diff --git a/Aplicaciones/pisquito.ipynb b/Aplicaciones/pisquito.ipynb new file mode 100644 index 0000000..7181ef2 --- /dev/null +++ b/Aplicaciones/pisquito.ipynb @@ -0,0 +1,2317 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "toc-hr-collapsed": true + }, + "source": [ + "# PRODUCTO GRILLADO PISCO V2p1 estable\n", + "___\n", + "\n", + "\"Girl" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import datetime\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'M:\\\\python-geociencias-master\\\\Aplicaciones'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pwd" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc-hr-collapsed": true + }, + "source": [ + "## Leyendo datos PISCO" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (T: 432, X: 133, Y: 198)\n", + "Coordinates:\n", + " * Y (Y) float32 0.95 0.84999996 0.75 0.65 ... -18.55 -18.65 -18.75\n", + " * X (X) float32 -81.25 -81.15 -81.05 -80.95 ... -68.25 -68.15 -68.05\n", + " * T (T) float32 252.5 253.5 254.5 255.5 ... 680.5 681.5 682.5 683.5\n", + "Data variables:\n", + " Prec (T, Y, X) float32 ...\n", + "Attributes:\n", + " Conventions: IRIDL" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# reading from opendap\n", + "# http://iridl.ldeo.columbia.edu/SOURCES/.SENAMHI/.HSR/.PISCO/.Prec/.v2p1/.stable/.monthly/\n", + "Piscopm = xr.open_dataset('http://iridl.ldeo.columbia.edu/SOURCES/.SENAMHI/.HSR/.PISCO/.Prec/.v2p1/.stable/.monthly/.Prec/dods',decode_times=False)\n", + "Piscopm" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# 'M:\\\\data_PISCO\\\\merge_pisco\\\\PiscoV2p1_stable_monthly_start.nc'\n", + "# Piscopm = xr.open_dataset('../Data/PiscoV2p1_stable_monthly.nc',decode_times=False)\n", + "# Piscopm" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array([252.5, 253.5, 254.5, ..., 681.5, 682.5, 683.5], dtype=float32)\n", + "Coordinates:\n", + " * T (T) float32 252.5 253.5 254.5 255.5 ... 680.5 681.5 682.5 683.5\n", + "Attributes:\n", + " calendar: 360\n", + " standard_name: time\n", + " pointwidth: 1.0\n", + " gridtype: 0\n", + " units: months since 1960-01-01" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Por un demonio! el tiempo\n", + "Piscopm.T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convirtiendo tiempo al tiempo estandar cf" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (T: 432, X: 133, Y: 198)\n", + "Coordinates:\n", + " * Y (Y) float32 0.95 0.84999996 0.75 0.65 ... -18.55 -18.65 -18.75\n", + " * X (X) float32 -81.25 -81.15 -81.05 -80.95 ... -68.25 -68.15 -68.05\n", + " * T (T) object 1981-01-16 00:00:00 ... 2016-12-16 00:00:00\n", + "Data variables:\n", + " Prec (T, Y, X) float32 ...\n", + "Attributes:\n", + " Conventions: IRIDL" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Piscopm.T.attrs['calendar'] = '360_day'\n", + "# Ahora le decimos a xarray que interprete los tiempos\n", + "Piscopm_cf = xr.decode_cf(Piscopm)\n", + "Piscopm_cf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convirtiendo tiempo cf a formato fecha de datetime para ser leido por pandas" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\ipykernel_launcher.py:1: RuntimeWarning: Converting a CFTimeIndex with dates from a non-standard calendar, '360_day', to a pandas.DatetimeIndex, which uses dates from the standard calendar. This may lead to subtle errors in operations that depend on the length of time between dates.\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + }, + { + "data": { + "text/plain": [ + "\n", + "array(['1981-01-01T00:00:00.000000000', '1981-02-01T00:00:00.000000000',\n", + " '1981-03-01T00:00:00.000000000', ..., '2016-10-01T00:00:00.000000000',\n", + " '2016-11-01T00:00:00.000000000', '2016-12-01T00:00:00.000000000'],\n", + " dtype='datetime64[ns]')\n", + "Coordinates:\n", + " * T (T) datetime64[ns] 1981-01-01 1981-02-01 ... 2016-11-01 2016-12-01" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Piscopm_cf['T'] = Piscopm_cf.indexes['T'].shift(-15,'D').to_datetimeindex()\n", + "Piscopm_cf['T']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Renombrando variables al estandar" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 198, lon: 133, time: 432)\n", + "Coordinates:\n", + " * lat (lat) float32 0.95 0.84999996 0.75 0.65 ... -18.55 -18.65 -18.75\n", + " * lon (lon) float32 -81.25 -81.15 -81.05 -80.95 ... -68.25 -68.15 -68.05\n", + " * time (time) datetime64[ns] 1981-01-01 1981-02-01 ... 2016-12-01\n", + "Data variables:\n", + " Prec (time, lat, lon) float32 ...\n", + "Attributes:\n", + " Conventions: IRIDL" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Piscopm_cf = Piscopm_cf.rename({'X':'lon','Y':'lat','T':'time'})\n", + "Piscopm_cf" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc-hr-collapsed": true + }, + "source": [ + "## Jugando con los datos Pisco 1981 to 2010" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\xarray\\core\\nanops.py:140: RuntimeWarning: Mean of empty slice\n", + " return np.nanmean(a, axis=axis, dtype=dtype)\n" + ] + } + ], + "source": [ + "date_clim_ini= datetime.datetime(1981,1,1)\n", + "# date_clim_ini= '1981-01-01'\n", + "date_clim_fin= datetime.datetime(2010,12,31)\n", + "# date_clim_fin= '2010-12-31'\n", + "\n", + "#lat_n= 0.95; lat_s= -18.75; lon_w= -81.25; lon_e= -68.05\n", + "\n", + "#Pisco_clim = Piscopm_cf.Prec.sel(time= slice(date_clim_ini, date_clim_fin).groupby('time.month').mean(dim='time')\n", + "Pisco_clim = Piscopm_cf.Prec.sel(time= slice(date_clim_ini.strftime('%Y-%m-%d'), date_clim_fin.strftime('%Y-%m-%d'))).groupby('time.month').mean(dim='time')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc-hr-collapsed": true + }, + "source": [ + "### Algunas vistas del mes de Enero con xarray " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# dando un primera vista a la climatologia del mes de Enero\n", + "data = Pisco_clim.sel(month=1)\n", + "data.plot(cmap='Blues') #cmap='RdBu'" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array([[ nan, nan, nan, ..., 254.43633 , 186.50539 ,\n", + " 181.91478 ],\n", + " [ nan, nan, nan, ..., 279.18344 , 218.8042 ,\n", + " 212.44199 ],\n", + " [ nan, nan, nan, ..., 316.52478 , 265.3937 ,\n", + " 242.38524 ],\n", + " ...,\n", + " [ nan, nan, nan, ..., 103.56469 , 103.4132 ,\n", + " 104.187935],\n", + " [ nan, nan, nan, ..., 109.353676, 109.11712 ,\n", + " 102.51998 ],\n", + " [ nan, nan, nan, ..., 100.39052 , 92.535904,\n", + " 86.249115]], dtype=float32)\n", + "Coordinates:\n", + " * lat (lat) float32 0.95 0.84999996 0.75 0.65 ... -18.55 -18.65 -18.75\n", + " * lon (lon) float32 -81.25 -81.15 -81.05 -80.95 ... -68.25 -68.15 -68.05\n", + " month int64 1" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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7KSEhgV9//RV3d3caNmxIlSpVKF26NLt27aJLly54e3tjMBiIjIxk8eLFhIeHU6FCBezt7VEoFJw7d44dO3a8tEbsVeh0OhYtWsRXX31FjRo18PHxISIigo0bN6JWq9mwYQNqtfqt9dy5c4dx48bF//LLLwaFQvFzdHT0WPnMSnETz5PXe2JGH89m9QU42tjYLLG2to4l2S9z+PBhefbsWWlra/uSv6hTp05y3rx50srKSt68eVNGR0e/1pmd1Xh7e8sFCxa8U9l9+/ZJFxcXefXq1efSt2/fLufOnStdXFzk/v37U9KnTp0q/fz8UmZC30RkZKT86aef5McffyxbtWolNRrNa/1rb+LmzZuyd+/ecZaWltFWVlYTAEuZDT5D2e3K6z4xoxuQZQ+atNSrnZWV1ePevXvHPxUpf39/OWjQoOeE6+uvv5Y3btyQp0+flnPnzpX58uWTH374oRw4cKAsXLiwjIiIkMbm7t27UqFQyB9++EFGRUWlufz169elvb29PHXq1Cvvb968WebPn19OmTJF3rlzR3p6eso6derIfPnyyR9//FEmJiamuq3w8HC5cOFCefz48TTbKaWUoaGh0s/PL1qj0dwE6shs8HnKTpdJxLKBEZn+kFDQxsZma/HixaMOHTokjx079pxotW7dWgYHB8ubN2/KV/HFF19IBwcHaWVlJQMCAl5aZmEM4uPj5bRp02SNGjXkxIkT01z+0qVL0tPTU9aqVUuGhIS8Mk9QUJDs3r27tLCwkNWrV5cREREyODhY1qtXT1auXFmeOHEivY+RJn7//Xdpb28fo9Vq5wNamQ0+W9nhMolYNjAi0x4OhEql6mllZRU5cuRI3aVLl2S9evVeGjLGx8fLN6HX6+Xu3bslIHv37v3GvFnNiRMnpL29vSxbtqysUqWKHDhwoNy2bVuqhryJiYlyypQp0tXVVT569Oi1+R4+fPhcfQaDQS5cuFA6OzvLKVOmZMhzpJaHDx/KLl26xFpbW4crFIqUDcd5+crrIpZrZyeFECVsbGwOlS5devrUqVM1S5cuVZUqVYq9e/fSq1cvfHx82L17NwaD4bkN0K9CoVBgZmZGoUKF0Gg0WfQEqaNixYps376dZcuW8f333+Ps7MyXX35JtWrVmDNnDpcuXXptWaVSyaBBg3BycuLQoUOvzffUyf8UIQQff/wx+/fv55tvvuGLL77g3LlzGfpcb7Jl0aJFFuvXr3dydnZeY2tru1oI4ZgljZvIluS62UkhhFKtVg9SKpVjWrRoYbF27dqU/76vv/6aUaNGpWqm7UXat29PWFgY1atXZ9KkSRlqc0YjpWT16tUEBQURFBSEo6MjdnZ22Nra0rx5c/r3749Op2PLli3Mnj2biIgIdu7cmaqZwxe5ePEiS5Ys4eeff6ZChQpUqVKFBg0a0Lhx41fOlmYk0dHRDBs2LH7BggVxsbGxn0gpV8vc9oFOBXl9djJXiZgQooxWq13t4eFR3N3d3fq3337DwcGB/fv34+Hhkeb67t69y9ixYylYsCDBwcEIIViyZEmm/3NmJDqdjjNnzhAdHc3Ro0f57bffOHbsGBs2bKBVq1Z0796dOXPmvLU3+jZiYmLYvHkzZ86c4ffff6dYsWIsWrQIe3v7DHqS13Po0CECAgKiHz58eDAiIqKzlPJupjeajcjrImb08WyGjYsVCl8rK6uoH3/80aDX6+WTJ09eG4gwtTRq1EgC0sPDQ7Zp00bOnDkzXfUZm+joaJk/f/6UWcJffvlFli9fXup0ugxtJz4+Xn7yySfSyspKduzY8a0+x4wgLi5ODh48OMHKyiocqCKzwWcyqy6TTyyHI4QQ1tbWY+zt7Vfs2rXL+rPPPhMKhQIbGxusrKzSVffOnTspWLAgx44dIygoKEt6FZmJlZUVU6dOxd/fnzt37tCtWzdsbW1ZuXLl2wunAXNzc+bNm8e9e/eIiIhgwIABGVr/q1Cr1UyaNMlsyZIlTtbW1ntUKlWnTG/URLYgRx8UIoTQ2NjYrCpevHi9oKAgqwIFCmRo/SNGjKBatWoIIXB0dMywmPfGJCAggJCQELy8vBg+fDjR0dEvBTnMKGJjYylTpgyzZs3Cy8uLzz77LFPaeZa2bdvi7u5u1axZs3kajaZadHR0oPzvzEQTuZAc2xMTQpTQarWnW7du3fDIkSPWGS1gAOPGjcPNzY3u3bsTFRWVaf/sWc2IESPYs2cPBw4coGbNmjRp0uSd6pFSEh0dzaNHj4iMjETK//yr27Ztw83NjV27dhEfH8+8efMyyvy34uXlxZkzZ6wqVqzYQ6vV7k4+x9NELiVHOvaVSmVjCwuL3ydMmKDp27evIjP3Mfbq1Yv58+djZ2dHVFQUixcvpkOHDpnWXk5Br9dTv359jh8/jrm5OREREahUKvLnz49SqSQ8PJw//viDy5cvs2jRIg4fPkzz5s1ZsWIFZmZm6R7qp4bExEQCAwMTFixY8CA6OrqJlPJspjdqBPK6Yz9HDSeFEMLCwiJQq9V+u379essGDRpkepuDBw9m7dq1tG/fnhUrVvDpp59y69Ytateuneltv46NGzfSqVMnypYta5T29+/fT+/evTl37hzt2rUjPDycXbt2kZiYmBLiJyYmBrVazf3793FycmLOnDl8++232NnZoVKpGD16NCNHjszUjfQqlYqZM2eaV65cOf9nn312RKFQfGwwGNZkWoMmjEKO6YkJISy0Wu2iAgUKtPzrr7+sixUrlmVtnzt3jurVq2MwGLCzs8PDw4PBgwdnWfsvYm1tzZ9//omZmRlCCGrXro25uTn29vaULVuWkydPotFoMkXkoqKi0Gq1AFSoUIGBAwfi4uLCp59+SuvWrWnQoAFPnjyha9euQJKPKioqiq1btwIQGRlJeHg4JUuWpGHDhmzevBkLC4sMt/NFDh06RN26daVCoViv0+k+kDnlg58KTD2xHECygG2tX79+lRUrVlhaW1tnafseHh5YWFiQP39+zpw5ww8//ECzZs2y1IYXqVOnDpA0ZNq/fz96vZ5///2XP/74g/LlyxMREcGiRYtwd3fno48+ShGe9NK/f38ARo4cyeDBg7G1tUVKiVqtpnLlyrRu3fq5/NWrV2fYsGH4+fmhVCqJiYmhVKlS5MuXj127dtG6dWuCgoIyPbRRzZo12bp1q2jevHlrMzOzI0KI6rlJyPIy2b4n9lTAmjRpUmXlypWWKlXW6+7x48dp164d48aN48svvyQkJARj2PEuXLp0KcUP9eWXX77TboWnbNy4ET8/P0qUKEG3bt148OAB3bt3x8vLi2PHjtG0aVMeP37MmjVrKF68OBqNhnLlyrF69WqklOj1etRqNe+//z4Azs7O3Lt3j8uXL1OyZMmMeuQ3EhISgo+PT+yNGzeWR0VF9cwNQpbXe2JGX6j2pguw0Gq1e9u2bRuT0Qsy00JAQMA7RYrITuzfv182adJELlmy5J3rePTokfz777/lqFGjpJRJpzQ9fS1lUswxntlYX716dQlIb29vGRwcnJLvypUr8vHjx3LdunVy6NCh8sGDB+/+YO/AkydPZMWKFaM1Gs0vZOLJ1Fl15fXFrtm2J5YdemAAp06dokmTJly5cgUbGxuj2JCRzJ49m2vXrjF69Oi3bmY3GAxERUXx7Gdk2bJlAPTp0weAX3/9lRMnTqSEvQ4ODsbZ2ZnIyEisrKywtLTk1KlT7Nq1y2gTEa8iIiKCBg0axPz7778rcnqPLK/3xLKliGUXAUtISKBq1aoEBgamOKpzA2fPnuXYsWNvfKbLly8zffp0ihUrhkKhSPFZVapUifr16wNJvfjDhw9Tq1YtLCws0Ol0NG/enE8//ZRvv/2WW7du0aFDB/r27UvRokWz5NnSQm4RsrwuYtnOsZNdBAxg7NixuLq60qVLF6PZkBl4enqyZMmS59L0ej3nz58nMTGRhw8fEhQUxPfff/9aH9q8efOYNWsWsbGxzJ07lw8//JDixYtTp04devTowYwZM2jXrl223ixvY2PD7t27rTw9PTslJCS4CSEa5FQhyyiEEAuA94F7UspyyWkOwEqgGBACtJNSPkq+NxzoAeiB/lLKv5LTKwO/ApbAZmBAZv1us9UnLDsJ2KpVq1i4cCE///xztjgUJKN58fO0fPly5syZQ0hICJGRkYwdO/a1AnbmzBlGjx7N7NmzuXTpEr1798bBwYE5c+Zw9uxZNm7cSPv27bO1gD3FxsaG0qVLmyckJNSztrZeJHLjHztt/Ao0fyFtGLBDSukO7Eh+jxCiLNAe8EwuM1sI8XRv3hzgE8A9+Xqxzgwj2/TEspOAQdLxZqtWraJgwYJGtSMz+PPPP6lRowaxsbHs3buXf/75h3v37vH555+nym8VEhJCvnz5SExMfE6oAgICCAgIyEzTM4VNmzbx/vvvc/z48Q4ajSZRCNEjr/bIpJR7hRDFXkhuBTRIfr0I2A0MTU5fIaWMB64JIS4D1YQQIYCNlPIQgBBiMdAaCMoMm7OFiAkhhFarXdmoUaNsIWAXL14kOjqaatWqGdWOzCI4OJioqCj+/vtvfHx86NmzZ6oidOj1em7fvo0QgjNnztCoUSNOnDhBxYoVs8DqzMPCwoKNGzdSv3591bVr1zrp9frbwChj25WNcJFShgFIKcOEEM7J6YWAw8/ku5mcpkt+/WJ6ppAtRMzS0nJk0aJFGy9fvtzoAialZNSoUfTt2zdXRK14FcOGDSMhISFNgRADAwP5/vvvU9737t0bJyenlw4XzqlYWloSFBRErVq1zGJiYoYolcpjer1+vbHtSg1Kay22VRqkKm/cqR+dhBDHnkn6SUr50zs2/aqht3xDeqZgdBFTKpU+tra2I4KCgiwtLS2NbQ7btm3j9OnTLF682NimZCppEbCYmJgUAXvvvfcIDAykRYsWmWWa0XB0dGT79u1UrFjRTK/XLxdCVJG5b9P4/XeYnbwrhCiQ3AsrANxLTr8JFH4mnytwOznd9RXpmYJRPa9CiNIWFhYrN23aZOnq6vr2AlmASqXCzs6O7CCoxsZgMLBt2zaWL19O8eLFOXLkCNu2bcuVAvaUwoUL8/vvv2Nubm5hZWW1wxTGB4ANwNP1OF2BP55Jby+EUAshipPkwP87eegZKYSokTxR0uWZMhmO0XpiQghbjUazberUqda1atUylhkvcfLkyRzv48koHBwcUCqVPHz4kHz58lG1alVjm5Ql1KtXj8DAQH7++WdnpVK5IXnpRZ4IrCiEWE6SE99JCHETGA1MAFYJIXoA14EPAaSUZ4UQq4BzQCLwuZRSn1xVH/5bYhFEJjn1wUgiJoRQarXadR06dHD+5JNPstWUdqlSpfj999+TtjPk4dn2s2fP8uTJk5T3U6dOzVO/j6+++opjx46Jw4cP17C2tp4G9De2TVmBlPJ1wfIavyb/OGDcK9KPAeUy0LTXYpThpLW19QQPD4/qs2bNSvsZYZlMs2bNOHz4MFevXjW2KUalePHiPBstxN/f34jWZD1KpZK1a9fi7u6uFEJ8am5uborZn03JchFTqVTtrK2tP9u0aZNVeiIqZBbm5uYULFgw185MphYrKyvCw8MBaN68eZ70EarVatauXUtUVJSZTqdbIoSobmybTLxMloqYEKK8Wq1euGXLFqt8+fJlZdNponDhwly/ft3YZhgdS0tL1q5dy61bt4xtitEoWLAgW7Zsefr2sBDCxZj2mHiZLBMxIYS5RqP5Y86cOVbZ3XHeqFGjDD/GLKfSunVrbt26ladFvVmzZikx5IQQV0xbk7IXWSZilpaWX9esWdO5c+fOWdXkO9OzZ09WrFhhbDOMzsOHD5k5cyZ2dnY4OTkZ2xyjUrRoUb755huklNZCCNNJMdmILBExIUQ5hUIRuGDBAquc8CWm1WqJjIykUqVK/PLLL0RFRRnbpCxFSklQUBAlS5Zkz549rF69OktOJ8ruDB8+nHr16qFUKhcIIRyNbY+JJDJ9iUXycooVkydPtsguC1rfhqOjI+Hh4ezdu5euXbuyYMECdu7ciVqd7SZTM5xbt27h4+NDeHg4mzZtMuqpTtmRxYsXU6pUKbVWq/0ZaGtse0xkQU9MrVYPKlu2bLFevXpl/0uTXigAACAASURBVC7YM9ja2uLr68vVq1ext7dnypQpxjYp07l9+zZdu3alXr16Rj+WLrtStGhRGjZsiBCipVKpzLTwMiZST6aKmBCihFKpHLN06VLrnBBb6lXY2dnRrl071q1bx+jRoxk9ejRubm7s27fvpZhcOZkdO3ZQoUIFatasyeTJk/PUwta0MmLECKysrMwtLS2XCCEy5hgpE+9Mpg0nhRDCxsZm2ahRo9Rubm6Z1UyWkD9/fuzs7BgzZgzHjx/n4cOH7N69m40bN+Lg4EC7du0oUaLEc2XCw8PZsGEDkLRUITsHCbxw4QLt27dnzZo1KaGnTbyeevXqUbVqVW7evGl7+fLl74GexrYpL5NpMfbNzMx6lSlT5vuTJ09aGzu8Tnq5efMmFStW5O7du3z00Ufcv3+fmzdv8t577zF27FjWrFlDaGhoymG2kCRivXr1wtHRkStXrhAUFMT//ve/bLlotHv37pQqVYphw4YZ25Qcw/nz56lbty56vT728ePHzaSU+4xli1m+ktKx9cRU5b07/0NTjP3UIIQoZGlp+f2yZctyvIABuLq6YmNjw9mzZ4mOjiYwMBC1Ws348eNxdHSkd+/ebyxfuHBh3NzcGDx4MDNnzszUHtmDBw/Ys2cPDx8+JH/+/ECSs75y5cpUrlz5lcPEu3fvppwFaSJ1eHh40L59ey5dumR56NCh5UIINyllnLHtyotkisLY2tr+3LdvX7WXl1dmVG8UGjZsyM6dO4mKikKv11OmTBnOnTtHYmJiqg7SdXV15YMPPmDLli34+PgASeLx6NEj3N3dU73NKSIiggMHDnDr1i1q1KiBubk5ZmZmFC9eHIDKlSsTHx9PixYtCAsLA5KGwxMmTKB+/fq4ubmxZMkS/Pz8mDhxIgqFgkaNGrFhwwbatjVNtqWFcePGUbZsWSpWrOh04sSJ0cBwY9uUF8nwLoEQorJSqaw/cuTInN8Fe4a2bdsyYcIEqlevTmBgIFqtllKlSvHHH6kPk1SvXj3Wr1/PqVOn+Pvvv5k6dSrHjh1j4MCBb93ak5iYyPDhwylUqBCTJ09mz549+Pr60qJFC6pVq8ZXX33F/PnzCQ0NpVOnTixYsICgoCCCgoJYuHAhwcHBJCYmcuXKFRYsWMDRo0fp1asXBoOBbt26sXHjRm7cuJHeX1OewtbWlkGDBuHi4qI2GAz9hRDZdy9dLibDfWJ2dnZ7xo4dW7dv3765bnorKCiI7t27U7VqVczMzPDy8iIkJIRff/011XUkJCSwevVqwsLC+OKLLxBCEB0dzf/+9z8mT578Un4pJdu3b085fWj58uW8uO/0+vXrjB8/nidPnlCoUCFatmxJw4YN32hHVFQUdevW5csvv6Rjx46MGTOGw4cPs3nzZtPMZBq4desW5cuXp23btvHLly+fFxUVNSCrbcjrPrEMFTEhRA0nJ6cdN2/etMptC0OllISFhVG3bl3GjRtHhw4dOH36NK1ataJfv3706tULrfbdZ9uXLFmCu7s7NWrUSEl78OAB/v7+3L9/n/79+9OtW7dUDV1Ty9ixY3n06BFTp05Fp9NRsmRJtmzZkq1O6s4JODs7s3jxYtq2bRsbGxtbQkp5Jyvbz+silqHDSVtb22ljx461zG0CBnDw4EEKFSpEw4YNadeuHU2bNmXPnj1s3LiRlStX8tVXX6Wr/o4dO7JmzZoUPxZAly5d8PLy4vTp0/Tq1StDBQySYucnJiYFLDUzM6Nly5YsXbo0Q9vICzg4OKDT6ahRo4aZRqMZbWx78hoZ1hMTQtR1cXHZcv36dau0HEKRUzAYDDRv3py7d+8ydOhQPDw8aNGiBXv27OHevXt06tSJ/fv3U7hw4bdX9hquXbvGjh076NmzJ3q9HrVaTXR0dKZtdwoLC6NChQps3ryZypUrExISQuXKlbl69SoHDx5k69atbNiwgZEjR9KtWzfTMPM1jBo1iocPH/Lrr78ipYyLi4tzk1JmWfwiU08sg7C1tZ02fvz4XClgAAqFgqCgIAICAujYsSOrVq1i4MCBjB49mrp16zJw4EC8vLy4fPnyO7dRrFgxTp06xZUrV4iNjcXc3DxT92sWKFCAadOm0bVrV+Lj4ylWrBiurq5cvXoVHx8fpk+fTmhoKD169ODo0aOZZkdOx8/Pjz179tCkSRMKFixortFoxhjbprxEhoiYEKKhlZWVR5cuXTKiumyLUqlk6NCh3Lt3jz///JPIyEjOnDkDQNeuXXny5EmqDqF9HUIIvvvuO7Zv3864ceNQKpWcO3cuo8x/JQEBAZQuXZoPP/yQqKgopJRIKbl+/Trh4eEpopzXQ/G8ibJly3Ljxo2nEysKnU7XWQhRxNh25RXSLWJCCGFraztt4sSJuWJha2rIly8fnp6elChRgsjISE6cOIGdnR2dOnXC29ubI0eOvHPdWq2W3r178/777+Pk5IS7u3sGWv4yQgiWLl2KXq+nbdu2hIaG4unpSeHChXn06BGBgYGEh4e/tK3KxH9oNBp8fHxQKBR06tSJcuXKqTQazSRj25VXyIieWBMbGxv3gICADKgq53Djxg3OnTuHv78/q1atQqFQsGTJEiZMmECPHj2IiIhIV/3z589nwIABZMU5BJaWlixevJg2bdoQFBSUMoQdN24c69atY8GCBZluQ07nk08+4cGDByxevJj+/fsrEhIS2gohTMqfBaRbxGxtbadMmjTJOq8drPHbb79x4sQJpk2bxg8//MDcuXOBpFnG+vXr07BhQ+7du/eWWl7Prl27svSQWkdHR/r06cOzZ4B269YNIN0zr3mBypUrc/nyZRwdHfHy8qJSpUpKGxubsca2Ky+QrtlJIUQFJyenA3fu3LHKayIGoNPp6NChAzdv3uTSpUtcuHABZ2dnpJQMHz6cgwcPsnPnzjQvjdDr9VhaWhIVFUVmT5TodDquXLmCSqXC2toaW1