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@johanvdw
Forked from stijnvanhoey/niche_verkenning_stap1.ipynb
Last active September 12, 2017 08:17
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Explorative check of the first step of NICHE implementation
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"import os\n",
"import glob\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from osgeo import gdal\n",
"from osgeo import osr"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"path_input_raster = \"../testcase/InputSnapBodem/*\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Reading the input raster files"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Introduction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First test to read in the raster files:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"kwel.asc data set has no projection info!\n"
]
}
],
"source": [
"input_rasters = {}\n",
"for path in glob.glob(path_input_raster+'*.asc'):\n",
" input_rasters[path.split(\"/\")[-1]] = gdal.Open(path)\n",
" if input_rasters[path.split(\"/\")[-1]].GetProjection() == \"\":\n",
" print(path.split(\"/\")[-1], \"data set has no projection info!\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Projection info of the individual rasters:"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"for key, raster in input_rasters.items():\n",
" raster_wkt = raster.GetProjection()\n",
" spatial_ref = osr.SpatialReference()\n",
" spatial_ref.ImportFromWkt(raster_wkt)\n",
" print(spatial_ref.ExportToProj4())\n",
" print(raster.RasterXSize, raster.RasterYSize)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Converting the datasets to numpy arrays:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"input_arrays = {key : np.array(raster.GetRasterBand(1).ReadAsArray()) for key, raster in input_rasters.items()}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First draft plot of the input raster files:"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
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ZjaM2GJqXbft93aLb363ftN0YawZDttOSY82MM4OB09hx1uwplMOGDcPKlSvx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rzySnTr1g1r167FYYcdlpCqKF/YmzdvxuTJkxPsueSSSzBhwgQMHjwY48ePBwC17bx58xr9BfyR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Hji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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9246bc978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(3, 4, figsize=(15, 6), facecolor='w', edgecolor='w')\n",
"axs = axs.ravel()\n",
"\n",
"for i, (name, raster) in enumerate(input_arrays.items()):\n",
" axs[i].imshow(raster)\n",
" axs[i].set_title(name + \":\" + str(raster.min()) + \" tot \"+ str(raster.max()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Apparently, the conversion from the ArcInfo binary Grid to a GDAL array (and numpy array) has a deficit. Negative values are used to fill in the 'out-of-region' area, with the value dependent on the datatype the grid is defined:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"grntmest.asc int32\n",
"dd2_gvg.asc int32\n",
"dd2_t101_20mz.asc int32\n",
"dd2_ghg.asc int32\n",
"grntatmdep.asc int32\n",
"grntbeheer.asc int32\n",
"grntcond.asc float32\n",
"grntnulgrid.asc int32\n",
"grntbodem.asc int32\n",
"kwel.asc float32\n",
"dd2_glg.asc int32\n",
"dd2_overvz2.asc int32\n"
]
}
],
"source": [
"for key, raster in input_arrays.items():\n",
" print(key, raster.dtype)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Reading in ArcInfo binary grids:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Based on the lessons from the introduction, we create a custom raster-reading function to work with and which take into account the data type dependent reading deficit:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"def raster_to_numpy(filename):\n",
" '''Read a GDAL grid as numpy array\n",
" \n",
" Notes\n",
" ------\n",
" No-data values are 0 for integer types and np.nan for real types.\n",
" '''\n",
" # Read the raster file with GDAL\n",
" ds = gdal.Open(filename)\n",
"\n",
" # Extract the data, transformation and projection information\n",
" data = ds.ReadAsArray()\n",
" gt = ds.GetGeoTransform()\n",
" raster_wkt = ds.GetProjection()\n",
" spatial_ref = osr.SpatialReference()\n",
" spatial_ref.ImportFromWkt(raster_wkt)\n",
" proj = spatial_ref.ExportToProj4()\n",
" \n",
" nodata = ds.GetRasterBand(1).GetNoDataValue()\n",
" # create a mask for no-data values, taking into account the data-types\n",
" if data.dtype == 'float32':\n",
" data[data == nodata] = np.nan\n",
" else:\n",
" data[data == nodata] = 0 #is het niet vreemd om 0 als no data te gebruiken? \n",
" \n",
" # destroy the gdal object\n",
" del ds\n",
" return data, gt, proj"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reading in again the input raster, using the custom function:"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"input_arrays = {}\n",
"for path in glob.glob(path_input_raster):\n",
" if os.path.isdir(os.path.abspath(path)) and path.split(\"/\")[-1] != 'info':\n",
" data, _, _ = raster_to_numpy(path)\n",
" input_arrays[path.split(\"/\")[-1]] = data"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
},
