8C+MFEIlF/3g/zCctQnfISn8WX5RxeRiIPv//n6KNzfwbAHoAvAvjr6HMO0+ifyxdR/j0AfvRT6ofP+VmeiSQSid7Dyva/BOAvAtDFWf8SwP/wGQ8+LnPefA+/Fx/zHvy5/5N9tE9Nnsv4PjO0gXg8/tMA/i8A7gD448/5cZ6V/Cz65Oc/lUgk8s/7YT5JSSQSs4lEwoJ+wcsfRj/Kei8ej7/1fJ/MnFxmHIlEIpVIJP5SIpH4XiKRKDz8+gaAfxP9SvcN9Fu/fOYlHo9/EX209a8mEonff9LrXyR5gk55Kc/iy3IOLylsG3UK4McSicTNRCJRech//nH0Ecv/JB6PTzy3J3w6+Q8ffv/rz/UpnqE87Bbx99F3An8KQAx9Z+h/A2AZwDceVrJ/JuUTOm/sgvIIZ/slkWcyvs+E8xqPx38K/fTdLQA/nEgkcs/5kT5xicfjV9AvGvlbiUTiN5/38zwrSSQSyUQi8Y/Rd+SCuOgX+kLJKONIJBJtXKT3vvIMH+8TEUUXuIc+6vHSyMfplH8dzuLLcg6fIAw6/rkxY5BIJN5HvxezB8C1T/vBnlYetof6fvQrvl/KPfpQ/jz6be5+PpFI/PVEInGWSCRKiUTin6EfgDjQP8efaXnCeSPy6HvkD/viNbzuRZPnMr7n7rzG4/GfQZ/TchN9I3P2fJ/omckrAJwA/mQ8Hu/pL1y05rn/8Gd/6Lk95SckDxtL3wLwSjweDz3v5xlVRhgH00WuZ/dUn5i40e+DeQ3AuWFP/l8fvua/efiz/+p5PaRZuYRO+dfmLL4s5/Axcvfh98Jjfk/ndurZP8onLi97oRaFRVmPtGJ6GIDkACzH+5eQfOblMeeN+/SRnsMPAYRV9ItJd42/f0HkuYzvuXJe4/H4f4o+J+0GgB9JJBKZ5/k8z1j2APyNx/zu30Y/7fD/BlB6+NqXQeYefn/Rla+ZcXzp4fcXQRE18Pg9+Rb6PNjfQ185vRCUgkvqlD3863UWX5ZzaJR/iX4j+1eNv3hY2cx2RXuf4jM9tTxMpf9x9GkPj9unL4uwAv2RdlgP15CoXfNTe6KnF+N5+zqA/z2Afwv9Sxi0fAXANIBvJBKJxqfzeJ+4PJfxPTfn9WED2/8cwLvoNyd+6agCWh42oR7Kg3xYoT4L4OdesCsprwIoGJGth8Uwv4B+QcU3P+ucQrPjiMfj3wfgvUQi0TS8/g+gz6UEgP/umT/4U8rDVOvj9uTX0Hde/07iBbgeFri8TnnZzuLLcg5HkH+GfpD4v47H4z+SSCR+S/3uL6KfxvydFzCb9xMAAgD+l5e1UEvJ76IffPxcPB7//xkcnK+h76N8N5FIlJ/Hww2TEc7bPwDwSwD+aDwe/xXVxH8SwF95+Jpf/VQe/tnIcxnfc3Fe4/H4n0DfyHTQ37w/PaQR7l4ikfjbn/KjmZaHacU/9PC/sw+/fzkej//th//OJBKJF+mmIjPybwH4v8Xj8W+g36omi37l5VfRJ66fAfhTz+/xLi1mx/FL6KeFfht9ThrQ7zbAfnd/MZFIfPNTeO6xPJSXSaeMIC/LOTSlTxOJRPPhuv9/AfyzeDz+j9G/X/4L6CM+aVwUPb1Iwmd+UW7UGhCTNvEX0e+N+r8CcCcej/9zAHX0b9364sN//5+f/VObElPnLZFIlOLx+J9C38n77Xg8/uvo0yH+XfTbTP0D9IvWPjNi8hw+l/E9L+R19eF3G4Cfecxrfgf9+6o/6/IGgD9h+NkaLm4O2ceLdc2mGfkX6CvYHwDwOvqtMKroFwD9PQD/jxcEUTc7jr+H/rWGXwDwo+gXFSTRv13lryUSid/91J58LJSXSaeYlZflHAIm9Wkikfi9eDz+efQ52j+M/tiT6M/HLyQSiSO8QPLwspAfxItdqPUGLrmGiUTi+GFl/n+KPmXnT6Jfi3OK/ln9pUQicefZP7IpMX3eEonEP4nH418F8PPoX1U9if7Vq//Jw9d/1joNvAFz5/BTH5+l1/uszdlYxjKWsYxlLGMZy1jGMlyee7eBsYxlLGMZy1jGMpaxjOWyMnZexzKWsYxlLGMZy1jG8sLI2Hkdy1jGMpaxjGUsYxnLCyNj53UsYxnLWMYylrGMZSwvjIyd17GMZSxjGctYxjKWsbwwMnZexzKWsYxlLGMZy1jG8sLI2Hkdy1jGMpaxjGUsYxnLCyNj53UsYxnLWMYylrGMZSwvjIyd17GMZSxjGctYxjKWsbwwMnZexzKWsYxlLGMZy1jG8sLI/x++WBBxgenlRAAAAABJRU5ErkJggg==\n",
"<Figure size 864x97.2 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset : L-HE min,max=[0.002,1.000] shape=(16, 25, 25, 1)\n"
]
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/figs/GTS1-13-enhanced-L-HE</div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"<Figure size 864x97.2 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset : L-LHE min,max=[0.000,1.000] shape=(16, 25, 25, 1)\n"
]
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/figs/GTS1-14-enhanced-L-LHE</div>"
],
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x97.2 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset : L-CLAHE min,max=[0.000,1.000] shape=(16, 25, 25, 1)\n"
]
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/figs/GTS1-15-enhanced-L-CLAHE</div>"