vb56K4fvfddxw/fpw1a9Zkqh25ATc3N+rXr4+1tTWurq589dVX8QkJCS5SyidvL/3umGYn04FWq/30008/VedFAYOktVULFizgyJEjSClT1lwJIRg/fnzKJvG0cuvWLZycnDJNwGJjY5k+fTpeXl6Ym5vj4eFBmTJlqFSpEvnz5+ejjz7i7NmzSCkZMmSIScBSSdOmTYmNjeX+/fv06dOHYsWKCYVCYYrHn8m8s4gJIdSJiYkdu3fv/pyCGQwGfv755/RblkOwsbFh/fr1nDhxgoIFC6akKxQKfv31V2bMmMHdu3fTVGdwcDAeHh4ZbSqQJGAdO3Zk0KBB3Lhxg9KlSwNJvb/p06fz+++/U716dWrXro21tTVFihThzz//zBRbchsBAQGcPXuWu3fvkpCQQNWqVc21Wu0gY9uV23nn4aQQol2NGjXmHzp06Lm9No8ePcLBwYHt27fTuPErTz7PU7Ro0YKAgADScsrT9evXqVSpEleuXMHW1jbNbT558oQzZ86gVCqJioqiUKFCKaLYpUsXlixZgpmZGePHj2fAgAGcPXuWpUuXEhoaytGjRylSpAjVq1enUKFClC5dmj59+uDj48OUKVNMB4a8gYcPH1KkSBG6detGiRIl8PHxoVKlSgkxMTFVpJTBmdWuaTj5jtjb2w/o16/fS5sF7e3t6datG82aNUuXYzu3EBAQwJIlS9JUpkiRIjRt2pRFixaluozBYGDGjBlUqFABV1dXvvjiCwYOHMjYsWOpXr06CQkJQNKs5/nz54mKiuLLL7/EzMyMChUqMGXKFFavXs2FCxcYPHgwCQkJLFmyhGPHjnH69GmioqIoU6YM7dq149ChQ2l6nryCg4MD+fLlY/fu3YSEhFC6dGnKlSunsra2/tTYtuVm3knEhBBFEhISKrVp0+aV92fOnIler+eXX35Jl3E5nfj4eEaOHPncjF9qadKkCVu2bEl1HP8NGzYwf/58Zs6cyaNHjzh8+DCHDx9m2LBhWFhYpEwumJubU6ZMmdf62ywsLPD19WXGjBmsXLmSX375hSpVquDi4sK6detQqVTUqlWLWrVqsXHjxlx1zkBGMGLECBQKBVOnTgXg008/Veh0um5CiByzlUUIMUgIcVYIcUYIsVwIYSGEcBBCbBNC/Jv80/6Z/MOFEJeFEBeFEM2y2t53EjELC4seAQEB4nWhljUaDcWLF+fOnSzdzJ/tePz4MTdu3OBd1tC1a9eOsLAwpk2blqr858+fp2XLltSrVy9FsGJiYujUqRPr1q17p2iybm5uXLhwgbJlyzJlyhSWLVuGp6cnI0aMIDo6Gj8/Py5fvszChQtZtGgRO3bs4IcffmDRokU8fvw4ze3lBnr27Im9vT2rVq0CkobvDg4OSsDXuJalDiFEIaA/UEVKWQ5QAu2BYcAOKaU7sCP5PUKIssn3PYHmwGwhRJbO9KX5ky2EUKhUqk979+792k19//77L9euXePChQvpsy6H4+LiQufOnZk2bRp6vT5NZa2trVm3bh1jx44lOjr6jXkNBgPbt2/H29v7ufSTJ0+SkJCQrqPXLCwscHNzo3nz5lhYWBAREcH9+/fx9fVl06ZN3Lt3j+7du/Pxxx8TEBCQsmnc3t6ejz/+mH37jBZ63igIIejRowcrV64Ekraq1ahRw9zOzm6gkU1LCyrAUgihAqyA20Ar4Kl/YxHQOvl1K2CFlDJeSnkNuAxUy1Jrn+6VS+0FNCxZsmSEwWCQr2PBggUSkHv27HltnrzCgwcPZJ06dWSFChXk4cOH01y+c+fO0t/fX+7bt0/Gx8c/dy8kJET++uuvsm7durJmzZoyLi7uuft79uyRnp6e6bL/TVy/fl2GhYXJvXv3Sjs7O3nq1Ck5evRoKaWUYWFhslmzZhKQ/fr1k9HR0ZlmR3YjIiJCNmvWTIaFhUkppdy9e7c0NzdPAArJNP6/peayKVJG+sw9kqoLCAGOPXN98mJ9wAAgCggHfktOe/xCnkfJP2cBnZ5J/wXwz4znfN2V5p6Yra1tv379+mneFJalffv2XLx4kXr16qW1+lyHg4MDe/fuZciQIfj6+rJ06dI0bUmaNWsWxYsXZ8CAAXh5eTF27Fjq1KlDvnz5qFatGps2baJnz57s27fvuYgXAQEB1K9fn9atW7+h9rczd+5chBC4u7vj7+//3L7QsmXLUqBAAerVq8fjx4/58MMPUalUDB06lIEDB6LX68mfPz+zZs1i9erVTJo0CaVSibOzM+3bt8dgMKTLtuyKVqvF2dk5ZUhZr149SpcuLczNzbsb2TSA+1LKKs9cPz17M9nX1QooDhQErIUQnd5Q36uEIEsdpWlaSi6EsDQ3N/fp2LHjGwNLWVpaUqpUqfRZlosQQtChQwccHBz44Ycf6N27N4ULF2bZsmVUqlTpjWVtbGyYNClpL/Hs2bO5cOECo0ePply5cuTPnx8hBDExMcyaNQuDwYAQgpMnT6Y47vv27Zsu25/W4+TkxNq1a1m7di06nQ6VSsXcuXMZN24cRYoUISwsjAIFCvDVV19ha2vLhx9+SOPGjenfvz/Hjh0jICCA7777DoPBQHh4OPv370ev12fbszjTy0cffcSkSZPo378/Qghq1qypCgkJ6Q18a2zb3sJ7wDUpZTiAEOJ3oBZwVwhRQEoZJoQoADxdenATeDaInitJw88sI03rxIQQTby9vdecOnXKJhNtyvXEx8ezdu1aBgwYQKdOnQgMDExXMMUpU6bg4ODABx98gMFgYMqUKTg6OnLixIkMidQaGhrKhg0bKFmyJG5ubm/8gpo4cSLlypWjZcuWL90zGAxER0djYWGBUqnMtQIGEB0djYuLC3fu3EGj0XDq1Clq1Kihi4+PLyGlvJmRbdkW9ZB1RqRuOc7mT6u/cZ2YEKI6sACoCsQCv5I07CwCPJBSThBCDAMcpJRDhBCewDKS/GAFSXL6u0sp0+YETgdp+hRZWlr6tGrVyjqzjMkrqNVqAgICOHPmDAaDAW9vb/z8/JgwYQI3b6b98+3i4sL9+/extbXF3t4elUpFREQELi4uGWJv0aJF6devHz4+Pm/tYQ8dOvSVAgZJuxi0Wi1mZma5WsAgaWKmVKlSbNu2DSkl3t7euLq6SpJ6OtkWKeURYA1wAggmSSN+AiYATYQQ/wJNkt8jpTwLrALOAVuAz7NSwCCNIqZWq32bNm2aNzdKZgIuLi7MmDGD0NBQ2rdvz40bN/D29uaTTz5hw4YNxMbGIqVk69atdO7cGV9fX2bNmvXc8oXQ0FAKFCjAo0eP2LRpE5B0YvmYMWOoW7cu165dQ6/Xc+fOHVauXMmuXbvYvn07sbGxxnrsPEP58uX5/PPPmTdvHkIIvL29zW1tbf2NbdfbkFKOllKWkVKWk1J2lkkzjw+klI2llO7JPx8+k3+clLKklLK0lDIoq+1NtYgJIfLFx8e7VquWtbOneQGtVktAQAA//vgj58+fp0SJEkyfPh1XV1eKFStGYGAgtWvXpnPnzhw4cABPT0/2799PQkICkydPRq1W07JlS+rXrw+QMnHQpk0bypcvj5WVFSVLlmTu3LkMHTqUkSNHUrx4cVauXJlrnevZgebNm1O7dm3u379PeHg4tWrVIjY2tpEwHVaQoaTFsd+4du3aCWZmZrnvKKNshLOzM8OGDWPYsGHcvHmTmJgY3N3dUw7paNeuHVu2bKFNmzYMHDgQX19f6tat+1wdjRs3pnLlyvTs2RMnJyfi4uIwMzN77pTxQ4cO0bFjR3766Sd27NiRpc+YV3BxcSE8PJxevXrh7OxM3bp1sbOzM9y7d88L+MfY9uUWUt0Ts7W19fXz83v3gxVNpBlXV1dKlSr10ilDzZs3Z82aNUyaNImrV68+dy88PJyTJ08ybNiwlLj4Tx3pAHv37sXf358//viD999/n5CQkCx5lrxIYmIioaGh5MuXjzp16hAUFISvr69KoVA0MbZtuYlUzU4KIYRGowk/evSoY5kyZbLALBOp4cSJE/j7+1O6dGlKly5NsWLF2Lt3L9WrVycqKgpPT09atWqFhYUFFy9e5M8//+TWrVtMnjwZpVLJypUrmT59umlDdyZhMBioUKECo0aNwsrKCq1Wy4MHD+jVq9fBBw8evPs2ihfIyNnJnEhqh5Nu5ubmlk9jT5nIHlSqVImzZ8+yfv16bt++zbJlywgPD8fCwoKmTZty+PBhdu3aRf369Tl79iz+/v5UqFAhpWe3efNmunfPDusvcycKhYIePXrw2Wef8eDBA0aPHs2AAQOIioqqLIRQSynjjW1jbiBVIiaEaNK8eXOTPzIbYmlpSYcOScFDBw0aRHBwMLt372b+/Pn8/fff6HQ6rl+/zurVq9FoNM+VTUhIwMLCwhhm5xlq1KiBubk5+/btY/PmzdjY2ODm5hZ/7ty5msBuY9uXG0iVT8ze3r6tj4/Pq0NWmMg2KBQKvL29GTBgAPv37yciIoIyZcrw5MmTV24ij4uL4/79+xlqw/Lly6lTpw47d+4kMTGR06dPZ2j9OY3KlSsTGRnJ0qVLmTJlCteuXcPPz8/awsIi606ByeW8VcSEECI6Orpmo0aNssIeExmIhYUFZ86coWbNmnzwwQdERUU9d//IkSM0a5Yx4Z90Oh3ffvstAwcORKVSMW/ePEaPHk2FChX4999/M6SNnIhKpaJdu3YUKlSIqKgo3NzcaNKkidLKysrH2LblFlLTE3MxMzNTFChQINONMZHxKJVKJk2ahIeHB1WrVmXnzp3odDru3r3L3bt3yZ8//zvXffToUQIDA2nVqhXVq1dn//79eHh4sGfPHgD++OMPNBoNZcqUoXjx4vzzT95cVdC/f3+mTp1KWFgYAF5eXkRHR5cw+WcyhtT4xDzc3NziAZPzJIeiVCr56aefUCgUzJ49m23btnH//n0cHBw4cuTIO51vOXfuXL755hvq169Po0aNKFKkCFJKrl+/zp49ezhw4ADffvst/v7+aLVaVq5cSeXKlVm4cCGQdKJT7dq1qVOnDg8ePGDGjBk8fvyYBw8esHz5cmrVqsWBAwfYsWMHOX0U8HSIP2bMGBYsWICTkxMqlUoZHx/vDKTtFBkTL5EqEfP29s4xoXVNvBohBLVr16Zly5bY2trSqlUrGjVqRP/+/dm7dy9p7WlPmDCBP//8k4oVK6akDRkyhD59+jBo0CDKli2bcvguJEV1OH36NOvWrUOtVpM/f378/f1p0aIFN2/eJDg4mOHDhxMUFISUkgMHDmBubs7ly5dzvIgB9OjRgypVqqDT6TAzM8PNzS3u9OnTHphELN28VcQ0Go13+fLlTU79XEDHjh1TllQMHjyYMWPGEBoaSq1atdixYwclSpRIyXv9+nV+/PFH7Ozs+OCDD57b+P3gwQNCQ0MpX758SlpERAROTk4sWLCANm3asGvXLi5fvoybm1tKnhfP4AwMDGTDhg2ULVuW9evXY21tzccff0zr1q05ePAgzs7OmXZ0XVZTpEgRvL29WbJkCd27d6d8+fLmp0+fLoNphjLdvNUnplarK+aWD1Jep0+fPpw4cYKZM2dy4cIFPD09adCgAe7u7pQsWZL58+dz8eJFevTogbe3NwcOHGD27Nk0bNiQVq1aERUVxYULF/Dy8sLX1/e5bUzr1q1DSklAQAB79+4lMTGRIkWKvNEeV1dXPvvsMwYPHoy1dVJwFFtbW3bt2kV0dDSdOnVi9OjRmfo7yUr69u3L4sWLAfD29ra0trb2fksRE6ngrSv2NRrNw+DgYPvixYtnkUkmsoratWtTtWpVrl+/TpEiRdiwYQMJCQl06pQUyHP16tVYW1tTrlw5rKysOHfuHJcvX2by5Ml07dr1uboSExOZNWsWjRo14vbt29jZ2VGjRo102RcZGUmBAgX46KOP+OqrryhWrFi66jM2cXFxODg4cP/+fXbt2kXXrl2P3L9/P32/JEwr9t/YExNCaHU6naZo0aJZZY+JLOTbb79l2bJlrFu3jkWLFlGpUiWOHz/OrVu3WLRoEVu2bOHgwYMsX74cX19fPD092b1790sCBklLCfr27ctvv/1G8+bN0y1gkBTdY/369YSEhFCpUiXmzZuX7jqNiYWFBaVLl+aff/7Bw8OD+Ph4d2PblBt423CyTJEiRWJzewC7vMrTXtPly5e5dOkSjx8/Jn/+/Ny9e5c7d+7g6uqKRqOhTp06bNq0CQcHB8qWLfva+lQqFXq9PkPPogwLC+Obb77h77//5rvvvsuQSLXGpF69emzfvp2iRYsSHx9vI4TQvL2UiTfxVhHz9PQ0KVguRqVSUbJkSfLly8fWrVuZOHEiV65cYdKkSSlbkmbNmsX58+dp3LjxW+urXbs2AwcO5JtvvuHrr79m0aJF6RK14sWLc/LkSdzc3FiyZAl9+vTh9u0sDeGeoQQEBLBgwQL0ej2FCxeOAUwbktPJGwVKrVaXq1ixoikcdR5BoVAwZMgQrly5wuDBg1M2int7ezN69OhUHTrSpk0bvv32W0aMGMGYMWMoUaIEM2fOTLlvMBhSLWpnz55l6dKltG3bFoAqVarQsmVLatas+VIIopxC9erVKVq0KOvWraNcuXICMM2apZM3LrHQaDQVy5QpY1pVbCJl6Pnw4UMcHBzemNfG5r9zZOrWrUtYWBgjR45EpVIhpSQuLi7lBKc3ceTIEXr27EnBggWBpM3uK1asYM6cOdSsWTMlpPeNGzcoWrQofn5+tG3b9qWN7tmNjh07snr1aipUqKAJCgoyiVg6edtQMZ+zs3OWGGIie3Pt2jXMzMywtEz7ksF27doxbtw4xowZwxdffJFqkalTpw4bNmzg0aNHz6X36dOH999/H1dXV/Lnz8+MGTPw8fFh4sSJFC5cmKFDh6b5xPWsxN/fn61btyKEEGq1+s3rUEy8lTeKmMFg0Gq1pmCuJqBw4cLo9Xri4uLSVU9QUBBt2rRJVd5SpUrh7OzMZ599xoEDB1LSN23aROnSpRk8eDCzZ8+mVq1aFC5cmOnTp3Pu3DmOHj1Kly5d0Ol06bI1s3i6/GTMmDHEx8dnWHDEvMobRUyv12ueHRqYyLuYm5tjY2NDeHh4uuqJiYlJWdj6LC8eWPLkyRN+/vlnrl69SmBgINu2bUu5d+DAAYYMGfJc/ri4OOzs7ChQoAB//vknd+7cITAwMENnSjOSp34+rVZ7y8im5HjeKGKJiYmWpp6YCUhazKrT6Th8+HC66qlfvz5BQc+f6hUREYGNjQ1Dhgxh3LhxDBo0iDlz5tCgQQOmTZtG1apVkVKmHFWXkJDwUr21atVi8+bNQJLvrFu3bixbtizbLsno3r07M2bMQAhhZWxbsgtCCGshhOKZ94rU/H7e6NhPSEiwNPXETAApwRPTe8ZCyZIlOXPmDHq9PmXbko2NDRMmTKB9+/aYm5u/0veWkJCAnZ0dkBQt9YcffqBfv34p9x0dHZ8b6p4+fZoff/yRRYsW0blz53TZnBmYm5tTs2ZNDAaD6R/sP3aQdLjw08B3VsBWoNabCr22JyaEUOn1epWVlemLIq+zbds2OnToQM+ePUnvuaOXLl166fg4SBKyhw8fYmNj88rJA5Xqv+/bDz/8kIiIiJeCPJqZmQFJG9RdXFxo3rw5Bw4cSLcfL7PQarXo9XrTEqb/sJBSpvxRk1+nqyemsbCw0AkhTGF48jA3btygQ4cODB48mAEDBqS7Pjc3N5ycnLh48SLPHjzTpEkTvv/+exITE5k2bdpL5V4Uoq5duzJjxgwMBgNxcXE8fvwYvV7PlClTiImJoVOnTtjZ2eHl5cW+ffto0iT7nZJmY2NDYmKiqZfwH9FCiEpSyhMAQojKwFuPqn+TiNlYWlrqAJOI5WHmzZuHtbU1Q4cOfec6fv/9d+7cuYNSqSQhIYGdO3fy6NEjvv/++5Q8BQoUICIi4rkYZM9SuHBhLly4QJkyZbh06RKzZs0iIiKC6Oholi1bhpmZGSdP6mgg1AAAIABJREFUniQmJga1Wp0SVujDDz+kR48e7NixA3f37LVVUavVotPpTGGu/mMgsFoI8XRLRgHgo7cVem0UCyGEZ5EiRQ6Ghoaaxux5EIPBwObNm/H19aVZs2b8/vvvvKtr4fPPPycwMBBLS0sMBgM6nY5atWpx7do11Go1K1eu5MSJE7Rs2ZL69eu/sg6dTse4ceO4ffs2VatWpVOnTqles9a2bVvatWtH+/bt38n+zMJgMKBSqaSU0kxK+c4L2zI6ioUQwg6YD5QDJNAduAisBIoBIUA7KeWj5PzDgR6AHugvpfzrnR4kqS4zkrZiCeCClPKt62Te2BPTaDTZc37aRKbTpGkzwu/dY+aCVbiVLsv/vhmLU5HSWHvXp05hRwBKF3zzzPXF25EkJibyOE7i81EX+s/4jTqFHfEurmXbtm0MHDgQjUZDw4YNmThx4ksnnT+LmZkZ//vf/9L8HLdv3+bAgQPZMi6ZQqHA3NxcFx8frwGeGNueZ5gBbJFS+ie7k6zg/+2dd1hU19aHf5veBgQLBkUBK4oGFQuKNQkq0WiKLWI0V40tEk2wR6NGTWJiu6KoMbbv3mjUGKNEjUhsxBZEEESKgSgIorTpfdb3B+WCInUazHmfZz8z58w+a68ZhjV7r7P2WlgOIIqIvmaMLQWwFMASxlgXABMBdAXgBuACY6xjXYxyyZ3ITwG0JaKZjLEOjLFORBRR1XVVGTEed2fSNJHL5UhOvo+tPxxDR28fdHLjwa31MnyzIwy8lHBcEwnR06czPD6aBSsrqwrGJyVbWPa8kxsPCXfvoq1ne8z6ZAkShP/7TfTx8cGuXbt0/l42bNiA/v37w9HREQqFAlZWxuUdsbOzU8nlch6MxIgxxhwBDAIwDQCISAFAwRgbA2BISbeDKM5IuwTAGABHSgoBZzDGHgDoA6AuZeX3A7gNwL/kOAvAMQBVGrGq4sTMuBQ8psnu7/fh1Vd90dHbp8L5AW9NQvfxc7D4i28wZOgwfBA8CcuWLIJAIABQ0YCVHjdxdsaT7Cw4OjkjwL0pojPz9fY+gOIbAPn5+RgyZAh4PB6OHz+OjIwMvepQFYwxQg3rv2qJZoyxmHLto+de9wLwDMB+xtgdxthexpg9AFciygGAksfS/YitAGSWuz6r5FxdaEdEGwEoS8aRonhZWSVVzcSEpV9ODtMhIyMDu3ftwKrVX6KTG6+CYaqwjHTzgbd3F8z9OAShS1ZgwfIvXwibAACJeRN07tod9+7GosjFQ19vo4zevXvjypUrAIC33noLEydORJMmTeDr64tly5Zh2LBhVS5jdY1UKrUEIKy2YxU42VoiyKdme5zPAHnV+MQsAPQEMJ+IbjLGtqF46fgyKvvw6uqGUjDGbEuvZ4y1AyCv7qKqfgGEIpGIy2BhYly8eBHOzi4YNfotAP/zez0/g4pNzYa5uTkKVbZ4a9xkfLtmyUu3+HTu2h0P0x/oVvEa0K1bN2zfvh2PHz/GtGnTMGfOHAwbNgwPHhhGt5KMHvU2YlomC0AWEd0sOT6OYqOWyxh7BQBKHp+W6+9e7vrWAOqa8O0LAOcAuDPG/ovi4NfFVV9StRETiESiF39aORo1Xl5ekEokiEnOrJAJonQWBgBxD55g29df4KPZcwEAHTp3xRtvvo0LZ34F8L+cYaWGLyohBU+YXQUZhmD9+vWYM2cOrK2tERwcjKSkJAwcOBCzZs0yiD4SiQTm5uYqIlIZRIFKIKInADIZY6VBfK8BSAJwCkBpXvKpAH4teX4KwETGmDVjzBNABwC3ajtuSSHhZADvoNgfdxiAHxFdqu7aKpeTEomkJnUpORoR//zzD2Jjb2OIrydWrV6LZStWVni9ID8Pu7ZswKxPlsLV1RWuKPZ99eo7AN//eyPCvl0LuUwG85LcYfzOXZH9TxbmTp0GAAY3ZOWxsLDA7Nmz8eWXX6J3797w8PDAnDlzMHToUL0sMYVCISwtLY1xO8F8AP8tuTOZDuBDFE94jjLGpgN4BGAcABDRPcbYURQbOhWAeXW5M0lExBg7SUS9APxWm2urNGIymcyKiAzqM+DQL9OmTQPMrfDhB5PLZmIp2ULE3IjGtcsX4NTEBXM/W4Emzk1fcOTPDHlx5v/d2mXIySuES9NmZTOzV9sYT1IBS0tLzJs3D2PGjEFqaipCQkKQlZUFtVoNPz8/nDhxAs7OzjoZWyAQwNLSUqIT4fWAiOIAVOY3qzQ/ORGtB7BeC0PfYIz1JqK/anPRS40YESksLCzUMpnMoi6J8DgaJiqVCrdj/kK7du2waMkyAMDT3BzcjL6IkCWraywnOjMfedmZEFo6oGtb490e2Lx5c4SFhQEo3vo0d+5cPHv2DNbW1lizZg0GDRqEqKgo6CI5qFAohLm5uVjrghsuQwHMZoz9A0CM4psGRETdq7qoylu7VlZWMu4OpWnx3vgJ+OvWTUyZ+i9YW1sDAC6cOIh/zf20RtcvP3sfQPGyUVj4DE8ePsDDoobzf8oYQ4sWLeDk5IRNmzYhMDAQs2fP1slYAoEAZmZmxuTUNzQjURziMQzAaACjSh6rpEojZmFhIREKuc/YVIiNjcXtmL/w5fqvwOcXYdXnyxF14y74Mg1s7V4+myp/5zLIpwWuXb6AsG/XQpB4Ay3cPdGxpz+iM/ONyh9WExhjWL9+PZKSknDs2DGtyy/53zL5WQJjzIYxtgDAIgAjADwmooelrbrrq3TcW1hYiDkjZjrI5fLiPFf9B2DgoMFISU7GsaNH8K85FWdhz8ePlfIs9wluHvg3evULwLzQlWW+1OVn7+PvxKcv9G8I2NjY4MCBAxgzZgz27duHzz77DK+//rpWZAuFQhBRkVaENWwOojjA9SqKZ2NdANQ4ZUqVMzEzMzMu4NWE8Pf3R7NmzXH6VPHd806dO+PzVathbWNTIV7seQNWOsP66dAe+E6YgyFvBOHPrAK9R+frin79+iExMREjRoyoVzaP5xEIBFCpVIXV92z0dCGiYCLaDeA9AANrc3F12x0K8vMbxxeRo3pEIhESE+5CVMXs+2Vbh0RCAYiA1zq6v/BakE+LGkeUGyvNmzfH22+/jdzcXK3JLCgogEwma5hTVO1SlqmiLjFzVRoxiURyNzU1tS5KcTRAHBwcsGfPHnyxagW+3rCuLAL/ZduPyhN/+yaaPFePsrRf+f4NzS9WHmdn5xfKx9WH+Ph4sUKhuK81gQ2XVxljgpImBNC99DljrNqlYJVGTCqVJsTHxzecW0sc9Wby5Mm4HROD07+exFfrvyw738mNVzYDK11adnLjoZMbD7lPshF76zqCp8+rICs6M7+sNQYcHBwgk8mgUmknwD4xMVGF4ih1k4aIzInIsaTxiMii3PNqU+lUt5y8f/fuXaPZEsGhH1555RUcO3YU4Tu2QyL5Xyzm87Oo0tnZ6eM/YuyE4EqDohvLLAwoTtXt4uJS6Ub32kJESE9PtwXAzcTqSXVGLDk9Pd3WWGv3cegOLy8vBA4fiY/nzEJKtrDCcvJ5x/4bb47FzT8vA/hfuEWAe9MKy8mGbsCA4s3x2tqS9PjxY5ibm8tKs6Ny1J0qjRgR5TPG5Dk5OfrSh8OI2Pv9blz84wI0RZkV7k6WbynZQrT1bI+nT7LxMKNiNojnl5ENfVn5xx9/YOjQoVqRlZycDFtb23StCDNxqk3GZmdnl37/PjfjNUVsbW0xe/Zs7Az7N4CK6ai/PBCDM4lPywyTc/cAbAvfAblUUnaus3VFT0RDno09fPgQEREReOutt7Qi7/79+1AqlfFaEWbiVGvElErl3eRkk/c9miyzZs3C8WM/oaCgAAAwva8HAKCXXxsAwJnEp1h+9j7e7P0qvPsNxm97NyMnPRXf7AjDgpkVC3NEZ+bj1TY8yGQyhIWFYdWqVVi6tKp8e8aBWq3G9OnT8emnn6JVq7omLa1IQkKCXCgU3tGKMBOnWiMmFApjExISqs2uyNE4admyJYLeHI0f9u4BUOwPK51R3Y55VNbP0akJZr4zFnNnfARHYQ5GDxqA/oMrRrYPaO2CU6dOYcmSJQgKCsLatWvLCt4aM+vXr4dardaqwY2Li5MREbfE0QLV5gsjouS4uDgZAGs96MNhhCxdsgiBgYH4eP4nZUvKIJ8WFYxYmb/LtgWGj/IGAJz86f+w88fDUGelwb2tJ5IS7mD2h+9j69atDSa9U3R0NMLDw3H79m2t3JUsJS0tzRJceIVWqEnSw/upqanG/3PJoTO6desGv959cGDfDxj29tQyQ7Zymt8Lfq7yzvvpH4fiac5j/JYSi979B+G1kW8hwKd1hf5KZbVlBQ0GEWHx4sXYvHkz3NzctCaXz+dDLBZboGKBDY46UpMqK5kikchCm5HKHA2Pz1csx+ZNG+HZzLpsSVl+C1J0Zj6Wn71fwdnv2tIN3Xr0xuDXR+JhxgPwHJ1ekOvq6orz58/r9b3UlLNnz4LP52P8+PFalXvv3j04ODg8Ii52SStUa8SISMPj8e5cvnxZH/pwGCl9+/ZFly5dsWvnjgoR++WNVpBPC2wYWbyULB+G0S9gKK5fjqpU7sKFC5GWloZVq1Zhy5YtkMuNw/3K5/Mxd+5cfPfdd1pdRgLAxYsXSaFQXNCqUBOmRjn0+Xz+iXPnzvmOHTuW84uZMFs2b8LgwYMxaXIwABukZAvLjNbznEl8itsxj9DLrw2OXriFQvmLs7BS5s0r3q6Unp6OhQsXYsyYMRg+fLgu3kKNUKvVGDp0KIKCgjBy5Eityz916pRQLBZXWRCWo+bUqGinWq0+HxERYbzOCw690KVLF/Tt54/jR38q2zdZGc/7yUQ5GXBq07naYFcvLy/s2LEDAoEAq1atwhdffGGQmdmZM2eg0WjK0lZrE4lEgri4OBsA3NJGS9S08vDdgoICevToUfU9ORo1PJ5jmTO+ssSIpWwY6Y3fVw5HkE8LeFqL8daAbjWSzxjDuHHjsHbtWnh4eODx48da0bs2REZGYsqUKTAz035h7qtXr8LBwSGZiERaF26i1OivREQaGxubyxcucMt4Uydk/jxs3fIdUpKTy2ZjL5uRdXLjwa+5HcwLc2DLc6x1xL6Hh4dBCtvevXsXr776qk5knzt3TikSiX7RiXATpcY/NUVFRSdPnz7NpeUxcfz9/bFh/XoEvjYYJ34+Xnb+ZQYt62EGunTvCcZYrfdOnj9/Hl5eXlrRu6YQEeLj43VmxE6dOiVTKBS/60S4iVJjI0ZEkVFRUeYajUaX+nA0AKZNm4afjp/Emi8+R/D7E/Ds2bOX9k2Mu43OXausuPVSLC0t0a5du7qqWSdSU1Nhb2+P5s2ba112bm4uHj9+bAGgVnUVOaqmNkbsEWOs8O7du7rUh6OBMGSgP+Lu3IG7exv06dkd+/Z+X1Zst5SUbCH8Bw1D7K0/EeDeFPMGeNRqjN69e2PlypVYvXo15s2bB4VCocV3UDlHjx7FO++8oxPZUVFRsLe3v1aXFMwcL6dWnkuNRnMmMjKSC9DjAFCc5WLLpm8RERGBwz/+B317+SLy/O8Vlpb8xynw7+nzUr9ZVYwePRrr1q3D6tWr4eTkBCsrKx28i4ocOXIEEydOrL5jHThz5oy0sLCQ84dpmVoZMZFIFPHrr79yNdw4KtCrVy9cuXwJ69Z9iY/nzsJPRw4DKF4+/Rl9FSNGBtV7DAcHB9y4caPecqoiISEBQqEQ/fr107psIsK5c+eIiCK1LtzEqVGwazkuxcTE2IjFYtjbG29peg79wxjD2LFjIZPJsGDBAiiVSsTe/uuFJWZdWb58OVatWqUTA1PKV199pbPQiqSkJMhkMimANK0L1wGMMXMAMSguZDuKMeYC4CcAHgD+ATC+NCstY2wZgOkA1ABCiEivNy5q9dcioiI7O7trx48fr74zh0kyceJEnDp1CvPnzsLkKVPh6tpSK5u8CwsLYWtrqwUNKycpKQmXL1/G559/rhP5+/fvVxLR/zWg/ZKfoGL+/6UAooioA4CokmMwxroAmAigK4qrd+8sMYB6o9Y/OYWFhf/evn07t6TkeCl9+vSBS9OmcHVtiU6dvRF1ofYrKIFAgJSUFGRnZwMAvv/+e535qgDg8OHDmDRpkk4MpVKpxN69e1USiWS31oXrAMZYawBvAthb7vQYFFfqRsnj2HLnjxCRnIgyADwA0EdfugK1X04CwG9JSUlIS0tDhw4dtK4QR+PAytISZhoF3p/wHhYsWICxo6v3i0kkEqxZswZWVlZwdHRE69atkZ2dDYVCAaFQCE9PT53omp+fj/379+P06dM6kX/u3Dkwxh4QkTHkD2vGGIspd7yHiPY812crgMUAyt+NcSWiHAAgohzGWGk15FYAyjsrs0rO6Y1aGzEiUjg4OBzcu3fv7G+++aYuRpDDBBAKheDxeIiOjsawYcNqdM13332H+fPno3XrijnHJk2ahL59++pCTajVakyePBmTJk1Cjx49dDLGzp07RXw+f5tOhAPgWVnUZjdEHhH5vexFxtgoAE+J6DZjbEgN5FWW3VKvS+Y6eTDFYvGu77//XqmtIqIcjQuVSgU+nw+Xkorg1tbVJz8Ri4s3gzxvwADg3XffxeDBg7WrZAlff/015HI5vvrqK53Iz83NxaVLl8yJ6KhOBtA+AwC8xRj7B8ARAMMYY/8BkMsYewUASh6flvTPAuBe7vrWALL1p24djRgR3SOiDGNNZsdhWJ4+fVpWZNbf3x/Xrl2r9pqTJ0/izTffrPS11NRUdOzYUdtqQiqVYsuWLdi3bx8sLHSzqDh06JDGysrqVyJqEH5kIlpGRK2JyAPFDvs/iCgYwCkAU0u6TQXwa8nzUwAmMsasGWOeADoAuKVPnev8l+Pz+dt27NixOSgoiIu14KhAdHQ0evfuDQCwsLAoy6cvEAiwYcMG2NjYoH///ujduzcOHToEGxsb3LlzB5MnT65UXk5ODtRqNeLi4tC9e3ethEDIZDIsWbIEffr00ZmvjYgQFhYmEQgEO3QygH75GsBRxth0AI8AjAOKJzSMsaMAkgCoAMwjIu3E1dSQOn8biOhIVFSUeVX75jhMk/PnzyMwMLDsmDGG3NxcLF26FKGhofj888+RkJCAkJAQjB07Fn5+fjAzM8PLog+mTp2KXbt2IS4uDsuWLdOKjlOmTEFGRgb27dunFXmVcfPmTRQWFgoA/KmzQXQIEV0iolElz/OJ6DUi6lDyWFCu33oiakdEnYjorL71rI8RE9jY2EQcOnSoocS9cOgBIkJkZCTeeOONsnP9+/fH6tWrMWbMGDRr1gwWFhYICQnB3Llz0bZtW/Tq1Qvjxo3DDz/8UKlMPz8/LF68GNOmTauRf60yUlJSsHTpUnTs2BGMMSQmJuLYsWNo2bJlneTVhF27dsnkcvmOBhQb1iCp17ycz+eHhYWFibm/EUcpKSkp0Gg06Ny5c9m5wMBAODg44LXXXis7Z2lpCX9//7LjoUOHQiaT4eLFiy+dkZVSm+Scqamp+OKLLxAQEAAzMzMcPnwYarUaSUlJsLGxqcU7qx1isRhHjx5lCoViv84G4QBQTyMG4Ep+fn5RVFTlRSA4TI+IiAgEBQWV+cESExOxfPlyDB48uFrn+bx585CVlYWQkBDExsZW2qdZs2ZYuHAhhMKq/eRisRgzZ87EoEGDkJeXhxs3bmDDhg3o1asXzMzMdF73ct++fWRtbX21NLaKQ4cQUb0aY2yyr6+vUKPREAfH4MGD6fTp00REpFAoaNasWSSVSmslQ61W08aNGyksLKzSa0NDQ6u8Pj09nTp16kRTp04lgUBQq7G1gUQiIWdnZzGAnlTP/6+atC7delDcQ0GNGoAYfeikz1bv2zxEdOTvv/8u+P13LlmlqVNYWIjY2NiyZWN6ejoGDRpU62WbmZkZFi1ahNdffx1r1qyp8Fp0dHSVhWwfP36M119/HfPmzcOBAwfA49U+BVB9CQ8P12g0mmgiqnw6yaFVtGHE1CKRaFFoaKiION+YSRMVFYWAgICy/Yf379+v4BurLenp6ejWrWKBkZ9//hlJSUmoLMMwEeHdd9/FzJkzMX/+/DqPWx/EYjHWrl0r5/P5iwyigAmilZwjRHQ8MzPzWUQEV0rPlLl48WKFLUYXL16Ej49PnWSlpKTg1q1beP/998vOXb16FT179kSLFi0qveby5csQCoVYvHhxncbUBtu3b1ejONsDlwJZT2jLiGlEItFn3GzMtLl48SKGDh0KoPgOokQiqXM21tDQULz++utQKBRQKpU4ePAgbt68CaFQCC8vr0oDXq9fv4433nhDJ/nAaoJQKMSGDRsUfD5/iUEUMFG09tfWaDQnnzx5knPy5EltieRoQCQkJODZs2fw9fVFZmYmNm/ejO3bt9dZ3tGjR/Hs2TNs3LgRX331FRhjePToEfr164fp06e/0F+pVGL37t2YMGFCfd5Gvdi6dauaMfY7ESUZTAkThGlz5sQYG+Xl5XUkLS3N3lC/hhz6R6PRICAgAFOnTsWUKVOwaNEibNq0SWtxWIcPH8bjx4+xcOFCmJtXnm/vu+++w++//47ISMNkfy4qKoK7u7tUJBL5ElGqPsfu2r0n/RhRs4Livm0db1MVWSwaItq2NL/l5+c/5DK/mhYRERFQqVSYOXMmdu7ciUWLFmnFgGk0GqxduxZOTk4IDQ2t1IBpNBqsWLECW7duxZ49z6fF0h+bN29WmZmZnda3AePQshEjIuLz+Z8uXrxYrK3c6hzGT3p6Ovz9/cEYQ15eHjw8POotUyaTITQ0FG+//TaCgl6eUHHlypWIiopCbGyszjZyV0dBQQE2b96sEggE2tnYyVErdLHmO19YWJj2/fffcx5+EyE5ORlubm4oKiqCq6trveXJZDKMGjUK3t7eL4RYlGf//v04cuQITp8+/dI7lvpg5cqVCnNz82NElG4wJUwYrRsxIiKBQBAcGhoqy8rK0rZ4DiMjOzsbR48exQcffIBt27Zh7Nix1V9UDTt37sTu3bshEomwe/duVJZ88/z581i6dCl+++03nVTrrinXr1/HgQMHpAKBYIHBlDBxdOJ9J6J7Go1m07/+9S8JF3LRuElISECvXr1w7949dOvWrd5LutzcXIjFYrRr1w4LFixAjx49sHz58rJN4VScowtTpkzB8ePH6xVMW1/kcjnef/99sUwmm0HlUtNw6Bed3UKUSqVf3rhxI/fIkSO6GoLDCBCJRODxeMjOzoavr2+95YWHh+Pjjz8GUJyHrE+fPhg/fjx27dqFvLw8jB49Gnv37sX169cxcODAeo9XH9asWaMsLCyM1mg0PxtUERNHZ0aMiBRCoXDi7NmzpVzixMZLYmIiWrVqBTs7O0gkknrJUiqV0Gg0cHZ2rnDez88PaWlpmDBhAtq2bYtbt27By8urXmPVl/j4eGzbtk3O5/M/JG65YVB0GsxFRLfUavXeuXPnSnU5DodhEIvF2LFjB+bOnQtPT0/ExcXVS96uXbsq9an9+uuvuHGjuCrYv//97zrvAtAWKpUK77//vlihUCwgLtWOwdF5RKpYLF569uzZIm5fZeNj586dGDhwILy9veHg4FAvWdHR0Th//jx69uxZ4bxAIMCyZcvg7u6OX3/99aXBrvpk06ZN6qysrASVSqW73NYcNUbndSOJSMIYm/zhhx9G/P3333aOjo66HpJDD2RmZmLjxo34888/QUTYt28fQkND6yxv27ZtiIiIgKurKxYsWIBWrVpBpVJhw4YNGDFiBLZv367zRIY1IS0tDWvXrpVLJJLJ3DLSONDL3iAiuiiXy39euHChTB/jceiekJAQfPzxx+jYsSN+/PFHBAUF1SvU4euvv4ajoyPWrl2Le/fu4cSJEzh+/Dh++OEHhIWFGYUB02g0mDx5slitVq/iYsKMB71V8BYKhfOPHDny5uTJk21qWhGawzg5e/Ys7t27h9I7z4mJiS8tt1ZT3N3dYWtri969e2PWrFnaUFPrhIeHU0pKSrpcLt9qaF04/ofedmkTEV8mk0189913pZmZmfoalkPLKBQKLFy4EFu2bIGZmRlWrFiBIUOG1Fuuubk57O3t8fTp0+o7G4CbN29i8eLFEoFAMI70XFeRo2r0mmpCrVZHyuXytcOHD5dIpdwNy4aGUChE//794enpiaCgIFy/fh0BAQEYPnx4vWX/9NNPkEgk8PMzvgQL2dnZCAoKkspksklElGJofTgqovd8OVKp9JusrKxzU6dOlXJ+0YbFvXv38OTJExw/fhyMMcTHx9fb6Gg0GuzevRuLFi1CZGQkmjVrpiVttYNMJsPIkSPFMplso1qtPm1ofTheRG8+sVKIiBhjwefOnbvz7bfftl+8eLHh75lz1IjMzEz07dsX9vb2AIoLg1SW674ylEolYmNj0bRpU+Tn5yMzMxN37tzBjz/+CEdHR1y6dAkdOnTQpfq1hogwc+ZM2T///HNJIpGsqf4KDkOgdyMGAEQkZYwFrlmzJv7VV19too3lCIfu0Wg0kMvlAIAdO3aga9euNc4ecfnyZbzzzjto1qwZXFxc0KZNG3Ts2BEnTpyAr6+vUdx9fJ7t27drTp48+VgkEk3kwimMF4MYMQAgokeMsbfGjRv3e2xsrG379u0NpQpHDSgsLMTixYuxceNGFBQUIC8vD/Pmzavx9fv370dISAjWrVunQy21x8WLF7Fs2TKRRCJ5g4hEhtZHXzDG3AEcAtASgAbAHiLaxhhzAfATAA8A/wAYT0SFJdcsAzAdgBpACBHptX6jQXNIE9FVhULxWWBgoKS6is4chmXv3r0YNGgQJkyYgD179lQbBpGamlpWxTs5ORnHjx/HsmUNI2dgRkYGxo4dK5XJZG8TUYah9dEzKgCfEZE3gH4A5jHGugBYiuIqTh0ARJUco+S1iQC6AhgBYCdjTK8uIoPNxEqRyWThPB6v7/jx48f/9ttvtlwgE+cUAAAPt0lEQVRufuNDrVYjPDy8LC5MJBKhZcuWL+2fnZ2Nvn37wsHBAWKxGIwxfPvtt2W+NGNGLBZj+PDhYrlcvlKtVv9haH30Tcle0JyS50LG2H0ArQCMATCkpNtBAJcALCk5f4SI5AAyGGMPAPQBcF1fOhuFxRCJRB9du3YteenSpUrO9WB8nDlzBhkZGcjJyUFubm61G7CvXr0KLy8vBAcH486dO8jLy0NISIietK07KpUKEydOlD558iSCC2gFGGMeAHoAuAnAtXSze8ljqTO0FYDygZ9ZJef0BxEZRQPQ3MHBIX3FihUKjUZDHMZD//79CQABoKlTp1J+fn6V/e/evVvW//79+3rSsn4olUp65513JDwe7woAGzKC/4matp49e5FUSTVqKPZnxZRrH1UmE4ADgNsA3ik5Lnru9cKSxx0Agsud/wHAu/p8/0YxEwMAInomEon6bdu2LWvlypXcjMxIyM3NxbVr1wAAgwYNgqurK1xcXF7a/8qVKwgMDMSsWbNw69Ytg2ZerSkqlQoTJkyQRkZGxgiFwkAiasx7fPOIyK9ce6FEFGPMEsDPAP5LRCdKTucyxl4pef0VAKVbK7IAuJe7vDWAbN2pXwmG/hWp5BegBTcjMx4OHTpEo0aNIjs7O7py5QqNHz+e5HJ5pX2VSiV16tSJfvnlFz1rWXca8gystNVyJhZTlSwADMV3J7c+d/5bAEtLni8FsLHkeVcA8QCsAXgCSAdgrs/3b3DH/vMQ0VPGWL9t27bdAND6yy+/tDTGGCJTQC6XY8mSJQgODkbXrl3Rp08fFBUVvZDTq6ioCPv378f169fh6emJMWPGGEjj2mFiM7CaMgDAFAAJjLHSLJfLAXwN4ChjbDqARwDGAcX1NBhjRwEkofjO5jzS995SQ/+KVPGLwM3IDMzmzZtpxIgRZccXL16kiIiICn1iYmKoRYsWFBwcTGvXrqW8vDx9q1knGsMMrLRpcybWEJvBFahSOc6QGYzQ0FBq1qwZJSQkEBGRRqOhkJAQUiqVFfr5+vrS9u3bDaFinWlMBoyIM2JG49ivDCJ6yjn79Y9Go0FycjLy8vKwf/9+AMDu3bsxbtw4WFhU9EDMnDkTGzZswDfffGMIVWsNt4RsfBi1EQMqGrIlS5Yoa7rhmKPu5OfnIy4uDp9++inWrFmDW7duwcLCAgEBAS/0HTVqFJo3bw6RyPh35kilUrz33nucAWtsGHoqWNMGoLmjo2PsiBEjJAKBgDh0x5QpU2jRokVERCSRSOiTTz4hPp9foY9SqaQZM2aQi4sLLVq0iFQqlSFUrTGZmZnUtWtXkaOj40k0giVk+Wbqy0mDK1ArZQErHo+339PTU5yWlkYc2kej0VCzZs0oKyuLcnJyaNasWZSenl6hj1AopODgYAoMDKSG8IMSHR1Nzs7OYhsbm+UAGBnBd1mbzdSNmNEvJ8tDRAqBQPBhdnZ2aM+ePaW//67XzfImwcOHD2FhYYFWrVrhjz/+wEcffQRPT8+y17ds2QJ3d3colUr88ssv4PF4BtS2evbs2aMJDAwU8fn896RS6QYi4hyrjQ1DW9G6NgABdnZ2hd98842Ku3OpPZ48eUJmZmYkFAopMzOTBgwYQDKZjIiIHj58SC4uLi/MzMqTk5NDGzZsoFWrVtGwYcMoIyNDT5pXRC6X04wZM2QODg4PAXQkI/jO6qqZ+kzM6IJdawoRRTPGuq9bty4yJiamzcGDB21tbW0NrVaDJzIyEv7+/rC3t4eDgwMCAgKwc+dOyGQynD9/HgUFBWjTpk2l14pEIrzyyisVzt27dw8eHh560Px/PH36FKNHjxYnJyffEIlE7xCRQK8KcOgVRtSwZ9eMMVsej/ef1q1bDz937pz9y/7BOGqGWCyGq6sr3NzccPnyZVhbW2PAgAFISUkBEaFjx464e/curK2tX7hWqVRi3bp1cHJygqurKwYOHPhSg6crYmNjMXLkSIlIJNoukUiWE1Gjv53dq5cf/XkzpkZ9bS3ZbSIyvmos9cHQU0FtNADM1tZ2aZMmTSRRUVHEUXdUKhWZmZkRADI3NycXFxeysbGhCxcu0MiRI2ngwIFly0tjQqPR0MGDB8nOzk5sYWExjozge6mvZurLyQbl2H8ZREQSieRrgUAwZvTo0QXTp0+X8fl8Q6vVIDE3N0d+fj6GDRsGtVoNOzs7nD17Fnw+Hz4+Prh69SpsbGwwfvx4Q6taRlZWFgIDAyXz5s3LkEgk/kql8pihdeLQI4a2otpuAJx4PN7Bpk2bik+fPk0cdUOtVtOBAwdo0KBB5OLiQv369SN7e3uysLAgKysrCgsLM7SKpFarKTw8XGNvby+xtbX9EoAVGcF3UN/N1GdiDd4n9jIYY0Pt7e3/O2LEiCbh4eG2zZs3N7RKDZbs7GwkJibCx8cHbm5uhlYHAJCWlobg4GDx/fv3M4RC4UQiumdonQyFqfvEGsVysjKI6KJYLG5/7ty579u3by89fPgwGqvB1jVubm4IDAw0CgOmUqmwceNGta+vryQ+Pv4LoVDoa8oGjKMRGzEAICKJSCT6RCAQDJ41a1Z6YGCgJCsry9BqcdSRu3fvwtfXV7x+/fq/JBJJN5lMton0nbuKw+ho1EasFCL6SygUev/555+bO3fuLA0PDye1mvvuNxSkUilWrFih8vf3F6WkpHwiEAj6E1G6ofXiMA5MwogBxVuWJBLJSrFY3Hvp0qVxXl5e4p9++glcVgzjRS6XY/v27dSqVSvJjh07zkskkk5KpfIH4vwCHOUwGSNWChHdEwgEvR49evTORx99lNShQwfxiRMnOGNmRCgUCuzatYtat24tWbVq1eXCwsJBRUVFbxKRfgtQcDQITM6IAcVxZUR0XiAQ+KSnp0/48MMPU729vUWnT5/mnP/VIJfLcenSJTx79kzrspVKJX744Qe4u7tLli1bdi0vL29YYWHhUCK6rfXBOBoNJmnESikxZr8JBILODx48mDJ58uQMHx8f0dmzZzljVoJAIEBkZCT8/PzAGIONjQ2GDh2KsLAwrY2hUqlw6NAhtG3bVvzZZ5/devr06fDCwsIAIrqptUE4Gi+GDlQzpgbAjDE2jsfjPfT19RVGRkaSKWbIUKvVdO3aNQoODi4rgguA2rdvT7Nnz6abN29q5XNRqVT0448/kru7u8jJyekOgCFkBN+DhtZMPdjV4AoYYwNgzhh7n8fjZXp4eAi/++47TW5uLjV28vPzafXq1RUMFwDKzs7W6jh///03LV++XNW0aVOxk5PTXQBvoBEmK9RX44yYEShhrA3FhUQHOTk5HbW2tpaOHDlSFBER8ULFn8ZAQUEBeXt7lxmuBQsW0IULF6igoEAr8iUSCf3nP/+hvn37CmxtbYUODg7hAF4lI/g7N/Rm6kas0W470jaMMUfG2AQnJ6cFjDGPGTNmWM2cOdOiQ4cOhlatzuzfvx9z5sxB9+7dkZGRgQ8++ABpaWmwtrbGsWP130NNRLh9+zZ27dolP3LkCFlZWd0uLCzcBuAUEcnr/w44AG7bEWfE6gBjrIu9vf1sjUYzzdvbG/Pnz+eNGzcO9vb2Oh+7qKgIeXl5cHFxgaOjI8zNzVGbCun//PMPIiIikJSUhFOnTsHb2xtXrlxBfHw82rdvj/feew8+Pj5Yt25dnfRTqVTYtGlTaSJFmUQi4SuVynC5XL6PiDLrJJSjSjgjxhmxOsMYswTwprOz8ycSiaR/r169ZGPGjOEFBgay7t27w8ys+pu/crkcv/zyC3r37o2HDx+iTZs2cHV1BY/Hg0ajqSDj8ePH8PHxQVFRUdm5Fi1a4Pjx48jNzYWVlRUuXLiAHj16wM3NDe3atYONjQ2SkpLQsmVLdO3aFV26dEFqamrZ9dbW1ggODsamTZsQHBwMqVSKn3/+GU5OTjX6DIgIcXFxOHjwIM6fP4+UlBTSaDSlVjUYwGEygcSEhoQzYpwR0wqMMScAQ3g83mjG2EgicnnttdfUo0aNsn/jjTfKMpxKJBL88ssvSE5Oxs2bN2FmZobnC564u7vD1tYWaWlp6NevH7y8vODt7Y2WLVtixowZZf1atmwJMzMztG3bFi1atEBRURHat28PhUKBtLQ0PHnyBPn5+Wjbti1EIhEePnyI5s2bw93dHYwxWFhYgIjQrFkzREdHY9KkSdi6dWulWVtL0Wg0SEtLw6lTp3Dq1CnExMRo5HK5maWlpUCj0VxTqVQHULxclOrgY+aoBM6IcUZMJzDG2gB43dnZeaxMJhvi7OzMRo0aZWlpaWm9Y8cOAMC4cePwwQcfQKPRQKlUQiaToaCgAO7u7ujQoQNcXFwQExODzMxMPHr0CBkZGbC3t8ejR4+QmJiIs2fPokePHlXqoVQqMWrUKDx79gxeXl4oLCxEfHw8pFIpOnbsiCFDhiAgIACDBg1CaboiIkJBQQH+/vtvJCUlIS4uDvHx8Xjw4AFycnJARMQYU5qbmycqFIpjAPYSUZ6OP1KOl8AZMc6I6RzGmBmAbubm5oH29vbBAoGge+lrLi4u5OHhwdzd3dGtWzf06dMHAwcORJMmTeo9bmJiIrp161Z2fPDgQTRt2hR+fn5o0aJFmS9NqVQiLy8Ply9fxqRJkwAANjY2sLW1JSJSSSQSRkRqGxubOyKR6CgRnQbwN3FfHqNA20aMMTYCwDYA5ij+gfq6/lrqDs6IGYASo9YaQA8Ag6ytrXubmZl5KZXK5iqVygoAmjRpomnfvr0Zj8dDQEAAWrduDVdXV3Ts2BFt27aFra1ttQ79x48fY+jQoeDz+Xj69CkA4LXXXsOTJ08gEokgk8lQVFQEhUIBMzMzUqvVDAAsLCz41tbWR8RicTyA+yXtKWe0jBNtGjHGmDmAVBTH7mUB+AvAJCJK0oauuoAzYkYGY6wFgGEA/MzNzXtoNBp/CwsLhUajsSYiC3NzcxURWWg0GnNra2uFnZ2dysHBQe3g4ECOjo7QaDQQCAQQiURMJBJZSKVSC7lcbskYI8aY2srKSmxhYSFijIkAFEql0ltKpfI2gCQAKUQkMugHwFFrtGzE/AGsJqLhJcfLAICIvtKGrrqAM2INlJI7o7yS5ljuUQ1ACEBQ7lFEXPLARgtj7ByAZjXsbgNAVu54DxHtKSfrPQAjiGhGyfEUAH2J6GNt6attGmzxXFOHiJQACkoahwlDRCO0KK4yH4VRz3RMOosFBwfHC2QBcC933BqAUedx44wYBwdHef4C0IEx5skYswIwEcApA+tUJdxykoODowwiUjHGPgbwO4pDLPaRkVeT4hz7HBwcDRpuOcnBwdGg4YwYBwdHg4YzYhwcHA0azohxcHA0aDgjxsHB0aDhjBgHB0eDhjNiHBwcDZr/B0bTX+PBYhA6AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import cartopy.crs as ccrs\n", + "import matplotlib.pyplot as plt\n", + "import cartopy.feature as cfeat\n", + "\n", + "#Geostationary(central_longitude=0.0, satellite_height=35785831, false_easting=0, false_northing=0, globe=None, sweep_axis='y')[source]\n", + "ax=plt.axes(projection= ccrs.Orthographic(central_longitude=-90))\n", + "# ax=plt.axes(projection= ccrs.Geostationary(central_longitude=-80))\n", + "data.plot.contourf(ax=ax, transform=ccrs.PlateCarree(), cmap='Blues')\n", + "ax.set_global(); ax.coastlines();\n", + "ax.add_feature(cfeat.BORDERS, linestyle='-', linewidth=0.5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Utilizando el codigo clases de FuncionesObjetos " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import cartopy.crs as ccrs\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "class Peru_plot:\n", + " def __init__(self,\n", + " lon,\n", + " lat,\n", + " data,\n", + " proj=ccrs.PlateCarree(central_longitude=180),\n", + " trans=ccrs.PlateCarree(),\n", + " ):\n", + " self.data = data\n", + " self.lon = lon\n", + " self.lat = lat\n", + " self.proj = proj\n", + " self.trans = trans\n", + " self.setup_canvas()\n", + " \n", + " def format_latlon(self):\n", + " from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n", + "\n", + " lon_formatter = LongitudeFormatter()\n", + " lat_formatter = LatitudeFormatter()\n", + "\n", + " self.ax.set_xticks(np.arange(-180,180,5), crs=ccrs.PlateCarree())\n", + " self.ax.set_yticks(np.arange(-90,90,5), crs=ccrs.PlateCarree())\n", + "\n", + " self.ax.xaxis.set_major_formatter(lon_formatter)\n", + " self.ax.yaxis.set_major_formatter(lat_formatter)\n", + " \n", + " def setup_canvas(self):\n", + " self.fig, self.ax = plt.subplots(figsize=(12,8),subplot_kw={'projection': self.proj})\n", + " \n", + " def set_extent(self, *args, glob=False, **kwargs):\n", + " if glob:\n", + " self.ax.set_global()\n", + " else:\n", + " self.ax.set_extent(*args, **kwargs)\n", + " \n", + " def plot(self, **kwargs):\n", + " self.ax.pcolormesh(self.lon, self.lat, data, transform=self.trans, **kwargs)\n", + " self.ax.gridlines(linestyle='--')\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "peru_gf = Peru_plot(lon=data.lon, lat=data.lat, data=data)\n", + "peru_gf.format_latlon()\n", + "peru_gf.plot(cmap='Blues')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pero aun hay cosas por agregar" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'M:\\\\python-geociencias-master\\\\Aplicaciones'" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pwd" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "peru_gf = Peru_plot(lon=data.lon, lat=data.lat, data=data)\n", + "peru_gf.format_latlon()\n", + "#peru_pp.set_extent(glob=True)\n", + "# ---------------------------------------------------------------------------------------------------------\n", + "from cartopy.io.shapereader import Reader\n", + "from cartopy.feature import ShapelyFeature\n", + "# WGS 84 / UTM zone 18S (EPSG:32718) to WGS 84 (EPSG:4326)\n", + "#fname_dep= 'M:\\\\data_GIS\\\\dep_peru\\\\Base_Regional_rep.shp'\n", + "fname_dep= '..\\\\Data\\\\shps\\\\Base_Regional_rep.shp'\n", + "shape_feature1 = ShapelyFeature(Reader(fname_dep).geometries(),\n", + " ccrs.PlateCarree(), edgecolor='k')\n", + "peru_gf.ax.add_feature(shape_feature1, facecolor='None', linestyle=':', edgecolor='k', alpha=0.4)\n", + "#fname_basin= 'M:\\\\data_GIS\\\\shps_amazonbasin\\\\Tamshiyacu_Amazonas.shp'\n", + "fname_basin= '..\\\\Data\\\\shps\\\\Tamshiyacu_Amazonas.shp'\n", + "shape_feature2 = ShapelyFeature(Reader(fname_basin).geometries(),\n", + " ccrs.PlateCarree(), edgecolor='k')\n", + "peru_gf.ax.add_feature(shape_feature2, facecolor='None', linestyle=':', edgecolor='b', alpha=0.5)\n", + "\n", + "import cartopy.feature as cfeat\n", + "peru_gf.ax.add_feature(cfeat.BORDERS, linestyle='-', linewidth=2.5)\n", + "peru_gf.ax.add_feature(cfeat.OCEAN,facecolor='lightblue')\n", + "\n", + "peru_gf.ax.coastlines(color='k', linestyle='-', linewidth=2)\n", + "peru_gf.ax.set_extent([-81.5, -68, -18.5, 1 ], crs=ccrs.PlateCarree())\n", + "# ---------------------------------------------------------------------------------------------------------\n", + "peru_gf.plot(cmap='Blues')#,vmin=-0, vmax=1200, alpha=0.5)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Sumando todo lo anterior a la clase definida y agregando un metodo para incorporar shapes" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "import cartopy.crs as ccrs\n", + "from cartopy.io.shapereader import Reader\n", + "from cartopy.feature import ShapelyFeature\n", + "import cartopy.feature as cfeat\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "class Peru_plot2:\n", + " def __init__(self,\n", + " lon,\n", + " lat,\n", + " data,\n", + " proj=ccrs.PlateCarree(central_longitude=180),\n", + " trans=ccrs.PlateCarree(),\n", + " ):\n", + " self.data = data\n", + " self.lon = lon\n", + " self.lat = lat\n", + " self.proj = proj\n", + " self.trans = trans\n", + " self.setup_canvas()\n", + " \n", + " def format_latlon(self):\n", + " from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n", + "\n", + " lon_formatter = LongitudeFormatter()\n", + " lat_formatter = LatitudeFormatter()\n", + "\n", + " self.ax.set_xticks(np.arange(-180,180,5), crs=ccrs.PlateCarree())\n", + " self.ax.set_yticks(np.arange(-90,90,5), crs=ccrs.PlateCarree())\n", + "\n", + " self.ax.xaxis.set_major_formatter(lon_formatter)\n", + " self.ax.yaxis.set_major_formatter(lat_formatter)\n", + " \n", + " self.ax.add_feature(cfeat.BORDERS, linestyle='-', linewidth=2.5)\n", + " self.ax.add_feature(cfeat.OCEAN,facecolor='lightblue')\n", + "\n", + " self.ax.coastlines(color='k', linestyle='-', linewidth=2)\n", + " self.ax.set_extent([-81.5, -68, -18.5, 1 ], crs=ccrs.PlateCarree())\n", + " \n", + " def setup_canvas(self):\n", + " self.fig, self.ax = plt.subplots(figsize=(12,8),subplot_kw={'projection': self.proj})\n", + " \n", + " def set_poligono(self, file_poligono, edgecolor='k'):\n", + " #fname_dep= 'M:\\\\data_GIS\\\\dep_peru\\\\Base_Regional_rep.shp'\n", + " self.shape_feature = ShapelyFeature(Reader(file_poligono).geometries(), ccrs.PlateCarree(), edgecolor='k')\n", + " self.ax.add_feature(self.shape_feature, facecolor='None', linestyle=':', edgecolor= edgecolor, alpha=0.5)\n", + " \n", + " def set_extent(self, *args, glob=False, **kwargs):\n", + " if glob:\n", + " self.ax.set_global()\n", + " else:\n", + " self.ax.set_extent(*args, **kwargs)\n", + " \n", + " def plot(self, **kwargs):\n", + " self.ax.pcolormesh(self.lon, self.lat, data, transform=self.trans, **kwargs)\n", + " self.ax.gridlines(linestyle='--')\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "ename": "RuntimeError", + "evalue": "No mappable was found to use for colorbar creation. First define a mappable such as an image (with imshow) or a contour set (with contourf).", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[1;31m# ---------------------------------------------------------------------------------------------------------\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m \u001b[0mshade\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mperu_gf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Blues'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;31m#,vmin=-0, vmax=1200, alpha=0.5)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolorbar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mshade\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\matplotlib\\pyplot.py\u001b[0m in \u001b[0;36mcolorbar\u001b[1;34m(mappable, cax, ax, **kw)\u001b[0m\n\u001b[0;32m 2079\u001b[0m \u001b[0mmappable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgci\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2080\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mmappable\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2081\u001b[1;33m raise RuntimeError('No mappable was found to use for colorbar '\n\u001b[0m\u001b[0;32m 2082\u001b[0m \u001b[1;34m'creation. First define a mappable such as '\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2083\u001b[0m \u001b[1;34m'an image (with imshow) or a contour set ('\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mRuntimeError\u001b[0m: No mappable was found to use for colorbar creation. First define a mappable such as an image (with imshow) or a contour set (with contourf)." + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "peru_gf = Peru_plot2(lon=data.lon, lat=data.lat, data=data)\n", + "peru_gf.format_latlon()\n", + "#peru_pp.set_extent(glob=True)\n", + "# ---------------------------------------------------------------------------------------------------------\n", + "# peru_gf.set_poligono('M:\\\\data_GIS\\\\dep_peru\\\\Base_Regional_rep.shp')\n", + "peru_gf.set_poligono('..