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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ZjaM2GJqXbft93aLb363ftN0YawZDttOSY82MM4OB09hx1uwplMOGDcPKlSvx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mTK8zT4g3/7xY21EoUpmUEHAtgSzklKhTKGIjW94aE/Pmjzfwu2sqFGmBE/tGAYO7STpCipkW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\n8/Dw8PDw8PDw8PDwWCD4/8oekhEOlIRiAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc927de4b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(3, 4, figsize=(15, 6), facecolor='w', edgecolor='w')\n",
"axs = axs.ravel()\n",
"\n",
"for i, (name, raster) in enumerate(input_arrays.items()):\n",
" axs[i].imshow(raster)\n",
" axs[i].set_title(name + \":\" + str(np.nanmin(raster)) + \" tot \"+ str(np.nanmax(raster)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"opmerking: in eerdere versies van dit rapport werd de kwel, grntcond fout geimporteerd!\n",
"\n",
"## Submodule `trofie`"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"import matplotlib.image as mpimg"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The flowchart of the submodule:"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(-0.5, 1109.5, 491.5, -0.5)"
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AhIaGAgCuXbtm8z7nz5/H5MmTEdU4yqHAy9kMOxESE/3j7j1iKi0twaFD+xEc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\nyiEAAACANvb/hBHqscEmn6AAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9241a3b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"chart = mpimg.imread(\"../docs/img/FlowChartTrofie.png\")\n",
"fig, ax = plt.subplots(figsize=(20, 10))\n",
"ax.imshow(chart)\n",
"plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All input rasters are collecte in a dictionary with the keys the original data file names:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['dd2_glg', 'grntbodem', 'dd2_t101_20mz', 'dd2_overvz2', 'dd2_gvg', 'grntnulgrid', 'grntmest', 'kwel', 'grntcond', 'grntatmdep', 'dd2_ghg', 'grntbeheer'])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"input_arrays.keys()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Som van `Bodem` en `Gvg`:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"bod_gvg = input_arrays['dd2_gvg'] + input_arrays['grntbodem']"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc924204860>"
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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HLzEIgWDnS4HgH2c0oZ9j/qgdmQicUmic086B8M7WT4PcOCeoUnX6+qs5NXYY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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9241c5eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(bod_gvg)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reading in the reclassification table:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": 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>range</th>\n",
" <th>value</th>\n",
" <th>min_range</th>\n",
" <th>max_range</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5000 10005</td>\n",
" <td>50</td>\n",
" <td>5000.0</td>\n",
" <td>10005.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10005 10010</td>\n",
" <td>55</td>\n",
" <td>10005.0</td>\n",
" <td>10010.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>10010 10015</td>\n",
" <td>76</td>\n",
" <td>10010.0</td>\n",
" <td>10015.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>10015 10020</td>\n",
" <td>112</td>\n",
" <td>10015.0</td>\n",
" <td>10020.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>10020 10025</td>\n",
" <td>149</td>\n",
" <td>10020.0</td>\n",
" <td>10025.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" range value min_range max_range\n",
"0 5000 10005 50 5000.0 10005.0\n",
"1 10005 10010 55 10005.0 10010.0\n",
"2 10010 10015 76 10010.0 10015.0\n",
"3 10015 10020 112 10015.0 10020.0\n",
"4 10020 10025 149 10020.0 10025.0"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classes_bgvg = pd.read_table(\"../SystemTables/BgvgTrofie.txt\", sep=\":\", header=None)\n",
"classes_bgvg.columns = [\"range\", \"value\"]\n",
"classes_bgvg[[\"min_range\", \"max_range\"]] = classes_bgvg[\"range\"].str.split(\" \").apply(pd.Series).astype(float)\n",
"classes_bgvg.head()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(-223, 150394)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bod_gvg.min(), bod_gvg.max()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reclassify using numpy:"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"Nmin_index = np.reshape(np.digitize(bod_gvg, classes_bgvg.min_range), -1)\n",
"Nminer = classes_bgvg.value[Nmin_index].values.reshape(bod_gvg.shape)"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc91fcb5438>"
]
},
"execution_count": 129,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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1e4eJnBim+qWhcaF5Z+52ii/1rQhz7NwEK36qHP7kEE139AXX3aE5R25Mioh8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\nMZE2DMMIMCbShmEYAeb/A0qv+sj/O5idAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc91fec6d68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(Nminer)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(11, 200)"
]
},
"execution_count": 130,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Nminer.min(), Nminer.max()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Berekenen van `BodNtot`:"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"BodNtot = Nminer + input_arrays['grntbodem'] + input_arrays['grntatmdep'] + input_arrays['grntmest'] + input_arrays['grntnulgrid']"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc91fc6ea58>"
]
},