],
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x97.2 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"i=random.randint(0,len(x_train)-16)\n",
"x_samples = x_train[i:i+16]\n",
"y_samples = y_train[i:i+16]\n",
"\n",
"datasets = {}\n",
"\n",
"datasets['RGB'] = images_enhancement( x_samples, width=25, height=25, mode='RGB' )\n",
"datasets['RGB-HE'] = images_enhancement( x_samples, width=25, height=25, mode='RGB-HE' )\n",
"datasets['L'] = images_enhancement( x_samples, width=25, height=25, mode='L' )\n",
"datasets['L-HE'] = images_enhancement( x_samples, width=25, height=25, mode='L-HE' )\n",
"datasets['L-LHE'] = images_enhancement( x_samples, width=25, height=25, mode='L-LHE' )\n",
"datasets['L-CLAHE'] = images_enhancement( x_samples, width=25, height=25, mode='L-CLAHE' )\n",
"\n",
"pwk.subtitle('EXPECTED')\n",
"pwk.plot_images(x_expected, y_samples, range(12), columns=12, x_size=1, y_size=1,\n",
" colorbar=False, y_pred=None, cm='binary', save_as='08-expected')\n",
"pwk.subtitle('ORIGINAL')\n",
"pwk.plot_images(x_samples, y_samples, range(12), columns=12, x_size=1, y_size=1, \n",
" colorbar=False, y_pred=None, cm='binary', save_as='09-original')\n",
"pwk.subtitle('ENHANCED')\n",
"n=10\n",
" print(\"dataset : {} min,max=[{:.3f},{:.3f}] shape={}\".format(k,d.min(),d.max(), d.shape))\n",
" pwk.plot_images(d, y_samples, range(12), columns=12, x_size=1, y_size=1, \n",
" colorbar=False, y_pred=None, cm='binary', save_as=f'{n}-enhanced-{k}')\n",
" n+=1\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A function to save a dataset"
]
},
{
"cell_type": "code",
"def save_h5_dataset(x_train, y_train, x_test, y_test, x_meta,y_meta, filename):\n",
" \n",
" # ---- Create h5 file\n",
" with h5py.File(filename, \"w\") as f:\n",
" f.create_dataset(\"x_train\", data=x_train)\n",
" f.create_dataset(\"y_train\", data=y_train)\n",
" f.create_dataset(\"x_test\", data=x_test)\n",
" f.create_dataset(\"y_test\", data=y_test)\n",
" f.create_dataset(\"x_meta\", data=x_meta)\n",
" f.create_dataset(\"y_meta\", data=y_meta)\n",
" \n",
" # ---- done\n",
" size=os.path.getsize(filename)/(1024*1024)\n",
" print('Dataset : {:24s} shape : {:22s} size : {:6.1f} Mo (saved)'.format(filename, str(x_train.shape),size))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The generation of datasets may require some time and space (10' and 10 GB). \n",
"\n",
"**Important :** \n",
"You can choose to perform tests or generate the whole enhanced dataset by setting the following parameters: \n",
"`scale` : 1 mean 100% of the dataset - set 0.1 for tests \n",
"`output_dir` : where to write clusters, could be :\n",
" - `./data`, for tests purpose\n",
" - `<datasets_dir>/celeba/enhanced` to add clusters in your datasets dir. "
{
"data": {
"text/markdown": [
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Scale is : 0.2\n",
"x_train length is : 7841\n",
"x_test length is : 2526\n",
"output dir is : ./data\n",
