Digdgeo · March 8, 2016 12:26
diff --git a/SR_Comparativa b/SR_Comparativa
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   "source": [
    "# <font color='red'>Comparativa Surface Reflectance</font><font color='blue', , size = 7> Landsat 8</font>"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "En este pequeña presentación vamos a comparar los datos de reflectividad en superficie tomados con espectro-radiómetro el 11 de mayo de 2015 en el Parque Nacional de Doñana. Los datos se tomaron coincidiendo con un paso de Landsat 8 (Escena 202/34) y se van a comparar con los valores de reflectividad en superficie obtenidos mediante los siguientes métodos:"
   ]
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     "slide_type": "fragment"
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   "source": [
    "Corrección Atmosférica:\n",
    "    \n",
    "    -CDR\n",
    "    -FLAASH"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "Sustracción del Objeto Oscuro:\n",
    "    \n",
    "    -Semi Automatic Classification Plugin (QGIS)\n",
    "    -MIramón (Kl)\n",
    "    -Miramón (PIAs) Usando las PIAs determinadas por el CREAF y los valores de reflectividad medio de esas áreas en la serie de MODIS"
   ]
  },
  {
   "cell_type": "markdown",
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     "slide_type": "slide"
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   },
   "source": [
    "## Ubicación de los puntos"
   ]
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       "      var southWest = L.latLng(-90, -180),\n",
       "          northEast = L.latLng(90, 180),\n",
       "          bounds = L.latLngBounds(southWest, northEast);\n",
       "\n",
       "      /*\n",
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       "      var map = L.map('folium_c837ce5f059e4cfb805ce0601b638710', {\n",
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       "\t\t\t\t\t\t\t);\n",
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       "<folium.folium.Map at 0xbca86d8>"
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   "source": [
    "%matplotlib inline\n",
    "\n",
    "import folium\n",
    "map_osm = folium.Map(location=[36.98, -6.47], zoom_start=13)\n",
    "map_osm.simple_marker([36.98714667, -6.488631667], popup='Arena Duna. Punto Radiómetro 510', marker_color = 'orange')\n",
    "map_osm.simple_marker([36.97741,-6.478401667] , popup='Agua. Punto Radiómetro 501', marker_color = 'blue')\n",
    "map_osm"
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  {
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   "source": [
    "## Comparativa de reflectividades"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Importamos los datos tomados con el radiometro:"
   ]
  },
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    {
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      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x00000000084E21D0>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x00000000087107F0>], dtype=object)"
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     "execution_count": 9,
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Ho4ka39Zo9bozZ87cfb+srIyysrJWbkJERKRnWbcODjmkbeuUlkYNs0hPU15eTnl5eauW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x84d8940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data = pd.read_excel(r'C:\\Users\\Diego\\Desktop\\radiometria\\radiometro.xlsx')\n",
    "data[[501, 510]].plot(subplots=True, style='b', figsize=(12, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "El espectro-radiómetro da valores continuos desde los 350 hasta los 2500 nm. Para compararlo con los valores de las bandas de Landsat 8 necesitamos obtener el promedio de los valores tomados con el radiómetro para el ancho de cada banda de Landsat 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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E/Pe9rpNarR3vbXVlqbwvb3ELyaZcC4aIZZDg5+hGMZwduQQx4yME1vPLqdSEp4Oqqjgt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8uuj6+u9i3/AGRbej/9/pv/AI5XR9Wp9pf+DKn/AMkYfWaneP8A4BD/AORD+yLb0f8A7/Tf/HKP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\n/wA9n/75i/8AjVHPU/5+S+6H/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f8APyX3Q/8AkA5Kf/PuP3z/APkw864/57P/AN8xf/Gq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\naf8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tP/wKP/yAfbbn+9F/37b/AOO0e1q94f8AgL/+TD2VLtP/AMCj/wDIB9tuf70X/ftv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\nRrOfwy9H+RpD4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PKm/wCeT/8AfUf/AMco5Z/yP74f/JBzQ/nX3S/+RDypv+eT/wDfUf8A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t2raX8zzZV6sHCMqVnNyUffWrjHmktFpZa62v01N2Dxbqv9q6Vpt9Zx6e2pRXz3ELSi4k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\nOf8ALL7mH2uH/non/fS/40e0h/NH70Hs5/yy+5h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pClXpum6l/ZvmUlJxTlKLts1HVb3W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\nAKACgAoAKACgAoAKAP/Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import urllib\n",
    "from IPython.display import Image\n",
    "url = urllib.urlopen('http://www.exelisvis.com/Portals/0/blogs/imageryspeaks/JoePeters/_1_Wavelengths.jpg')\n",
    "raw_data = url.read()\n",
    "Image(raw_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "El modo más sencillo de obtener el promedio del valor del espectro-radiómetro para cada banda es aprovechar que tenemos el campo Wavelength y usarlo de índice. Por tanto:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "data = data.set_index('Wavelength')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>501</th>\n",
       "      <th>510</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wavelength</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>0.038433</td>\n",