"execution_count": 132,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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lsTxiiLf0LatmbXB9Ww/7T0br4SQmT9oB08RZqgGh5V1q9mzoj/e+/XhSv4Gi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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc91fc514e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(BodNtot)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Berekenen van CodTrofie:"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"ManagRas = input_arrays['grntbeheer']\n",
"CodTrofie = BodNtot.copy()\n",
"CodTrofie[ManagRas <= 2] = CodTrofie[ManagRas <= 2] + 500000"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc91fd32908>"
]
},
"execution_count": 134,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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K5rBLJ1wX1zCMI2fxSVu4b/zPuW/8z7n8xKe5b/zPqT1hR+87HgVa4FIIIlImIu0isslf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\n3zAMIyL8X3JZQVGA+ytlAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc91fba4198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(CodTrofie)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": 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>range</th>\n",
" <th>value</th>\n",
" <th>min_range</th>\n",
" <th>max_range</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>137</th>\n",
" <td>650000 650075</td>\n",
" <td>1</td>\n",
" <td>650000.0</td>\n",
" <td>650075.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>138</th>\n",
" <td>650075 650245</td>\n",
" <td>2</td>\n",
" <td>650075.0</td>\n",
" <td>650245.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>139</th>\n",
" <td>650245 650418</td>\n",
" <td>3</td>\n",
" <td>650245.0</td>\n",
" <td>650418.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>140</th>\n",
" <td>650418 650569</td>\n",
" <td>4</td>\n",
" <td>650418.0</td>\n",
" <td>650569.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>141</th>\n",
" <td>650569 660000</td>\n",
" <td>5</td>\n",
" <td>650569.0</td>\n",
" <td>660000.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" range value min_range max_range\n",
"137 650000 650075 1 650000.0 650075.0\n",
"138 650075 650245 2 650075.0 650245.0\n",
"139 650245 650418 3 650245.0 650418.0\n",
"140 650418 650569 4 650418.0 650569.0\n",
"141 650569 660000 5 650569.0 660000.0"
]
},
"execution_count": 135,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classes_bntrofie = pd.read_table(\"../../SystemTables/BnTrofie.txt\", sep=\":\", header=None)\n",
"classes_bntrofie.columns = [\"range\", \"value\"]\n",
"classes_bntrofie[[\"min_range\", \"max_range\"]] = classes_bntrofie[\"range\"].str.split(\" \").apply(pd.Series).astype(float)\n",
"classes_bntrofie.tail()"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"CodtrRcl = CodTrofie.copy().astype(int)\n",
"for i, row in classes_bntrofie.iterrows():\n",
" CodtrRcl[(CodtrRcl >= row['min_range']) & (CodtrRcl < row['max_range'])] = row[\"value\"]"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc92748ff98>"
]
},
"execution_count": 137,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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kZAZNf/InXpBbPuSc76n4hWP/cGwBr9szXBWlNCduQIlx63Ghv6vqcmrl0YtVHxAJsWg3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\nIUQJkBgLIUQJkBgLIUQJkBgLIUQJ+P879H1cUUtCegAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc92467c048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(CodtrRcl, vmin=0., vmax=10.)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"source": [
"Berekenen van `InitTrofie`:"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"InitTrofie = CodtrRcl.copy()\n",
"InitTrofie[(CodtrRcl <= 3)& (input_arrays['dd2_t101_20mz'] > 0)] = InitTrofie[(CodtrRcl <= 3) & (input_arrays['dd2_t101_20mz'] > 0)] + 1"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc925a38ba8>"
]
},
"execution_count": 139,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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UVX8oIk8CtwLXi8h1sXW8CrBE+bPAjcBZEbkO+HHgjbkObDFglbIgHTURfmmt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\nMXYcxykA/x/jeBfzE3A+GgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc91fce7908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(InitTrofie, vmin=0., vmax=10.)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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sMR5knOIwdr+iI0mYOQ/9XFV9ctT7WQpV9ZGqWltVE8z8N/6Xqjqv/0ZZVf8JvJjkrW10\nLfDNEW5pKbwAbEzyxvb/+bWc5y/CD9gDbGmXtwCPLMaDLJtPSC+2Mf0VHVcD7wWeTvJkm320fRpd\n55cPAJ9tf/F5HrhjxPtZVFX1WJKHgK8z8668b3Aeflo6yf3ANcCqJFPAdmAH8GCSO5mJ5C2L8th+\nQlqSdLJxOq0kSZoj4yBJ6hgHSVLHOEiSOsZBktQxDpKkjnGQJHWMgySp8388yttPm6Q2qgAAAABJ\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9242306d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"h = plt.hist(InitTrofie.flatten(), bins=30, range=(0, 10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Berekenen `Trofie` (making sure all values are in between 1 and 5):"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"Trofie = InitTrofie.copy()\n",
"Trofie[(InitTrofie < 1) | (InitTrofie > 5)] = 0"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc92766ea90>"
]
},
