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@stijnvanhoey
Created April 19, 2017 14:31
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Explorative check of the first step of NICHE implementation
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{
"cells": [
{
"cell_type": "code",
"execution_count": 451,
"metadata": {
"collapsed": true,
"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\n",
"import rasterio"
]
},
{
"cell_type": "code",
"execution_count": 452,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 453,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"path_input_raster = \"../20170418_gdrive_NICHE/TestCase_GroteNete/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": 454,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"kwel data set has no projection info!\n"
]
}
],
"source": [
"input_rasters = {}\n",
"for path in glob.glob(path_input_raster):\n",
" if os.path.isdir(os.path.abspath(path)) and path.split(\"/\")[-1] != 'info' :\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": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"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": 455,
"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": 456,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
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rCADVr1/f5dqUvhNOp5Mef/xxatasGcXHx1Pbtm3VZ0Jk/Kzz8/Opf//+VK9e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HC0xjqrB/pYelRKeXk5BQUFUUpKCpWUlFBERARdvXpVa/fLysqi8+fPExHR06dPqVmzZnT16lWa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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b9e6cf60>"
]
},
"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": 457,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dd2_ghg int16\n",
"dd2_gvg int16\n",
"dd2_glg int16\n",
"grntatmdep uint8\n",
"kwel float32\n",
"grntnulgrid uint8\n",
"dd2_overvz2 uint8\n",
"dd2_t101_20mz uint8\n",
"grntcond float32\n",
"grntmest int16\n",
"grntbeheer uint8\n",
"grntbodem 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": 469,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"def raster_to_numpy(filename):\n",
" '''Read a Esri binary Grid as numpy array\n",
" \n",
" Notes\n",
" ------\n",
" Currently, the supported datatypes to handle the \n",
" mask properly are: `uint8`, `int16`, `int32`, `float32`\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",
" # create a mask for no-data values, taking into account the data-types\n",
" if data.dtype == 'uint8':\n",
" data[data <= -255] = 0\n",
" elif data.dtype == 'int16':\n",
" data[data <= -32768] = 0\n",
" elif data.dtype == 'int32':\n",
" data[data <= -2147483647] = 0\n",
" elif data.dtype == 'float32':\n",
" data[data < 1e+38] = 0 \n",
" else:\n",
" print(\"Check the array on the handling of outside data regions!\") \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": 470,
"metadata": {
"collapsed": true,
"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": 471,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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Vc/Gk8kw52zkbM8c2m2elKieU4f2GXIsadJ4B5VxrqBsJkdiWBAAII3NiO+SD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nm2FbreveWQj3gVwUZHVK8Qb48stOXMjzlds/kGt62R1X5dnHnpZjH/HGWb+WCSPeOGsSbycu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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b93c1320>"
]
},
"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": [
"## Submodule `trofie`"
]
},
{
"cell_type": "code",
"execution_count": 667,
"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": 680,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(-0.5, 1109.5, 491.5, -0.5)"
]
},
"execution_count": 680,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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oFAqMHj0ahw8ftni/vLw8ALApuBGVDohUKpVdgiFAe1t7/TotcfnyZcyYMQON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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28a8918b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"chart = mpimg.imread(\"../20170418_gdrive_NICHE/FlowchartsCode/NICHE2014/NogNaTeKijken/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": 495,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['dd2_ghg', 'dd2_gvg', 'dd2_glg', 'grntatmdep', 'kwel', 'grntnulgrid', 'dd2_overvz2', 'dd2_t101_20mz', 'grntcond', 'grntmest', 'grntbeheer', 'grntbodem'])"
]
},
"execution_count": 495,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"input_arrays.keys()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Som van `Bodem` en `Gvg`:"
]
},
{
"cell_type": "code",
"execution_count": 496,
"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": 497,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28bd886780>"
]
},
"execution_count": 497,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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HLzEIgWDnS4HgH2c0oZ9j/qgdmQicUmic086B8M7WT4PcOCeoUnX6+qs5NXYY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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28be2c2358>"
]
},
"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": 475,
"metadata": {
"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": 475,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classes_bgvg = pd.read_table(\"../20170418_gdrive_NICHE/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": 476,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(-223, 150394)"
]
},
"execution_count": 476,
"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": 477,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"Nminer = bod_gvg.copy().astype(int)\n",
"for i, row in classes_bgvg.iterrows():\n",
" Nminer[(Nminer >= row['min_range']) & (Nminer < row['max_range'])] = row[\"value\"]"
]
},
{
"cell_type": "code",
"execution_count": 478,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b95bd940>"
]
},
"execution_count": 478,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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3kfjoettmMR5mmdv6lczvKfiBw4369omgp4IBDAU5S316N+P0Ppd1L7WH+h5Y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\nGEYLMeFtGIbRQkx4G4ZhtJD/B1Z5P5hGBDRMAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b979b8d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(Nminer)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 479,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(-223, 2836)"
]
},
"execution_count": 479,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Nminer.min(), Nminer.max()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Berekenen van `BodNtot`:"
]
},
{
"cell_type": "code",
"execution_count": 480,