\\\\Data\\\\shps\\\\Base_Regional_rep.shp')\n", + "# peru_gf.set_poligono('M:\\\\data_GIS\\\\shps_amazonbasin\\\\Tamshiyacu_Amazonas.shp', edgecolor='b')\n", + "peru_gf.set_poligono('..\\\\Data\\\\shps\\\\Tamshiyacu_Amazonas.shp', edgecolor='b')\n", + "# ---------------------------------------------------------------------------------------------------------\n", + "# shade = peru_gf.plot(cmap='Blues')#,vmin=-0, vmax=1200, alpha=0.5)\n", + "# plt.colorbar(shade)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc-hr-collapsed": true + }, + "source": [ + "### Climatologia" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Xarray" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = Pisco_clim.plot.imshow('lon', 'lat', col='month', col_wrap=3, robust=True, figsize=(16,12), cmap='Blues')\n", + "\n", + "for i, ax in enumerate(g.axes.flat):\n", + " ax.set_title('Rainfall %d' %(i+1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Una mezcla de todo" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.99, 0.18, 'Clim 1981-2010')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import cartopy.crs as ccrs\n", + "import cartopy.feature as cfeat\n", + "from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n", + "from cartopy.mpl.geoaxes import GeoAxes\n", + "from mpl_toolkits.axes_grid1 import AxesGrid\n", + "\n", + "titles = pd.date_range('2014-01-01','2014-12-31', freq='M').strftime(\"%b\").tolist() \n", + "\n", + "axes_class = (GeoAxes,dict(map_projection=ccrs.PlateCarree()))\n", + "\n", + "x_figsize, y_figsize = 12, 16\n", + "fig = plt.figure(figsize=(x_figsize, y_figsize))\n", + "\n", + "axgr = AxesGrid(fig, 111, axes_class=axes_class,\n", + " #rect=[left, bottom, width, height] \n", + " nrows_ncols=(3,4), ## ndias\n", + " axes_pad=0.24,\n", + " # espaciado entre todos los graf\n", + " cbar_location='right',\n", + " cbar_mode='single',\n", + " cbar_pad=None,\n", + " # separacion de la bar de los demas graficos\n", + " cbar_size='3%',\n", + " # grosor de la bar\n", + " label_mode=''\n", + " ) \n", + "\n", + "for i, ax in enumerate(axgr):\n", + " ax.set_title(str(titles[i]), fontsize= 14)\n", + " \n", + " if (i == 0 or i == 4 or i == 8): ## ndias\n", + " ax.set_yticks([-90, -60, -30, -20, -15, -10, -5, 0, 5, 10, 15, 20, 30, 60, 90], minor=False, crs=ccrs.PlateCarree())\n", + " #ax.yticks.set_fontsize(fontsize=14)\n", + " \n", + " if (i == 8 or i == 9 or i == 10 or i == 11): ##ndias\n", + " ax.set_xticks([-180, -90, -80, -75, -70, -60, -40, -30, 0, 30, 60, 90,180], crs=ccrs.PlateCarree())\n", + "\n", + " lon_formatter = LongitudeFormatter(zero_direction_label=True)\n", + " lat_formatter = LatitudeFormatter()\n", + " ax.xaxis.set_major_formatter(lon_formatter)\n", + " ax.yaxis.set_major_formatter(lat_formatter)\n", + " \n", + " ax.add_feature(cfeat.BORDERS, linestyle='-', linewidth=1)\n", + " ax.add_feature(cfeat.OCEAN,facecolor='lightblue')\n", + "\n", + " ax.coastlines(color='k', linestyle='-', linewidth=2)\n", + " ax.set_extent([-81.5, -68, -18.5, 1 ], crs=ccrs.PlateCarree())\n", + " ax.gridlines(linestyle='-', alpha=0.4)\n", + " im= Pisco_clim.sel(month= i+1).plot(ax=axgr[i], transform=ccrs.PlateCarree(), add_colorbar=False, add_labels=False, cmap='Blues')\n", + " \n", + "cbar = ax.cax.colorbar(im)\n", + "cbar = axgr.cbar_axes[0].colorbar(im)\n", + "#cbar = axgr.cbar_axes[10].colorbar(im)\n", + "cbar.ax.set_yticks(np.arange(0, 800, 100))#[-20, -10, -2.75, 0, 2.75, 10, 20] #np.arange(-20, 20.01, 4))\n", + "cbar.ax.set_yticklabels(np.arange(0, 800, 100), fontsize= 15) # '-+ \\u03C3' # '-+ 2.75'\n", + "var = axgr.cbar_axes[0]\n", + "#var = axgr.cbar_axes[0]\n", + "axis = var.axis[var.orientation]\n", + "axis.label.set_fontsize(18) \n", + "axis.label.set_text(\"Precipitation anomalies [mm]\")\n", + "\n", + "\n", + "fig.text(0.5, 0.18 , 'Longitude', ha='center', fontsize=12, transform=fig.transFigure) #fontsize=12\n", + "fig.text(0.07, 0.5, 'Latitude', va='center', fontsize=12, rotation='vertical', transform=fig.transFigure)\n", + "ax.text(0.99, 0.18, \"Clim 1981-2010\", fontsize=18, horizontalalignment='right', transform=fig.transFigure)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc-hr-collapsed": true + }, + "source": [ + "# JUNTANDO PISCO V2p1 estable(1981-2016) e inestable(2017-08.2019)\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Guardando la version estable del 1981 al 2016 en un nuevo netcdf con los cambios hechos lineas arriba" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ya tienes este path\n", + "ya tienes este netcdf\n" + ] + } + ], + "source": [ + "Piscopm_cf_start = Piscopm_cf\n", + "Piscopm_cf_start.time.encoding['units'] = 'days since 1981-01-01'\n", + "\n", + "# establecer una ruta\n", + "new_path = 'M:\\\\data_PISCO\\\\merge_pisco\\\\'\n", + "new_file = 'PiscoV2p1_stable_monthly_start.nc'\n", + "\n", + "import os\n", + "\n", + "if not os.path.exists(new_path):\n", + " os.makedirs(new_path)\n", + " print('path creado')\n", + "else:\n", + " print('ya tienes este path') \n", + "\n", + "if not os.path.exists(new_path+new_file):\n", + " Piscopm_cf_start.to_netcdf(path=new_path+new_file)\n", + " print('netcdf creado')\n", + "else:\n", + " print('ya tienes este netcdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'units': 'days since 1981-01-01'}" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Piscopm_cf_start.time.encoding" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array(['1981-01-01T00:00:00.000000000', '1981-02-01T00:00:00.000000000',\n", + " '1981-03-01T00:00:00.000000000', ..., '2016-10-01T00:00:00.000000000',\n", + " '2016-11-01T00:00:00.000000000', '2016-12-01T00:00:00.000000000'],\n", + " dtype='datetime64[ns]')\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1981-01-01 1981-02-01 ... 2016-12-01" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Piscopm_cf_start['time']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Guardando la version inestable del 2017 en adelante en un nuevo netcdf" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: Converting a CFTimeIndex with dates from a non-standard calendar, '360_day', to a pandas.DatetimeIndex, which uses dates from the standard calendar. This may lead to subtle errors in operations that depend on the length of time between dates.\n", + " \"\"\"\n" + ] + } + ], + "source": [ + "#Piscopm_uns = xr.open_dataset('M:\\\\data_PISCO\\\\PISCO\\Prec\\\\V2.1\\\\unstable\\\\PiscoV2p1_unstable_monthly.nc', decode_times=False)\n", + "Piscopm_uns = xr.open_dataset('http://iridl.ldeo.columbia.edu/SOURCES/.SENAMHI/.HSR/.PISCO/.Prec/.v2p1/.unstable/.monthly/.Prec/dods',decode_times=False)\n", + "Piscopm_uns.T.attrs['calendar'] = '360_day'\n", + "Piscopm_uns_cf = xr.decode_cf(Piscopm_uns)\n", + "Piscopm_uns_cf['T'] = Piscopm_uns_cf.indexes['T'].shift(-15,'D').to_datetimeindex()\n", + "Piscopm_uns_cf = Piscopm_uns_cf.rename({'X':'lon','Y':'lat','T':'time'})\n", + "Piscopm_uns_cf_last = Piscopm_uns_cf.sel(time=slice(\"2017-01-01\", \"2019-08-01\"))\n", + "Piscopm_uns_cf_last.time.encoding['units'] = 'days since 1981-01-01'" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'units': 'days since 1981-01-01'}" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Piscopm_uns_cf_last.time.encoding" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array(['2017-01-01T00:00:00.000000000', '2017-02-01T00:00:00.000000000',\n", + " '2017-03-01T00:00:00.000000000', '2017-04-01T00:00:00.000000000',\n", + " '2017-05-01T00:00:00.000000000', '2017-06-01T00:00:00.000000000',\n", + " '2017-07-01T00:00:00.000000000', '2017-08-01T00:00:00.000000000',\n", + " '2017-09-01T00:00:00.000000000', '2017-10-01T00:00:00.000000000',\n", + " '2017-11-01T00:00:00.000000000', '2017-12-01T00:00:00.000000000',\n", + " '2018-01-01T00:00:00.000000000', '2018-02-01T00:00:00.000000000',\n", + " '2018-03-01T00:00:00.000000000', '2018-04-01T00:00:00.000000000',\n", + " '2018-05-01T00:00:00.000000000', '2018-06-01T00:00:00.000000000',\n", + " '2018-07-01T00:00:00.000000000', '2018-08-01T00:00:00.000000000',\n", + " '2018-09-01T00:00:00.000000000', '2018-10-01T00:00:00.000000000',\n", + " '2018-11-01T00:00:00.000000000', '2018-12-01T00:00:00.000000000',\n", + " '2019-01-01T00:00:00.000000000', '2019-02-01T00:00:00.000000000',\n", + " '2019-03-01T00:00:00.000000000', '2019-04-01T00:00:00.000000000',\n", + " '2019-05-01T00:00:00.000000000', '2019-06-01T00:00:00.000000000',\n", + " '2019-07-01T00:00:00.000000000', '2019-08-01T00:00:00.000000000'],\n", + " dtype='datetime64[ns]')\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2017-01-01 2017-02-01 ... 2019-08-01" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Piscopm_uns_cf_last['time']" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ya tienes este netcdf2\n" + ] + } + ], + "source": [ + "new_file2 = 'PiscoV2p1_unstable_monthly_last.nc'\n", + "if not os.path.exists(new_path+new_file2):\n", + " Piscopm_uns_cf_last.to_netcdf(path= new_path+new_file2 )\n", + " print('netcdf2 creado')\n", + "else:\n", + " print('ya tienes este netcdf2')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Leyendo ambos archivos juntos" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 198, lon: 133, time: 464)\n", + "Coordinates:\n", + " * lat (lat) float32 0.95 0.84999996 0.75 0.65 ... -18.55 -18.65 -18.75\n", + " * lon (lon) float32 -81.25 -81.15 -81.05 -80.95 ... -68.25 -68.15 -68.05\n", + " * time (time) datetime64[ns] 1981-01-01 1981-02-01 ... 2019-08-01\n", + "Data variables:\n", + " Prec (time, lat, lon) float32 dask.array" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Piscopm_all = xr.open_mfdataset(new_path+'*.nc', combine= 'by_coords') #decode_times=False #YA NO ES NECESARIO\n", + "Piscopm_all" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "array(['1981-01-01T00:00:00.000000000', '1981-02-01T00:00:00.000000000',\n", + " '1981-03-01T00:00:00.000000000', ..., '2019-06-01T00:00:00.000000000',\n", + " '2019-07-01T00:00:00.000000000', '2019-08-01T00:00:00.000000000'],\n", + " dtype='datetime64[ns]')\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1981-01-01 1981-02-01 ... 2019-08-01" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Piscopm_all.time #.values" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\xarray\\core\\nanops.py:140: RuntimeWarning: Mean of empty slice\n", + " return np.nanmean(a, axis=axis, dtype=dtype)\n" + ] + } + ], + "source": [ + "date_clim_ini= datetime.datetime(1981,1,1)\n", + "date_clim_fin= datetime.datetime(2018,12,31)\n", + "#lat_n= 0.95; lat_s= -18.75; lon_w= -81.25; lon_e= -68.05\n", + "\n", + "Pisco_clima = Piscopm_cf.sel(time= slice(date_clim_ini.strftime('%Y-%m-%d'), date_clim_fin.strftime('%Y-%m-%d'))).groupby('time.month').mean(dim='time')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "unexpected EOF while parsing (, line 4)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"\"\u001b[1;36m, line \u001b[1;32m4\u001b[0m\n\u001b[1;33m Pisco_clima = Piscopm_all.Prec.sel(time= slice(date_clim_ini, date_clim_fin).groupby('time.month').mean(dim='time')\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m unexpected EOF while parsing\n" + ] + } + ], + "source": [ + "# # PORQ NO LEE LOS DATOS DE ESTA FORMA?\n", + "# date_clima_ini= '1981-01-01'\n", + "# date_clima_fin= '2018-12-31'\n", + "# Pisco_clima = Piscopm_all.Prec.sel(time= slice(date_clim_ini, date_clim_fin).groupby('time.month').mean(dim='time')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (lat: 198, lon: 133, month: 12)\n", + "Coordinates:\n", + " * lat (lat) float32 0.95 0.84999996 0.75 0.65 ... -18.55 -18.65 -18.75\n", + " * lon (lon) float32 -81.25 -81.15 -81.05 -80.95 ... -68.25 -68.15 -68.05\n", + " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n", + "Data variables:\n", + " Prec (month, lat, lon) float32 nan nan nan ... 89.158516 83.22309" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Pisco_clima\n", + "#Piscopm_all.to_netcdf(new_path+'Pisco_merge_unst_p_st.nc')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc-hr-collapsed": true + }, + "source": [ + "# MODULO SALEM\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "# WGS 84 / UTM zone 18S (EPSG:32718) to WGS 84 (EPSG:4326)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading salem-sample-data...\n" + ] + } + ], + "source": [ + "import salem # instalar salem, geopandas y rasterio" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Salem usa rasterio para abrir y analizar archivos geotiff" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "# fpath= 'M:\\\\data_GIS\\\\shps_amazonbasin\\\\data_draelisa\\\\dem_peru\\\\Dem_amazonia_mejor.tif'\n", + "fpath= '..