"\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Running...**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/markdown": [
"<br>**Dataset : ./data/set-24x24-RGB.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 7841\n",
"Enhancement: [########################################] 100.0% of 2526\n",
"Enhancement: [########################################] 100.0% of 43\n",
"Dataset : ./data/set-24x24-RGB.h5 shape : (7841, 24, 24, 3) size : 137.6 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : ./data/set-24x24-RGB-HE.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 7841\n",
"Enhancement: [########################################] 100.0% of 2526\n",
"Enhancement: [########################################] 100.0% of 43\n",
"Dataset : ./data/set-24x24-RGB-HE.h5 shape : (7841, 24, 24, 3) size : 137.6 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : ./data/set-24x24-L.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 7841\n",
"Enhancement: [########################################] 100.0% of 2526\n",
"Enhancement: [########################################] 100.0% of 43\n",
"Dataset : ./data/set-24x24-L.h5 shape : (7841, 24, 24, 1) size : 46.5 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : ./data/set-24x24-L-LHE.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 7841\n",
"Enhancement: [########################################] 100.0% of 2526\n",
"Enhancement: [########################################] 100.0% of 43\n",
"Dataset : ./data/set-24x24-L-LHE.h5 shape : (7841, 24, 24, 1) size : 46.5 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : ./data/set-48x48-RGB.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 7841\n",
"Enhancement: [########################################] 100.0% of 2526\n",
"Enhancement: [########################################] 100.0% of 43\n",
"Dataset : ./data/set-48x48-RGB.h5 shape : (7841, 48, 48, 3) size : 549.4 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : ./data/set-48x48-RGB-HE.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 7841\n",
"Enhancement: [########################################] 100.0% of 2526\n",
"Enhancement: [########################################] 100.0% of 43\n",
"Dataset : ./data/set-48x48-RGB-HE.h5 shape : (7841, 48, 48, 3) size : 549.4 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : ./data/set-48x48-L.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 7841\n",
"Enhancement: [########################################] 100.0% of 2526\n",
"Enhancement: [########################################] 100.0% of 43\n",
"Dataset : ./data/set-48x48-L.h5 shape : (7841, 48, 48, 1) size : 184.9 Mo (saved)\n"
]
},
{
"data": {
"text/markdown": [
"<br>**Dataset : ./data/set-48x48-L-LHE.h5**"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 7841\n",
"Enhancement: [########################################] 100.0% of 2526\n",
"Enhancement: [########################################] 100.0% of 43\n",
"Dataset : ./data/set-48x48-L-LHE.h5 shape : (7841, 48, 48, 1) size : 184.9 Mo (saved)\n",
"CPU times: user 4min 30s, sys: 2min 12s, total: 6min 43s\n",
