{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Jupyter Python And R Demo\n",
"\n",
"Although all the code cells in a Jupyter notebook are attached to the same computational kernel, as with Rmd notebooks in RStudio, there are ways that we can finesse things to allow us to write, and run R code within Python code cells.\n",
"\n",
"But first, let's have a look at some Python code, some notebook features that work with a Pyhton kernel, and some packages used for wrangling data."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Crunching Data With `pandas`\n",
"\n",
"One popular tool for crunching tabular data is *pandas* package:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
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"execution_count": 1,
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}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.DataFrame({'a':[1,2,3], 'b':[4,5,6]})\n",
"df"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"We can load data in from data files and URLs in a wide varoety of formats: CSV, Excel scpreadsheets, JSON data, HTML tables and more."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.options.plotting.backend = \"plotly\"\n",
"\n",
"mtcars_py['mtcars'].plot.scatter(x='mpg', y='wt', c='DarkBlue')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"As in the R-verse, there are lots of alternatives to \"native\" plotting. The `seaborn` package, for example, builds up a more powerful range of statistical chart types from the same underlying core `matplotlib` graphics used by the native *pandas* plotting methods.\n",
"\n",
"As with `ggplot2`, the `seaborn` package provides access to datasets we can try the charts out with, although it should be noted that these are not part of the package distribution, but instead are retrieved from an online location when the dataset is requested (so you need a web connection...):"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" subject timepoint event region signal\n",
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"4 s10 18 stim parietal -0.037970"
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},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import seaborn as sns\n",
"sns.set(style=\"darkgrid\")\n",
"\n",
"# Load an example dataset with long-form data\n",
"fmri = sns.load_dataset(\"fmri\")\n",
"\n",
"fmri.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One thing to note about `seaborn` is that it is a *statistical charts* package, which means it can do the necessary stats on your data as part of the chart production:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the responses for different events and regions\n",
"sns.lineplot(x=\"timepoint\", y=\"signal\",\n",
" hue=\"region\", style=\"event\",\n",
" data=fmri);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Charts on charts also come for free, as do a range of themes..."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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WF8MwDISCCoJ+GUF/FMGAjNHhCLqujUDTjEmvc7qs8Pjs8HhtcHkkuD02uDw2uNwSXG4JdqdlytrpsVKsMVSSlZCpUWDPQFN1NL3bg+OHWtBzww+XW8L++9Zg+x01NPxNlgSe5+H22OD22ACM1xNgjEGRNTicVnS0DiESUhAOqQiHFHQODyMSVsEYm3QsjgMkmwWSTYTNJkKym/8dCvtRVhaEZBMhSRas3lACm33qcCdkKaPUuQkzGDrahvDumeu4+HY35KiGgiInHvzt27ChoQKiSMN+hHAcB8lmQVmlF7rObvl7xhhkWUM0rCIaURGNaIhGVcgRFdGohnBYxfBQGIps1sfvar8Wf+3rL12GaOHhdElwuqxwuCQ4nVbYnVY4XVbYHVY4nBbYHVbYHRbYHBbY7VaIFp5CnuQ0CmyYm3S0NQ+g9coArjb1wT8ahVUSsGZDGTZsqUDtykIa+iYkARzHwWazwDbLbHPDYGhr7UBhQQlkWYMc1eD2SDAMhlBQQSggIxSQ0d8TQCgoQ1ONaY8lCDxsdtHsqdsssEoiJEmEVRJgsQqwWkVYrAJEiwCLhYcoChAtPASRhyjyEATzv3mehyBy5p/HHhMEDqIomF8tAhRFg64Z8/6AcPNtAIBuBZDZLbnANgyGgb4gujvNGbI3rg2j6/oowMx/MMtXFuLujWVYva6UZsQSssh4noPFysObZ48/Vre6CL58x5TPVxUd4ZCCSNgcgo+ElbEevIrIWG9eGQt+WdYwOhKBqmhQFB2qokNRdDDj1hGBhbSfF7gJwW6GvyjyEC1C/KvFOvYhwSLAahUwNDyAqioNFkmAxSKA4zjUrS6iwCYzysnAVmQN/tEo/CNRBEYjGBwIYag/hMH+EAb7g/FP6VZJQGmFF3vfuwoV1T7kFzrA82YRiVBwfltgTkTbYRKSuLmsP7fZLbDZLQCmDvab8TxgGOPH1zUDmmZA03QYOht7zPxqGAZ0ncUfNwwGXTPM5+jm36myhsGB0Phrx44ZO66i6AiHVWiqDk3Vp7xt0HLxSvy/rZKAY4fMiXoOp3XS/+1Oc+g//meHBZLNAp5G/ZacrA/s88dGcPncKfNTd0hBOKRAjk6uMMbxHPLyHSgocqJmRQHKKrwoq/KioMgVf9OPDIXRcrk/qW2j7TAJSVyy158D5r/F6x0j83otz3PgrQIsGB9xS/R4hmFAVQ2oYz39Gze64fPmm71+2RwBsFgFqIqOwf4QOtuHEQ4p048GcIDNZhkLb/MWQHwinyTAYjVvDVitsd69EO/pCyIPUTB7+7Hhfp43vwoCD47nzGvmOfO/OQ4cZ97moFuD6ZXVgc0YQzioQRQUuD0WFJXaYbdb4XJLcHrMpSROtwSP1wZBuLX8oqoqN/13cnvEmqYm9ZiapkIQuaQfM9OvWzeSe83A4vxsknW82M84G342yTjeze/pXLxungckiYMkiQBEhGUrKso9k56zrDYfHt/4rQFzJr6OSESJT96LRDTIEcWcxBfRIMtq/N5/KBzB8HAQqqJBlXXoSRz6n4QDOADgOHDjD2HyH8yAd7slfPR3d4AXeFitVpoUuEAcu3ntRRaRZRmNjY3pbgYhhJBZrF+/HpIkpbsZWS2rA5sxBkVRZn8iIYSQtKIe9sJldWATQgghSwXtq0cIIYRkAQpsQgghJAtQYBNCCCFZgAKbEEIIyQIU2IQQQkgWoMAmhBBCskDKAvvJJ5/E/v37sXr1aly5YtbQHR4exmc/+1nce++9ePDBB/H5z38eQ0NDqWoSIYQQkjVSFth33XUXnnnmGVRUVMQf4zgOn/nMZ/Dyyy/j+eefR1VVFb797W+nqkmEEEJI1khZYG/duhVlZWWTHvP5fNixY0f8z5s2bUJXV9ecj8kYgyzLoNovhBCSO+h3+9QyZvMPwzDw4x//GPv375/zaxRFoVrihBCS4RoaGhJ6/lL+3T7T9ypjAvuJJ56Aw+HAxz72sYRfu5SKyp85cybhN3+2W2rXTNeb+5biNc/HUvrdPhcZEdhPPvkkOjo68NRTT4HnaeI6IYQQcrO0B/Z3vvMdNDY24gc/+AGsVmu6m0MIIYRkpJQF9p/92Z/h4MGDGBgYwCc/+Un4fD78zd/8DZ5++mnU1NTg0UcfBQBUVlbiu9/9bqqaRQghhGSFlAX2V7/6VXz1q1+95fHLly+nqgmEEEJI1qIbxoQQQkgWoMAmhBBCsgAFNiGEEJIFKLAJIYSQLECBTQghhGQBCmxCCCEkC1BgE0IIIVmAApsQQgjJAhTYhBBCSBagwCaEEEKyAAU2IYQQkgUosAkhhJAsQIFNCCGEZAEKbEIIISQLUGATQgghWYACmxBCCMkCFNiEEEJIFqDAJoQQQrIABTYhhBCSBSiwCSGEkCxAgU0IIYRkAQpsQgghJAtQYBNCCCFZgAKbEEIIyQIU2IQQQkgWoMAmhBBCsgAFNiGEEJIFKLAJIYSQLECBTQghhGQBCmxCCCEkC1BgE0IIIVmAApsQQgjJAhTYhBBCSBagwCaEEEKyAAU2IYQQkgUosAkhhJAsQIFNCCGEZAEKbEIIISQLUGATQgghWYACmxBCCMkCFNiEEEJIFqDAJoQQQrIABTYhhBCSBSiwCSGEkCxAgU0IIYRkAQpsQgghJAtQYBNCCCFZgAKbEEIIyQIU2IQQQkgWoMAmhBBCsgAFNiGEEJIFKLAJIYRkJGawdDcho4ipOMmTTz6Jl19+GTdu3MDzzz+PVatWAQDa2trwpS99CSMjI/D5fHjyySdRU1OTiiYRQkhGuNrUh2OHWjAyFIYv34Hd++qwor443c3KCAajwJ4oJT3su+66C8888wwqKiomPf71r38djz32GF5++WU89thj+NrXvpaK5hBCSEa42tSHA882IuCPwma3IOCP4sCzjbja1JfupmUERoE9SUoCe+vWrSgrK5v02ODgIC5evIgHHngAAPDAAw/g4sWLGBoaSkWTCCEk7Y4daoEgcrBaRXCc+VUQORw71JLupmUGyutJUjIkPpXu7m6UlJRAEAQAgCAIKC4uRnd3N/Lz8xM6VmNj42I0MWOdOXMm3U1IuaV2zXS9ue/MmTPo7R6BxcpB05T444wx9HZHc+p70tDQMK/XtbZ2QlGDSW5NZpvpe5W2wE6m9evXQ5KkdDcjJc6cOTPvN3+2WmrXTNeb+2LXfOHUcQT8UVit47+KFUVDfoFtyX1PppLvK0TFstXpbkbGSNss8bKyMvT29kLXdQCAruvo6+u7ZeicEEJy1e59ddA1BkXRwJj5VdcYdu+rS3fTMgSNiU+UtsAuKChAfX09XnjhBQDACy+8gPr6+oSHwwkhJFutqC/GfR9YD7fHhmhEhdtjw30fWE+zxMmUUjIk/md/9mc4ePAgBgYG8MlPfhI+nw8vvvgivvGNb+BLX/oSvve978Hj8eDJJ59MRXMIISRjrKgvpoCeBk0Snywlgf3Vr34VX/3qV295vK6uDj/72c9S0QRCCCEkq1GlM0IIISQLUGATQgghWYACmxBCCMkCFNiEEEJIFqDAJoQQkpE4Lt0tyCwU2IQQQjIUJfZEFNiEEEJIFqDAJoQQQrIABTYhhBCSBSiwCSGEkCxAgU0IISQj8ZRQk9C3gxBCSEYyjHS3ILNQYBNCCCFZgAKbEEJIhqL9NSeiwCaEEEKyAAU2IYSQjMSogz0JBTYhhBCSBSiwCSGEkCxAgU0IIYRkAQpsQgghJAtQYBNCCCFZgAKbEEIIyQJiuhtACCHZ7mpTH44dasHIUBi+fAd276vDivridDcr63FculuQWaiHTQghC3C1qQ8Hnm1EwB+FzW5BwB/FgWcbcbWpL91NywGU2BNRYBNCyAIcO9QCQeRgtYrgOPOrIHI4dqgl3U3LfpTXk1BgE0LIAowMhWGxCJMes1gEjAyF09Si3CFJwuxPWkIosAkhZAF8+Q6oqj7pMVXV4ct3pKlFucPusKa7CRmFApsQQhZg97466BqDomhgzPyqawy799Wlu2lZjyadTUaBTQghC7Civhj3fWA93B4bohEVbo8N931gPc0STwZK7EloWRchhCzQivpiCuhFwFNgT0I9bEIIIRmJ4ymwJ6LAJoQQQrIABTYhhBCSBSiwCSGEkCxAgU0IIYRkAQpsQgghJAtQYBNCCCFZgAKbEEIIyQIU2IQQQkgWoMAmhBBCsgAFNiGEEJIFKLAJIYSQLECBTQghhGQBCmxCCCEkC1BgE0IIIVmAApsQQgjJAhTYhBBCSBagwCaEEEKyAAU2IYSQRcUYS3cTcgIFNiGEkEUjyyqCQTndzcgJYrobQAghJPfouoFwSIEia7BYhHQ3JydQYBNCCEmqaERBOKSARsKTKyMC+/XXX8ff/u3fgjEGxhg+//nP45577kl3swghhCRA03SEgypUVUt3U3JS2gObMYY//uM/xjPPPINVq1bh0qVL+MhHPoK7774bPE+32AkhJNMxxhANq4hEqFe9mNIe2ADA8zwCgQAAIBAIoLi4mMKaEEKygKrqCAcVaJqe7qbkPI5lwHz748eP44/+6I/gcDgQCoXwgx/8AJs2bZr1dbIso7GxcfEbSAghZBJBEKDrHCIhFbo+c1hv3nwbPD77nI8d+93usLsRjgQW2tSs0tDQMO3fpb2HrWkann76aXzve99DQ0MDzpw5gz/6oz/Ciy++CKfTOadjrF+/HpIkLXJLM8OZM2dm/IHmoqV2zXS9uS/br1mRNYRDCnTdWNTzFBYUo6hk1aKeI5ukfdy5qakJfX198TdvQ0MD7HY7Wlpa0twyQgghExkGQyggI+CPLnpYk1ulPbBLS0vR09OD1tZWAEBLSwsGBwexbNmyNLeMEEJIjCxrGB0OIxpV092UJSvtQ+JFRUX4xje+gS9+8YvgOA4A8Bd/8Rfw+XzpbRghhBAYuoHQWAGUVMuAKVYZJe2BDQAPPfQQHnrooXQ3gxBCyARyVEU4pMAw0hOcBo26T5IRgU0IISRz6JrZq1aV9BZAMeg++SQU2IQQQgCYQ9CxXnUmjEbr1MWehAKbEEIINE1HKKhAUzOnAIqhZ8CnhgxCgU0IIUtYJpcV1TXqYU9EgU0ISZmrTX04dqgFI0Nh+PId2L2vLt1NWtIyvayonqbJbpkq7euwCSFLw9WmPhx4thEBfxQ2uwUBfxQHnm1EX1c03U1bcpjBEArKCIxGMjasAcCgHvYkFNiEkJQ4dqgFgsjBahXBceZXQeTQ2hRKd9OWFEXWMDoSQTSiZtwQ+M00mnQ2CQ2JE0JSYmQoDJvdMukxi0XA6Aj1sFPBMBjCIQVyFlUq01UK7Imoh00ISQlfvgPqTTOQVVWHwyWkqUVLhyyrGB0OZ1VYA6B65TehwCaEpMTufXXQNQZF0cCY+VXXGGrr57YrH0mcoRsI+KMI+uW0VStbCJolPhkFNiEkJVbUF+O+D6yH22NDNKLC7bHhvg+sR3G5Ld1Ny0lyVMXoSCQtNcDJ4qB72ISQlFlRX4wV9cWTHjtzpjNNrclNmVJWNBliG0IREwU2IYTkgEwrK5oMSgZVXcsEFNiEEJLlNFVHKJRZZUWTIdeuZ6EosAkhJEsxxhAJK1mxpno+VIUCeyIKbEIIyUKqYvaq9QyuVLZQCgX2JBTYhBCSRZjBEA4riEZVIAd71RPRDPfJaFkXIYRkiYllRbMhrLs6R/Dcj87P+/WKTD3siaiHTQghGS7byooO9AVx4nArOlqGFnQcWc6O600VCmxCCMlgsqwiHFSyolLZ6EgEp95ow5ULffHHisvc8z6eEqUh8YkosAkhJAPpuoFwSMmK+7ihoIy3jnXg4vnu+AeLvAIHdu5ZjuWrCud93CgF9iQU2IQQkmFiBVAyvVctR1WcPdmJd966Dm1sZy2XR8L2O2qwen0peH5hlcqiERoSn4gCmxBCMkS2lBVVVR3vnrmBsyeuQR7rBdvsFmzdvQzrNpdDFJOzA5umGtA1A4JI86MBCmxCCEk7xhiiERWRcGaXFdV1A03v9OD00XaEgwoAwGIVsGl7FTZtq4RVSn6kRMIKXB7aIAagwCaEkLTKhrKijDFcvdSPk0faMDocAQDwAocNWyrQsGsZ7A7rop07HFYpsMdQYBNCSBpkQ1lRxhiutQ3hxKE2DPQFAQAcB6xeX4rtd9TA7V38IO3r9sNqFSDZxEX9YJANKLAJISTFBN6C0ZFoRpcV7bkxiuOHWtHVORp/rHZVIXbsWY78QmfK2tHeMgg5qqFudREFdrobQAghS0WsrGgwIGdsWA/2B3HicBvarw7GH6us9mHn3lqUlHtS3h6Vqp3FUWATQkgKKLKGcEiBrhvQdSPdzbmFfySCU2+04/KF3vhjxaVu7Ny3HFU1+WlrVzasQ08VCmxCCFlEhsEQDioZW2YzHFLw1tEOXDjfFV/37cu3Y+feWtSuKgTHLWwt9UIIPEc7dk1AgU0IIQtwtakPxw61YGQoDF++A7v31WFFfTGAzC4rKkc1nDt1DW+fnlD0xC1h2x01WLOhBDyf/rXPFkmAkuFr0lOJApuQJWamgCGJudrUhwPPNkIQOdjsFgT8Ufz6FxdwHw8Ul3kycjhXU3W8e/YGzhyfWPRERMOuaqzfkryiJ8kgWgTasWsCCmxClpCpAubAs4247wPrKbTn4dihFggiB6vV/FXqdEngeA7HD7Xi/R9Yn+bWTWYY40VPQgGz6Ilo4bFpWxU276halKInC2WxCAgHMu9DT7pk3k+IELJobg4Yq1WEAg3HDrVQYM/DyFAYNrsFHM/BbhfBDCAYjCISzpz71YwxtFw2i56MDI0XPVm/uRwNu6rhcGbuUimrVcCoKqe7GRmDApuQJSQWMBNZLAJGhsJpalF28+U7IEdVOB0WhMMqFFmDqurweO3pbhoYY+hsH8aJQ63o7w3GH1+9vgTb76iBx5f+Ns5GtPA06WwCCmxClhBfvgMBfzTewwbMjRx8+Y40tip73f6eOrz+68sYHAiB5zlomgFdZ9i8oyqt7erp8uPEoVbcuDYSf2z5SrPoSUFR6oqeLJRoEaAqOlimloJLMQpsQpaQ3fvqcODZRijQYLEIUFUdusawe19dupuWVWJlRfMKHdiyaxnOneyEfzQCj9eOzTuqUF1XkJZ2DfaHcPJIG9qaB+KPVSzzYefe5Sit8KalTQthsZgT4GKz2Jc6CmyyJKRrZnSmzcheUV+M+z6wPqPalG1URUcoqEDXzaHa6rqCtAV0jH8kgtNvmkVPYp3RohIXdu6rRVVNXlrXUi+EaDGXlqkZvDFKKlFgk5yXrpnRmToje0V9MQX0PMTKikajKpAhI7ThkIIzxzrQeG686Ik3z44de5ZjxZqirA3qmFgPmwLbRIFNcl66ZkbTjOzcMbGsaCZQZA3nTnbi/OnO+HCx023FtttrsGZDKQQh/UVPkkEQx3rYNPEMAAU2WQLSNTOaZmRnP8NgCIcUyNHMWKalaToaz3bhzPEORCPm+mTJJqJh1zJs2FIB0ZI5RU+SobzKvO9eWOyCZKO4ou8AyXnpmhlNM7KzWyaVFTUMA5fe7cXpN9sRDJjrkmNFTzZtr8rZMLPbzTXiosgv+a01AQpssgSka2Y0zcjOToZuIBRSMqKsKGMMrZcHcOJI63jRE57Duk3l2Hp7Zhc9SYZY9bVoJDNGONKNApvkvHTNjKYZ2dlHjqoIhzKjV93ZPoQTh9rQ1xOIP7Z6XQm235kdRU+SwSKZQ/yx4f+ljgKbLAnpmhlNM7Kzg64bCGdIr7q32yx6cr1jJP5YzYoC7NyzHAXFrvQ1LA14joNVEs2Z+YQCmxCytGVKr3powCx60nplvOhJeZUXO/fWoqwy+4qeJIvNLtKQ+BgKbELIkqRr5r1qNc37LQdGozh9tB2X3u2JFz0pLHZh597lWFabn/VrqRfKZrdQYI+hwCaELDnRiIJwSEE6S1RHwgrOHL+Gd8/egKFPKHpyZw1W1Bcv+aCOsTssGbX7WTpRYBNClgxN0xEOqlDV9PWqFVlD+5UQjh08GS8I4nBZse32atTfVpYzRU8mm/+HD4fTioEJu40tZRTYhJCcxxhDNKIiEk5fr1rTdFw414W3jl2LD/FKkogtu5ZhQ0NFvAxnLuE4wGq1LGiduMNpRTikJLFV2Svh7yJjDMPDw8jLy96C8oSQpUNTdYRCCrQ01aM2DAOXG3tx6s12BP1m0RNeADZtX4bNO6pgs1lmOUL2EQQekiRCsongFzhiYHdaEQ6rYAYDxy/tzJlzYPv9fjzxxBN46aWXoKoqLBYL3ve+9+ErX/kKfD7fIjaREEISxxhDNKwiEklPr5oxhrYrAzhxpA3Dg2Y5Wp7nsHZTGVz5UTRsrU19oxYRxwEWiwirTYTVKiStQ+dyS+bGKyEFTreUlGNmqzkH9p/+6Z9CEAQ899xzKC8vR1dXF/7u7/4OX/7yl/G9731vQY2QZRl/8Rd/gePHj0OSJGzatAlPPPHEgo5JyFKRaVt4ZgJV1REOKtC09PSqr7cP4/jhVvR1jxc9WbWuGNvvWA5vnh2NjRfS0q7FwPMcJJsISbLEN+tIJrfHBgAI+KMU2HN94okTJ3D06FHYbOY3r66uDn/5l3+JO++8c8GN+Na3vgVJkvDyyy+D4zgMDAzM/iJCSMZu4ZkuzGCIjG2BmY5edV+3HycOt6GzfTj+WE1dAXbsXY7CXCp6wgEWUYRkF2C1iot6e9TtNTPHPxpFacXSXY8OJBDYtbW1uHHjBurqxusgd3V1Yfny5QtqQCgUwnPPPYfDhw/Hf+iFhYULOiYhSwVt4TlOVXSEggp0PfW96uHBME4eaUPL5f74Y2WVXuzcuxzlVb6Ut2excBwg2SyQJDFlO4N5fGOBPRJJyfkyGcfY3D6Hfuc738Evf/lLPPzwwygtLUVPTw9+9atf4eGHH0ZVVVX8eR/60IcSasClS5fw+c9/Hu9973tx8uRJOJ1OfPGLX8TWrVtnfa0sy2hsbEzofISkW19XFK1NIYSDOhwuAbX1ThSX2+Z1rNd+2QeLlZvUw2GMQVUY9j+8NAJbEAToGodIOPX7VcsRHe1Xwui5HgXGfpM63QKWr3Eiv9iaExNzeZ6H1SrAKongeAOGYWCOsRHX0NCQ0PNjv9t97iIoqopn//USVqzNw4oNuT8kPtP3as497HPnzmHZsmU4d+5c/LGqqiqcPXsWZ8+eBQBwHJdwYOu6js7OTqxduxZ/8id/grfffhuf+9zn8Morr8DlmtsQ0vr16yFJuf+DBIAzZ84k/ObPdrl0zVeb+nD0nUYIogVenw2qqqP5HRkrV6yM94gTud4Lp47fsoWnomjIL7BlzfdsIT9fRdYQDqU+qKMRFWeOd+DdMzegjxU98fhs2HHncqxcO3vRk8bGC1i/fl0qmjpvHAdYJXNJVrqWnI0MagBE2J1WqDKfNe/pxTLnwP63f/u3RWlAWVkZRFHEAw88AADYuHEj8vLy0NbWhg0bNizKOQmZSiombyV7CHupbuFpGAyRkJLyTSEURcM7p6/j3KlOKPJY0RPnWNGTjblR9EQQeNjsIqySBXyGLKNyuiSMDNOQ+IyBzRiLf1I0jOk/wfL8/N+k+fn52LFjB44ePYo77rgDbW1tGBwcRHV19byPSUiiUjV5a2QoDJt98rpbi0XAyFB4Xsdbilt4KrKGUFCZ8XdSsumagQvnu/DWsY54mUyrJGDLzmW4raESFmt2Fz3hOMBiFSFJYnwP6kzicktoax6ArhmLMhM9W8z4k2loaIgPd69du/aWYZ5YoDc1NS2oEf/n//wffPnLX8aTTz4JURTxV3/1V/B4PAs6JiGJSNXkLV++45YhbFXV4ct3zPuYS2ULT2NsLa6cwl61YTBcudCLU2+0ITBW9EQQeWzcWoHNO5bd8uEr28SXZNksGT064PbaYBgM/X1BlJYv3WyYMbBffPHF+H8//vjjeP/73z/p7xljOHjw4IIbUVVVtWhD7oTMRbJ7vtNZqkPYCyXLKsLB1G2ByRhDW/MgTh5pxdCA+R7gOGDtxjJsvb0GrixfDyyKgjnsbRWzonpYbKZ4b5efAns6ZWVl8f/+3ve+h8985jO3POepp57Cpz71qeS3jJAUWoye71SW4hD2Qui6gXBIgSKnbrOOGx3DOH64Db1d/vhjK+qLsOPO5Ul/P6TSxLre2TaE73RJEEQePTdGsXFrZbqbkzaz3qw4fvw4AHM294kTJyZN579+/TqcTufitY6QFEllz3epDGEvVDSiIBJWU9ar7u8J4MThVlxrGy96sqw2Hzv3LEdRqTslbVgMgsCPVSJbeF3vdOF5DiXlnkkFaZaiWQP7K1/5CgBAURR8+ctfjj/OcRyKiorw1a9+dfFaR0gSzTQLnHq+mSPVW2CODJlFT65eGi96Ulrhwa69tShf5ktJG5ItVtc71pvOhfXg5ZVenD1xDYqsZeTEuFSY9apfe+01AMAf//Ef46/+6q8WvUGELIa5zAKnnm96pXqzjmBAxumj7Wh6uzt+vvwiJ3btXY7quoKsDLnFruudTmWVXhgGw43OESxfsTSrYc75YwqFNclm2VTCs68rih+eOr5kevocx0FVdIRDqdmsIxpRcfbENbxz5gZ0zVwa5vbasOPOGqxcW5Ixa4/njAMsogDJZi7JysYPGnNRXuUFxwEdVwcpsAnJZamaBb5QV5v6cOG0H3anbUls5sEMBmYI8Psj8dKei0VVdLz91nWcO3ktXvTE7rRg2+4arN2UfUVPOA6QxiqRpaqudzpJNgvKl/nQcqUf+963Ot3NSQsKbLIkpGoW+EIdO9QCTkBWjAQslCxriIQUBAPRRQ1rXTdw8Xw3Th9rRyQ0XvRk845luG1rxaT3RDbIxEpkqVK3qghv/KYZkbACu8Oa7uakXHa9UwmZp2xZ/zwyFIYgTP4lnIkjAQth6AbCIRWyvLgFUAyDofliL0690Q7/aBSAWfTktoYKbNmZXUVPJk4iW6oTrgCgdnURjrzSjLbmAazdWJ7u5qTc0v3JkyUlW2aB+/Id6O8bmfRYJo4EzJccVREOLW4BFMYYOloGceJwGwb7QwDMwKu/rQzbbq+GyzO/ndHSgec5SNJYJbIcm0Q2H5XLfLDZLWi+2EeBTUguy4ZZ4Lv31eG5H5+BomT2SECidM1AKKRAVRZ3qVbXtREcP9yKnhsTip6sKcKOPdlV9CTbKpGlCi/wWLGmCM1NfTAMtuRuCVBgE5JBVtQXY902D/qv8xk9EjBXjDFEIyoi4cVdqtXfG8CJw2241joUf6xqeR527a3NmqIn2VyJbLGUVnggiuatC103MDIURkW1D43nunC5sQdlld5ZjyHZxJy5302BTUiGKS634f0PZv++v5qqIxRc3KVaI8NhnDrSjuamvvhjJeUe7Nq7HBXVeYt23mTieQ42mwVWm5h1M9UXmzlSMvnDCzPMDzdnT1zDmg2lsx6jbnURBTYhhEyFGQyRsLlX9WL1qkMBGaePdaDp7e74/fC8Qgd27qnF8pWZX/SEF/jxYe8cXju9GCxWAXmFTvR1++cU2LmEApsQkjSKrCEcUqDri7NXdTSq4tyJa3jnrRvQxoqeuDwSdty5HKvWZX7RE44DrJIFbrcEb5493c3JWiVlbjS904NwSIHDmRu957mgwCaELNhi71Wtqjreees6zp3ohDy2c5fdYUHD7mqs31Se8TOob96AQzdSt6d3Liop86DpnR70dvmxfOXSqXpGgU0IWZDF3Kta1w00vd2N00c7EA4pAMwh0c07qrBxa2Vmr0nmAIsoQrKLsObIBhyZwumW4HRZ0d8ToMAmhCwNM+1gNhtDN5dqLcZe1YwxNF/sw8k32uAfGSt6InBYv6UCDbuWZfQkIo4zy2hKNhGiSLO9F0tRqRvX2oag68aSmaxHgZ0iC/nFSNIvF39+V5v68NxPzkORNRgGQzAg47mfnMcjj26a9doWqwAKYwwdrUM4cbgVg32Ti55svb0a7gwuerKUS4amQ2GJC+1XBzE0EEJRSXYs3VsoCuwUmMvWjiRzpeLnN/EDgWDR4XX0Lfp74zcvXkQ0rILjOPAcB2YA0bCK37x4cdpzL2YBlO7rozh+qBXd10fjj9WtLsKOPTXIK3Am/XzJQCVD06egyAWe5zDQG6TAJsmTTVs7klst9s/vlg8EASUlH+iG+sPgOMR7gxxnTh4b6p+6bnk0oiAcSn4BlKBfw4s/exftLYPxx6pq8rBz73IUl3mSe7IkyeV9p7OFKPLw5tkxNBBKd1NShgI7BbJla0cytcX++cU+EDCDYWggBFXVIQhRvPpi06IGNsOtm2RNlcWaNlYARU1uAZTRkQhOvdGGKxeG448Vl7mxc28tqmoysOhJfBKZYJYMpUlkaZdf6ETrlX7omrEkPjhRYKdAtmztSKa22D+/kSGzp+sfkQFuvKfb1xvE1abFGxovLHKivzcIgzFwHMyeMwMKi83hZ8YYomEVkUhye9WhoIy3jnXg4vkJRU8KHNi5ZzmWryrMuCDkeQ5WSaRJZBkov9CBlsvA8FAYhcWudDdn0VFgp0C2bO2Y6eYy8StZk8MmHscqCYhGzHWzU/38FnpOX74D1zuGAQ7gOQ4G4wBw4AVMGnaf7TyJtuOu++vxy5+ehxzVYOiGGZQcEI4o+NkPz2DthjKUViZvSFqOqjh7shPvvHUdmjpe9KRiuRX7790Mnp/cQ+poGcS5k53wj0bg8dqxeUcVqusKpjx2Is+dq7luwJGLExKzRWxuw8gSCezcH0PIALGtHd0eG6IRFW6PjSacJSh2nzfgj06a+HV1Qg3puTxnPufSdQbGAFHgb/n5JeOcu/fVwdANgDGwsf8DDC63FB92n+0882nHivpiPPzhTaiszoPdYQXHc8gvcqKoxI2B3gAOPn8RHRPuK8+Xquo4e+Ia/u2pkzh7/Bo01YDNbsEdd63Ax353B0qrbFOG9eGDzQgFZUiSiFBQxuGDzVO2J5Hnzia2JMvjs8ObZ4dks8wa1sl4z5H5sVgF2J2W+NK/XEc97BTJhq0dM9lcJn4la3LYVMcBALvTit97fG/C7ZrNivpiFJa4MDQQBjMYOJ6Dx2sHL3DxZUyznWe+7Yi9L3/0jyehaToMBgRHowAz1z2fO9k5756qrhtoeqcHp4+2IxwcL3qyaXsVNm2buejJuZOdEAQOFos5BG1+1adsTyLPnc58l2TRhNL08/rs8I9E0t2MlKDAJllhLhO/kjU5LJHjJOucd9+/Nj5TXFVl8AI3adh9tvMspB2GbiAaVaEpOnR9/Ga1KPLwjyb+i5AxhquX+nHySBtGh83X8wKHDQkUPfGPRiDdFOjTtSeR504U287SKgnzXpJFE0oX18TtNQWBh2i5dQ7BYF8QJ460oaomb8qfo2TLnZjLnSshOW0uE7+SNTkskeMk65yx2ybHDrWgtzuK/ALbpHuhs51nvu2IFUBhBhCNavFeKgBomgGPd+4bVDDGcK1tCCcOtWGgLwjADMXV60ux/Y4auL1zL3ri8doRCspzak8izwXG6nqPTSLjF1ghiyaULq6J22vWrS6a8vu6rLYAJ460QVUNFJfl9ved7mGTrLB7Xx10jUFRNDBmfr154t5cnpOscyX7nIAZ2p/4/V3Y/7D5deKQ6mznSbQdmqbDPxJFMCDDMBg276iCrjOoqg7GzK+6bj4+Fz03RvHcj87jhf94Nx7WtasK8eint+Gu+9ckFNYAEmrPXJ5r9qZFuD02ePPssDutCw5rILk/fzI/hSXmZLPY+y6XUWCTrDCXiXvJmtyXyHFSNaFwtvPMtR2MMURCCvwjEajqeLWy6roC7L1nJZwuCbKswemSsPeelbPeAx7sD+LF/3wXP/+3c+jqNCuUVVT78KFPbMH7P7Ae+YXzq1CWSHtmei7Pc7A7LPD6HHB7bUnfe5omlKZfXoEDvMBhoDeQ7qYsOhoSJ1ljLhP3kjW5L5HjpGpC4Wznme3vVVVHOKhA06YugFJdVzDnSVr+kQhOvdmOy4298ceKSl3Yta8WVTX5czrGbBJpz8TnchwgprDACU0oTS9B4JFf6MRAb+73sCmwCclxzGAIh829qhdaACUcUvDWsQ5cONcVL3riy7dj555a1K5OvOhJR8sg3j4+grNvHF/w+mkqcLJ0FRa70N9DPWxClqxcKIihyBrCIQW6bizoOHJUw/lTnTh/unO86IlbwrY7arBmQ8kt66jnIrZ+WtN0OJ3W+PrpvfcgodCea4ETkrsKS1y4fKE350uUUmATMoVs32HNMBjCIbNXPR+xymGjI2HwPI9IWIWqmEPpNruIhl3VWL+lfEE92dj6aQYeHMcltH6a4wBJGttzeoqlPmRpKSp2gRkMgwMhFJfm7s5dFNiETCGbC2LIsopwcP57VXe0DOLQy1ega4ZZtnTsOILAY/OOKmzaXpWUta2x9dMTb6nPtn5aEATY7ALtOU0mKRrb1a2vy0+BTchSk40FMXTdQDikQJHnv1c1YwzHXm+5JfCtkoD8Qid27FmejKYCGF8/PdFU66djBU4kmwiLlXrT5FZFJS4IIo+u66NYv6Ui3c1ZNBTYhEwh2wpiLHSvasYYOtuHceJQK4YGxj+USDYRTpcVPM/dEq4LtXlHFQ4fbIauGWCMQdOMSeunBYEf23N64QVOSG4TBB4lZW703BhNd1MWFQU2IVPIlh3WNFVHKLSwvap7bozixOE23Lg2En/MYuHh8kjxe9SqqidU9WwuzPXTwJuvXYIsa/B47di6exlqVxdDksR5lwslS1NZpQ+N527AMFjO3i6hfxGETGFiqdBMmyV+takPbx1vRySsQhB4rN9cPq+lUIP9IZw80oa25oH4YxXLfKhZUYB3ztwAY5iy55tM1XUFCMp5uG3DejOkbSIE6k2TeVhWm48zxzvQfX0UFct86W7OoqDAJmQamVgQo+VSH954tRm6bkCVdaiqnvBSKP9IBKffbMeliUVPSlzYua8WVTV54DgOeQWOpO8vfTOOAywWER6PBG+efdELnJDcVruyEADQeqWfApsQkl6GbuDsyWuIhBVwMMMtkaVQ4ZCCM8c60Dih6Ik3z44de5ZjxZqiSYGZSJWxRPE8B5vNEu9N64ZGYU0WzOmWUFrhQeuVftx598p0N2dRUGATkgViu2pd7xg2t5KckG+zLYVSZA3nTnXi/KnxoidOtxXbbq9B/W2l8yp6kqhYb9pqE2G1ChTQZE4mbq+p68asqzQqqvNw7sQ1dF8fmXEbV8kmzmmb10xDgU1IBtM1A6GQAlUxl2olspWkpuloPNuFM8c7EI2Yr5dsIhp2LcOGLRUpKTjC85w509tmoXvTJGETt9ecC4fDAsNgOPZ6K2pWTD9CVLe6iAKbkFyTrvKkjDFEIyoi4clLtWJLoQAdoshPOSHMMAxcercXp99sRzBgLsUSLTw2bUte0ZOZUG+apIvHZ4fba8ONa8MzBna2osAmC5IJ9bYXow1Xm/rw6otN6OsNQhA4uNxSysqTCoIF/pHolLtqxZZCTTUhjDGG1ssDOPlGG4YHzaFDnuewbnM5tu6uhsO5uD2KeG9asuR0PWeS2SqW+XDp3R4EAzJcbindzUkqCmwyb5lQb3sx2hA7ZjAQBccBzAACo1F4fHYIIrdo5UmZwRCJKAj6p98CE5h6Qlhn+zBOHG5FX/f4jkWr15Vg+5018PiSu376ZqIowOYQU7KVJSGzqaj24cqFXrRfHcD6zblV9YwCm8xbJtTbXow2xI7JxgowcOBgGEAoKCO/0Lko5UnNXbVU6LoOXZ97EZTebj9OHGrF9Y6R+GM1Kwqwc89yFBS7kt7OGI4DrGObb1ho8w2SQWw2C8qX+dDZPoyVa0vMSZo5IneuhKRcJtTbXow2xI4piDx0nYHjzIDSNSPp5Ulju2pdberFmePX4B+NQBANuO2DMy6rGhowi560XhkvelJW6cWufbUoq/QmrX03EwTe3MqSNt8gGax2VSGutw+j4+ogVq0rSXdzkoYCm8zbYtXbvvmedFGlATSkrg2xY7rcEkaHozDAAMbA8VxSy5PGlmq1NQ/g8MFmCAIHSRIRCkWmLYYS8EfNoifv9sQnoxUUO7Fzby2qa/MXZUiaNt8g2cbtsaG4zI32lkEsX1WYM6NANDOEzNvufXXQNQZF0cCY+XWhgRa7fxzwR+P3pC+c9uNqU1/K2hA7Jsdz8Pgk8z42Y8gvdCTl/ryuGfCPRhEMyDAMFt8X2mIxZ1QLIg9B4HDuZGf8NZGwgjdfvYpnnj6JpnfMsPb4bLjnoXp8+JNbUVNXkPSw5nkODocVvjwHXB6JwppklVVrS6AqOlou96e7KUlDPWwyb4tRb3uqe9LRKKa9J70Ybbj5mJXVeUmZeT7dUq3YvtATxYqhKLKGt09fx7lTnVAV8962wzVe9CTpa5s5wCKKkOwCTSIjWc2bZ0d5lRdtzQOoqSu45dZZNqLAJgsy13rbc116NdU9aUHg4vekpztOsie5JfuYqqojHJx69vdUxVBUVQfP8fj3p08iElYBAJIkYsuuZdjQUJH0IT6OAySbBZIkpqSgCiGpsHp9KXpu+HH5Qi82bq1Md3MWjAKbLLpEll5NdU9a1xnsThFPf/twWtZFLwQzGMJhBXJUnXav6onFUASBgxzRoala/PmihcfGrZXYvKMKki25vQRRFMxJZFYRHE0iIznG4bSiuq4Abc0DqK7Nz9j97OcqowL7H/7hH/D3f//3eP7557Fq1ap0NycjJDIBazHON9eh4FihkYH+EDgA+UUO3H3/WqyoL540zB2NqAgFZWiqgZ/961vIL3RClrX4uabah1pVGIblMFRFB2OAZjCMDkfgy3fMaV30QgurzOX1V5v68JsXL2KoPwwGoLTMjb33rkZhiQu6bsx4/Oq6Aux5L8PxQ60YHozEN+bgeQ5rN5Zh6+3VcLqSVwBiMZdkZUIhHUImWrm2GF2dI3j37A3ccdeKrL7NkzGTzi5cuIDz58+joiK3FrovRKITsBbjfAeebZz1fFeb+vDLn55Hf28QjDEwxjDQG8JzPzmPq019GBkKw2IREI2o8I9EoGsMDAyqaqC/NwiOQ/xcAHDfB9bD7bEhGlHh9tjA8QyaakzqoTJm3vudbQnXfK8pkddfberDcz85j4HeEAAGu0NEOKzihf98B61XZp/wcr19GKePdmBoIBwP61XrivHYZ7dj772rkhbWgsDD6bLCl++Eyy0tSlgv5HtNyGKwWASs3VgG/0gU7S2D6W7OgmREYCuKgm9+85v4xje+ke6mZJSJPVOOG/sqmI+n6nyxHuxsr5OjGjieg8Dz4HkeHMdBkc0CJr58B1RVRygoA+DA81w8fDmeQyioTDrXivpifOL3d+EPv3IXPvH7u6BGx9dCA+NfdY3NuoRrvteUyOuPHWqBImuQbCJ8+Q7wHI/R0QhCQXnSTO+b9XX78aufvI1f/uTteIWy6rp8NOzJw3sfXAtv3sIrlJm9aRFujw2+fAdsduuirZ9e6PeakMVSVulFYYkLVxp743NCslFGDIn/7d/+LR566CFUVs5vUkBjY2OSW5QZertHYLFy0DQl/pggcOjtHsGZM2dScj7GGHq7ozOer7d7BJpmgOcBg3Hx1xm6+Xfrt3nQdzpqznLmAKYDYBhbLmVAVYFwODzjuQyDjT0fk3raAX8EshzFt772azhcAmrrnSguty34mhJ5fX/vKOwOKwSBw+hIBLpmgAEwDGCg34/GxguTjhkOami/HEZ/txx/zJMvonaNC958s9d782sSwfEcrBYRkiSCExgMQweb7gZ6Ei3ke70Y7+dMt5SuuaFhfvfx3HkiBD45MbX7PdV48T8voumd6ygsB1raRpNy3GSb6XuV9sA+d+4cGhsb8fjjj8/7GOvXr4ck5VaRdwC4cOr4LROw/P4gSsp88/4HkOj5FEVDfoFtxvNdOHUc1zuGwRjAj3V/DYOB54GSMh/e/+AurFzRh2efOQtF1iBaBBgGAzMAcIAocnA4HNOe68iBlxDy62YPnmPQDQYwQBB5iKK52YTFZd7vbn5HxsoVK+P3Ted7TXP9njDG0HbhLDpaBxEKqOB5DjzPw2AMvAgUFnmwfv06AEDQH8Xpox1oeqd/vOhJ0VjRk7rxoieNjRfir0lEunfJmu/3+syZM4vyfs5kS/Ga5yMwrAFI1odNHrfvX4EjB5sRDUho2J593/+0D4mfPn0aLS0tuOuuu7B//3709PTg05/+NN588810Ny3tpioKwnQkrdLWXM43lyIku/fVQbKJYAaDbhgwDAOMMVglMf7aFfXF+MBHt8Djc8DttcHllsz73QaD02Wd8VxrNrlhd1riBUxEkYfTbUVBkQN2h2XGIdiFFlaZ7vW3v6cOqqLDPxJF7epC6Lp5794wDOiGAWaY1795RxWiERVHX7uKf3/6JC6+3R0vevLeB+vx4U9tRc2KhRU94XkOdocF3rHvrSSlZ/30YhSxISSZNm6txLLafLz8ywvwj0bS3ZyEcSwVY2UJ2L9/P5566qk5zRKXZRmNjY0528MGpp4l/v4Hb0/Z+ZIxS3y641slARy4SbPEpzrXmTNn4HVU3dKuA8++C5vdMimcYsVJ/vArdy34mqZ7/e3vWYHSCg+ishr/8N/RMohjh1owOhQBA5CX78C2O6oxNBDG+VOdUOSxoidOK7bdXo36jWXTFj2ZUw87QwuczOd7vRR7m0vxmhMR+90OJQ9A8iZH1q0ugmEwPP3/P4Kqmnx89LPbs2o5Y9qHxMnMbi7gsdj3veZbMGSur0vm8edaR3yhRVAmvl6WVYSDCqLRyRNXJm55qWsGLpzvwuGXm+MTXKySgC07l+G2hsoFlfjkeQ5WSYRkEyGKmVfgZDGK2BCSTPmFTrz3wbU48PN3cfpoO7bfuTzdTZqzjAvs1157Ld1NIIvoyMErOHGkFbKsQ5IE7NxTiz33zG/N/VRrtpMxBDtVL3H5qkKEQwoUWZv2dYbBcOVCL0690YaA35xQJog8bmuowJadyxZUGpEKnBCSPA27lqH5Yi9+80ITalYWorjUne4mzUnGBTbJLokMgR45eAVHXmkGOIDnAUXRzT8D8wrtxagjfnNVNjmq4o1XryIUUlBZ7ZvyNYwxtDUP4uSRVgwNmGvCeZ5D/cYybNtdDad7frdraM9pQhYHx3F48MMb8dS3D+O5Z87hU1+8PSNHrG5GgU3mLZGSowBw4kgrwAECP3bvlgN0w8CJI63z7mUnewg2tpbYbrfAZrdA0wz4RyJ462g7Kqs33fL8G9dGcPxQK3q7/PHHVtYXY/ueGvjy5lcG0WoV4XBYIdlE8Mne3GMCqkpGljKXW8KDv70RP/2/p/Hagcu456G16W7SrCiwybxNtbOWAm3aUqGyrIO/KX84znw8U4wMheHNs0O0CAiHFKiKDp7nbplR2t8TwIkjbbjWOhR/bFltPnbuXY6ikvkNr8WGvW0OHnandUHXMZtEP2wRkotWryvB1t3VOHG4FXWri1C3uijdTZoRBTaZt6l21pqpVKgkCVDGiqfEMGY+nm5Xm/pw6mgbBIHD8GAIPM/BYjH/eWiaAY/XrDo2MhTGyTfacLVpvORoaYUHu/bWonyZL+HzxtZOSzYR1rEtNg1j5trjyZDohy1CctV7H1yL9pZB/PIn5/F7/3NPUuv2JxsFNpm3uc7Sjtm5pxZHXmmGbhjxqmVg5uPpEBsSHugLQhQ42JxW6AZDYNScMOb2SuB5HrrOsOa2Urz+0mU0ja2jBoD8Iid27lk+r3XU8e0s0zTbO9EPW4TkKotVwAc+tgX//Ddv4vn/eAcf/uTWjFkmeTMKbDJvic7Sjt2nTtYs8YWIDQnbnRbY7CJCQQX+UT9cHhvcXhtCQRnBgIKSUjfsLisOvXQFumb2fN1eG3bcWYOVa0sSrsvN8+YQtGSzLFpN77nw5Tsw1B9ENKpB1wwIIg+bTUR+kSttbSIkXUrLPbjr/jU4+KuLOHfyGrbsrE53k6ZEgU3mbT6ztPfcs2ragE7lJKgTR1rh8UkQBQH9Pf6xXjOHSEiBL98Bi4VHwC9jcCAE5YY5oczutGDr7mqs21Q+bdGT6cSXZaWpCtnNauoKzPvvY5uqaJqBYEDBlp0F6W4aIWmx487laG7qw8u/vIjqugIUZOCHVwrsJSwZAXnzLO2rTX344fePo6/HD1XWoRsMHMehsMiJ+tvK0N4yOOX5ZpoEdXObJ1ZUc7otsNmsk6qlAZix6hpj5i5fhm4gElLBgYOmGwAz11IP9odgMBavYmaVBGzesQy3ba2YNPw/G44DrNaxZVkLKJayGNpbBuFwW6GM9bBFkYfVJqK9ZRB70t24FKKZ8iSG4zk8/OhGPPXtI/jFM+fwyS/cnvAH88WWWa0hKbMYexfHjjnQH0QkpEJVDRi6WV+7tzuAwwevYKg/OOX55rI14837bhuGgdFhGb3dgfie2r/86Xn8/N/PTL0396U+aKpZ/5sxIBQ0d5WyWIVJ+wsYY5uLcDyHTdur8PHP7cTW3dVzDmue5+BwWOHLc8DlkTIurAHzHrbLJaGgyIXiMg8KilxwuaQldQ+b9u8mN/P47Hjgv2xAV+cojr2eedvCUmAvUYuxd3HsmEpUm7QFJhjMbTUZEI1qU55vZCh8S3GQmydB3bzvdvwcHOJ7astRDYqsT96bm+cgCBzOn+yEfzQCTdOxaVsldN3coEKO3lq9TBR5lJS6cfv+uikrlHW0DOK5H53HD79/HM/96DyutQ5BFAW4PBJ8+Q7YndZFXUO9ULE9yieabW/xXEP7d5OprN1YjrUby3DkYDP6ewLpbs4kNCSeY+Y6xJfsWcJXm/pwvX0YBmMw9AlpzU3evzo2cevm881lxvnIUBiGbsSDMH5cNn5cQzfAxvbaBgCrJMJmFyArOq5fG4q/prquAOs3h3DmWAf0Ce2VJBEOl7m3dSg0vl/1RB0tgzh8sBmCwMHllsDxwPnTnfD67KjN8HWcMYtV1jWb0Ez5zFda4YEozr+k78103ZjTz3f3vjq0XhnAL350Dh/6REPSJ4hKNhF2R+K1Fiiwc0gixTASXZI1l/OCw61b146FJxv7b0Ec73VOPN9MATIa7sTVpj5EIyoMAzCYAYHnx5eGcePH5QUejBngeA4ul2QOlY/K0A0DpeVeAEB/bwAnj7Sho2W86Iko8ubw9VgvX1X1+Nrrm50/1QmnywKn2wYwQFV0hEIy3nztatYE9mKUdc02yfw3QBZHzw0/krlbVyLWbCjB+VPX8dqBS1i+sjCpx65bXUSBvdQlUgwjmT2s2Hk9XhtGh6PgeAY2sfYHB8Awg9tmE+OTviaeb6YA+fXzzTj6TiNEqwBe1mAY5ifl+GRrhvie2ua6Zg6CICAcVuLD85LdglXrinHwVxfRfHH8HqXFKqBuVSFudI6ah2IMmmZA1xk276i65VoFwRxit9kt5geIsd55NvbMlvrOWjTKQGZSXuXDjY4RXLnYi4plvnhho3RKfwtI0iQyxJfMHlbsvBzHwZsHBANyfP9nXuDMWeIlM88Sj7VpqvO3NoUgiBbYHTZYRAEBfxSaan4i8OZJ8VniefkObL9jOaIRBUdeuWrey+Y4eHw2ePPsOPxyszmhbKxdTpcVPM/hRuco6jeU4sa1EfhHI/B47di8oyq+Xeb43tMirFYBgsBTzywH0CgDmQnHmRv4vPFKM65c7MX6zRXpbhIFdi5JdIgvWT2siec1q3dZoCga3B4bPvH7u+L31c+f7oRVEiBJIkaGwvHJPbO1IRzU4fXZAAC2sU05GGOIRlT84VfuAmD2uMe3v3Tgw5/aiuamPhx7vQUjQxGMDJm1wAWBg2QT4XBa4+uhVVXHjWsjeOSxTZPOy3GAJFkg2SdXI6OeWe5Y6qMMZGZujw3LavNxrXUI1XUFcHtsaW1P5k5jJQnbva8OumbOfGbM/LqQIImtqf67P38VP/z+8WmXu9TUFWB0KILeLj8G+4IIBKLx805cOgMAA70h9PcG48uwZltGc7WpD6pioK87gMH+IKIRFcD4BxHGGCJhBaPD4fhe1aqq49UXm3DwlxcRHNuX2iwFKkK08pPCGjDvX0/c3EMQzOf48p1wuqVbSofGemZujw3RiAq3x0abZhCSo1auLYEg8rhyoTfdTaEedi5J5hDfXCewXW3qw/nT1+FwWhCJqNA0HUaI4Y67qrGivhg//P7x+H31wdGgGZRjy7AKilxT3mOP9cj7evxQojo4AYCO+FaXqqZDkiy4/T118I9EoWnm8LuuG2h6uxunj3YgHDLXWHMcYHdYYXdY4r1wTTMmLSHTNAMFhS5zE46xYe/ZqpGlu2dGBT8ISQ1JElFdV4CWS/0IBeW0bg5CgZ1jkhUkM01gi/39yFAY0YgKq1WA020zZ00DUBQtXjFr4n11XTPigR1bhnXzPfaJHxTkiGYuudLMoWxzFjqD1cLjrvtWw1fggKbpYIyh+WIfTr7RBv9INH4su12EwyXFl2RwHA9B4MeWcekQRR6CyMNlt+H2/XXw+NI73DVXtDUmIalVU1eA1ssDaL86iHWbytPWDgpsMqXpJrD19fgnhYV/JApF1iFaBEg2S/x5U62vFkQeumZO+ootw7r5Hnvsg4Khs0nro3WdweG0oKDYBTmqoqjUDcYYOlqHcOJwKwb7QgDMHnX9bWUY7A9BjqqT1k9qmoH8Qic276jCxbe7oao6nC4rGnZWo27N/ILuyMErKd/MZLbVANT7JiS5bHYLypd50dk2jFVrS9JWvZACm0xpuglshs4mhYVo4cc2jpDjgT3V+uqAHIU+tlwKAGx265T32GMfFIZGQ/HHRAsfH4bq7fKjqMSN7uujOH6oFd3XR+PPq1tdhB17apBX4IwXN4n1pDXNLKiy484arKgvxubty8AtsBjCkYNXcOSVZoADeB5QFN38MzDv0L7a1IcTrw7i6EuvThu2M60GoN43IYujpq4ANzpG0H1jFMuW56elDTTpjAC4dYJZTV3BlBPYBIGfdP/X6ZLAAdBUc2g6FIhidCiCvh4/fvj94wCATdsqEQ2pYIyBF8zh7XBIhSjwtwRJrGRmbMtHl1uCy21DJKzAPxqBIutQVR3P/vu5eFhX1uThQ7+zBe/7rXXIK3ACMCuZ7b1nJZwuCZpuoKjUjfs+uB7rNlfAZrcuOKwBc8cvcDBLoHI8BJ4HuLHH5yEWttGIPmNt65nKilK5TUIWhzfPDrvDgt4uf9raQD1sMmWv7Pzp66iq8aG5qW/ScG97y+CknrfNboGq6dAUHYHRKOSoBpvTApdLigeOJAnw5tsn9dYVRYPdaZ22oItkF2G3mxPZRobGZ3oDQF+3Wd+3uMyNnXtrUVWTN+V1VdcVYMWakvi2lskmyzr4mz7ycpz5+HzEwpaBj4ftVJPyZlpWduDZd6ncJiGLgOM4lJZ70NE6BE3Tb1k9kgoU2ATHDrVA03WEQ1q8ZysIHJre6YE33w6b3RzyPvTylSnLj/I8sOe9q+JhbugMQwMh6JoxtquWWaiE5zkYugFjrAraYF8I/78//TWsVgFFpW7U1BXgyoUeMBgQRQHDQxEwg4HjAWaM1w632S0QLTz6ewN48WfvwJtvx+59dfFCJxwHWCULem6M4tSbbRjoDS7KvVxJEqAouvk9GcOY+XjMVPeTY9/zm+8xx4a6tQl7kUwVtjOtBkhnuc1ErnWur6dhfJJJSio8aLs6iP6eIMoqvSk/PwU2QV+PH3JEA2BWJdM1Fq9UZugMgdFovELYLbXCARgGcOpoOwAGq1VEYDQKgIuHtfmcmzYFGaMqOjRVR19vAP29QVgsAqIRbfKOX2NfOc4sJRqNqEAEZpAzhuGBMF576TLufdDc81qSRLQ1D+DAzxf3Xu7OPbU48kozdMMYr2vOzMeBqUcufvnT82AMsDsst7QrFraTvj/ThO10qwHSVdRlqmt97ifnzXK09luv9ea20713kg3yCpzgeQ7Dg+G0BDbdwyYwdAYGcx9njuMmLIMCQkEZk7qQ01BkDYbOEAyYz+d57tYtNqch2SyQrCIMw9xJR5X1ya+FWSu8oMgJZoz/hcDzsEoiPF4b7HYLLpzvgt1hbmt59PW57a89l8Iw09lzzyrsee9KWK0CDAOwWgXsee/K+ISzqe4nm9t/alO2K1b4RhsbmZhP4Zt0FXWZ6loV2dy6dC730+neO8kGPG+WOh4djsz+5EVAPWwCQeABpsNgbLynOCa2dvrmAL2ZYZgT0mRZj+/OFXuNIHCTlmjFWCUBDqcVusYwMhyObxhiGLc+1+E0d7bRdfNJkk2E02VWLItGVAQCMiJhBT/8/nGMDIUR9MtweSRgwoY4E4eXk9Wj23PPqmlnhE81m9vQjfGb8Te1Kxa2Lz9/HtGIOu9h4XQUdZnyWg2Gm984091Pp60uyVSSvb3mTASBh2iZ/b50Z9sQmt7tQe2qwlkLLE1Hss0veimwCYpK3RjqDyIaHb+HbZUsUGXz/iwz2NRbZ07A8xyKSt2IhBQMDoTMe88czNnYHAeOY5O22IyFbcAfja/Nnij274Axc+jbfIyDyyNBEMyh3khYhaYa8WBQojoC/ihsdguCARn+kSg4josHwcTh5UR2Npuvqe4nx/bynmhiu1bUF2M0XICGhoaktCFVprxWnsPNozPTDfHTVpdkKqncXrNuddGc3m/VdQV458wNGAZDQZEzBS0bR0PiBLv31YEXBLi9NhSVuuH22iBJFtxx1wrkF5r1umdbBWWVROzeV4e77q+Hy22Dr8ABb54dYGbgO1xWCDwHl1uKD9eODkemDGtw44HNC2ZQR8IKDGZAtAjwj0QQ9MuQZQ2GYQ4fg+PgcFriQ6oer1m1LOCPTjm8PDIUnrQ8DUh+j26q2u6SzZyxnqx675liqmu1SiIk29yuNdl18AlZLAVFLgDA8GDqR38osMm09z333LMKn3t8Hx791HYsqy2Aw2WBxcJPGtHleaC4zIVHHt0UH4qNHQsACkucKC51we2RUFOXD5tdwMhwOD6pLcZmt2DDlnIUFDnj99I9PivyC50oLLGbEz0GwvAPR7F2YxlKytzguPGtO+12CxwTavxKNgu8eTYwhinv5c60lnkxv68Pf3gTHnl0U85tHDLVtT7y6CY8/OG5XSttqEKyRV6h+TtieCD1gU1D4kvQdMtnpvvlmOg90YnPNwwGOaIiGlXR3xvAicNtGOgbf6NXVPuwa28tSso9k44higJeeeEC+rr8GOyPAIY5lG6ziQj4Zfze43snPf+H3z8+5fBzVU0ePvH7u25pY6pmU0/3vcvFIFrotaZ7QxVC5sLllmCxChgaDM3+5CSjwF5iYpOtNF2HEtHgH4nievsw7rhrRVJrYLdc7se5k9fQ3xuAwHMQLAJudIzE/76o1IVd+2pRVTOhxB8HWC1ifNi44+oQImEVAAM/tmlHMKBA1wO3nC/RAE7mzmaEkKWD4zj48h0YScOQOAX2EhMrkhIJKogtvzIYw5uvXkV5lW/BgWXoBq429eHl5y/CPxKGrk3+e1++HTv31KJ29fgMy1ihE5tNnDRLU9cN83527H8coHMsPlN8ovkEMPXoCCHz4cu3p2UFAwX2EjMyFIYyViQltt6a58ygXcgMacNgiIYVRKMqXv7VxSknZDhdVnzkM9vAj9Xz5DjzXrPNbjGXlt2EF7ixHTXZ2P/NOce8MPUMOApgQkgq5OU70NEyBMbYvJd2zQdNOltifPkOaJoxaeIYG1tqNZ9PjMxgiIQUjA6HEfBHcfbEtWlnT4aCCjrbhsHzHOwOC3x5Djhd0pRhDQDFpR7YXeZGHYyZu4TZXVYUl3qmfD4hhKSCL98BRdYQCakpPS/1sLNMX1cUPzx1fN73XXfvq8P19mGzSApj0A1mrq8WOEgJbJDBDAZZVs210JqOS+/24NSb7QgFlPEnTVy7zQF2uwVvv3UDXp8DdWuK5tTWA882wubg4XY7U1ZmkxBCZlJQbK6/HugLYpkrdVttUg87i1xt6sOF0/54cZDptl+cyYr6Ytxx1woAMKuPMXNpFmNAICDPeizDYIiEFYwMhxEMyLhysRc//qfTeP3XVxAKKOAFDpJ9LPgZgLFa0nn5DogWHtGIgqOvX51zW+/7wHrY7ELWL/VZaBlUQkjmKCpxAwD6e2+dALuYqIedRY4dagEnIOHqXFMt4yosdmJoIAxmsLHKYxJ4gZv2WLpuxJdnGQZDZ/swThxuRX9PMP6cNetLsO2OGgwPhvGbA5cAw9zkQlF0jI5E4HCY96oTGXpfrMpfqdwZija2ICS3ePPssEoC+nsosMk0RobCEISp61BPF0BXm/rwy5+eRySkwDCAkaEIrrUNgecAnuehT6g3augGrrUN4c//5AA4AMXlLrzn3jUoqfBCkVUwBvR0+XHicOukJVoWqwBN09Hc1Ie+3gDuvGslbt9bi5NvtGN0JBIvbRoJa+B5GXaHNV7zOx3LqVIdoKkog0qmR9t2kmTjOLMUc0+XP6XnpSHxLOLLd9yyiYaq6rBKAg482zjlUPmrLzYhFFDi21wC5u5cmsaganp8O83R4QiGByMwdAaLVYDbKyEcVPH8z97BlQs9GOwP4cDPG/HzH56Nh3V+kRNWmwBV0cEMQLQIMHTgjd9cwYW3uwB+bFY3z0PgeTAwhIIKAgF5QcP6C5XqnaFSUQaVTC324Syd7zeSmyqr89B1bWTKZaaLhXrYWWT3vjo89+MzUJTJxUFEgZ+2BzfQP16NZ+KGGgDADIDx5uYausbMfYsdFnAAImHFLB/KMbx24DIiYSX+usISF3btrcWZ4x0YGdTHd93S2dhmHgZ4gUNxqRsWUUAoKEPXDIgCD1XTYXdY5tXbTFZPKdU7Q9HGFulDoxtksVTV5OHkkTb03PCjYpkvJeekwM4iK+qLsW6bB/3X+UmhdeDZd6cNoJlWCPI8B9HCwyLysFhFKIqOcFA298eOrX02gHDInPntzbNjx57lWLGmCBzH4ehrV+H22sEYQygoQ1ONeKgbBoOq6uaHgLG2KYqG0aHIvHqbyRzGTnWApqoMKrkVbduZ3VK5vaauGwm9L9xjGww1X+yF02Wd5dkzk2wi7I7Zj0GBnWWKy214/4OTJ2DNFEBWSUBftzkxbOLWxILAw+2TUFjkgixr6L4xCk0xzK0sb9rGmBc47HnvSqzZUBpfM22xiCip8OJqUx9URb95i2fwvDnUfnNI5ReZm24kGpbJ7CmlOkCpDGr60OhGdkvl9przYXdYcPlCbzy856tudREF9lIxWwD957+die+OZbEK8cpiPMcwMhSGphkQRR6GzmDcdI9ctPB474P1qF1lrpsWBAF2pwWSJGLztipcbuwBMDngAaCw2Im771+LY4da0N8TgK6bw+RWSUI0YhYbSCQsk9lTSkeAUhW29KDRDbKYCopd6L3hT1nFMwrsHDAxgPp6/DB0BkHgcexQC3bvq8OHPt6AI69cRjhkzvSWbCKWLc/HjWsjGB0JQxQFgHGTwprjAG++HXfsX4HquoJ4dTLJZom/MVfUF2PP3Stx+OCVSYFtlQTcff/aeEAdeLYRNpGL/8JkDBAFHv7RyKS2xo45lWT3lChAlwYa3SCLqbDYievtw/CPROHNsy/6+Siwc8TEcBTGwjEYiOLVA03Yf98afPDjW6Fp4/s/M8aQX+jEyTfa4qVEeZ7Duk1laNhdDefY3tLcWOETu90sEXqz8iofHC4r5KgGQzfACzws1vEhrKmGsgGAgcFqtcTbOts9aeopkfmiD2dksRQUuQAAg/1BCmySmFg4SjYLrFYBFouEYFDBm7+5ioce3YiOlkGcO9mJocEQNNWAqowH+Op1Jdh+Zw08vrE3HQdIkgV2x60bc8Rma/f1+BENa2DMXArm8Tog2SxQlPF7y9MNZQ/0BuHNt8/5nvSK+mJs2laJE0daIcs6JEnAzj219IuYEJI2NrsFdqdl2v0Tko0CO4cE/FF4vDYIAg9Z1jA8GEY4KEPVDPzkn08j4I+OrcEeXzdYUubGe96/GgXFrvhjomgu07rWOoijr08eSgQQ309bjmgwDHMsXNMMjA5H4c0DrJIYv7c83VA2AxKaLX61qQ/nT1+H0y3Bl2/2sM+fvp6ULUEJIWS+8vIdGOwPpeQ+NgV2jlAVHUUlbgwNhMY25tAQ9EfNfT0EYHAghAlFzWCx8JDG9p+OhfXE+9Qtl/qnXEZllcw13+GQuUUnx5nbXjKDgRM4BAMy3DwXv7c83VB2YZEzodni850lTlWuCCGLyVfgQFfnKKIRdU4zvReCKp1lOUXW4B+Jwj8awYo1RYiEVaiqbpYiZWZxFF3DpLD2+Gzw5tlhs1vgH42Yw982C7w+O2x2KziOm7Ya2FC/WbVLH9uiM/aJ0px0xqDddG85NunH7bFN2sDjrvvrzWVfijmkrijajPek51MtjKpcEUIWm3fsNmJgVF70c1EPOwvFAi4a1iZNJKuuK8Dee4C3jnVgZChy6ws5s1RobBtNXTdQWumFx2OfNFEMmH4ZFYPZExZEHrpmzvBm0M2124Y5HH7zxLHpJv0kMnt3PrPEqcoVIWSxxX5PytHF3xubAjuLGLoBHhaMDIXj944nUmQNfd0BDE4oR8rzHBxOK3jB/ATIC1x8kpjNYcX23TW3hDUwHpDMYAgGzNKiHM/B7ZGgawxWm4hIUIFuMHDg4PJYwQtCQpXHEpm9O59Z4lTlihCy2CSbGaPRqLbo56LAzgKqokOOalAUFX5/5Jaw1jUDjee6cOZ4ByLhWFESHpzAw24XYbEI0DQDNocFHp8NFosIp8uKhp3VqFszdWDu3lc3tsuXGu+ZGzqDoujYfnsNLr7ThXBQgWEw8DwHm8Myae11ss1nPe1ceuWpusdN99IJyU2CwEO08Eujhz08PIw//uM/xrVr12C1WlFdXY1vfvObyM/PT3fTkm62X9qxvx8djqCo1IWGXdUoLvXEh707WgZx4tUBHH7hUPw1se02J+7i5fJI2P2eOlitAo4fasXQYBg8z8HptCISUjEQDEHXDFxu7AUweVMQnudg3vDmJn0wsEoCLBYBsqzhyG+awQw2XjdcZ+jrDuJH/3QK3jwb7v/gbbeEUSKBNfG5kiQiFA7j6EuvJhx0NXUFePPVqzAMBlHkYbWLEAUh3is/cvBK/O95noN/JIJrrYMoLHEl/OFjpuubax302DF6u0fw1uuHwcCgyDoFPCEZjDEWLwC12NI+6YzjOHzmM5/Byy+/jOeffx5VVVX49re/ne5mJd1sE6CuNvXh4K8uQtd1FBQ5EBiN4sDPG9Fy2fz7jpZBHPzVRciRm3rXOrsprK0QRR5v/KYZh16+hOHBEBwOiznpK2pOUNO1ydvBsQm1ww2DwTBwSy+eAxCNqGAGG9scZOrrHB2O4uf/