\\\\Data\\\\Dem_amazonia.tif'" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\numpy\\core\\fromnumeric.py:61: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n", + " return bound(*args, **kwds)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds = salem.open_xr_dataset(fpath)\n", + "hmap = ds.salem.get_map(cmap='topo', vmin=-1100, vmax= 6000)\n", + "hmap.set_data(ds['data']) # crs=None, interp='nearest'\n", + "hmap.visualize(title= 'Tiff AMAZONÍA',cbar_title='msnm');" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# psrs = 'epsg:32630' # http://spatialreference.org/ref/epsg/wgs-84-utm-zone-30n/\n", + "# ds.attrs['pyproj_srs'] = psrs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Proyección personalizada\n", + "Alternativamente, Salem comprenderá cualquier proyección compatible con pyproj . [buscar proyeccion](https://spatialreference.org/ref/epsg/4326/)\n", + "\n", + "La información del proyecto debe proporcionarse como atributo:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\numpy\\core\\fromnumeric.py:61: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n", + " return bound(*args, **kwds)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dsx= Pisco_clima.sel(month=1)\n", + "psrs = 'epsg:4326' #32718 3448\n", + "dsx.attrs['pyproj_srs'] = psrs\n", + "#dsx.set_data(dsx['Prec'])\n", + "dsx.Prec.salem.quick_map(interp='linear', cmap='Blues');" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc-hr-collapsed": false + }, + "source": [ + "## Reproyección de datos \n", + "Puede reproyectar un conjunto de datos en otro con la transform() función:" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\xarray\\core\\nanops.py:140: RuntimeWarning: Mean of empty slice\n", + " return np.nanmean(a, axis=axis, dtype=dtype)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# reproyectando datos de dsx(wgs 84) to ds(epsg:4326)\n", + "# new_path+new_file= 'M:\\\\data_PISCO\\\\merge_pisco\\\\PiscoV2p1_stable_monthly_start.nc'\n", + "ds_x= salem.open_xr_dataset(new_path+new_file)\n", + "ds_xr = dsx.salem.transform(ds_x)\n", + "ds_xr\n", + "ds_xr.Prec.groupby('time.month').mean(dim='time').sel(month=1).salem.quick_map(interp='linear', cmap='Blues');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Actualmente, salem implementa, el vecino más próximo (predeterminado), los métodos de interpolación lineal y spline:" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\xarray\\core\\nanops.py:140: RuntimeWarning: Mean of empty slice\n", + " return np.nanmean(a, axis=axis, dtype=dtype)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ds_xr = dsx.salem.transform(ds_x)\n", + "ds_xr.Prec.groupby('time.month').mean(dim='time').sel(month=1).salem.quick_map(interp='spline', cmap= 'Blues');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Subssetting data \n", + "La subset() función le permite subconjuntar sus conjuntos de datos de acuerdo con datos vectoriales o ráster (georreferenciados), por ejemplo, basados en geometrías bien formadas (por ejemplo, polígonos), otras cuadrículas o archivos de formas:" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\numpy\\core\\fromnumeric.py:61: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n", + " return bound(*args, **kwds)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# M:\\\\data_GIS\\\\dep_peru\\\\Base_Regional_rep.shp\n", + "shdf = salem.read_shapefile('..\\\\Data\\\\shps\\\\Base_Regional_rep.shp')\n", + "shdf = shdf.loc[shdf['NOMBDEP'] == 'LORETO'] # remove other deps\n", + "ds_xr2 = ds_xr.salem.subset(shape=shdf, margin=5) # add or delete pixeles a los limites\n", + "#I am densified (external_values, 1 elements)\n", + "ds_xr2.Prec.groupby('time.month').mean(dim='time').sel(month=1).salem.quick_map(cmap= 'Blues')" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\xarray\\core\\nanops.py:140: RuntimeWarning: Mean of empty slice\n", + " return np.nanmean(a, axis=axis, dtype=dtype)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# shdf = salem.read_shapefile('M:\\\\data_GIS\\\\dep_peru\\\\Loreto.shp')\n", + "# M:\\\\data_GIS\\\\shps_amazonbasin\\\\Tamshiyacu_Amazonas.shp\n", + "ds_xr3 = ds_xr.salem.roi(shape=shdf)\n", + "#I am densified (external_values, 1 elements)\n", + "ds_xr3.Prec.groupby('time.month').mean(dim='time').sel(month=1).salem.quick_map(cmap= 'Blues')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc-hr-collapsed": true + }, + "source": [ + "# ESTACIONES SEMAMI" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "est_senamhi= dict({'ESTACION':['BORJA', 'NAMBALLE', 'CHIRIACO'], \n", + " 'DEPARTAMENTO':['LORETO', 'CAJAMARCA', 'CHIRIACO'],\n", + " 'PROVINCIA':['ALTO AMAZONAS', 'SAN IGNACIO', 'BAGUA'],\n", + " 'DISTRITO':['MANSERICHE', 'NAMBALLE', 'IMAZA'],\n", + " 'LATITUD':['4 27 1 S', '4 59 58.29 S', '5 9 41.2 S'],\n", + " 'LONGITUD':['77 27 1 W', '795 19.03 W', '78 17 17 W'],\n", + " 'ALTITUD':['450 MSNM', '722 MSNM', '323 MSNM'],\n", + " 'TIPO':['CONVENCIONAL METEOROLOGICA', 'CONVENCIONAL METEOROLOGICA', 'CONVENCIONAL METEOROLOGICA'],\n", + " 'CODIGO':[104061, 105107, 105104]\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DEPARTAMENTOPROVINCIADISTRITOLATITUDLONGITUDALTITUDTIPOCODIGO
ESTACION
BORJALORETOALTO AMAZONASMANSERICHE4 27 1 S77 27 1 W450 MSNMCONVENCIONAL METEOROLOGICA104061
NAMBALLECAJAMARCASAN IGNACIONAMBALLE4 59 58.29 S795 19.03 W722 MSNMCONVENCIONAL METEOROLOGICA105107
CHIRIACOCHIRIACOBAGUAIMAZA5 9 41.2 S78 17 17 W323 MSNMCONVENCIONAL METEOROLOGICA105104
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" + ], + "text/plain": [ + " DEPARTAMENTO PROVINCIA DISTRITO LATITUD LONGITUD \\\n", + "ESTACION \n", + "BORJA LORETO ALTO AMAZONAS MANSERICHE 4 27 1 S 77 27 1 W \n", + "NAMBALLE CAJAMARCA SAN IGNACIO NAMBALLE 4 59 58.29 S 795 19.03 W \n", + "CHIRIACO CHIRIACO BAGUA IMAZA 5 9 41.2 S 78 17 17 W \n", + "\n", + " ALTITUD TIPO CODIGO \n", + "ESTACION \n", + "BORJA 450 MSNM CONVENCIONAL METEOROLOGICA 104061 \n", + "NAMBALLE 722 MSNM CONVENCIONAL METEOROLOGICA 105107 \n", + "CHIRIACO 323 MSNM CONVENCIONAL METEOROLOGICA 105104 " + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_est= pd.DataFrame(est_senamhi)\n", + "df_est.set_index('ESTACION')" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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LONGITUDLATITUDCODIGOCATEGORIAICOESTADOCOD_OLDALTITUDFECHA_INICIOFECHA_FIN
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QUEROCOTILLO-79.03696-6.27366106067PLUMDIFERIDO153109.01970201409201908
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QUEBRADA SHUGAR-78.45694-6.68778100113PLUMDIFERIDO153108.03292201402201908
CHUGUR-78.73717-6.67091106077PLUMDIFERIDO153208.02757201405201907
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FECHATMAXTMINHRPP
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FECHATMAXTMINHRPP
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FECHATMAXTMINHRPP
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" + ], + "text/plain": [ + " FECHA TMAX TMIN HR PP\n", + "1805 2014-11-27 NaN NaN NaN 5.5\n", + "1806 2014-11-28 NaN NaN NaN 18.0\n", + "1807 2014-11-29 NaN NaN NaN 73.8\n", + "1808 2014-11-30 NaN NaN NaN 14.5\n", + "1809 2014-12-01 NaN NaN NaN 0.0" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Borja.loc[mask].tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\manuel\\Anaconda3\\envs\\pangeo\\lib\\site-packages\\ipykernel_launcher.py:3: FutureWarning: how in .resample() is deprecated\n", + "the new syntax is .resample(...).sum()\n", + " This is separate from the ipykernel package so we can avoid doing imports until\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "s_Borja= pd.Series(data=Borja.loc[mask]['PP'].values, index=Borja.loc[mask]['FECHA'])\n", + "s_Borja.head()\n", + "s_Borja_r= s_Borja.resample('m', how='sum') # falta mejorar tenia sueño\n", + "s_Borja_r.plot(kind='line')" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# -77.45028\t-4.45028\n", + "Pisco_Borja= Piscopm_all.sel(time= slice('2011-01-01', '2014-12-31')).sel(lon=-77.45028, method='nearest').sel(lat=-4.45028, method='nearest')\n", + "df_pp_pisco= Pisco_Borja.to_dataframe()\n", + "df_pp_pisco.Prec.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Prom areal" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "#A AREA DE ESTUDIO\n", + "lat_n= -1; lat_s= -6; lon_w= -79; lon_e= -75" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Piscopm_all_ta= Piscopm_all.sel(time= slice(date_clim_ini.strftime('%Y-%m-%d'), date_clim_fin.strftime('%Y-%m-%d')), lon=slice(lon_w, lon_e), lat=slice(lat_n, lat_s))\n", + "pp_pisco= Piscopm_all_ta.Prec.mean(dim=('lat','lon'))\n", + "df_pp_pisco= pp_pisco.to_dataframe()\n", + "df_pp_pisco.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# FALTA TRABAJAR\n", + "- CBAR\n", + "- https://plot.ly/python/county-choropleth/\n", + "- https://nordicesmhub.github.io/GEO4962/04-tools/index.html" + ] + } + ], + "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", 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+-78.1727,-7.32249,SAN MARCOS,107006,CO,M,REAL,,2287,201705,201909 +-78.21262,-7.23687,SONDOR-MATARA,107038,CO,M,REAL,,2908,201701,201909 +-78.85308,-6.99684,SAN MIGUEL,106038,CO,M,REAL,,2658,201701,201909 +-78.744,-6.82275,QUILCATE,106039,CO,M,REAL,,3082,201709,201909 +-78.81119,-6.97833,LLAPA,106019,CO,M,REAL,,2932,201701,201909 +-79.12902,-6.92511,NIEPOS,100092,CO,M,REAL,,2424,201701,201909 +-78.83083,-7.11775,SAN PABLO,107036,CO,M,REAL,,2338,201707,201909 +-78.94761,-6.61657,SANTA CRUZ,106056,CO,M,REAL,,2002,201705,201909 +-79.09377,-6.81474,UDIMA,106068,CO,M,REAL,,2466,201802,201909 +-71.87528,-13.55694,GRANJA KCAYRA,100044,MAP,M,REAL,,3219,201701,201909 +-71.68361,-13.91694,ACOMAYO,113038,CO,M,REAL,,3160,201701,201908 +-71.57278,-14.02806,POMACANCHI,114046,CO,M,REAL,,3200,201701,201909 +-72.575,-13.56222,PUENTE CUNYAC,230503,HLG,H,REAL,,2345,201706,201909 +-72.21583,-13.46833,ANTA ANCACHURO,113035,CO,M,REAL,,3340,201701,201909 +-71.84972,-13.41611,PISAC,100101,CO,M,REAL,,2950,201701,201909 +-71.84139,-13.42778,PISAC,250303,HLG,H,REAL,,2971,201701,201909 +-72.28361,-12.68361,QUEBRADA YANATILE,112154,CO,M,REAL,,1050,201701,201909 +-71.23722,-14.25361,SICUANI,114033,CO,M,REAL,,3574,201701,201909 +-71.2319,-14.16991,SALCCA,250308,HLM,H,REAL,,3918,201711,201909 +-72.08861,-14.39944,SANTO TOMAS,114030,CO,M,REAL,,3253,201701,201909 +-72.17167,-14.4175,PUENTE COLCA,230502,HLM,H,REAL,,3250,201703,201909 +-72.69194,-12.85611,QUILLABAMBA,112036,CP,M,REAL,,990,201706,201909 +-71.84472,-13.7675,PARURO,113037,CO,M,REAL,,3084,201701,201909 +-71.59528,-13.31472,PAUCARTAMBO,250405,HLG,H,REAL,,3042,201701,201909 +-71.59056,-13.32444,PAUCARTAMBO,100100,CO,M,REAL,,3042,201701,201909 +-71.70028,-13.60028,CAY CAY,113122,CO,M,REAL,,3150,201705,201909 +-71.72056,-13.10694,CHACLLABAMBA,250301,HLG,H,REAL,,2518,201711,201908 +-71.64722,-13.2175,CHALLABAMBA,100024,CO,M,REAL,,2740,201701,201909 +-71.67306,-13.36306,COLQUEPATA,113116,CO,M,REAL,,3729,201701,201909 +-70.75028,-13.21694,QUINCEMIL,100114,CO,M,REAL,,651,201705,201909 +-71.56028,-13.61,CCATCCA,113041,CO,M,REAL,,3729,201701,201909 +-72.12455,-13.30517,URUBAMBA,113034,CP,M,REAL,,2850,201701,201909 +-72.54585,-13.16655,MACHU PICCHU,113031,CO,M,REAL,,2548,201701,201909 +-75.09167,-12.41111,PILCHACA,112060,CO,M,REAL,,3880,201701,201909 +-74.56028,-12.85306,ACOBAMBA,112067,CO,M,REAL,,3236,201701,201909 +-74.71808,-12.98194,LIRCAY,112065,CO,M,REAL,,3360,201701,201909 +-75.4,-13.78333,CHALLACA,213502,HLM,H,REAL,,1934,201701,201909 +-74.86611,-12.39306,PAMPAS,112012,CO,M,REAL,,3240,201701,201909 +-75.05639,-12.36611,ACOSTAMBO,112051,CO,M,REAL,,3675,201712,201909 +-74.66681,-12.41472,COLCABAMBA,112163,CO,M,REAL,,3055,201701,201909 +-74.78583,-12.19944,SALCABAMBA,100120,CO,M,REAL,,3280,201701,201909 +-76.30962,-9.92095,CANCHAN,100020,CO,M,REAL,,1986,201701,201909 +-76.30938,-9.9222,PUENTE HIGUERAS,221811,HLM,H,REAL,,2006,201701,201909 +-76.24856,-9.95201,HUANUCO,109003,CP,M,REAL,,1947,201705,201909 +-76.1824,-10.3399,SAN RAFAEL,221309,HLM,H,REAL,,2717,201701,201909 +-76.17652,-10.32924,SAN RAFAEL,110025,CO,M,REAL,,2722,201701,201909 +-76.77361,-9.71694,DOS DE MAYO,109077,CO,M,REAL,,3442,201701,201909 +-76.00044,-9.3085,TINGO MARIA,109027,CP,M,REAL,,660,201701,201909 +-76.00207,-9.29601,TINGO MARIA,221820,HLG,H,REAL,,646,201701,201909 +-75.81393,-9.20091,LA DIVISORIA,108025,CO,M,REAL,,1961,201701,201909 +-76.11171,-8.92987,AUCAYACU,108033,CO,M,REAL,,586,201701,201909 +-76.00944,-9.14706,TULUMAYO,109028,MAP,M,REAL,,640,201803,201909 +-75.90028,-9.83361,CHAGLLA,109021,CO,M,REAL,,2800,201701,201909 +-74.95028,-9.36694,PUERTO INCA,231101,HLM,H,REAL,,215,201701,201909 +-74.96083,-9.38139,PUERTO INCA,109032,CO,M,REAL,,249,201701,201909 +-74.70882,-8.92749,TOURNAVISTA,108034,CO,M,REAL,,213,201806,201909 +-76.50028,-9.88361,JACAS CHICO,109022,PE,M,REAL,,3673,201701,201909 +-75.72052,-13.99978,TACAMA,113058,CO,M,REAL,,429,201701,201909 +-75.68208,-14.37844,OCUCAJE,114020,CO,M,REAL,,311,201701,201909 +-75.71101,-14.07331,SAN CAMILO,114008,MAP,M,REAL,,407,201701,201909 +-75.67869,-13.92475,LOS MOLINOS (ALEJANDRO PLAZA GARCIA),213500,HLG,H,REAL,,500,201705,201909 +-75.60704,-13.843,HUAMANI,113010,CO,M,REAL,,790,201701,201909 +-76.13425,-13.45781,FONAGRO (CHINCHA),100043,MAP,M,REAL,,71,201701,201909 +-75.78697,-13.21058,SAN JUAN DE YANAC,113081,CO,M,REAL,,2513,201701,201909 +-75.64629,-13.04795,SAN PEDRO DE HUACARPANA,113061,CO,M,REAL,,3772,201705,201909 +-74.95028,-14.63361,HUALLPOCA,230712,HLG,H,REAL,,1025,201701,201909 +-74.89082,-14.97501,COPARA,114018,CO,M,REAL,,587,201802,201909 +-75.18926,-14.54939,PALPA,114021,CO,M,REAL,,340,201701,201909 +-71.09062,-15.84266,IMATA,115029,CO,M,REAL,,4475,201701,201909 +-71.46378,-15.49428,SIBAYO,115024,CO,M,REAL,,3806,201701,201909 +-72.65065,-15.84602,CHUQUIBAMBA,115020,CO,M,REAL,,2850,201701,201909 +-72.83333,-15.5,SALAMANCA,115043,CO,M,REAL,,3203,201706,201909 +-71.63879,-16.99936,LA PASCANA,204905,HLG,H,REAL,,222,201804,201909 +-71.72454,-17.07147,PAMPA BLANCA,117005,CP,M,REAL,,106,201701,201909 +-72.89325,-15.21134,COTAHUASI,115019,CO,M,REAL,,2683,201701,201909 +-73.82756,-13.43422,MARCELINO SERNA (PAMPAS),251001,HLG,H,REAL,,1982,201705,201909 +-74.21694,-13.07667,WAYLLAPAMPA,112069,CO,M,REAL,,2470,201701,201909 +-74.14222,-13.05167,LA QUINUA,113021,CO,M,REAL,,3240,201701,201909 +-74.39067,-13.08742,SAN PEDRO DE CACHI,100127,CO,M,REAL,,2990,201701,201909 +-74.1316,-14.69928,PUQUIO,114023,CO,M,REAL,,3168,201701,201909 +-74.94056,-14.13194,HUAC-HUAS,114055,CO,M,REAL,,3180,201701,201909 +-74.92135,-14.23998,LLAUTA,213600,HLG,H,REAL,,2615,201701,201909 +-73.77945,-15.01194,CORACORA,115015,CO,M,REAL,,3156,201701,201909 +-73.34113,-15.27533,PAUZA,115017,CO,M,REAL,,2477,201701,201909 +-73.63882,-14.04378,PAUCARAY,114044,CO,M,REAL,,3238,201701,201909 +-74.07056,-13.75028,HUANCAPI,113022,CO,M,REAL,,3120,201701,201909 +-73.93444,-13.64833,VILCASHUAMAN,113100,CO,M,REAL,,3656,201701,201909 +-78.47833,-7.165,MASHCON,220213,HLG,H,REAL,,2515,201701,201909 +-78.6334,-7.03753,GRANJA PORCON,107002,CO,M,REAL,,3149,201701,201909 +-78.49309,-7.1675,AUGUSTO WEBERBAUER,107028,MAP,M,REAL,,2673,201701,201909 +-78.51582,-7.32604,ASUNCION,107018,CO,M,REAL,,2270,201701,201909 +-78.54106,-7.42857,COSPAN,100037,CO,M,REAL,,2423,201709,201908 +-78.33314,-7.12327,LA ENCAÑADA,107093,CO,M,REAL,,2980,201701,201909 +-78.40376,-7.22064,JESUS TUNEL,220205,HLG,H,REAL,,2568,201701,201909 +-78.38841,-7.2457,JESUS,107016,CO,M,REAL,,2564,201701,201909 +-78.29472,-7.24262,NAMORA BOCATOMA,220206,HLG,H,REAL,,2612,201701,201909 +-78.65261,-7.25346,MAGDALENA,107017,CO,M,REAL,,1307,201701,201909 +-78.32782,-7.2006,NAMORA,107037,CO,M,REAL,,2744,201705,201909 +-78.49106,-7.29756,SAN JUAN,107005,CO,M,REAL,,2228,201711,201909 +-78.05131,-7.62166,CAJABAMBA,107008,CO,M,REAL,,2625,201701,201909 +-78.26855,-7.45106,CACHACHI,107068,PE,M,REAL,,3203,201810,201909 +-78.11313,-7.46354,PUENTE CRISNEJAS,220201,HLM,H,REAL,,1988,201701,201909 +-78.14485,-6.85292,CELENDIN,106010,CO,M,REAL,,2602,201701,201909 +-78.03024,-6.84465,BALZAS,221303,HLM,H,REAL,,854,201701,201909 +-78.64863,-6.54713,CHOTA,106034,CO,M,REAL,,2468,201701,201909 +-78.8886,-6.46009,COCHABAMBA,106058,CO,M,REAL,,1653,201802,201909 +-78.96315,-6.45368,HUAMBOS,106054,CP,M,REAL,,2263,201706,201909 +-78.74111,-6.55972,CHOTANO LAJAS,220611,HLG,H,REAL,,2148,201802,201909 +-79.12262,-6.51443,LLAMA,106053,CO,M,REAL,,2096,201802,201909 +-79.35583,-6.40806,TOCMOCHE,106061,CO,M,REAL,,1435,201805,201909 +-78.82273,-7.36521,CONTUMAZA,107052,CO,M,REAL,,2542,201701,201909 +-78.83799,-7.21969,PUENTE CHILETE,201207,HLG,H,REAL,,848,201701,201909 +-78.83799,-7.21968,CHILETE,107058,PLU,M,REAL,,848,201810,201909 +-78.92673,-7.42819,SAN BENITO,107057,CO,M,REAL,,1317,201810,201909 +-78.16232,-10.06812,HUARMEY,110016,CO,M,REAL,,8,201701,201909 +-77.65519,-9.92723,MALVAS,109038,CO,M,REAL,,2979,201707,201909 +-77.35072,-8.87045,PISCOBAMBA II,108103,CO,M,REAL,,3290,201803,201909 +-78.00461,-8.39058,CABANA,108064,CP,M,REAL,,3364,201701,201909 +-77.45733,-8.8217,POMABAMBA,108017,CO,M,REAL,,2985,201701,201909 +-77.45365,-9.72919,RECUAY,109017,CO,M,REAL,,3431,201701,201909 +-77.86712,-6.2083,CHACHAPOYAS,106011,CO,M,REAL,,2442,201701,201909 +-78.43553,-5.41994,ARAMANGO,105075,CO,M,REAL,,508,201705,201909 +-77.97569,-5.94485,JAZAN,105079,CO,M,REAL,,1354,201901,201909 +-78.43154,-5.75568,LOS