"execution_count": 142,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qkKBRAHDEGNONQIu9RUTelDS4KsueMWZDn4vIHwD4ZPjyRQCPWUMfBXCnmmOQ\n6lChd/rA9dQxSQxMLzMxgxBCSCppXic1IoxML6Zei3yoa1atgrm1YH1rvhCz4t0aOg8MBZZCjTkH\nAsHXcG5c1L70ijHGAPhO+PKBcEk8SlWWPRF5xHr5MwBuhM8/AeAdIpITkdcB6ADAWh5VUkkXCzfV\nPKnHrc/qR+seIYSQctw+eRi3Tx7OdG1yjQ5aD89NzihX8L81X0DXzAQuXziH1nwBNybPRt6pU3cP\nYWRsERt9uaiWbEMKPVRl2XuNiDxnLU+7+xWRFhFZBXAXwKeNMZ9PmkOW0itzAIbCA78I4P0AhkSk\nJ/wMXwbwPwCAMeaLIvJRADcB3APwLmbi3j/slHSgVPAtzA1iZDowd9sxerb4o1WPEEKIjYo7u4ad\nK6rsa8/IWKlFz3XDprX81H3l1vZjIyyUPHzsRKyVmn19sxsGbPTl0HamwXq7GwCVJ2h8zRjzZOpu\nA33VIyKvBvBxEekyxtzwjS1r2TPGjBljHjHGPGCMedQYc84Y8wvGmEPGmB83xvy0MeYla/wHjDGv\nN8b8A2PM/1PppyPZ2OjLlfQWVLO3XYBSyWLaptAjhBBio0LPLW2iom99fCvqYauxePM3e8sWSlYr\nnyv09Dplx/Tpuq6ZCXTNTODU3UPeMmGN7KUK+uNmXyrbt/kmgKsA3pI0hu3SmhD7R2c/b80XsN4N\njHb6A1NtCx47ZhBCyN6kb3Ur8uqoBU6FmYovt4ZdoXsT691Abs1f1zWp1mu034xz89XLcy2JKvTc\nNqANm4kL1CMb97UAvmuM+aaIfA+AnwRwJmk826U1Ge4P4cbk2ehHpndXLmrV8/0Ilqb6ke9poVWP\nEEJ2OZoxe/rAdayPb8VcrbeGzsesbGq5u3zhXKyCQ5Koc40M7mt7u3L93H3v67VPs3R9LE31N1wW\nbkBl8XoZs3EfAfBnIvIFAHkEMXufTBpMy16DcunOKoaPlQ+C7bh6HLeGzqNrbaLkxxW5c7s3gXyy\nmLt3pLdBfyCEEEIqJS2BYqMvF1nbNGmi0L0Z1Wm9MXk25n6N6uKFsXUqxEY7V6JrzGjnChbmgrZm\naUIuTfC1z7ZYdfn0dXz7NJEHoLGvY7XPxv0CgDdkHU/LXoNy9GBP2THDx06gfbYFw8dOeC13o50r\nkQDUu6Klqf7GNXMTQgipGrXcJbE+vhUTWT6h1zUzEb32Wed8YULzN3u9BZEV+1rk216Fnr29Lfx8\nuBa+Rhco456MAAAgAElEQVR6dbDsVQTFXgPji11w4yjsMevjW14hN9q5ElQab/DegYQQQiqnnMgD\ngutFUmHirpkJvzUPxUxXHb8wN1hi1bPH6ng7UXD+Zm/02k0gtIVeoXsz5jJOytLVR405b2ihp5gK\nlxpDsdfguILOh50NlST4AET1iAghhOwOstZjVUtY+2x6fLYttlSk2RY2FXOutU4FoC3mbCGYlDjo\nuyYljbWNFlpbr3nizaXCpbZQ7O0R7DuxpGxeQgghzUM5oadty9QCZrtKC92bMUtcbm1/ZN27MXk2\nJrh0vL3OtdDN3+yNCcDc2v4gji+0zs3f7EX7bEvZIspaP8/OstXXdnu01nyh8erpNTAUew2M74uc\ndBdk/8iSyqmoO1f3Q6FHCCHNye2Th1Pfd68DGgNnn/cX5gZLLHcdV49j+NiJmJjT9+11ubX9Ja7Z\n+Zu9kcAbGVtEoXsTrfkCcmv7Mdq5goHp5Ui0tc+2oH22JSbqVCDq3Fxscdp01y+6cUkWsn6xk0z0\nvkLLle6bEELIznPvSG9qkXzfDb9rGVN0nXayCLpW+OP7FFsgqrjziTcAUekWvQapiNOCzPa16cbk\n2ZLtFVsELswNNp9Vb4fFHkuvNAluK7QktKhkknWvnAmdEEJIY9K3qrVUKy8ePH+zFwhdsSqw3Mxc\nH2nXDLsUy8BYPFEDKI3Z0znYySEjY4s4PRTU+1MXrs+q15ovYAHB+uYUerWPw6sEir0GxxZ5PsGX\ndBeUhN2HMLbtGNulEUJIo1IUegFutwjXPVuCZYlDgshLK58Sxd4hW0IIUOpR0np8gFVZYqx0u5Gx\nxdhnsK2YTSf0QiptgVZr6MZtcNxU82pIc+HauCcTQgghO4+biJFWL9W+iVfx5tarcwWer55dkpt4\ntHMltn1SJu78zd4oBs8WbppcAQTXtSzXp10RY86YPZJG25lrie1hkqx6dts0N0MqKaVdoeAjhJCd\nR2vnqdBLc9vadercAsdJrlqNz9NYO02k0OdAMQZcBaGvILMvK9c9lnv9GphejmUGa10/u32b7/rW\nrFY9AIEbt5KlxtCN2yRcvnAOQNA1Q1nK92N9fKtEwLXPtgDT8e1jP8juTbTPtmApnxzbRwgh5P6T\nVk7FFXyutcuOx7PxuWUj4ea00nT32ZovYAPW9p3BuqRe7EBo1fOsSzM2dM1MxGr8AUXB15QJGQ5C\nNy4ph898ret82bf2j7CSQpYKrXuEEFJ70oRcli4YimayAqWuWrXYKWqpsxddX67Ash5Lac0XIpes\nvW05V+xGXw7tsy0xd+6NybNRxwwVeXbnjtMHrkeWvmYXehW7cJmNSy5fOBez7vnQu7skoWf3HiSE\nEFJ7koRbVkGXhNbL0/P4aOcK0FnsdqFndTuhb6MvF3Ol+sKC7DFprTrjY/y9a3Nr+xMrSCzMDUYW\nO+3Ba893YW4QNybPRgWebw2dx1GU7xXf2NTHNVsJZS17IvKYiPyZiHxJRL4oIpPh+odF5NMicit8\n/IFwvYjIvxGR50XkCyLy39b7Q+x27LseW+ht9OUS3bBZ7tjSqOQukxBC9ip2bJ0bZ1eOpBvupPVq\nzWufbYk6YNjYFj1X4GVJckgSea44XB/f8iZ12NsoUWmW8FpV6N6MxeYBRYuebmf36bWfNzVNkKBx\nD8B7jDE/BuBNAN4lIp0A3gvgsjGmA8Dl8DUA/BSAjnB5GsCHaj7rPcbRg6V3Na35QmrZlYHp5ZIe\nhWrpS/uRulDwEUJInL7VrWipBlt4pVnRFO1/bntlytVMdffhirZy1jtdXJHo2047ZOijjtNrzcjY\nYkmnDhc9TiXXp6ai0cWeMeYlY8xfhM+/DeBLANoAvB3As+GwZwGMhM/fDuDDJuDPAbxaRB6p+cz3\nIHbwalYXrJui78ZzZIExfISQvYYt6HTxWe3qmeRmx+bZnS500XZn9o29LdLsdba4VKtf0hj7+PZz\nnxgb7VyJDA/6qH8Tvd6cPnA9EoN29q2i1za7i4e9fbnWcE1BM8XsicjjAN4A4PMAWo0xLwGBIBSR\nA+GwNgBftTZ7MVz30nYnS/yFM5MsfKOdK8B0EMsxEK7TsacPXI+qlftwT2B9q1ssukwI2bVUclOr\nXYoq7WLh4lraWvMFDEwvR+d2FVZBWE6hxGMDFEVgsK94zJ1tDVQx51r87HU+a2CJIERQcqVcGS+d\nvx2XZ2fXutm3biHlW0Pn0bUWd+82LQ3QQSNzNq6IfB+Afw/gV4wxf5c21LOuRKeKyNMi8pyIPPdd\nNPk/8j6grlw7c0nRH4hb0FIf3fi9+Zu9JXdWWaCFjxCym6jUHWvfBG9H6Plcqvpa49lsoefrI2vX\n0LPdrbY4s2vmJVnpKhFSOs80oWcXUVahefRgT2QssI0Up+4eihZdp8upu4dwY/Js8wu9EDGVLbUm\nk2VPRB5AIPT+yBjzH8LVGyLySGjVewTA3XD9iwAeszZ/FMAdd5/GmGcAPAMAD8nDO1yBpvmw79I0\ngwlWgctYRq5Tc0+zt9wg2TRLn6InRVr5CCHNStEVe//qjPoSJrL2PAfi4s52c5Y7puJm47oxg1lE\nVdYxalEcGVuMxZzne1rQhmu4ffKw9xqi15fTB65j+NgJDCMQ1JcvnMOpu4ea+7rT6HX2REQAnAPw\nJWOMLRs+AeCXwue/BOCPrfW/GGblvgnAt9TdS7aH/mg0I9c1vasFzz0BJN2B6h2VWvmSxrntbggh\npNm4d6QXt08exu2ThysuO7U01b+t86Ad6+ZLzrBFlJ6P9Tyuma92uRXdxrXa+Tpd2HPwzUfHJxVJ\n9oUJ+a4VC3ODWJrqjx0nSZwl1c3L97Qg39MSXeP0bzV87ERzC70GIItl780AfgHAdRFZDdf9BoDf\nAfBRETkBYB3Az4XvfQrAWwE8j6AIzy/XdMYkihXxxVq4PQuzoCZzoBiLoszf7I2aZtu1+xjDRwhp\nBuyECteiZdd8UzSeeWmqP+pc1NVX/c1uUiarG47TNTNRWssOcWueCj6fRTApi9UWhPY1w7+/gjfh\nJPobjSV/zkL3Jta7ASDY53YKIe+7ElaOGO9Bbm1/9LqZafgOGsaYzxljxBjz48aYnnD5lDHmb40x\nw8aYjvDx6+F4Y4x5lzHm9caYQ8aY5+r/MfYWelflM6m35gvefoVZKZdZpne2rguYEEIajSxZnHou\nszs22Ba8LOEtleIKPcUtbGwLPe1d66LnfB9JGba2VdAOCao2s9it+FCrjhdPPLXa/N0zlB3ujSvG\n7Hy43EPysHmjDO/0NJqG2ycPp1Y692VKuRa7JHxZurZwtDOrAH8NQEII2WmyluvwCS91pdpWPxWC\n5ToY2djuVaDoeUkSe8PHTsRi+QphH3N7f0lxfmql87l7bXexL3bQ3t6dm+318YnChbnB2DEbTZx9\nxnxsxRjz5E7OIffYY6btPb9a0TZ//avvqem8KfaaEHVL6I/UPiEtTfXHgmOBovvVvlttzReioFeb\n+Zu9iU2zXaEHUOwRQhqP2ycPl4ieLNhCp+Pq8ZKbZhV8dseHLPF/rthTsaVuYj2eK9KAytpaupZA\nFWd6TbAFIVDM9LUtg0mCT61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xLbTPtqRWlNcWbYXuzeh4emx21SAkGy9c7IkWoJgx2XH1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\nxOorcCN/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9272e28d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"im = ax.imshow(Trofie, vmin=0, vmax=5.)\n",
"ax.set_title('Trofie output')\n",
"fig.colorbar(im, shrink=0.4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Submodule pH"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"ename": "FileNotFoundError",