fmbSxK5EJn9NfC7HAf29QYT85geWRCaNxZaBOZxmcRZN0xENqdi0rTK+T/ibr16Fwcy9ujXNgGGY34ehgXBCk9Nmu765bOc58RgAQ39vEAO9oYSvmxCSWoqswzAYbI7F36Qk7YHt8/mwY8eO+J83bdqErq6uNLZoccz2S/v86U7YXRYYuhl6mmrOwj53shOA+TVWD3wm4aAKRdYQDatQFYa8AgcMZt7PlRdwj0WWdfPDwRT3zm+myPqkMEpk/+mJzw0FFXA8B44zdwxLZN/q2HGcbhsKi90oKffCm29He8tg/O8NwwDPc2A3XRMzWEL7Y892fXOZ4T7xGIrMxq6bS/i6CSGpFdsbwW5f/MBO+5D4RIZh4Mc//jH279+f0OsaGxsXqUXJ09s9AouVg6aZW1XyPAeLVUA0IuPk8bNobe6FIpu9PJ4HrBIHQeQx0C+jsfEC+npH53QexhhkWY/vHuMfiUJVk7jB+ux5DcbM6z1z5gyAW6891s7e7mj8OTETn6uq47uAqaqOcDg87etuNts5e7tHAM6cyDdxtICZdwOgqvKczjOXcwkWHYGAAlEc/3ysaQZsdmHK75FhMHAcAxigqkjourNVrl7XTJbSNTc0NMz+pCm480QIfBpiimNQ1bkt0+rrNT9455eIcHpn71RNpbevGy1tIwBm/l5lVGA/8cQTcDgc+NjHPpbQ69avXw9JkhapVclx4dRxBPxROF2S2dvigFAgClEUYOEKoMrdYAwQeA6MAUqUwebg4fXZcL0ZUOXZk5LjALdXAs8LkKMqohEVPM+D427dTWu+BIGHrs/8AYDjgJIyX/yNF7v2iZO/FEVDfoHtljfnxOdGQkHoOgNjBiwWAQ6HY9rX3Wy2c144dRxD/UGEgirAGZPXqXvt4AVuTueZy7m8jr5JNd5VVQcHhnsfHL+HPfEYQb8fGNvJXBS5hK47G505cyYnr2smS/Ga5yMwfFMRiRSpW100542FTh46jrwCB3beUb/olc7SPiQe8+STT6KjowN/8zd/A57PmGYlze376+B0SjAMA6GgjME+Myw2ba/CuZOdsNlFcODM6V48YDAgElLR3xNAy+V+ALhlz+mJrJIAb54Dus4wMmwOfzucVgBsyk07EiVJQnyC22zvSaskTFputXtf3ZyLpEx8rtNljU9uczitsxZXme44U51z97468IIAp8sSvy4AcLgs4AUuoY1FZjvXdMVjJk4im3gMq8SNXTdL+LoJIakzPBhGR8sgNm6rWjrba37nO99BY2MjfvCDH8BqXdzSbqmmawbkqIr8Qic2bqvA2ROdCAVleLx2bN5Rheq6Ahw+eAV2hxWiRUAoIEPTzE+Usc+VHp8NO+5cjpGhME4f65j0gZPnOXjybJAkASPDUXNWcZ4diqLD5rDAYhUQGI3O2MbpZonHauNabALy852IRlSEgjKYyoEXAJ7jJg+3c4DXd+ss8USWZN383KISF0Jhc8jJ7bHNebb0bOec+Pe8YM5Gj83KTuQ8c72+2dacTzxGOBRFUYlz3u0hhKTG+dOdAAds3FqZkvOlPbCbm5vx9NNPo6amBo8++igAoLKyEt/97nfT3LKFUWQNsqxBVbT4cPSy2gIsqy245bkerx3BQBSqYkya8c3zHO64ewXWbizD9fZhXGrshd3Bw+m0Q9MMiBYBm7ZWoqNtEP09QZRVeOO/2CfuqMVxHDxeKxwuKV5wZK4FTmKzlxVFg2QT473PRAqkAIkVSbn5ufMdPpxLSCYrBJNxrNgxaLiUkMw3NBDC8UMtWLO+NCVbawIZENgrV67E5cuX092MpGDGWMnQyOSSoTPRNQO+fDu6OkfG7zNzZhnN/fetRt3qIgDmLHFB4MDAw2IR4PXZoagaWpoH8PHf2xkP6APPvhvv4X3i93fhh9+ffH810fKc8ylYcjMqGkIIySXMYHj+P96BIPB432+tS9l50x7YuSA27C3L2pQlQ6diGAxXLvTi1Jvt40PWHGC1CCgocqJhdzWq68zeeEfLIHpujIJxgNNphaxoGB4KQ9cNWK3ijIU5klGecyG9x7kWDSGEkGxx5sQ1dLQM4sHfvg0eb2p61wAF9oIosgY5qkFVtTnPwmaMoa15ECePtGJowAxNjgPWbizD1ttr4HJPnu3e0TKIwwebYXNYYJVERMPqpF1hdF3Fqy82TbvJxUzlOVPR86UNOAghuaT7+iheef4ialcVYtP2qpSemwI7QYbBoMgqohFt1uVNN7vRMYzjh9vQ2+WPP7aivgg77lw+7RKCd966AV++Hcxg6OocvaUHb+gM/X1BFJe6Jz0e60Xf94ENU26aUVNXkHDPdz4BTxtwEEJyxdBACD/6x5NwOK146NGNKZkZPhEF9hxpqrkBhyyrCa9p7u8J4MThVlxrG44/tqw2Hzv3LEfRTUE7Ec9zYDALaOg6m3a43dAZgkEZbrdZLCUaUc2dtpjZw920rRLtLYOTgjbRnu98h7bnsy0mIYRkmqA/imd+cBKGwfDRz+5I6VB4DAX2DGJrauWIDlXTEl6/PzIUxsk32nC1qT/+WGmFB7v21qJ8mW/a13EcINkssDusEAT+lsCbSjhgVtkSBR7+EfOeuDfPhoA/ivOnr98SrAeefRcAMDgahK4ZEEQeDqd12p7vsUMtMHQd4ZAWf77NJs46tD2fbTEJISSTRCMqfvSPpxAMyPj453aisMSVlnZQYE/B0A3IUQ3RqDrnSWQTBQMyTh9tR9Pb3fHeeH6REzv3LEfNioIZh1FEiwCn01yTDYwHXkieeS21y22FouiIqip4gYPHa4NkM4eip+o5WyUBA70hcJxZs1rXGPwjURSWOKc8fn9PAJGwata45jnoOkMwoEDXAzO2KxmzzAkhJF0C/ih+9IOT6O8N4tFPb0NldV7a2kKBPYGm6ohGNSjzGPYGzE9hZ09cwztnbsR3xHJ7bdhxZw1Wri0ZK0oyNZ7nYHdYYLNPLhyzor4Ym7ZV4s1Xr077WtHCw+GSwEdUwA7Y7JZJHwqmumfMjZW+BIdYFUyATXj8JrpuAJxZLAUwRwF0js3pPn4y1zsTQkiqDPYH8cwPTiEUlPGRz2yPL7NNFwpsmLO9oxFtXsPeAKAqOt5+6zrOnbwW31HL7rBg6+3VWLepfMZ9Uq+1DaHx7A0M9ocQCavIK7Dfshdze8sgvGMTz4YHw7d8mNBUAz03/OB5s9Z3YDQ6tmWm+USe58ALPP7uz8f3lJZlDd48G0JBJT7E7fRKkOWpd/TiBTPKDcOs7W2M5bSi6Lja1LegQM62ddrZ1l5CSOK6r4/iR/9o3rP+xO/vRMWy9PWsY5ZsYDODQZ7nbO8YXTdw8Xw3Th9rRyRkbrFmlQRs3l6F27ZV3nLfuaNlEMcOtWB0KAJwQGGxC4ZhwD8sQ9V0cAAGekN47ifn8cijmwCY9447WocgihzcHhvsTgGRsA42RZPNfaxv/Qtzz2xz56vYZDFJEqHpBgqKxu/FKIoGt8c25bUWl3ow0B9EJKTAGKsJw/Hmh4GFrKvOtnXa2dZeQkjiOloG8etfXIDdYcFHf3cHCovTc8/6ZksusHXdgBxJrMjJzRhjuHKxD6eOtME/VvREEHls2FKBhl3LblnGBJhvgN+8eAlyRIXNLsLutCIwKiMcVsBxgCiY96zNZWMaXn2xCbKsmzs8iTw03cDocBSS3dzxaS57Y08kiDxCQQUFRS4o0MDAzM0m5jgZLHYvneM4CALMMXEGeLw2cDw373XV2bZOO9vaSwiZO8YY2q8OoumdbhSXuvGRz25Py2zw6SyZwFYVc1mWoszv/jRg/jA7WgZx4nAbBvtDAMzcqr+tDNtur4Zrmt4pYJYWNXQD3jw7OI5DOKAiGlVveR7HmaE90B+CL98Oq1WE0y3BPxIBA0M0YgDMvI/MCxyMWO3x2J4dE8SCOHbc2H11i0VANKLivg9smPPQbmzy2E//31tgjEEUebjcEiSbBYyxea+rzrZ12tnWXkKyWWmFB6J4awcoUYLAxyfyTkfXDRx66TIuvt2NlfXF+ODHt8AqZVZEZlZrkixW5ESO6nOu7T2drs4RnDjciu7rE4qerCnCjj3TFz2ZSFE0uDwS5IgW7x3H9qme+AEivmMWM4MAQDwgQgEZqqpDsglQFR0AB44zt5+cFNZTzBtjzOxlA+ProBOdDLaivhhVNXlJWVcduw8c8MsIBmS4Pbb4dWbyOm1aV05I6vTc8AOYOWjnYrb9rUNBGc/963lcax3CnXevxL57VyVlW+Jky8nA1jUD0agKOTr/3nTMQG8QJ460oqNlKP5Y1fI87Nxbe0t1selYrCIKi124erkfhsbis8U5ngMb6yHrhmF2khkgSRa43Faoqg5DZwgFZeiaAY7n4PQIeOi/bMFzPzmPaFiNhz4w/gEg9jbTDQM8b97bZgaD0ysteG/lZKyrnngf2OOVMDocxehwBIwxCCKf0eu0aV05Ibml58YofvovbyEUkPGBj27G+i0V6W7StHIqsOdT23s6I8NhnHqjHc0X++KPlZS7sXNv7ZzX4fE8B4fTCslmwebty9DROoSoaq7tZgDAAJtdhGQTEQwo4AAUFDtw9/1rAWByKANgOoMyVkb8kUc34TcvXsRQfxjgGASBh8VqDlNz4BAMyNB1A7zAxR+TZW3BeysnY131zfeBOY6DfzSKoF9GZU1eRs+6pnXlhOSOxnM38Kufvg2Hw4r/+vndKK/ypbtJM8qJwFZkDZGQAV1f2LA3YA47nz7Wgaa3u+OT0vIKHdi5ZzmWryycc+1YqyTC4bTGl3StqC+eHLIACouduOv+egCIB4DDKcWf73ZLUGQNzDDvGVutAsJhBT/5l9OwWgXwApeWgFvouuqb7wNLNgsKJRHRiIpP/P6uZDRxUdG6ckKym2EwvHbgEo693oKq5fn4L7/TcMvGS5koJwI7FFJgWeDEhGhUxbkTnXjnrevQYkVPPBK237kcq9bNXPRkoom96ptN9Yt+pmVCsqyhsNgFjuMQjajwj0TM9c+MQVHGloH1B7NuWRHdByaEpEs0ouLn/34WLZf60bCrGu97ZF18fk+my4nAXghV1fHumRs4e/xavGiI3WFBw65qrN9cntAP0iqJcDqt4GcolHKzmZYJTQy2UFAGMH6TWuB5c1JdVIPknb2mdyah+8CEkHQY7A/iJ/98GsNDYdz/oQ1o2FWd7iYlZMkGtq4baHqnG6ePdiAcNDfOsFgFbN5RhY1bKxOazs/zHBwuCdI8lgDMtExo4taYsV4/AAj8hPKgmpF1y4roPvDioSpshEytrXkAP/vXM+A44OO/txPVdQXpblLCllxgM8bQ3NSHk0fa4rtaCQKH9WNFT+wO6yxHmIADbJIFdqd1zkPmN5tpeHhisMWqo5kFv7mxazGXamXjcDLdB04+qsJGyNTeOXMdhw82o7DIiUc/vQ15BVNvcpTplkxgM8bQ0TqEE4dbMdg3XvRkzYZSbLujZtqSnNMRRHNXLYt1YWsEZxsejgVb7JdxJBKFKjPoHAMHwGqzJDScTD2w3EVV2AiZjDGGpre70XZ1ECvqi/HBj22ecn5RtlgSgd19fRTHD7Wi+/po/LG61YXYfudy5Bcm9kmL4wC73QqbwzLnGeMzmevwcOx5Lz9/HtEQ4ku2Cotccw5d6oHlNqrCRsg4XTfw9unr6L4+io3bKvHgb2+c90hopsjpwB7oC+Lk4Ta0twzGH6usycPOvctRUuZJ+HgWiwiHywJRXHjlnYnmOjy8or4Yo+ECNDQ0zOs81APLbTT7nhCTquo4c6wDg/0hrNlQij3vXZn1YQ3kaGCPjkRw6o02XLkwXvSkuMyNnXuXo6omf9JzO1oGce5kJ/yjEXi8dmzeUXXLZISZlmrNdYg53UPRV5v6cL19GMZYHXCnS4LNbkl6Dyzd17mU0ex7QswluqffbEdgNIqN2ypRWZ2XlNHQTJAdi8/mKBSUcfjgFfzoB6fiYZ1X4MD7fmsdPvSJLVOG9eGDzQgFZUiSOPb6ZnRM6JFbJRFen33asD7wbCMC/uikIearTX3zet5iiZ0/VrNU1xj8IxFEI2pSe2Dpvs6lLnbbxO2xIRpR4fbY6HYHWVKiERUnDrchFFCw9faaOVelzBY50cNWZBVnjnbi7beuQ1PN5U8uj4Rtt9dgzYYS8PzUn0vOneyEIHDxTTbMrzrOnezE8pWFcLiskKTpJyjMdYg53UPRsfN7vDaMDkfjO3sF/FG43Lak9cDSfZ2EZt+TpUuOqjhxpA3RsIrtd9YkPD8pG+REYP/imfMYHTLXUtvsFmzdvQzrNpfPeq/ZPxq5Ze203WEBx3Pw5jlmvecx10k+6Z4MFDs/x3Hw5gHBgGx+sGFcUntg6b5OQkhuWVabD4tl9qW24ZCCZ//9HOSoikce24iKZZN71pItJ6IuNwJbkXVYrAI2ba/Cpm1zL3ri8doRCsqwWATwPAe70zq217MwpwkKc53kk+7JQBPPL9kskGwWKIq5EUgye2Ppvk5CSG7x+OyQpJlrfEfCCn7yz6fhH43gsc9sR82KwhS1LvVy4h52/YZSfPxzO7D9jpqEKpRt3lEFXWfgBQ5urwQ5qmJ0OIoddy6f0+t376uDrjEoigbG2LRbV871eYslVedP93USQpYWXTfws389g4H+IB79VG6HNZAjgb31jprEKpSNqa4rwL0Pr0V+oRNDA2FINktCQ8RzneST7slAqTp/uq+TELJ0MMbw62cb0X51EA/+l9tQuyq3wxrIkSHx+Ygt1SrYWI61G8vnfZxE1lCnM7hSdf50XychZGk4+UYbzp64htv312Hjtqp0NycllmRgz2dXLUIIIZmho2UQr/zqItZsKMX+969Jd3NSZkkFtrmr1sxLtQghhGQuOariuR+fhy/fgUc+sglcDlQwm6sl08WUJItZAIXCmhBCstbLv7wI/0gEj3xkU0KTjHNBzl/tQvaqJoQQkjkuN/bg/KlO3H7XClQtz5/9BTkmp1NMkixwuOa/VzUhhJDMoKk6XnruAkrK3Nh3z6p0NyctcnJIXBB4uD02uDwShTUhhOSA00fbMTocwXsfWgdBzMnomlVO9bA5zixNardbl9REBEIIyWWRsII3fnMVdauLlsR66+nkTGCLFgFOpxWiJbl7VRNCCEmv44daEY2quOuB+nQ3Ja1yIrAdDgvcHlvO7HlKCCHEpKk6zhzvwJr1pSgt96S7OWmVEzcCJJuFwpoQQnLQxXe6EQmr2Lq7Jt1NSbucCGxCCCG56cyxDuQXOrF8RUG6m5J2FNiEEEIy0vBQGJ3tw9iycxlNJAYFNiGEkAzVfnUAALB2Y1maW5IZKLAJIYRkpPbmQRSVuODLd6S7KRmBApsQQkhGunFthLbrnYACmxBCSEYyDIbaVUXpbkbGoMAmhBCSscqrvOluQsagwCaEEJKRPD4b7A5rupuRMSiwCSGEZKTiUne6m5BRKLAJIYRkJF8BzQ6fiAKbEEJIRvL67OluQkahwCaEEJKRPBTYk2REYLe1teHDH/4w7r33Xnz4wx9Ge3t7uptECCEkzdxeKd1NyCgZEdhf//rX8dhjj+Hll1/GY489hq997WvpbhIhhJA0czgosCdK+37Yg4ODuHjxIv7lX/4FAPDAAw/giSeewNDQEPLz82d8LWMMAKAoyqK3M5PIspzuJqTcUrtmut7ct9Su2Wq1JrwNssWaEX3KjJH2wO7u7kZJSQkEQQAACIKA4uJidHd3zxrYqqoCAK5cubLo7cwkjY2N6W5Cyi21a6brzX1L7ZrXr18PSUqsx5xowOe6tAf2QjidTqxatQoWi4V+sIQQksGs1rkXQLFarVi/fn1Cr1kK0h7YZWVl6O3tha7rEAQBuq6jr68PZWWzb6fG8zzcblpYTwghuYTjuIR740tB2m8QFBQUoL6+Hi+88AIA4IUXXkB9ff2sw+GEEELIUsKx2MytNGppacGXvvQl+P1+eDwePPnkk6itrU13swghhJCMkRGBTQghhJCZpX1InBBCCCGzo8AmhBBCsgAFNiGEEJIFKLAJIYSQLJC1gZ3rG4Y8+eST2L9/P1avXj2pkluuXvfw8DA++9nP4t5778WDDz6Iz3/+8xgaGgIAnD9/Hg899BDuvfdefOpTn8Lg4GCaW5s8f/AHf4CHHnoIjzzyCB577DE0NTUByN2fc8w//MM/THpv5/LPeP/+/Xjf+96Hhx9+GA8//DDeeOMNALl7zbIs4+tf/zruuecePPjgg/jf//t/A8j993RKsCz18Y9/nD333HOMMcaee+459vGPfzzNLUqu06dPs66uLvae97yHXb58Of54rl738PAwO3HiRPzPf/mXf8n+9E//lOm6zu6++252+vRpxhhj3/3ud9mXvvSldDUz6fx+f/y/X3nlFfbII48wxnL358wYY42NjezTn/50/L2d6z/jm/8NM8Zy+pqfeOIJ9ud//ufMMAzGGGP9/f2Msdx+T6dKVgb2wMAAa2hoYJqmMcYY0zSNNTQ0sMHBwTS3LPkm/mNfStf90ksvsd/5nd9hb7/9Nrv//vvjjw8ODrJNmzalsWWL5xe/+AX7rd/6rZz+OcuyzH77t3+bdXZ2xt/buf4zniqwc/Wag8Ega2hoYMFgcNLjufyeTqW0lyadj4VsGJLNlsp1G4aBH//4x9i/fz+6u7tRXl4e/7v8/HwYhoGRkRH4fL70NTKJvvKVr+Do0aNgjOGf/umfcvrn/Ld/+7d46KGHUFlZGX9sKfyMH3/8cTDG0NDQgP/xP/5Hzl5zZ2cnfD4f/uEf/gEnT56E0+nEF7/4Rdhstpx9T6dS1t7DJrnriSeegMPhwMc+9rF0NyUl/vzP/xyHDh3Cf//v/x1/9Vd/le7mLJpz586hsbERjz32WLqbklLPPPMMfvWrX+HnP/85GGP45je/me4mLRpd19HZ2Ym1a9fi2WefxeOPP44vfOELCIfD6W5aTsjKwJ64YQiAhDYMyWZL4bqffPJJdHR04G/+5m/A8zzKysrQ1dUV//uhoSHwPJ/VvZDpPPLIIzh58iRKS0tz8ud8+vRptLS04K677sL+/fvR09ODT3/60+jo6Mjpn3Hs52a1WvHYY4/h7NmzOfu+LisrgyiKeOCBBwAAGzduRF5eHmw2W06+p1MtKwN7qW4YkuvX/Z3vfAeNjY347ne/G99Wb/369YhGo3jrrbcAAD/5yU/wvve9L53NTJpQKITu7u74n1977TV4vd6c/Tn/7u/+Lt5880289tpreO2111BaWop//ud/xmc+85mc/RmHw2EEAgEAAGMMBw4cQH19fc6+r/Pz87Fjxw4cPXoUgDkzfHBwEDU1NTn5nk61rK0lnusbhvzZn/0ZDh48iIGBAeTl5cHn8+HFF1/M2etubm7GAw88gJqaGthsNgBAZWUlvvvd7+Ls2bP4+te/DlmWUVFRgW9961soLCxMc4sXbmBgAH/wB3+ASCQCnufh9XrxJ3/yJ1i3bl3O/pwn2r9/P5566imsWrUqZ3/GnZ2d+MIXvgBd12EYBurq6vDVr34VxcXFOX3NX/7ylzEyMgJRFPFHf/RH2Lt375J4Ty+2rA1sQgghZCnJyiFxQgghZKmhwCaEEEKyAAU2IYQQkgUosAkhhJAsQIFNCCGEZAEKbEIIISQLUGATkkG+9KUv4a//+q9nfM7JkyexZ8+eaf/+a1/7Gr773e9O+dz9+/fj2LFjyWksISSlKLAJSVAioZeOgPzmN7+J//bf/ltKz0kIWXwU2IQQQkgWoMAmJAH/63/9L3R1deFzn/scNm/ejH/8x3/Eq6++ivvvvx9bt27Fxz/+cbS0tEz7XAD4wz/8Q9x+++1oaGjARz/6UTQ3N8+rLU899RR27NiB/fv341e/+lX88bkMqxNCsg8FNiEJ+Na3voXy8nI89dRTOHfuHO6++278z//5P/HlL38Zx48fx549e/C5z30OiqLc8tzPfvazAIA9e/bg5ZdfxvHjx7F27Vo8/vjjCbdjYGAAw8PDeOONN/CXf/mX+NrXvobW1tZkXy4hJINQYBOyAAcOHMDevXtx++23w2Kx4NOf/jSi0SjOnTs37Ws+9KEPweVywWq14gtf+AIuXboU39EpEV/84hdhtVqxfft27N27F7/+9a8XcimEkAwnprsBhGSzvr4+lJeXx/8c28O7t7d3yufruo6//uu/xksvvRTfAxkAhoeH4Xa753xej8cDh8MR/3N5eTn6+vrmeRWEkGxAPWxCFqC4uBhdXV3xPzPG0N3djZKSkimf//zzz+PVV1/Fv/zLv+DMmTN47bXX4q9LhN/vRzgcjv+5u7sbxcXF87gCQki2oMAmJEGFhYXo7OwEALz//e/H4cOHcfz4caiqiv/7f/8vrFYrNm/efMtzASAUCsFqtSIvLw+RSATf+c535t2Ov//7v4eiKHjrrbdw6NAhvO9971vYhRFCMhoFNiEJ+t3f/V18//vfx9atW/H666/jW9/6Fp544gns3LkTr7/+Op566ilYrdZbnvvP//zPeOSRR1BeXo4777wT999/PzZt2jSvNhQWFsLj8eDOO+/E448/jm984xuoq6tL4lUSQjINxxIdiyOEEEJIylEPmxBCCMkCNEuckAz01FNP4emnn77l8YaGBvzTP/1TGlpECEk3GhInhBBCsgANiRNCCCFZgAKbEEIIyQIU2IQQQkgWoMAmhBBCsgAFNiGEEJIF/j9i+NfCaGm9zAAAAABJRU5ErkJggg==\n",
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