NARANJOS,221501,HLG,H,REAL,,427,201701,201909 +-78.53396,-5.66148,BAGUA CHICA,105068,CP,M,REAL,,397,201701,201909 +-78.23725,-5.89369,JAMALCA,105042,CO,M,REAL,,1173,201701,201909 +-77.74136,-9.63204,CAJAMARQUILLA,109046,CO,M,REAL,,3286,201801,201909 +-77.88761,-9.55239,PARIACOTO,109040,CO,M,REAL,,1312,201706,201909 +-77.60674,-9.78165,AIJA,109016,CO,M,REAL,,3508,201701,201909 +-77.15949,-10.14763,CHIQUIAN,110018,CO,M,REAL,,3386,201701,201909 +-77.17526,-9.58598,CHAVIN,109019,CO,M,REAL,,3140,201701,201909 +-77.55872,-10.20739,CHAMANA,110039,CO,M,REAL,,1260,201706,201909 +-77.65,-8.56667,SIHUAS,108047,CO,M,REAL,,2716,201701,201909 +-77.74998,-9.14189,YUNGAY,109018,CO,M,REAL,,2466,201701,201909 +-72.73472,-13.55222,CURAHUASI,113029,CP,M,REAL,,2763,201701,201909 +-72.85761,-13.60433,GRANJA SAN ANTONIO,113225,MAP,M,REAL,,2804,201701,201909 +-73.36667,-13.64861,ANDAHUAYLAS,113025,CO,M,REAL,,2865,201701,201909 +-73.25064,-14.29153,AYMARAES,114117,CO,M,REAL,,2964,201701,201909 +-72.17522,-13.94492,TAMBOBAMBA,113059,CO,M,REAL,,3317,201701,201909 +-73.82472,-13.43672,PAMPAS,113138,CO,M,REAL,,2031,201705,201909 +-72.66667,-14.06139,CURPAHUASI,114108,CO,M,REAL,,3579,201701,201909 +-71.53453,-16.4138,LA PAMPILLA,116017,MAP,M,REAL,,2326,201701,201909 +-71.40939,-16.40645,CHIGUATA,116020,CO,M,REAL,,2902,201704,201909 +-71.56635,-16.45774,HUASACACHE,116003,CO,M,REAL,,2200,201701,201909 +-71.67503,-16.42679,PUENTE DEL DIABLO,204707,HLG,H,REAL,,1983,201701,201909 +-71.57431,-16.45992,TINGO GRANDE,204708,HLG,H,REAL,,2196,201802,201909 +-71.92464,-16.58359,LA JOYA,116005,MAP,M,REAL,,1278,201701,201909 +-72.69957,-16.54193,HACIENDA PAMPATA,204621,HLG,H,REAL,,73,201707,201909 +-73.1145,-16.427,OCOÑA,204504,HLG,H,REAL,,23,201707,201909 +-72.70156,-16.64034,CAMANA,116013,CO,M,REAL,,8,201701,201909 +-73.36259,-15.77568,CARAVELI,115018,CO,M,REAL,,1755,201701,201909 +-73.69417,-16.22833,PUNTA ATICO,116011,CO,M,REAL,,20,201701,201909 +-73.87089,-15.74765,CHAPARRA,100026,CO,M,REAL,,1033,201701,201909 +-74.8503,-15.57119,LOMAS,115133,CO,M,REAL,,8,201809,201909 +-72.48355,-16.00806,HUATIAPA,204617,HLG,H,REAL,,689,201701,201909 +-72.49226,-16.07288,APLAO,116014,CO,M,REAL,,618,201701,201909 +-72.3551,-15.5009,ANDAHUA,115085,CO,M,REAL,,3562,201805,201909 +-72.12932,-15.57497,CHOCO,115089,CO,M,REAL,,2428,201805,201909 +-72.50222,-15.64528,MACHAHUAY,115129,CO,M,REAL,,3150,201701,201909 +-72.33861,-15.26056,ORCOPAMPA,115086,CO,M,REAL,,3779,201701,201909 +-72.56722,-15.71389,PAMPACOLCA,115021,CO,M,REAL,,2950,201701,201909 +-71.60169,-15.64163,CHIVAY,115025,CO,M,REAL,,3644,201701,201909 +-71.97409,-15.6226,CABANACONDE,115041,CO,M,REAL,,3333,201701,201909 +-71.77019,-15.18882,CAYLLOMA,115022,CO,M,REAL,,4318,201701,201909 +-72.10693,-15.73201,HUAMBO,115090,CO,M,REAL,,3312,201709,201908 +-71.88108,-16.03458,HUANCA,116058,CO,M,REAL,,3065,201701,201909 +-77.82178,-10.67398,PARAMONGA,110015,CP,M,REAL,,18,201801,201909 +-76.98971,-10.47788,CAJATAMBO,110019,CO,M,REAL,,3432,201707,201909 +-76.62569,-11.47121,CANTA,111026,CP,M,REAL,,2818,201701,201909 +-76.62217,-11.45293,OBRAJILLO,202802,HLG,H,REAL,,2706,201701,201909 +-76.83719,-11.69463,PUENTE MAGDALENA,111151,HLG,H,REAL,,935,201802,201909 +-76.49637,-12.52194,LA CAPILLA,203101,HLG,H,REAL,,403,201708,201909 +-76.20027,-13.03051,SOCSI CAÑETE,113140,PE,M,REAL,,302,201701,201909 +-76.19453,-13.0283,SOCSI,203302,HLG,H,REAL,,310,201701,201909 +-76.05793,-12.86689,PACARAN,112058,CO,M,REAL,,684,201701,201909 +-76.05479,-12.86096,PACARAN,203303,HLM,H,REAL,,688,201802,201909 +-77.122,-11.45281,HUAYAN,111022,CO,M,REAL,,346,201803,201909 +-77.02823,-11.37009,SANTO DOMINGO,202701,HLG,H,REAL,,620,201701,201909 +-72.15266,-16.33565,PAMPA DE MAJES,116006,MAP,M,REAL,,1498,201701,201909 +-75.03611,-12.78028,HUANCAVELICA,112061,CO,M,REAL,,3860,201705,201909 +-73.29322,-3.78653,PUERTO ALMENDRA,103046,CO,M,REAL,,146,201701,201909 +-76.37792,-11.83913,MATUCANA,111027,CO,M,REAL,,2417,201802,201909 +-76.62437,-12.0314,ANTAPUCRO,203003,HLG,H,REAL,,1026,201802,201909 +-76.25938,-11.7345,RIO BLANCO,202904,HLG,H,REAL,,3510,201708,201909 +-76.23429,-12.13886,HUAROCHIRI,112055,CO,M,REAL,,3120,201801,201909 +-76.35207,-12.18088,SAN LAZARO DE ESCOMARCA,112126,CO,M,REAL,,3758,201701,201909 +-76.301,-11.76017,SAN MATEO DE HUANCHOR,111175,PLU,M,REAL,,3015,201801,201909 +-76.30111,-11.76012,SAN MATEO,202905,HLG,H,REAL,,3156,201801,201909 +-76.66664,-11.92,SANTA EULALIA,111086,PLU,M,REAL,,970,201801,201909 +-76.66678,-11.91984,SANTA EULALIA,202930,HLM,H,REAL,,970,201802,201909 +-77.60603,-11.12386,UNJF SANCHEZ CARRION - HUACHO,111163,CP,M,REAL,,45,201707,201909 +-77.36839,-11.36014,LOMAS DE LACHAY,111018,CO,M,REAL,,384,201706,201909 +-77.55011,-11.06068,ALCANTARILLA,111004,MAP,M,REAL,,131,201701,201909 +-76.73701,-10.92162,PICOY,110021,CO,M,REAL,,2920,201803,201909 +-76.7367,-10.92164,PICOY,202607,HLG,H,REAL,,2903,201802,201909 +-77.2,-11.15,SAYAN,212301,HLM,H,REAL,,790,201701,201909 +-77.6489,-10.91294,CAMAY,110017,CO,M,REAL,,59,201701,201909 +-75.91039,-12.49173,YAUYOS,112057,CO,M,REAL,,2285,201801,201909 +-75.83365,-12.89858,HUANGASCAR,112134,PE,M,REAL,,2500,201803,201909 +-73.25406,-3.69003,PUNCHANA,103015,PE,M,REAL,,116,201901,201909 +-73.16112,-4.00356,TAMSHIYACU,103049,CO,M,REAL,,98,201701,201909 +-73.1614,-4.00316,TAMSHIYACU,240103,HLM,H,REAL,,97,201701,201909 +-72.76667,-3.42333,FRANCISCO ORELLANA,103024,PE,M,REAL,,137,201707,201909 +-73.07944,-3.48472,MAZAN,103044,CP,M,REAL,,103,201701,201909 +-76.08361,-5.93361,SAN RAMON,100128,CP,M,REAL,,120,201701,201909 +-76.55477,-4.82954,SAN LORENZO,104057,CO,M,REAL,,150,201803,201909 +-76.70678,-4.83122,SAN LORENZO,220108,HLG,H,REAL,,300,201803,201909 +-75.81883,-5.21814,LAGUNAS,230603,HLM,H,REAL,,118,201701,201909 +-73.58375,-4.51336,NAUTA,104056,CO,M,REAL,,88,201901,201909 +-70.51206,-3.91125,CABALLOCOCHA,103031,CO,M,REAL,,107,201701,201909 +-71.85756,-3.31453,PEBAS,103054,CO,M,REAL,,106,201701,201909 +-69.20028,-12.58361,PUERTO MALDONADO,100109,CP,M,REAL,,200,201701,201909 +-69.578,-10.95589,IÑAPARI,110129,CO,M,REAL,,244,201703,201909 +-70.93167,-17.16917,MOQUEGUA,117002,CP,M,REAL,,1450,201701,201909 +-70.69444,-16.81306,CARUMAS,116025,CO,M,REAL,,2976,201701,201909 +-70.6828,-16.735,CALACOA,116051,CO,M,REAL,,3260,201707,201909 +-71.16944,-16.62694,PUQUINA,116021,CO,M,REAL,,3284,201701,201909 +-70.85394,-16.37206,UBINAS,100142,CO,M,REAL,,3380,201701,201907 +-71.37361,-17.69867,PUNTA COLES,117008,CO,M,REAL,,25,201701,201909 +-71.28806,-17.62694,ILO,117007,CO,M,REAL,,75,201701,201909 +-76.25028,-10.69361,CERRO DE PASCO,110037,CO,M,REAL,,4260,201701,201909 +-76.51285,-10.4896,YANAHUANCA,110007,CO,M,REAL,,3150,201701,201909 +-75.38417,-10.59417,OXAPAMPA,110028,CO,M,REAL,,1850,201701,201909 +-75.55028,-10.05028,POZUZO,110027,CO,M,REAL,,1000,201701,201909 +-80.68436,-5.2462,SAN MIGUEL,105063,MAP,M,REAL,,24,201701,201909 +-80.27982,-4.73197,PARTIDOR,104084,CO,M,REAL,,218,201701,201909 +-79.71077,-4.63776,AYABACA,104058,CP,M,REAL,,2633,201701,201909 +-79.75792,-4.75238,SAUSAL DE CULUCAN,104059,CO,M,REAL,,997,201803,201909 +-79.89047,-4.9169,ALTO DE POCLUS,104097,CP,M,REAL,,3080,201701,201909 +-79.98178,-4.77817,SAPILLICA,104019,PLU,M,REAL,,1466,201905,201909 +-79.45399,-5.24681,HUANCABAMBA,105055,CP,M,REAL,,1954,201701,201909 +-79.46349,-5.11153,SALALA,105096,CP,M,REAL,,2974,201902,201909 +-79.52542,-5.56599,HUARMACA,105064,CO,M,REAL,,2178,201701,201909 +-79.43137,-5.3398,SONDORILLO,105022,CO,M,REAL,,1917,201802,201909 +-80.16956,-5.10843,CHULUCANAS,105070,CP,M,REAL,,89,201703,201909 +-79.79168,-5.03865,CHALACO,105016,CP,M,REAL,,2296,201707,201909 +-79.98233,-5.5337,VIRREY,105013,PLU,M,REAL,,208,201901,201909 +-80.01621,-5.07954,SAN PEDRO,100126,PLU,M,REAL,,240,201708,201909 +-80.01624,-5.0796,SAN PEDRO,200415,HLG,H,REAL,,241,201707,201909 +-79.97107,-5.19465,MORROPON,105106,CO,M,REAL,,128,201701,201909 +-79.85794,-5.33977,MALACASI,108007,CP,M,REAL,,153,201701,201909 +-79.87038,-5.03824,SANTO DOMINGO,100131,CO,M,REAL,,1457,201701,201909 +-81.05969,-4.92114,LA ESPERANZA,104090,CP,M,REAL,,7,201701,201909 +-80.54717,-4.64288,LANCONES,104016,CO,M,REAL,,133,201707,201909 +-80.73556,-4.85574,MALLARES,104079,CP,M,REAL,,44,201701,201909 +-81.21815,-4.26198,EL ALTO,104080,CO,M,REAL,,291,201701,201909 +-80.81275,-5.52756,CHUSIS,105105,CP,M,REAL,,8,201701,201909 +-80.74262,-5.4545,BERNAL,105012,CO,M,REAL,,14,201707,201909 +-70.01208,-15.82625,PUNO,100110,CP,M,REAL,,3812,201701,201907 +-69.93603,-15.81597,LOS UROS,100088,CO,M,REAL,,3808,201701,201909 +-69.81083,-15.99058,RINCON DE LA CRUZ,115052,CO,M,REAL,,3935,201709,201909 +-69.691,-15.72047,ISLA TAQUILE,115049,CO,M,REAL,,3850,201707,201909 +-69.83214,-15.60636,CAPACHICA,100021,CO,M,REAL,,3828,201701,201909 +-70.33949,-15.79944,MAÑAZO,115051,CO,M,REAL,,3920,201701,201909 +-70.06658,-16.15469,LARAQUERI,116033,CO,M,REAL,,3900,201701,201909 +-70.19075,-14.91436,AZANGARO,114041,CO,M,REAL,,3863,201701,201909 +-70.18936,-14.91975,PUENTE CARRETERA AZANGARO,210102,HLG,H,REAL,,3860,201701,201909 +-70.11822,-15.13625,ARAPA,115035,CO,M,REAL,,3830,201701,201909 +-69.95181,-14.76694,MUÑANI,114042,CO,M,REAL,,3948,201701,201909 +-70.43908,-14.07,MACUSANI,114039,CO,M,REAL,,4345,201701,201909 +-70.02592,-14.36419,CRUCERO,114058,CO,M,REAL,,4183,201701,201909 +-69.45992,-16.20378,JULI,116061,CO,M,REAL,,3812,201701,201909 +-69.03733,-16.56383,PUENTE DESAGUADERO,270700,HLG,H,REAL,,3808,201701,201909 +-69.31697,-16.57225,PUENTE LOROCO CALLACAME,210502,HLG,H,REAL,,3951,201701,201909 +-69.36856,-16.90703,PIZACOMA,116029,CO,M,REAL,,3930,201701,201909 +-69.62592,-16.08825,PUENTE CARRETERA ILAVE,210301,HLG,H,REAL,,3850,201701,201907 +-69.66194,-16.0675,ILAVE,116027,CO,M,REAL,,3871,201810,201909 +-69.57094,-16.14039,PUENTE ZAPATILLA,270503,HLM,H,REAL,,3840,201701,201909 +-69.71547,-16.739,MAZO CRUZ,116026,CO,M,REAL,,4003,201707,201909 +-69.87381,-15.25544,PUENTE RAMIS,210101,HLG,H,REAL,,3812,201701,201909 +-69.75356,-15.2015,HUANCANE,115037,CO,M,REAL,,3890,201701,201909 +-69.79258,-15.21647,PUENTE HUANCANE,210201,HLG,H,REAL,,3860,201701,201909 +-70.37211,-15.67344,LAMPA,100081,CO,M,REAL,,3892,201701,201909 +-70.67578,-15.48353,PAMPAHUTA,115027,CO,M,REAL,,4400,201705,201908 +-70.36664,-15.04561,PUCARA,115046,CO,M,REAL,,3900,201707,201909 +-70.60002,-15.68427,RIO VERDE,270300,HLG,H,REAL,,4036,201802,201909 +-70.91242,-15.76446,CRUCERO ALTO,115044,CO,M,REAL,,4521,201706,201909 +-70.59289,-14.87267,AYAVIRI,114038,CO,M,REAL,,3928,201701,201909 +-70.88594,-14.93653,LLALLY,114034,CO,M,REAL,,3980,201701,201909 +-69.48428,-15.38828,HUARAYA MOHO,115038,CO,M,REAL,,3890,201701,201909 +-69.86803,-14.91489,PUTINA,114093,CO,M,REAL,,3878,201701,201909 +-69.53453,-14.67872,ANANEA,114050,CO,M,REAL,,4660,201701,201909 +-70.19133,-15.45085,PUENTE COATA-UNOCOLLA,210407,HLG,H,REAL,,3835,201803,201909 +-69.96989,-15.16958,CABANILLAS,115033,CO,M,REAL,,3920,201803,201909 +-76.96667,-6,MOYOBAMBA,106014,CO,M,REAL,,860,201701,201909 +-76.90278,-6.11542,JEPELACIO,106088,CO,M,REAL,,1000,201701,201909 +-77.09472,-6.14528,SORITOR,106083,CO,M,REAL,,890,201701,201909 +-76.55028,-7.05028,BELLAVISTA,107012,CO,M,REAL,,247,201701,201909 +-76.57306,-6.80944,SAN PABLO,106091,CO,M,REAL,,270,201701,201909 +-76.73,-6.51889,ALAO,106092,CO,M,REAL,,420,201701,201909 +-76.76694,-6.90028,SAPOSOA,106032,CO,M,REAL,,320,201701,201909 +-76.51722,-6.42278,LAMAS,106016,CO,M,REAL,,790,201701,201909 +-76.30028,-6.33361,PONGO DE CAYNARACHI,100104,CO,M,REAL,,230,201701,201909 +-76.6125,-6.41639,TABALOSOS,106043,CO,M,REAL,,480,201701,201909 +-76.74139,-7.27056,HUAYABAMBA,230504,HLG,H,REAL,,310,201706,201909 +-76.7775,-7.28111,PACHIZA,107010,CO,M,REAL,,380,201701,201909 +-76.36667,-6.88333,PICOTA,230715,HLG,H,REAL,,220,201701,201909 +-76.28056,-6.77861,PILLUANA,106098,CO,M,REAL,,195,201701,201909 +-76.16667,-7,SHAMBOYACU,107091,PLU,M,REAL,,310,201711,201909 +-76.16694,-7.00028,SHAMBOYACU,221813,HLG,H,REAL,,350,201711,201909 +-76.25028,-6.93361,TINGO DE PONAZA,106119,CO,M,REAL,,225,201701,201909 +-77.16694,-6.04667,RIOJA,106013,CO,M,REAL,,880,201701,201909 +-76.46667,-6.5,TARAPOTO,100138,CO,M,REAL,,282,201701,201909 +-76.09861,-6.56944,CHAZUTA,230601,HLM,H,REAL,,155,201701,201909 +-76.09833,-6.56889,CHAZUTA,106101,CO,M,REAL,,160,201701,201909 +-76.31694,-6.58361,EL PORVENIR,106040,MAP,M,REAL,,230,201701,201909 +-76.20028,-6.69194,SAUCE,106017,CO,M,REAL,,580,201701,201909 +-76.50789,-8.18475,PUENTE TOCACHE,230700,HLG,H,REAL,,508,201701,201909 +-76.58049,-8.11524,TANANTA,100137,CP,M,REAL,,480,201709,201909 +-70.45456,-17.63312,CORUCA,214901,HLG,H,REAL,,672,201707,201909 +-70.25153,-18.02689,JORGE BASADRE,118004,MAP,M,REAL,,538,201701,201909 +-70.52411,-18.20678,LA YARADA,118002,CP,M,REAL,,21,201701,201909 +-70.18611,-17.94889,CALANA,117003,CP,M,REAL,,871,201701,201909 +-70.48833,-17.78394,SAMA GRANDE,117018,CO,M,REAL,,534,201701,201909 +-70.13889,-17.87889,CALIENTES,117015,CO,M,REAL,,1200,201706,201909 +-69.62628,-17.57986,BOCATOMA,100007,CO,M,REAL,,4260,201805,201909 +-70.25389,-17.27111,CANDARAVE,117019,CO,M,REAL,,3435,201701,201909 +-70.51281,-17.41783,ILABAYA,117016,CO,M,REAL,,1375,201706,201909 +-70.96583,-17.86389,ITE,117012,CO,M,REAL,,154,201701,201909 +-70.03389,-17.47417,TARATA,117020,CO,M,REAL,,3050,201701,201909 +-80.39504,-3.5038,PUERTO PIZARRO,103038,CO,M,REAL,,2,201802,201909 +-80.56927,-3.62829,LA CRUZ,100072,CP,M,REAL,,7,201701,201909 +-80.45667,-3.80233,EL TIGRE,103016,PLU,M,REAL,,45,201707,201909 +-80.45685,-3.76848,EL TIGRE,200202,HLG,H,REAL,,44,201707,201909 +-80.50546,-3.8119,RICA PLAYA,103036,CO,M,REAL,,68,201803,201909 +-80.65058,-3.9391,CAÑAVERAL,103042,CO,M,REAL,,131,201701,201909 +-80.23324,-3.56732,PAPAYAL,103040,CO,M,REAL,,50,201701,201909 +-75.50639,-9.04222,AGUAYTIA,108028,CO,M,REAL,,319,201701,201909 +-75.50449,-9.03738,PUENTE AGUAYTIA,231201,HLG,H,REAL,,278,201701,201909 +-75.21639,-8.83444,SAN ALEJANDRO,100121,CO,M,REAL,,210,201701,201909 +-75.21281,-8.83091,SAN ALEJANDRO,250103,HLM,H,REAL,,207,201701,201909 +-74.86613,-8.58249,LAS PALMERAS DE UCAYALI,108026,CP,M,REAL,,170,201706,201909 +-75.21306,-14.52648,RIO GRANDE,114006,CO,M,REAL,,325,201802,201909 +-75.10407,-14.23731,PAMPA BLANCA,114066,PE,M,REAL,,1020,201709,201909 +-75.71956,-13.64014,LETRAYOC,203601,HLG,H,REAL,,756,201707,201906 +-75.96641,-13.74114,HACIENDA BERNALES,100046,CO,M,REAL,,293,201701,201909 +-75.24194,-12.04806,PUENTE BREÑA,230931,HLG,H,REAL,,3220,201701,201909 +-75.22083,-12.00417,SANTA ANA,112083,MAP,M,REAL,,3295,201701,201909 +-75.23528,-12.16306,VIQUES,112037,CO,M,REAL,,3186,201701,201909 +-75.05028,-11.58361,RUNATULLO,100119,CO,M,REAL,,3690,201701,201909 +-75.12917,-11.74861,COMAS,111031,CO,M,REAL,,3640,201707,201909 +-75.28778,-11.88083,INGENIO,111097,CO,M,REAL,,3390,201701,201909 +-74.8325,-10.96556,PICHANAKY,110008,CO,M,REAL,,546,201701,201909 +-75.34606,-11.20139,RIO TULUMAYO,250501,HLM,H,REAL,,1259,201803,201909 +-75.48689,-11.78664,JAUJA,111005,CO,M,REAL,,3378,201701,201909 +-75.52389,-11.53944,RICRAN,111095,CO,M,REAL,,3820,201701,201909 +-75.98878,-11.14328,JUNIN,111583,CO,M,REAL,,4120,201701,201909 +-74.6175,-11.22806,SATIPO,111038,CO,M,REAL,,660,201701,201909 +-75.69028,-11.39694,TARMA,111029,CO,M,REAL,,3000,201701,201909 +-75.62083,-11.26167,HUASAHUASI,111030,CO,M,REAL,,2750,201701,201909 +-76.32487,-11.4044,MARCAPOMACOCHA,111028,CO,M,REAL,,4447,201707,201909 +-76.40453,-11.34583,YANTAC,111076,CO,M,REAL,,4617,201809,201909 +-75.95944,-11.56861,LA OROYA,111046,CO,M,REAL,,3910,201701,201909 +-75.33806,-12.03833,HUAYAO,112056,CP,M,REAL,,3360,201701,201909 +-75.43194,-12.125,SAN JUAN DE JARPA,112028,CO,M,REAL,,3600,201701,201909 +-75.35528,-12.25222,LAIVE,112059,CO,M,REAL,,3860,201701,201909 +-78.9851,-8.11203,TRUJILLO,108068,CO,M,REAL,,44,201705,201909 +-79.56118,-7.11887,CHERREPE,100028,CO,M,REAL,,51,201802,201909 +-78.47727,-7.76747,CALLANCAS,107054,CO,M,REAL,,1501,201707,201909 +-78.6071,-8.00535,SALPO,108001,CO,M,REAL,,3418,201701,201909 +-78.04013,-7.81916,HUAMACHUCO,107009,CO,M,REAL,,3186,201701,201909 +-78.14938,-8.09184,CACHICADAN,108045,CO,M,REAL,,2900,201701,201909 +-79.8355,-6.88613,REQUE,106046,CO,M,REAL,,13,201701,201909 +-79.32062,-6.86394,OYOTUN,106109,CO,M,REAL,,187,201701,201909 +-79.60002,-6.80141,SIPAN,106036,CO,M,REAL,,87,201701,201909 +-79.54701,-6.88079,CAYALTI,106042,CP,M,REAL,,90,201701,201909 +-79.90894,-6.73438,LAMBAYEQUE,106108,CP,M,REAL,,18,201701,201909 +-79.76869,-6.33159,JAYANCA (LA VIÑA),106047,CO,M,REAL,,78,201701,201909 +-79.81908,-5.83722,PASABAR,105076,CP,M,REAL,,124,201802,201909 +-77.04317,-12.07053,CAMPO DE MARTE,112171,CP,M,REAL,,123,201802,201909 +-76.68975,-11.92986,CHOSICA,111060,PLU,M,REAL,,867,201801,201909 +-76.68973,-11.92983,CHOSICA,202906,HLG,H,REAL,,867,201701,201909 +-76.84194,-11.98744,ÑAÑA,111023,CO,M,REAL,,543,201802,201909 +-76.89441,-12.01281,PUENTE HUACHIPA,202910,HLM,H,REAL,,395,201802,201909 +-79.09909,-7.25592,YONAN GORE,4726E508,EHA,H,AUTOMATICA,,454,201402,201909 +-78.81339,-6.37914,CUTERVO GORE,4726A602,EMA,M,AUTOMATICA,,2616,201410,201909 +-78.78432,-6.54049,TUNEL CHOTANO,47E1F02E,EHMA,H,AUTOMATICA,,2027,201501,201909 +-78.66413,-5.94135,CUMBA,472B3006,EHA,H,AUTOMATICA,,449,201410,201909 +-78.52363,-6.67996,BAMBAMARCA GORE,472680EE,EMA,M,AUTOMATICA,,2565,201410,201909 +-78.54119,-6.66975,BAMBAMARCA H GORE,4726D092,EHA,H,AUTOMATICA,,2866,201410,201909 +-78.73333,-6.66667,CHUGUR,4727F484,EMA,M,AUTOMATICA,,2744,201409,201909 +-78.77418,-5.67667,JAEN GORE,47269398,EAMA,M,AUTOMATICA,,618,201410,201909 +-78.69759,-5.45077,HUALLAPE,472A571A,EHA,H,AUTOMATICA,,409,201408,201909 +-78.99989,-5.14422,SAN IGNACIO GORE,4726706A,EMA,M,AUTOMATICA,,1258,201402,201909 +-78.17275,-7.32254,SAN MARCOS,4725E206,EMA,M,AUTOMATICA,,2287,201409,201909 +-78.81392,-6.74456,TONGOD,47E207A4,EHMA,H,AUTOMATICA,,2488,201509,201909 +-79.07395,-6.65579,CIRATO CAÑAD,47E1C5B4,EHMA,H,AUTOMATICA,,964,201501,201909 +-79.07384,-6.65583,CIRATO,4724D566,EHMA,H,AUTOMATICA,,959,201410,201909 +-78.91262,-6.58271,PUENTE AMBAN,47E1E358,EHMA,H,AUTOMATICA,,1532,201501,201909 +-78.86721,-6.57489,CHANCAY BAÑOS,47E3055E,EMA,M,AUTOMATICA,,1645,201503,201909 +-72.57419,-13.39471,SORAYPAMPA,47294362,EMA,M,AUTOMATICA,,3865,201410,201909 +-72.95524,-13.33333,CALCA,472976F8,EMA,M,AUTOMATICA,,2924,201408,201909 +-71.84111,-13.4275,NUEVO PISAC,472A6280,EHMA,M,AUTOMATICA,,2971,201409,201909 +-71.23669,-14.23736,SICUANI,4726158C,EMA,M,AUTOMATICA,,3568,201410,201909 +-71.23403,-14.16711,SALCCA,114118,EHA,H,AUTOMATICA,,3918,201401,201909 +-71.01823,-13.92214,SIBINACOCHA,47E8B578,EMA,M,AUTOMATICA,,4895,201603,201909 +-72.88333,-13.785,QUISOQUIPINA,472E025C,EMA,M,AUTOMATICA,,5192,201311,201909 +-72.06289,-14.52328,MARCA CUNKA,114123,EMA,M,AUTOMATICA,,4099,201506,201909 +-72.1,-14.45,SANTO TOMAS,4729A090,EMA,M,AUTOMATICA,,3658,201410,201909 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PERU,47252718,EHMA,H,AUTOMATICA,,126,201308,201909 +-70.51206,-3.91125,CABALLOCOCHA,4727547C,EMA,M,AUTOMATICA,,107,201312,201909 +-75.00632,-7.35254,CONTAMANA,47287402,EMA,M,AUTOMATICA,,185,200904,201909 +-73.83556,-5.04264,REQUENA,4724E0FC,EMA,M,AUTOMATICA,,128,201406,201909 +-69.5175,-12.93411,MALINOWSKY,47E8336C,EMA,M,AUTOMATICA,,215,201506,201909 +-71.36446,-12.8312,SALVACION,47E8201A,EMA,M,AUTOMATICA,,542,201603,201909 +-69.578,-10.95589,IÑAPARI,472587E0,EMA,M,AUTOMATICA,,244,201402,201909 +-70.93167,-17.16917,MOQUEGUA,4723F1BE,EAMA,M,AUTOMATICA,,1450,201410,201909 +-76.52927,-10.60641,12 DE OCTUBRE,110137,EAMA,M,AUTOMATICA,,3848,201507,201909 +-74.94356,-10.28619,PUERTO BERMUDEZ,109093,EAMA,M,AUTOMATICA,,253,201504,201909 +-80.11716,-4.71357,CHIPILLICO,47E0E1A2,EHA,M,AUTOMATICA,,340,201504,201909 +-80.34703,-4.93848,TAMBO GRANDE,47E0522C,EHA,H,AUTOMATICA,,60,201412,201909 +-79.61317,-4.74767,HUALCUY,47E281B0,EMA,M,AUTOMATICA,,1970,201410,201909 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+-69.87381,-15.25544,PUENTE CARRETERA,47251282,EHA,H,AUTOMATICA,,3812,201410,201909 +-70.67578,-15.48528,PAMPAHUTA,472DE6A0,EMA,M,AUTOMATICA,,4400,201410,201909 +-70.6775,-15.74562,LAGUNILLAS,472E8448,EHMA,H,AUTOMATICA,,4177,201410,201909 +-70.911,-15.76448,CRUCERO ALTO,47E3903C,EMA,M,AUTOMATICA,,4511,201410,201909 +-70.59315,-15.23587,PALCA,472E37C6,EMA,M,AUTOMATICA,,4073,201506,201909 +-70.17122,-15.47106,JULIACA,472CF72C,EMA,M,AUTOMATICA,,3826,201410,201909 +-76.60001,-6.41291,SHANAO,210006,EHA,H,AUTOMATICA,,279,201608,201909 +-76.73694,-7.26861,HUAYABAMBA,212600,EHA,H,AUTOMATICA,,280,201404,201909 +-77.39328,-5.80997,NARANJILLO,4724851A,EMA,M,AUTOMATICA,,882,201408,201909 +-76.31834,-6.58923,EL PORVENIR,4723013A,EMA,M,AUTOMATICA,,225,201410,201909 +-76.50556,-8.18111,TOCACHE,47E2E456,EHMA,H,AUTOMATICA,,446,201408,201909 +-70.15224,-17.96844,CERRO BLANCO,47E13530,EHA,H,AUTOMATICA,,885,201408,201909 +-70.45456,-17.63312,CORUCA,47E1A052,EHA,H,AUTOMATICA,,834,201410,201909 +-70.47178,-17.74313,LA TRANCA PSI,4722F344,EHA,H,AUTOMATICA,,629,201210,201909 +-69.91656,-17.69071,CAPLINA,47E143A0,EHA,H,AUTOMATICA,,3561,201410,201909 +-70.09888,-17.8151,CHALLATA,47E195C8,EHA,H,AUTOMATICA,,1482,201407,201909 +-69.76485,-17.53886,REPRESA PAUCARANI,47E113DC,EHA,H,AUTOMATICA,,4587,201406,201909 +-69.62672,-17.57994,BOCATOMA EL AYRO,47E2B42A,EMA,M,AUTOMATICA,,4258,201407,201909 +-70.25519,-17.26708,CANDARAVE,47E2C2BA,EMA,M,AUTOMATICA,,3476,201410,201909 +-70.28831,-17.11413,CORACHAY II,47E1654C,EHA,H,AUTOMATICA,,4146,201409,201909 +-70.30828,-17.37072,LAGUNA ARICOTA,47E12646,EHA,M,AUTOMATICA,,2788,201406,201909 +-70.54263,-17.47659,TICAPAMPA PSI,214800,EHA,H,AUTOMATICA,,1093,199912,201909 +-70.03641,-17.4791,TARATA,47E2D1CC,EMA,M,AUTOMATICA,,3042,201407,201909 +-69.66186,-17.30847,CHUAPALCA,47E292C6,EMA,M,AUTOMATICA,,4204,201404,201909 +-70.17213,-17.47491,PUENTE TALAPALCA,47E150D6,EHA,H,AUTOMATICA,,2177,201408,201909 +-69.93917,-17.19972,ANCOAQUE,117059,EHA,H,AUTOMATICA,,4395,201512,201909 +-70.04305,-17.0788,VILACOTA,47E2A75C,EMA,M,AUTOMATICA,,4465,201410,201909 +-70.00949,-17.23771,SALIDA TUNEL KOVIRE,47E1763A,EHA,H,AUTOMATICA,,4356,201410,201909 +-69.94863,-17.3692,REPRESA JARUMAS,47E1B324,EHA,H,AUTOMATICA,,4548,201408,201909 +-80.4609,-3.5709,PUENTE TUMBES,47E024BC,EHA,H,AUTOMATICA,,10,201410,201909 +-80.42964,-3.55117,CAMPAMENTO SEDE,472EF2D8,EMA,M,AUTOMATICA,,12,201410,201909 +-80.4575,-3.81333,RICA PLAYA,472F264A,EMA,M,AUTOMATICA,,113,201412,201909 +-80.505,-3.99945,HUASIMO,472F43AC,EMA,M,AUTOMATICA,,602,201412,201909 +-80.40182,-3.97594,CABO INGA,472F00A6,EMA,M,AUTOMATICA,,228,201412,201909 +-80.39898,-3.97972,CABO INGA,47E01126,EHA,H,AUTOMATICA,,143,201412,201909 +-80.45689,-3.7687,EL TIGRE,4724A3F6,EHMA,H,AUTOMATICA,,44,201409,201909 +-80.65058,-3.93911,CAÑAVERAL,472F13D0,EMA,M,AUTOMATICA,,144,201412,201909 +-80.19833,-3.68278,MATAPALO,472F353C,EMA,M,AUTOMATICA,,70,201410,201909 +-74.49886,-7.89825,CALLERIA,47E86310,EMA,M,AUTOMATICA,,165,201503,201909 +-70.75028,-9.75028,PUERTO ESPERANZA,47E87066,EMA,M,AUTOMATICA,,275,201504,201909 +-75.74496,-13.65773,LETRAYOC PSI,213403,EHA,H,AUTOMATICA,,682,201410,201909 +-75.06167,-11.92667,HUAYTAPALLANA,472DF5D6,EMA,M,AUTOMATICA,,4684,201410,201909 +-74.70028,-11.23361,SATIPO,4725C4EA,EAMA,M,AUTOMATICA,,1370,200807,201909 +-75.69028,-11.39694,TARMA,47257764,EMA,M,AUTOMATICA,,3200,201410,201909 +-75.7557,-11.7328,CHACAPALPA,111288,EMA,M,AUTOMATICA,,3752,201512,201909 +-76.32508,-11.40443,MARCAPOMACOCHA,472D9030,EMA,M,AUTOMATICA,,4447,201506,201909 +-78.40242,-7.67042,LA FORTUNA,107131,EMA,M,AUTOMATICA,,3290,201612,201909 +-78.38012,-7.79636,PUENTE COINA,472E74CC,EHMA,M,AUTOMATICA,,1812,201506,201909 +-78.31184,-7.85642,CAPACHIQUE,472EB1D2,EMA,M,AUTOMATICA,,2904,201312,201909 +-77.90148,-7.9123,TICAPAMPA,107130,EAA,M,AUTOMATICA,,2819,201606,201909 +-78.3079,-8.00419,QUIRUVILCA,4727319A,EMA,M,AUTOMATICA,,4047,201410,201909 +-78.81051,-7.54919,PUENTE PALMIRA,472E5220,EHMA,M,AUTOMATICA,,647,201506,201909 +-78.82367,-7.47987,CASCAS,472EA2A4,EMA,M,AUTOMATICA,,1251,201312,201909 +-78.70694,-7.57417,EL TAMBO,47E0A2A8,EHMA,M,AUTOMATICA,,700,201502,201909 +-78.55135,-7.64333,LUCMA,472D552E,EMA,M,AUTOMATICA,,2219,201402,201909 +-78.66725,-7.7635,MARMOT,472CC2B6,EAMA,M,AUTOMATICA,,2925,201406,201909 +-79.42792,-6.65489,TINAJONES,47E2F720,EMA,M,AUTOMATICA,,181,201503,201909 +-79.68203,-6.06692,MOTUPE,47201542,EMA,M,AUTOMATICA,,191,201410,201909 +-79.98416,-5.53579,EL VIRREY,472F50DA,EMA,M,AUTOMATICA,,206,201412,201909 +-79.81911,-5.83714,OLMOS,4726F67E,EMA,M,AUTOMATICA,,120,201410,201909 +-77.15139,-11.77606,EMA-ANTONIO RAIMONDI,472A218A,EMA,M,AUTOMATICA,,47,201406,201909 +-76.91861,-12.02611,SANTA ANITA,112271,EAA,M,AUTOMATICA,,362,200601,201903 +-76.91861,-12.02611,ATE,112192,EAA,M,AUTOMATICA,,362,201609,201909 +-77.03364,-11.90219,CARABAYLLO,111286,EAA,M,AUTOMATICA,,190,201609,201909 +-77.0432,-12.07057,CAMPO DE MARTE,112181,EMA,M,AUTOMATICA,,124,201410,201909 +-76.93931,-12.08221,VON HUMBOLDT,472AC278,EMA,M,AUTOMATICA,,247,201410,201909 +-76.84194,-11.98744,ÑAÑA,111290,EMA,M,AUTOMATICA,,543,201711,201909 +-76.68973,-11.92985,CHOSICA,47278214,EHMA,H,AUTOMATICA,,867,201409,201909 +-77.00777,-12.10863,SAN BORJA,112270,EMA,M,AUTOMATICA,,136,200601,201903 +-76.94883,-12.01689,HUACHIPA,112266,EAA,M,AUTOMATICA,,294,201612,201908 +-76.99925,-11.98164,SAN JUAN DE LURIGANCHO,112267,EAA,M,AUTOMATICA,,240,201610,201909 diff --git a/Data/shps/Base_Regional_rep.cpg b/Data/shps/Base_Regional_rep.cpg new file mode 100644 index 0000000..3ad133c --- /dev/null +++ b/Data/shps/Base_Regional_rep.cpg @@ -0,0 +1 @@ +UTF-8 \ No newline at end of file diff --git a/Data/shps/Base_Regional_rep.dbf b/Data/shps/Base_Regional_rep.dbf new file mode 100644 index 0000000..28e5f0e Binary files /dev/null and b/Data/shps/Base_Regional_rep.dbf differ diff --git a/Data/shps/Base_Regional_rep.prj b/Data/shps/Base_Regional_rep.prj new file mode 100644 index 0000000..a30c00a --- /dev/null +++ b/Data/shps/Base_Regional_rep.prj @@ -0,0 +1 @@ +GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]] \ No newline at end of file diff --git a/Data/shps/Base_Regional_rep.qpj b/Data/shps/Base_Regional_rep.qpj new file mode 100644 index 0000000..5fbc831 --- /dev/null +++ b/Data/shps/Base_Regional_rep.qpj @@ -0,0 +1 @@ +GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]] diff --git a/Data/shps/Base_Regional_rep.shp b/Data/shps/Base_Regional_rep.shp new file mode 100644 index 0000000..23080b2 Binary files /dev/null and b/Data/shps/Base_Regional_rep.shp differ diff --git a/Data/shps/Base_Regional_rep.shx b/Data/shps/Base_Regional_rep.shx new file mode 100644 index 0000000..b4f5aaf Binary files /dev/null and b/Data/shps/Base_Regional_rep.shx differ diff --git a/Data/shps/Tamshiyacu_Amazonas.dbf b/Data/shps/Tamshiyacu_Amazonas.dbf new file mode 100644 index 0000000..48fcfdb Binary files /dev/null and b/Data/shps/Tamshiyacu_Amazonas.dbf differ diff --git a/Data/shps/Tamshiyacu_Amazonas.prj b/Data/shps/Tamshiyacu_Amazonas.prj new file mode 100644 index 0000000..f45cbad --- /dev/null +++ b/Data/shps/Tamshiyacu_Amazonas.prj @@ -0,0 +1 @@ +GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137.0,298.257223563]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]] \ No newline at end of file diff --git a/Data/shps/Tamshiyacu_Amazonas.sbn b/Data/shps/Tamshiyacu_Amazonas.sbn new file mode 100644 index 0000000..cec9c9e Binary files /dev/null and b/Data/shps/Tamshiyacu_Amazonas.sbn differ diff --git a/Data/shps/Tamshiyacu_Amazonas.sbx b/Data/shps/Tamshiyacu_Amazonas.sbx new file mode 100644 index 0000000..1493d2b Binary files /dev/null and b/Data/shps/Tamshiyacu_Amazonas.sbx differ diff --git a/Data/shps/Tamshiyacu_Amazonas.shp b/Data/shps/Tamshiyacu_Amazonas.shp new file mode 100644 index 0000000..66a08d8 Binary files /dev/null and b/Data/shps/Tamshiyacu_Amazonas.shp differ diff --git a/Data/shps/Tamshiyacu_Amazonas.shp.xml b/Data/shps/Tamshiyacu_Amazonas.shp.xml new file mode 100644 index 0000000..6e83f84 --- /dev/null +++ b/Data/shps/Tamshiyacu_Amazonas.shp.xml @@ -0,0 +1,25 @@ + +20170830083700001.0XTools Pro MetadataFALSECalculateField "new agregate" BL4FISH "Lower Xingu floodplain" VB #CalculateField "new agregate" BL4 "Lower Xingu floodplain" VB #CalculateField "new agregate" BL4FISH "Lower Tocantins floodplain" VB #CalculateField "new agregate" BL4 "Lower Tocantins floodplain" VB #CalculateField "new agregate" BL4FISH "East Central Amazon floodplain" VB #CalculateField "new agregate" BL4 "East Central Amazon floodplain" VB #CalculateField "new agregate" BL4 "Floodplain Xingu" VB #CalculateField "new agregate" BL4FISH "East Central Amazon floodplain" VB #CalculateField "new agregate" BL4 "East Central Amazon floodplain" VB #CalculateField "new agregate" BL4FISH "West Central Amazon floodplain" VB #CalculateField "new agregate" BL4 "West Central Amazon floodplain" VB #CalculateField "new agregate" BL4FISH "Lower Xingu floodplain" VB #CalculateField "new agregate" BL4 "Lower Xingu floodplain" VB #CalculateField "new agregate" BL4FISH "Upper Madeira floodplain" VB #CalculateField "new agregate" BL4 "Upper Madeira floodplain" VB #CalculateField "new agregate" BL4FISH "Lower Negro floodplain" VB #CalculateField "new agregate" BL4 "Lower Negro floodplain" VB #CalculateField agregate BL3 "Beni" VB #CalculateField agregate BL3FISH "Beni" VB #CalculateField agregate BL4 "Floodplain Beni" VB #CalculateField agregate BL4FISH "Floodplain Beni" VB #SpatialJoin agregate Export_Output_2 C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1 JOIN_ONE_TO_MANY KEEP_ALL "FID_1 "FID_1" true true false 9 Long 0 9 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,FID_1,-1,-1;TYPE "TYPE" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,TYPE,-1,-1;TYPEFISH "TYPEFISH" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,TYPEFISH,-1,-1;BL1 "BL1" true true false 30 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,BL1,-1,-1;BL2 "BL2" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,BL2,-1,-1;BL2FISH "BL2FISH" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,BL2FISH,-1,-1;BL3 "BL3" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,BL3,-1,-1;BL3FISH "BL3FISH" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,BL3FISH,-1,-1;BL4 "BL4" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,BL4,-1,-1;BL4FISH "BL4FISH" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,BL4FISH,-1,-1;BL5 "BL5" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,BL5,-1,-1;BL6 "BL6" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,BL6,-1,-1;BL7 "BL7" true true false 50 Text 0 0 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,BL7,-1,-1;OR1_K "OR1_K" true true false 7 Float 2 6 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR1_K,-1,-1;OR2_K "OR2_K" true true false 7 Float 2 6 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR2_K,-1,-1;OR3_K "OR3_K" true true false 7 Float 2 6 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR3_K,-1,-1;OR4_K "OR4_K" true true false 6 Float 2 5 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR4_K,-1,-1;OR5_K "OR5_K" true true false 6 Float 2 5 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR5_K,-1,-1;OR6_K "OR6_K" true true false 6 Float 2 5 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR6_K,-1,-1;OR7_K "OR7_K" true true false 6 Float 2 5 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR7_K,-1,-1;OR8_K "OR8_K" true true false 6 Float 2 5 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR8_K,-1,-1;OR9_K "OR9_K" true true false 6 Float 2 5 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR9_K,-1,-1;OR10_K "OR10_K" true true false 6 Float 2 5 