"evalue": "[Errno 2] No such file or directory: '../../FlowchartsCode/NICHE2014/NogNaTeKijken/FlowChartZuurgraad.png'",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-57-c96326460aa7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mchart\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmpimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"../../FlowchartsCode/NICHE2014/NogNaTeKijken/FlowChartZuurgraad.png\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchart\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'off'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3/dist-packages/matplotlib/image.py\u001b[0m in \u001b[0;36mimread\u001b[0;34m(fname, format)\u001b[0m\n\u001b[1;32m 1244\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mhandler\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1245\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1246\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfd\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1247\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mhandler\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1248\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../../FlowchartsCode/NICHE2014/NogNaTeKijken/FlowChartZuurgraad.png'"
],
"output_type": "error"
}
],
"source": [
"chart = mpimg.imread(\"../../FlowchartsCode/NICHE2014/NogNaTeKijken/FlowChartZuurgraad.png\")\n",
"fig, ax = plt.subplots(figsize=(20, 10))\n",
"ax.imshow(chart)\n",
"plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Introduction: function setup"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, let's prepare some functions for category handling (cfr. loose previous code), as we will need the reclassification a lot:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"def read_classify_table_range(filename, separator=\":\", splitter= \" \"):\n",
" \"\"\"read the range based classification info from file\n",
" \"\"\"\n",
" classification = pd.read_table(filename, sep=separator, header=None)\n",
" classification.columns = [\"range\", \"value\"]\n",
" classification[[\"min_range\", \"max_range\"]] = \\\n",
" classification[\"range\"].str.split(splitter).apply(pd.Series).astype(float)\n",
" return classification"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"def read_classify_table_value(filename, separator=\":\"):\n",
" \"\"\"read the value based classification info from file\n",
" \"\"\" \n",
" classification = pd.read_table(filename, sep=separator, header=None)\n",
" classification.columns = [\"key\", \"value\"]\n",
" return classification"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"def reclassify_table_range(raster, classify_table):\n",
" \"\"\"Reclassify a numpy array raster with a given set of ranges\"\"\"\n",
" new_raster = raster.copy()\n",
" for i, row in classify_table.iterrows():\n",
" new_raster[(raster >= row['min_range']) & (raster < row['max_range'])] = row[\"value\"]\n",
" return new_raster"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"def reclassify_table_value(raster, classify_table):\n",
" \"\"\"Reclassify a numpy array raster with a given set of values\"\"\"\n",
" new_raster = raster.copy()\n",
" for i, row in classify_table.iterrows():\n",
" new_raster[raster == row['key']] = row[\"value\"]\n",
" return new_raster"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" range value min_range max_range\n",
"0 10000 10060 1 10000.0 10060.0\n",
"1 10060 10156 2 10060.0 10156.0\n",
"2 10156 10293 3 10156.0 10293.0\n",
"3 10293 10400 4 10293.0 10400.0\n",
"4 10400 20000 5 10400.0 20000.0\n"
]
}
],
"source": [
"class_table = read_classify_table_range(\"../SystemTables/BnTrofie.txt\")\n",
"test = CodTrofie.copy()\n",
"print(class_table.head())"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([[500243, 500242, 500240, ..., 500000, 500000, 500000],\n",
" [500235, 500234, 500233, ..., 500000, 500000, 500000],\n",
" [500228, 500227, 500225, ..., 500000, 500000, 500000],\n",
" ..., \n",
" [500000, 500000, 500000, ..., 500000, 500000, 500000],\n",
" [500000, 500000, 500000, ..., 500000, 500000, 500000],\n",
" [500000, 500000, 500000, ..., 500000, 500000, 500000]])"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reclassify_table_range(test, class_table)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": 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>key</th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>10101011</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10101012</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>10101013</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>10101014</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>10101015</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" key value\n",
"0 10101011 3\n",
"1 10101012 2\n",
"2 10101013 1\n",
"3 10101014 3\n",
"4 10101015 2"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"read_classify_table_value(\"../../SystemTables/ZuurClass.txt\").head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### pH calculation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Berekening `ReglRcl`"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" key value\n",
"0 0 10000000\n",
"1 1 20000000\n"
]
}
],
"source": [
"class_table = read_classify_table_value(\"../SystemTables/ReglenClass.txt\")\n",
"print(class_table)\n",