"Wall time: 2min 15s\n"
"# ---- Parameters you can set :\n",
"scale = 0.1\n",
"output_dir = './data' \n",
"# Full generation :\n",
"#\n",
"# scale = 1\n",
"# output_dir = f'{datasets_dir}/GTSRB/enhanced'\n",
"# ---- Used for continous integration - Just forget this lines\n",
"#\n",
"scale = pwk.override('scale', scale, smart=0.1, full=1.0)\n",
"output_dir = pwk.override('output_dir', output_dir, smart='./data', full=f'{datasets_dir}/GTSRB/enhanced')\n",
" \n",
"# ---- Generate enhanced datasets\n",
"#\n",
"n_train = int( len(x_train)*scale )\n",
"n_test = int( len(x_test)*scale )\n",
"\n",
"pwk.subtitle('Parameters :')\n",
"print(f'Scale is : {scale}')\n",
"print(f'x_train length is : {n_train}')\n",
"print(f'x_test length is : {n_test}')\n",
"print(f'output dir is : {output_dir}\\n')\n",
"\n",
"pwk.subtitle('Running...')\n",
"\n",
"pwk.mkdir(output_dir)\n",
"for s in [24, 48]:\n",
" for m in ['RGB', 'RGB-HE', 'L', 'L-LHE']:\n",
" # ---- A nice dataset name\n",
" filename = f'{output_dir}/set-{s}x{s}-{m}.h5'\n",
" pwk.subtitle(f'Dataset : {filename}')\n",
" \n",
" # Note : x_train is a numpy array of python objects (images with <> sizes)\n",
" # but images_enhancement() return a real array of float64 numpy (images with same size)\n",
" # so, we can save it in nice h5 files\n",
" #\n",
" x_train_new = images_enhancement( x_train[:n_train], width=s, height=s, mode=m )\n",
" x_test_new = images_enhancement( x_test[:n_test], width=s, height=s, mode=m )\n",
" x_meta_new = images_enhancement( x_meta, width=s, height=s, mode='RGB' )\n",
" save_h5_dataset( x_train_new, y_train, x_test_new, y_test, x_meta_new,y_meta, filename)\n",
"x_train_new,x_test_new=0,0\n",
"print('\\n')\n"
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class='todo'>\n",
" Adapt the code below to read :\n",
" <ul>\n",
" <li>the different h5 datasets you saved in ./data,</li>\n",
" <li>The h5 datasets available in the Fidle project datasets directory.</li>\n",
" </ul>\n",
" \n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset loaded from h5 file.\n"
]
},
{
"data": {
"text/html": [
"<div class=\"comment\">Saved: ./run/figs/GTS1-16-enhanced_images</div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x507.6 with 24 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 4.27 s, sys: 41.1 ms, total: 4.31 s\n",
"Wall time: 4.3 s\n"
"with h5py.File(f'{output_dir}/{dataset}.h5','r') as f:\n",
" x_tmp = f['x_train'][:]\n",
" y_tmp = f['y_train'][:]\n",
" print(\"dataset loaded from h5 file.\")\n",
"pwk.plot_images(x_tmp,y_tmp, samples, columns=8, x_size=2, y_size=2, \n",
" colorbar=False, y_pred=None, cm='binary', save_as='16-enhanced_images')\n",
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"End time is : Wednesday 30 December 2020, 22:10:00\n",
"Duration is : 00:03:05 030ms\n",
"This notebook ends here\n"
]
}
],
"source": [
"pwk.end()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
]
}
],
"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",
}
},
"nbformat": 4,
"nbformat_minor": 4
}