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR10_K,-1,-1;OR11_K "OR11_K" true true false 5 Float 2 4 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,OR11_K,-1,-1;TOT_K "TOT_K" true true false 8 Float 2 7 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,TOT_K,-1,-1;A_KM2 "A_KM2" true true false 16 Double 3 15 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,A_KM2,-1,-1;A_HA "A_HA" true true false 16 Double 3 15 ,First,#,C:\SNAPDATABASE_1_1\Basins\AgregateBasins13feb2014\agregate.shp,A_HA,-1,-1;BL3FISH_1 "BL3FISH_1" true true false 50 Text 0 0 ,First,#,E:\Dados_Caatinga\Export_Output_2.shp,BL3FISH,-1,-1" INTERSECT # #CalculateField agregate_SpatialJoin1 BL3FISH [BL3FISH_1] VB #SpatialJoin agregate_SpatialJoin1 Export_Output_4_Intersect C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1_Spatia3 JOIN_ONE_TO_ONE KEEP_ALL "Join_Count "Join_Count" true true false 4 Long 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,Join_Count,-1,-1;TARGET_FID "TARGET_FID" true true false 4 Long 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,TARGET_FID,-1,-1;JOIN_FID "JOIN_FID" true true false 4 Long 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,JOIN_FID,-1,-1;FID_1 "FID_1" true true false 4 Long 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,FID_1,-1,-1;TYPE "TYPE" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,TYPE,-1,-1;TYPEFISH "TYPEFISH" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,TYPEFISH,-1,-1;BL1 "BL1" true true false 30 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL1,-1,-1;BL2 "BL2" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL2,-1,-1;BL2FISH "BL2FISH" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL2FISH,-1,-1;BL3 "BL3" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL3,-1,-1;BL3FISH "BL3FISH" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL3FISH,-1,-1;BL4 "BL4" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL4,-1,-1;BL4FISH "BL4FISH" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL4FISH,-1,-1;BL5 "BL5" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL5,-1,-1;BL6 "BL6" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL6,-1,-1;BL7 "BL7" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL7,-1,-1;OR1_K "OR1_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR1_K,-1,-1;OR2_K "OR2_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR2_K,-1,-1;OR3_K "OR3_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR3_K,-1,-1;OR4_K "OR4_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR4_K,-1,-1;OR5_K "OR5_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR5_K,-1,-1;OR6_K "OR6_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR6_K,-1,-1;OR7_K "OR7_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR7_K,-1,-1;OR8_K "OR8_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR8_K,-1,-1;OR9_K "OR9_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR9_K,-1,-1;OR10_K "OR10_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR10_K,-1,-1;OR11_K "OR11_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,OR11_K,-1,-1;TOT_K "TOT_K" true true false 4 Float 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,TOT_K,-1,-1;A_KM2 "A_KM2" true true false 8 Double 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,A_KM2,-1,-1;A_HA "A_HA" true true false 8 Double 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,A_HA,-1,-1;BL3FISH_1 "BL3FISH_1" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,BL3FISH_1,-1,-1;Shape_Length "Shape_Length" false true true 8 Double 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,Shape_Length,-1,-1;Shape_Area "Shape_Area" false true true 8 Double 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\agregate_SpatialJoin1,Shape_Area,-1,-1;name "name" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\Export_Output_4_Intersect,name,-1,-1;BL7_1 "BL7" true true false 50 Text 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\Export_Output_4_Intersect,BL7,-1,-1;Shape_Length_1 "Shape_Length_1" false true true 8 Double 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\Export_Output_4_Intersect,Shape_Length,-1,-1;Shape_Area_1 "Shape_Area_1" false true true 8 Double 0 0 ,First,#,C:\Users\dd\Documents\ArcGIS\Default1.gdb\Export_Output_4_Intersect,Shape_Area,-1,-1" HAVE_THEIR_CENTER_IN # #CalculateField agregate_SpatialJoin1_Spatia3 name "Amazon Delta South" VB #CalculateField agregate_SpatialJoin1_Spatia3 BL4FISH [name] VB #CalculateField agregate_SpatialJoin1_Spatia3 BL4 [name] VB #DeleteField agregate_SpatialJoin1_Spatia3 BL3FISH_1;name;BL7_1;Shape_Length_1;Shape_Area_1CalculateField Agregate24_08_2014 BL4 "Amazon Delta North" VB #CalculateField Agregate24_08_2014 BL4FISH "Amazon Delta North" VB #Dissolve Agregate24_08_2014 C:\Users\Bruce\Documents\ArcGIS\Default.gdb\Agregate24_08_2014_DissolveBL3fishnew BL3FISH "OR1_K SUM;OR2_K SUM;OR3_K SUM;OR4_K SUM;OR5_K SUM;OR6_K SUM;OR7_K SUM;OR8_K SUM;OR9_K SUM;OR10_K SUM;OR11_K SUM;TOT_K SUM;A_KM2 SUM;A_HA SUM" MULTI_PART DISSOLVE_LINESCalculateField BL3fish25Aug2014 Area_km2 [SUM_A_KM2] VB #CalculateField BL3fish25Aug2014 Area_ha [SUM_A_HA] VB #CalculateField BasinLevel_3 BL3FISH "Minor Amazon tribs Nanay" VB #CalculateField BasinLevel_3 BL3FISH "Minor Amazon tribs Uatumã" VB #Merge minor_bl3;BasinLevel_2_Erase C:\Users\dd\Documents\ArcGIS\Default1.gdb\minor_bl3_Merge "OBJECTID "OBJECTID" true true false 9 Long 0 9 ,First,#,minor_bl3,OBJECTID,-1,-1,BasinLevel_2_Erase,OBJECTID,-1,-1;BL3FISH "BL3FISH" true true false 50 Text 0 0 ,First,#,minor_bl3,BL3FISH,-1,-1;SUM_OR1_K "SUM_OR1_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR1_K,-1,-1,BasinLevel_2_Erase,SUM_OR1_K,-1,-1;SUM_OR2_K "SUM_OR2_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR2_K,-1,-1,BasinLevel_2_Erase,SUM_OR2_K,-1,-1;SUM_OR3_K "SUM_OR3_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR3_K,-1,-1,BasinLevel_2_Erase,SUM_OR3_K,-1,-1;SUM_OR4_K "SUM_OR4_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR4_K,-1,-1,BasinLevel_2_Erase,SUM_OR4_K,-1,-1;SUM_OR5_K "SUM_OR5_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR5_K,-1,-1,BasinLevel_2_Erase,SUM_OR5_K,-1,-1;SUM_OR6_K "SUM_OR6_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR6_K,-1,-1,BasinLevel_2_Erase,SUM_OR6_K,-1,-1;SUM_OR7_K "SUM_OR7_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR7_K,-1,-1,BasinLevel_2_Erase,SUM_OR7_K,-1,-1;SUM_OR8_K "SUM_OR8_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR8_K,-1,-1,BasinLevel_2_Erase,SUM_OR8_K,-1,-1;SUM_OR9_K "SUM_OR9_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR9_K,-1,-1,BasinLevel_2_Erase,SUM_OR9_K,-1,-1;SUM_OR10_K "SUM_OR10_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR10_K,-1,-1,BasinLevel_2_Erase,SUM_OR10_K,-1,-1;SUM_OR11_K "SUM_OR11_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_OR11_K,-1,-1,BasinLevel_2_Erase,SUM_OR11_K,-1,-1;SUM_TOT_K "SUM_TOT_K" true true false 19 Double 0 0 ,First,#,minor_bl3,SUM_TOT_K,-1,-1,BasinLevel_2_Erase,SUM_TOT_K,-1,-1;Area_km2 "Area_km2" true true false 15 Double 13 14 ,First,#,minor_bl3,Area_km2,-1,-1,BasinLevel_2_Erase,Area_km2,-1,-1;Area_ha "Area_ha" true true false 15 Double 13 14 ,First,#,minor_bl3,Area_ha,-1,-1,BasinLevel_2_Erase,Area_ha,-1,-1;BL2FISH "BL2FISH" true true false 50 Text 0 0 ,First,#,BasinLevel_2_Erase,BL2FISH,-1,-1;SUM_A_KM2 "SUM_A_KM2" true true false 8 Double 0 0 ,First,#,BasinLevel_2_Erase,SUM_A_KM2,-1,-1;SUM_A_HA "SUM_A_HA" true true false 8 Double 0 0 ,First,#,BasinLevel_2_Erase,SUM_A_HA,-1,-1;Basin_cat "Basin_cat" true true false 50 Text 0 0 ,First,#,BasinLevel_2_Erase,Basin_cat,-1,-1;Shape_Length "Shape_Length" false true true 8 Double 0 0 ,First,#,BasinLevel_2_Erase,Shape_Length,-1,-1;Shape_Area "Shape_Area" false true true 8 Double 0 0 ,First,#,BasinLevel_2_Erase,Shape_Area,-1,-1"CalculateField minor_bl3_Merge BL3FISH [BL2FISH] VB #CalculateField minor_bl3_Merge Basin_cat "<100.000 km2" VB #CalculateField BasinLevel_2 BL2 [BL3FISH] VB #Project C:\SNAP_GDB\SNAP_basins\BasinLevel_2.shp C:\SNAP_GDB\SNAP_basins\SNAP_basins_WGS84\BasinLevel_2.shp GEOGCS['GCS_WGS_1984',DATUM['D_WGS_1984',SPHEROID['WGS_1984',6378137.0,298.257223563]],PRIMEM['Greenwich',0.0],UNIT['Degree',0.0174532925199433]] # GEOGCS['GCS_WGS_1984',DATUM['D_WGS_1984',SPHEROID['WGS_1984',6378137.0,298.257223563]],PRIMEM['Greenwich',0.0],UNIT['Degree',0.0174532925199433]]CopyFeatures C:\SNAP_GDB\SNAP_basins\BasinLevel_2.shp C:\SNAP_GDB\SNAP_basins.gdb\BasinLevel_2 # 0 0 0Union "Tamshy #" C:\ELISA\MAPAS\bacias_amazonia\cuencas_amazonia\Tamshy_Union.shp ALL # GAPSDissolve Tamshy_Union C:\ELISA\MAPAS\bacias_amazonia\cuencas_amazonia\Tamshy_Union_Dissolve.shp # # MULTI_PART DISSOLVE_LINESSUBBACIAS_AMAZONAS_ARTICULO002file://\\AYES\C$\Users\Irma Ayes\Documents\0PROYECTO DOCTORADO\SUBBACIAS_AMAZONAS_ARTICULO.shpLocal Area Network-79.616942-42.463610-20.4982115.28095510.000GeographicGCS_WGS_1984Angular Unit: Degree (0.017453)<GeographicCoordinateSystem xsi:type='typens:GeographicCoordinateSystem' xmlns:xsi='http://www.w3.org/2001/XMLSchema-instance' xmlns:xs='http://www.w3.org/2001/XMLSchema' xmlns:typens='http://www.esri.com/schemas/ArcGIS/10.1'><WKT>GEOGCS[&quot;GCS_WGS_1984&quot;,DATUM[&quot;D_WGS_1984&quot;,SPHEROID[&quot;WGS_1984&quot;,6378137.0,298.257223563]],PRIMEM[&quot;Greenwich&quot;,0.0],UNIT[&quot;Degree&quot;,0.0174532925199433],AUTHORITY[&quot;EPSG&quot;,4326]]</WKT><XOrigin>-400</XOrigin><YOrigin>-400</YOrigin><XYScale>11258999068426.238</XYScale><ZOrigin>-100000</ZOrigin><ZScale>10000</ZScale><MOrigin>-100000</MOrigin><MScale>10000</MScale><XYTolerance>8.983152841195215e-009</XYTolerance><ZTolerance>0.001</ZTolerance><MTolerance>0.001</MTolerance><HighPrecision>true</HighPrecision><LeftLongitude>-180</LeftLongitude><WKID>4326</WKID><LatestWKID>4326</LatestWKID></GeographicCoordinateSystem>2017083008361300201708300836130050000005000ItemDescription{1145A9BC-2D71-4DBA-8318-34C0D5F4319C}Microsoft Windows Vista Version 6.1 (Build 7601) Service Pack 1; ESRI ArcCatalog 9.3.0.1770Tamshy_Union_Dissolve1-79.616942-42.4636105.280955-20.498211Basin Level 2 (BL2), Major Amazon Tributary basins - <DIV STYLE="text-align:Left;"><DIV><DIV><P><SPAN>Delimits all tributary basins larger than 100,000 km2 (main basins) whose main stems flow into the Amazon River main channel, as well as an Amazon River Main Stem polygon that consists of the open waters of the Amazon River, its floodplain and adjacent small tributary basins.</SPAN></P><TABLE><TBODY><TR><TD><P /></TD><TD><P /></TD></TR><TR><TD><P><SPAN><SPAN>Variables</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>Description</SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>OBJECTID</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>Object identifier</SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR1_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of first order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR2_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of second order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR3_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of third order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR4_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of fourth order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR5_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of fifth order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR6_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of sixth order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR7_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of seventh order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR8_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of octave order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR9_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of ninth order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR10_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of tenth order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_OR11_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of eleventh order stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>SUM_TOT_K</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>The length (km) of all orders stream by each basin in the full resolution network </SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>Area_km2</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>Area in square kilometers</SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>Area_ha</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>Area in hectares</SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>BL2</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>Name of basin in level BL2</SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>Basin_cat</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>division of basins in two categories: minor basins (&lt;100,000 km2) and major basins (&gt;100,000 km2)</SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>Shape_Length</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>Length in degrees - NOT USE</SPAN></SPAN></P></TD></TR><TR><TD><P><SPAN><SPAN>Shape_Area</SPAN></SPAN></P></TD><TD><P><SPAN><SPAN>Area in degrees - NOT USE</SPAN></SPAN></P></TD></TR></TBODY></TABLE><P><SPAN /></P></DIV></DIV></DIV>Amazon BasinsAuthors: + +Eduardo Venticinque1, Bruce Forsberg2, Ronaldo B. Barthem3, Paulo Petry4, Laura Hess5, Armando Mercado6, Carlos Cañas6, Mariana Montoya6, Carlos Durigan6, Michael Goulding6. + + +Affiliations: + +1-Universidade Federal do Rio Grande do Norte endereço (UFRN), Depto Ecologia, 59072-970 - Natal, RN – Brazil + +2-Instituto Nacional de Pesquisas da Amazônia (INPA) Cx Postal 478, Manaus, AM, Brazil, 69011-970 + +3-Museu Paraense Emilio Goeldi (Belém, Pará, Brazil), Caixa Postal 399, Belém, PA, Brazil, 66040-170 + +4-The Nature Conservancy (TNC), 4245 N. Fairfax Drive, Arlington VA22203, USA & Harvard University, Cambridge MA 02138, USA + +5-Earth Research Institute, University of California, Santa Barbara, California 93106-3060 USA + +6-Wildlife Conservation Society (WCS), 2300 Southern Boulevard, Bronx, New York 10460 USA + + +Contact: Eduardo Venticinque - eduardo.venticinque@gmail.com; BruceForsberg - brforsberg@gmail.com; Armando Mercado - amercado@wcs.org + + +The synthetic work for this paper was supported by the Science for Nature and People (SNAP) project sponsored by the National Center for Ecological Analysis and Synthesis (NCEAS), the Wildlife Conservation Society (WCS) and the Nature Conservancy (TNC). Shapefile0.000file://Local Area Network0020,000ShapefiledatasetGCS_WGS_1984EPSG8.1.10SimplePolygonFALSE0FALSEFALSEG-polygon0VectorTamshy_Union_DissolveFeature Class0FIDFIDOID400Internal feature number.EsriSequential unique whole numbers that are automatically generated.ShapeShapeGeometry000Feature geometry.EsriCoordinates defining the features.IdIdNumber620170830Tamshy_Union_DissolveTamshy_Union_Dissolvevector digital dataMicrosoft Windows Vista Version 6.1 (Build 7601) Service Pack 1; ESRI ArcCatalog 9.3.0.1770ptShapefileDataset copied.2017083008341500Dataset copied.2017083008370000ptFGDC Content Standards for Digital Geospatial MetadataFGDC-STD-001-1998local time20170830http://www.esri.com/metadata/esriprof80.htmlESRI Metadata ProfileISO 19115 Geographic Information - MetadataDIS_ESRI1.0Downloadable Data0,0000,000GCS_WGS_1984Decimal degrees0.0000000.000000D_WGS_1984WGS_19846378137.000000298.257224 diff --git a/Data/shps/Tamshiyacu_Amazonas.shx b/Data/shps/Tamshiyacu_Amazonas.shx new file mode 100644 index 0000000..12274c5 Binary files /dev/null and b/Data/shps/Tamshiyacu_Amazonas.shx differ diff --git a/Images/img_pisco.png b/Images/img_pisco.png new file mode 100644 index 0000000..b1e4b5f Binary files /dev/null and b/Images/img_pisco.png differ