"ReglRcl = reclassify_table_value(input_arrays[\"grntnulgrid\"].astype(\"int32\"), class_table) # change dtype to cope with larger values"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc9253fd278>"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SXq8BzpF0VLrxeQ6wJiJ2AS9JmpNGsVwG3FdUEQdzM7MRioj9wNVkgflJ4N6I\n2CppkaTzU7GzgG2SngKOB25O++4Bvkb2hbARWJTyAP4E+A7QA/wC+ElRXRQ1m5/AzKyJ3DI3M6sB\nB3MzsxpwMDczqwEHczOzGnAwNzOrAQdzM7MacDA3M6uB/w91y7BQuq9+QQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc925470048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(ReglRcl)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Berekening `CondRcl`"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3/dist-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in greater_equal\n",
"/usr/lib/python3/dist-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in less\n"
]
}
],
"source": [
"class_table = read_classify_table_range(\"../SystemTables/CondClass500.txt\")\n",
"CondRcl = reclassify_table_range(input_arrays[\"grntcond\"], class_table)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc9253c7710>"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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bA6m83bUZR4oDtdVRHYN9VXUL6DmmdLoG/DTq5gbgoYj4bOmp8vUUm6+zeJUKy4EjjdRP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\nmXDANzPLhAO+mVkmHPDNzDLx/wGjMg/R9+jCXAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9253ac2b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(CondRcl)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Berekening `OevRcl`"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_value(\"../../SystemTables/RipaClass.txt\")\n",
"OevRcl = reclassify_table_value(input_arrays[\"dd2_t101_20mz\"].astype(\"int64\"), class_table)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc92528ac18>"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KVH0HcCkwC7wGXAMQEfOSbgYeT/VuiojiSdBj1xstv77fzGwaOW1iZtZCDt5m\nZi3k4G1m1kIO3mZmLeTgbWbWQg7eZmYt5OBtZtZC/x9XGABSicoPiQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9252ddd68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(OevRcl)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Berekening `FluxRcl`"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3/dist-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in greater_equal\n",
"/usr/lib/python3/dist-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in less\n"
]
}
],
"source": [
"class_table = read_classify_table_range(\"../SystemTables/FluxClass.txt\")\n",
"FluxRcl = reclassify_table_range(input_arrays[\"kwel\"], class_table)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc9254c7c88>"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dzI3LqFpOA10fMTRCtH9+4TN8PzOvrYJdJXa2X4MjmmZV1ulCij3PTTsHjphR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\no0X8f17UKwNkzZcCAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc925242da0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(FluxRcl)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Berekening `BodGlg` en `BodGlgRcl`"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_range(\"../../niche-vlaanderen/SystemTables/SoilClass.txt\")\n",
"BodGlg = reclassify_table_range(input_arrays[\"grntbodem\"], class_table) + input_arrays[\"dd2_glg\"]"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_range(\"../../niche-vlaanderen/SystemTables/SoilGlgClass.txt\")\n",
"BodGlgRcl = reclassify_table_range(BodGlg, class_table)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc9250a1358>"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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zIhTw2yweNGykzs5Y0za1esFxqqlWGiQpHRTrBctaQb9I2eKs5x3/PRr9mzT7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\nRUQqQgFfRKQi/j97tMsqNvyD9gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc925175898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(BodGlgRcl)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Combine the individual rasters:"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"CpH = ReglRcl.astype(int) + CondRcl.astype(int) + OevRcl.astype(int) + FluxRcl.astype(int) + BodGlgRcl.astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc924fe9358>"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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PAn+Z7wQT8xIz9+a9wIhF1zvYkMkznW+BhQl65eByijghj4rUiHutbpmTPaGZ\nEe3Q746fHZrBe+ac4JYXV/KzQzMyFX7qEDZftjEzQeqs+9eH3s68jyZKKHPueyA3Br3SrXNhXKNZ\niq6+FijoMyAiXwc+U+gm5jMfJ/IJuVFZhKM1onzOUQt4lnbfnZXHOw7XZ/NlG9nVsjYTnug+IILR\nTpsv28gXFj0GwIbLH6Gpe3WOb3qiiVvlWUljzGF8Fw1tAW73o1qaSVB9zfnU/UpvHwEiI2WCFBRz\nEWkQkV0i8p8isldE7vXbLxWRZ0Rkn4h8U0Qm++1T/P1e//iCQvdII8Gv5EnqMfa0rBv1Cj0jmlOt\nzZxqbc6ayyhEcBJ6V8vaomtpAjmCHtzvf/jiLDdMeHm8S2vrklw5n/iGyx+piTC/caVEi4ZE5FHg\naWCxiBwUkVUicqeI3Ol3ia2+JiL/DnwLaPHPvdY/tFFEngeeB2YCny80jiSW+QBwjap+AFgCXOd/\nutwH3K+qjcDrgMu5uQp4XVUXAff7/WqOirZKagRXd3LWtDOcam3O2/dUazMbDzyVifBwaRpcDc2g\nWyW4hD38ARw12R0U72COHudCCbtUHM5FF8TeVyWkRGKuqrep6mxVrVfVuaq6QVXXq+p6/3hs9TVV\n/TVVnaWqZ/vnPuG3X+P3fZ+q/q6qvlVoHAV95upl4nIXqvc3Ba4BWv32h4G/wIufvMn/HWAz8FUR\nEa2EjF4VTk/LOm7lgxM9jFThhHRK2xHoGmk/1drMjPZXMxOLwTjwRfX9gXqYIz7zEUGXrPwn4eiQ\noN88aJUHVwO7ccWlsg0LeeuOdhPyElNNeVeSkMhnLiJ1IrIHOApsA34KvKGq7/pdXKgNBMJw/ONv\nAjMirtkuIrtFZPcgeSNuagLnU9904D8meCTp4N6+Hga2LshqG9i6gPrts6nfPptZn9jPW+9MycR7\n5/N11wXEG3IFOFxfM+qap24+nRGPoKXurPHwz2AMuAl5majF3CyqOgQsEZHzgO8Al0V1838mCsPx\n4zQ7wEuBm2i0VUZzQx07+4cS989Mknba1+kkbDzwFBA9Qdm6oykrTNCtznW4BV3ueFyOFEheCCJu\nzuPUzacz8eRBNwt4USq/vivblbJy3lWVH9ZX7Wj6crMUFZqoqm+IyHagGW8V01m+9R0MtXFhOAdF\n5CzgF8i/OsqIwP6Y4wlOUiaZNA4LeT7cYq7g9ZOEjBYahxP0gU5vAtSFGrpQ1jD22o8DKTMhC4q5\niMwCBn0LR3WmAAAPnklEQVQhPxv4DbxJzR8CtwCbgDuA7/qnbPH3n/aP/6CW/eXOOq+6YrcVihe7\nPBLDH8eulrX85tZPRx4LLsABL9a77rKRAslRq3ODJI06cqs8c/YLCLkxPqTNZ57EMp8NPCwidXg+\n9n9S1e+JyE+ATSLyeeBZwFVZ2AB8Q0R68SzyW8sw7qrg2jlLsqzIYgU9vOii1q01t5gHPD9yMGww\n2B4U4HMnDzBJNONWOdExnyltRzL+7H+570twmTfRCSPVopwfPKlwZ4UwLh9Jh2yCXcHUmpir6nPA\n5RHtfcDSiPZ+4KMlGV1KCBe/Ha2F7sS9FkXdPXs4h7wrTgzetyCvctNUjg+d4ekvrufGl69nWIUT\nHfOZ0f4q4An8APD0F9fzq5/5dCacMCpCpRBRr+eahU3MxUS8oqmyyc0k2HL+cSLpwiFHvhWjtSLq\nwW81wRwp4EV7eO4QT8TDzKzzXBlBEQcyv6vAjS9fz5S2I7wH+M5lXTQVsWira3kHaxY2sYYmGulh\nDZW7dN3IRUifm8WW81coPS3rYusrOqKKIKQBl242SNCN4oTcsXDrKuKY9Yn9TBLNEvTjX5tPwx1H\nsnznQ2iiFZ9uKb3lnq9+0lYD1CzzMrNmYRNdfcmWhDd1r84IeK3lcgn6w90EZ9ilAtkrMYP/R0FB\njyqSPcn/qzz24AJO33ya06FshlB4YjPt34RqjioS6iSYmI8Dzg2QJOZ8NCIeTj1abXhWeH6hDE5s\nuknKJIQLhLiIklnTzmTlGY+LjHHuFCOFmJgbxXLtnCU8cWhPZr+UYYqZybrO8lqOQXdOMcmnCglh\n0J2yqL4/R1SdgHvfWLyQwUJCHrTSc6r9+GJ+7PTUzEIegNbT2YnRXLSMCXlKqTIXShJMzCeIUgn6\naDItupWTSaz5KJ98OCwwvB9spzP+2oU+FMIpYcMrMYt1SYWr+wS5aGs993/+7zL7jW02qZl6TMyN\n0XDtnCXs62zyq8R47pau5R2ZrHww/n7yJw7t4do5I0W/93U25ZQWCxOciAwT9nEn/cBaVN+fs0Bn\nJFol3hJ3C3vy4ar/BAkur3f7UPhbhJEuano5vzE2Gtt6uBZvIZFbGepWHOajUJUiR1QKgKBAR+Hc\nP/kiQoKExTmfuLvjcccKFRSOE2vnWkr6rcQJepRFPr1rJ9O7Ik4yUo+5WYwx4yxA5y92gp7PbRAs\nJ5Y0Bt1zpzyVdyzHh87kpHAt1nUTFmvndolzvwTvBdlZCZ2VHkfX8o7M8UIfJGARKEYMKVw0JJWQ\nNmW6XKDLpGWihzHh3NvXk7FWndvBCVfSBUVRFFtbtNQVj8L3j8p5En7eKPL56c1FUjs8qZt7xlhg\nmXNmzdP3/vdPJer7bMenxny/8cAs8woiKEh9hzbw+lCu+2U0fvUk4jxaq7yY+8cVdAjnC48jKOBB\nq9ysb6NY0rgC1MS8Qlm4dRV9KzZk/OXlmBwNW8LlrkEad/1iny3oVjEhN0aLDKdLzW05f4XS2NaT\niXpxLpZCy/uLJWwxTwRhgXfJyMK+dre/ZmFTZkm9CbkxapJWGaoivTfLvMIJR7s4Sz1phEsSym2R\nJyFqojTsE28ssErUMIrB3CzGuLFmYVMmjBGy3REu53YlCPFoiQtbNDeKMS6kTMzNzVIFuEpFYUol\n5KVwswQnN5MSrj7vNocJuVFOSpU1UUQeEpGjIvJCzHERkbUi0isiz4nIFYFj3xeRN0Tke6FzLhWR\nZ0Rkn4h8U0QmFxpHYjEXkToRedbdNO5mIjLF3+/1jy9Ieg8jl2CES6l8266KTjkiWEp1LRNyo+yU\nzmfeCVyX5/j1QKO/tQMPBI79DfCxiHPuA+5X1UbgdaDgqr5i3Cx/ALwITA/dbJOIrPdv9oD/83VV\nXSQit/r9fqeI+xgh1iwcyVs+FtdK8MNgtNeIE9mVXFXQp10o97oJuDFuaOmW86vqjgJG603AI34t\n5J0icp6IzFbVw6raLSJXBzuLiADXAK1+08PAX5D9IZBDIjEXkbnAfwX+GvhUgZvd5P8OsBn4qohI\nLRd1LgWNbT1jEvSxWPWlElkTa6NSKDLOfKaI7A7sd6hq8tShcAlwILB/0G87HNN/BvCGqr4b6p+X\npJb5l4E/Blxyi3w3ywxcVd8VkTf9/seDFxSRdryvHDRwTsJh1DaNbT0s7cwN5YPoJe1xqyx7Bxvy\n5kwx0TVqguT25fExrgCNSr6U7+bF9gcSiLmI3AgcVdWewNeBfDdLNBD/k60DvOX8hcZheDS29WRy\nugTFOLzUHXJdKU7cw0vhTbyNWmQcQxMPAvMC+3OBQ3n6HwfOE5GzfIO5UH8gmWV+FfBbInID0IDn\nM/9ynpu5gR8UkbOAXwBOJriPkRA3KRpXji7K6m5s62ElXv5yV4DY4raNmmV8FwRtAT4pIpuAZcCb\nqhrnYkFVVUR+CNwCbALuAL5b6CYFxVxVPwd8DsC3zD+jqitF5FsxN9vi7z/tH/+B+cvLQ1xyKWe5\nm8VtGPGUagJURB4FrsbzrR8E1gD1AKq6HngcuAHoBd4GPh4499+B9wLn+ueuUtUngM8Cm0Tk88Cz\nQG5h2/A4itHZgJjfKCIL8YT8Av9mv6uqAyLSAHwDuBzPIr9VVfsKXPc08FLigVQuMwnNDVQxaXkW\ne47KohTPMV9VZ43lAudeME8/0PKHifr+x+bPpC9roqpuB7b7v/cBSyP69AMfLXIcL1XDf1YhRGR3\nGp4D0vMs9hyVRcU8h1LMBGhVYMv5DcOoSSw3i2EYRhowMS8LxQTgVzJpeQ5Iz7PYc1QWFfEcVpyi\nTBS5mqpiSctzQHqexZ6jsqiY51BNXXGKihBzwzCMcSddWm5ibhhGbZI2N8uE5zMXketE5CU/Ze49\nEz2efIjIPBH5oYi8KCJ7ReQP/PYLRGSbnw54m4ic77fH5jGuBNKQ1tjPQLdZRP6v/7r8ajW+HiLy\nv/z31Asi8qiINFTL6yER+bxH8xqIyB1+/30ickdZB63AsCbbqoQJFXMRqQP+Di/f7y8Bt4nIL03k\nmArwLvBpVb0MaAbu8sd7D9Dt5x7u9vchfx7jSsClNXbE5VDOpDUG7vf7VQpfAb6vqu8FPoD3PFX1\neojIJcDdwJWq+j6gDnDpo6vh9egkN593Ua+BiFyAt3JyGd76lTXuA6BspKwG6ERb5kuBXlXtU9V3\n8FaU3jTBY4rFzz/8Y//303jCcQnemB/2uz0MfMT/PZPHWFV34uWzmT3Ow45ERtIa/4O/79Iab/a7\nhJ/DPd9moMXvP6GIyHRgOf5SZ1V9R1XfoApfDzyX59l+PqNz8NKjVsXroao7yM2/VOxrcC2wTVVP\nqurrwDbyF3wYM6WqNFQpTLSYx+X5rXj8r7aXA88AF7nEOf7PC/1ulfx8Lq2xy1CROK0x4NIaTzQL\ngWPA13130T+IyFSq7PVQ1Z8DXwR+hifibwI9VN/rEaTY12DcXxsZ1kRbtTDRYj6qvL0TjYicCzwG\n/KGqnsrXNaJtwp9PAmmNg80RXYtKazwBnAVcATygqpcDZxj5Oh9FRT6H7064CbgUmANMxXNHhKn0\n1yMJcWMf32dK6mKplv9VJl7Mi83zO+GISD2ekG9U1W/7za+5r+v+z6N+e6U+n0trvB/PtXUNgbTG\nfp+otMZIZaU1PggcVNVn/P3NeOJeba/HbwCvqOoxVR0Evg18kOp7PYIU+xqM62vjLRrSRFu1MNFi\n/iOg0Z+1n4w36bNlgscUi++X3AC8qKp/Gzjk0v5Cbjrg2/0Z/GYK5DEeL1T1c6o6V1UX4P2f/0BV\nVwIuhzJEpzWGCkprrKpHgAMisthvagF+QpW9HnjulWYROcd/j7nnqKrXI0Sxr8ETwAoROd//prLC\nbysfwwm3KmFC48z9snKfxHvR6oCHVHXvRI6pAFfhVdJ+XkT2+G1/AnwB+CcRWYX3h+myRsbmMa5Q\n4nIobwC+ISK9+GmNJ2h8UawGNvrGQB/e//Ekquj1UNVnRGQz8GO8iKln8Za9/ytV8HpIdD7vov4m\nVPWkiPwVnoEH8JeqWtZvG9VkdSehqHzmhmEYaWD6tLn6K1felajvD7b/SfrymRuGYaSD6opUSYKJ\nuWEYtUnKvBIm5oZh1B5auhqglYKJuWEYtYlZ5oZhGCkgXVpuYm4YRm0iw+nys0z0oiHDMIzxRynZ\noqGoFMCh40Wn/RWR7eKlBt/jbxdGXTuIWeaGYdQcQkmX6ncCXwUeiTkeTPu7DC/t77JA2t8r8T5e\nekRki581EmClqu5OOgizzA3DqE1Uk20FLxOZAjjIuKT9NTE3DKM2SS7mM0Vkd2BrL/JOo037+3Xf\nxfJnSfLVm5vFMIzaw/nMk3F8jMv5R5P2d6Wq/lxEpuFlaf0Y8W4cwCxzwzBqFBkeTrSVgKLT/voF\nS1xFsy68qmx5MTE3DKMGSehiKc0kaVFpf0XkLBGZCZn6CTcCkZEyQczNYhhG7aGUbAVoTArgegBV\nXU+RaX/90odP+EJeBzwJfK3QOEzMDcOoTUq0ZkhVbytwXIHIfLuq+hDwUKjtDNBU7DhMzA3DqEnS\nVpzCxNwwjNrExNwwDKPKUYWhdOVmMTE3DKM2McvcMAwjBZiYG4ZhVDkKWA1QwzCMakdBzWduGIZR\n3Sg2AWoYhpEKzGduGIaRAkzMDcMwqp2SJdGqGEzMDcOoPRRIWUFnE3PDMGoTs8wNwzCqHVvObxiG\nUf0oqMWZG4ZhpABbAWoYhpECzGduGIZR5ahaNIthGEYqMMvcMAyj2lF0aGiiB1FSTMwNw6g9LAWu\nYRhGSkhZaOKkiR6AYRjGeKOADmuirRAi8pCIHBWRF2KOi4isFZFeEXlORK4IHLtDRPb52x2B9iYR\ned4/Z62ISKFxmJgbhlF7qF+cIslWmE7gujzHrwca/a0deABARC4A1gDLgKXAGhE53z/nAb+vOy/f\n9QETc8MwahQdGkq0FbyO6g7gZJ4uNwGPqMdO4DwRmQ1cC2xT1ZOq+jqwDbjOPzZdVZ9WVQUeAT5S\naBzmMzcMo+Y4zetPPKmbZybs3iAiuwP7HaraUcTtLgEOBPYP+m352g9GtOfFxNwwjJpDVQu6LUpI\nlL9bR9GeF3OzGIZhlJeDwLzA/lzgUIH2uRHteTExNwzDKC9bgNv9qJZm4E1VPQw8AawQkfP9ic8V\nwBP+sdMi0uxHsdwOfLfQTczNYhiGMQZE5FHgamCmiBzEi1CpB1DV9cDjwA1AL/A28HH/2EkR+Svg\nR/6l/lJV3UTq7+FFyZwN/Ju/5R+Hpiw/gWEYRi1ibhbDMIwUYGJuGIaRAkzMDcMwUoCJuWEYRgow\nMTcMw0gBJuaGYRgpwMTcMAwjBfx/qg33sT9sf6UAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc92523acc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(CpH, vmin=10000000)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_value(\"../SystemTables/ZuurClass.txt\")\n",