       "      <td>0.069301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>0.038380</td>\n",
       "      <td>0.069447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>0.037861</td>\n",
       "      <td>0.069837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>0.038014</td>\n",
       "      <td>0.070236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>0.037918</td>\n",
       "      <td>0.070194</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 501       510\n",
       "Wavelength                    \n",
       "350         0.038433  0.069301\n",
       "351         0.038380  0.069447\n",
       "352         0.037861  0.069837\n",
       "353         0.038014  0.070236\n",
       "354         0.037918  0.070194"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Ya podemos crear un nuevo DataFrame donde cada banda tenga el valor promedio de su ancho de banda."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>501</th>\n",
       "      <th>510</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>b1</th>\n",
       "      <td>0.0388958</td>\n",
       "      <td>0.122202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b2</th>\n",
       "      <td>0.0426618</td>\n",
       "      <td>0.148219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b3</th>\n",
       "      <td>0.056589</td>\n",
       "      <td>0.213571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b4</th>\n",
       "      <td>0.0524441</td>\n",
       "      <td>0.261222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b5</th>\n",
       "      <td>0.0316327</td>\n",
       "      <td>0.298774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b6</th>\n",
       "      <td>0.0277208</td>\n",
       "      <td>0.323877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b7</th>\n",
       "      <td>0.0195537</td>\n",
       "      <td>0.360133</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          501       510\n",
       "b1  0.0388958  0.122202\n",
       "b2  0.0426618  0.148219\n",
       "b3   0.056589  0.213571\n",
       "b4  0.0524441  0.261222\n",
       "b5  0.0316327  0.298774\n",
       "b6  0.0277208  0.323877\n",
       "b7  0.0195537  0.360133"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index = ['b1', 'b2', 'b3', 'b4', 'b5', 'b6', 'b7']\n",
    "columns = [501, 510]\n",
    "df_rad = pd.DataFrame(index = index, columns = columns)\n",
    "for i in data.columns:\n",
    "\n",
    "    df_rad[i]['b1'] = mean(data[i].ix[430:450])\n",
    "    df_rad[i]['b2'] = mean(data[i].ix[450:510])\n",
    "    df_rad[i]['b3'] = mean(data[i].ix[530:590])\n",
    "    df_rad[i]['b4'] = mean(data[i].ix[640:670])\n",
    "    df_rad[i]['b5'] = mean(data[i].ix[850:880])\n",
    "    df_rad[i]['b6'] = mean(data[i].ix[1570:1650])\n",
    "    df_rad[i]['b7'] = mean(data[i].ix[2110:2290])\n",
    "    \n",
    "df_rad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x0000000009FB0E10>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x000000000A1CCE80>], dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JhYUKypJfzGDcOJg/P5QcnXVWWJ9ZRCQfKQJIXkutR/7iF6F9+7A+8m9/q3pkkY4d4S9/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9fb0400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_rad[[501, 510]].plot(subplots=True, style='b', figsize=(12, 7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "Ya tenemos los valores promedios para cada banda en cada uno de los 3 puntos de los que tenemos datos. Ahora sería cuestión de obtener los valores de esos puntos en cada banda para cada método (CDR, SAC, FLAASH, Miramón). Esto se puede hacer fácilmente con GDAL. Una vez obtenidos esos valores podemos crear un DataFrame para cada punto. En este caso, ya lo tenemos hecho porqué se hizo una comparativa visual con ENVI y se exportaron los perfiles a ascii, así que simplemente vamos a importarlos copiando esos ascii y usando la herramienta de pandas \"read_clipboard\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "df_510 = pd.read_clipboard()\n",
    "df_510 = df_510.set_index('bandas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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h/fffv+Exe/bsiZeXF0ePHrXlRxFCiArnrbe0rhqbN0PVqnpHo68hQ7TVHocMgQ0b9I5G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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xab14a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metodos = ['MMN', 'FLAASH', 'CDR', 'SAC', 'PIAS', 'Radiometro' ]\n",
    "for i in metodos:\n",
    "    df_510[i].plot(figsize=(12,10), legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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G9u3bS7SMnKhr165cc801xb3d8tcUskXO0g8/QPv2kJJiz2Tfdpsdnk6Wm5rL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\n1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BMvlC8i1cuT7mHkRyOJj4nn7cvfJrpetN/OnbkikzUXrmHAugGENVWjcyler7PDyYwZ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\ncpRLFofKudUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xab14588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_501 = pd.read_clipboard()\n",
    "df_501 = df_501.set_index('bandas')\n",
    "for i in metodos:\n",
    "    df_501[i].plot(figsize=(12,10), legend=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<font color = 'blue'><strong>Los valores de Miramón, tanto del método de los KL como con el método de las PIAs, están por encima del valor del radiómetro. De momento solo hemos podido realizar la comparativa con un pixel de arena y otro de agua, ya son los únicos datos con medidas de campo válidas de las que disponemos. \n",
    "En general, estos valores de Miramón superiores a los del resto de la escena son los mismos que obervamos en toda la escena al compararlos con los otros métodos</font>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
 }