"pH = reclassify_table_value(CpH, class_table).astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc924f368d0>"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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IVgC3A3g1gHMA9qvqrIhcBuAuAFcAeBzAb6jqcyIiAGYBvBPAMoBJVX2omNPv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\nERERdTGGPSIiIqIu9v8DOCDbm9QMPUQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9252ddef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"im = ax.imshow(pH, vmin=0, vmax=5.)\n",
"ax.set_title('pH output')\n",
"fig.colorbar(im, shrink=0.4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compare to original results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### trofie verschil tussen draft test en origineel:"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"ref_trofie, _, _ = raster_to_numpy(\"../testcase/AbiotiekRef/trofie.asc\")"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc92779c9e8>"
]
},
"execution_count": 144,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ArlXVRwF8S0Q6AM4DsFZwf5KDvRMKCUIn/jrLM5haXQ9meKUF49r1jCskhBAy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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9274b6748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"im = ax.imshow(ref_trofie, vmin=1, vmax=5.)\n",
"ax.set_title('Trofie reference output')\n",
"fig.colorbar(im, shrink=0.4)"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc92760f278>"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7/Wrg1aM5W2J655Sx1spmdTEzs82lON5gNvTM/OLeyrEIi2MVtpnQoWuQmG+n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\nzMyslANFMzMzMyv1/wNmLiuysxhDrwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9276bae48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"im = ax.imshow(ref_trofie - Trofie, vmax=2)\n",
"ax.set_title('Difference between ref and new test')\n",
"fig.colorbar(im, shrink=0.3)"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"dtype('int64')"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Trofie.dtype"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"naast het verschil in het buitengebied (waarvoor verschillende oplossingen zijn-, is er ook nog een verschil met 1 klasse voor een aantal gebieden binnen het studiegebied, zowel -1 overschatting als -1 onderschatting. Te checken!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### pH verschil tussen draft test en origineel:"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"ref_ph, _, _ = raster_to_numpy(\"../../TestCase_GroteNete/AbiotiekRef/ph/\")"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc92496dc88>"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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N0DDWPbpyCclOnSx/3X4O7RTcbNs0tOqyDbu+GOEGrBZ57mt7rP06TujVHoo9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\nGIo9QgghhJAOhmKPEEIIIaSD+f8BX63wYmfrlggAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc924b80710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"im = ax.imshow(pH, vmin=0, vmax=5.)\n",
"ax.set_title('pH reference output')\n",
"fig.colorbar(im, shrink=0.4)"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"collapsed": false,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3/dist-packages/matplotlib/transforms.py:2786: RuntimeWarning: overflow encountered in long_scalars\n",
" elif vmax - vmin <= maxabsvalue * tiny:\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7fc924777748>"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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9pTElhRHxbXq3EwR4eY/1AzhxlukyMzMbmQNCq5K6jFNYj/JMe1KVfkE50zWz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\nc5UU/hFwK/C0NP8h4IyIWCH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"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9247b8d30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"im = ax.imshow(ref_ph - pH, cmap=\"coolwarm\")\n",
"fig.colorbar(im, shrink=0.4)\n",
"ax.set_title('Difference between ref and new test')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Effectief ergens een verschil in de classificatie, moet nog eens verder nagegaan worden (mss met rekeningschap van onder of bovengrenzen?)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusion"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A first draft analysis provides the insight that for STEP 1 in the NICHE analysis, the calculation is rather straightfoward. This could serve as a first start for a eventual reimplementation after checking the current misclassifications."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": []
}
],
"metadata": {
"_draft": {
"nbviewer_url": "https://gist.github.com/6e4bdd48ace9503088dfe9de0d1e120e"
},
"gist": {
"data": {
"description": "code_tests/niche_verkenning_stap1.ipynb",
"public": true
},
"id": "6e4bdd48ace9503088dfe9de0d1e120e"
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.3"
},
"nav_menu": {},
"toc": {
"navigate_menu": true,
"number_sections": true,
"sideBar": true,
"threshold": 6.0,
"toc_cell": false,
"toc_section_display": "block",
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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