"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": 481,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b9623d68>"
]
},
"execution_count": 481,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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vxQSOFMI/4bq9LO3dWZCcau5pZ/L8448UzMYthiVZa36SCtmnmewU9vNx9Ktn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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b95c0780>"
]
},
"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": 482,
"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": 483,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b9a8fc50>"
]
},
"execution_count": 483,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7l82nx3sfATDqq1/jqjHZyQF/svB+wBsnqKufG/jxNV4RrOeGZHY1io3BbyuS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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b95f20f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(CodTrofie)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 484,
"metadata": {
"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": 484,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classes_bntrofie = pd.read_table(\"../20170418_gdrive_NICHE/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": 485,
"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": 486,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28ba09c2e8>"
]
},
"execution_count": 486,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qzlreh7ujvGUsIW4tRatnXI9l3Ac8mPqNlwB/5e5/Y2bfB75mZn8AfBcIV9YB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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b9ae21d0>"
]
},
"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": 487,
"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": 488,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b99f5860>"
]
},
"execution_count": 488,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Lye0D9f2NKehMsTJo3TLOIbR8u8bOJuvdk8sSIc67xKpXRxLHWWpsvek2Nuy5h6033ZbU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\nAXAxdhzHKQD/HzYmFb8Y58cKAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28ba19e400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(InitTrofie, vmin=0., vmax=10.)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 489,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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6UFWtrar1DP6M/7Wqzut/UVbVfwLPJ3lTG10LfHuMS1oKzwGbkry2/Xd+Lef5m/BD9gLb\n2vVtwEOL8STL5hPSi21Cv6LjauDdwBNJHmuzD7dPo+v88j7g0+0fPs8At415PYuqqh5O8iDwTQZn\n5X2L8/DT0knuA64BViWZBnYCdwIPJLmdQSRvXpTn9hPSkqSTTdJhJUnSHBkHSVLHOEiSOsZBktQx\nDpKkjnGQJHWMgySpYxwkSZ3/A4Wp3IISbTDGAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28ba02cdd8>"
]
},
"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": 492,
"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": 493,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28bd878cf8>"
]
},
"execution_count": 493,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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c0hRgozeHQ9fTW4o+aHYhQaMA4LgxpguBFnujiLw+aXBVpVeMMRv6WER+H8An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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28bd867a90>"
]
},
"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": 681,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(-0.5, 973.5, 492.5, -0.5)"
]
},
"execution_count": 681,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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V81G8npu7TrWtLFr0htU25XZvEscS7dtW+xV/LylpKtL4st0oHT9egKKib9Cl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\nKhERqciMitSEhATKyc8+IlI5ePTwr0oXEZESMLYWjRgxQskWL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omosrJSu3btUmBgoGbP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"text/plain": [
"<matplotlib.figure.Figure at 0x7f28a88a83c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"chart = mpimg.imread(\"../20170418_gdrive_NICHE/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": 598,
"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": 508,
"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": 570,
"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": 571,
"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": 572,
"metadata": {
"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(\"../20170418_gdrive_NICHE/SystemTables/BnTrofie.txt\")\n",
"test = CodTrofie.copy()\n",
"print(class_table.head())"
]
},
{
"cell_type": "code",
"execution_count": 573,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([[753, 752, 750, ..., 510, 510, 510],\n",
" [745, 744, 743, ..., 510, 510, 510],\n",
" [738, 737, 735, ..., 510, 510, 510],\n",
" ..., \n",
" [510, 510, 510, ..., 510, 510, 510],\n",
" [510, 510, 510, ..., 510, 510, 510],\n",
" [510, 510, 510, ..., 510, 510, 510]])"
]
},
"execution_count": 573,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reclassify_table_range(test, class_table)"
]
},
{
"cell_type": "code",
"execution_count": 574,
"metadata": {
"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": 574,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"read_classify_table_value(\"../20170418_gdrive_NICHE/SystemTables/ZuurClass.txt\").head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### pH calculation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Berekening `ReglRcl`"
]
},
{
"cell_type": "code",
"execution_count": 576,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_value(\"../20170418_gdrive_NICHE/SystemTables/ReglenClass.txt\")\n",
"ReglRcl = reclassify_table_value(input_arrays[\"grntnulgrid\"].astype(\"int32\"), class_table) # change dtype to cope larger values"
]
},
{
"cell_type": "code",
"execution_count": 577,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b3f54da0>"
]
},
"execution_count": 577,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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IBzuW2xf4OHBnkfUWqTE/BxwfEW8HDgdW5Pfy+xJwSUQsA54EVuXLrwKejIg3AZfkyzVO\n0gdlgwzbPS31ULYSzRSc+jsK2BIRWyPiebLK6souy30B+DLwbJGiDQzmyPwyf7p7PgVwPLAun78W\neF/+eGX+nPz1E/IbuppVpkjg1iGU/YVfniHGY14kaVPbtLptNUuAR9ueT+XzXnof6QjgwIj4btGy\nFTr5l1fX7wbeRFZt/yHwVETs6lKYFwsaEbsk7QReC2wvWiizcahDELdzKJeseFPG9ojo1S7crdL5\n4polzSNrOfjIMEUrFMwRMQ0cLmkB8E/AW/sUpm9BW/JvndUAe7JXocI2QcpnsuukW+jWLYjb+Zgo\nWXnjYEwBB7Y9Xwpsa3u+L3AYcGvecPArwHpJp0bEpl4rHaq7XEQ8JelW4BhggaTd8lpze2FaBZ2S\ntBvwGmBHl3WtAdYA7KeFCXdcGT+HczF1DtqifByMTknd5e4CluWdIX4KnAZ8sPViROwEFr34nll+\nfrZfKEOxXhmvA17IQ/nVwIlkJ/RuAd5P1th9JnB9/ifr8+e356/fHBEO3iE5nHubpED2Pq5QCamU\nN9eeDWwE5gNXRcQDki4CNkXE+tmst0iNeTGwNm9nngdcFxHflfQgcK2kLwL3Alfmy18JfEPSFrKa\n8mmzKVjT+QPbnUPZylLWJdkRsQHY0DHv/B7LHldknQODOSI2A0d0mb+VrKtI5/xngQ8UefNJN5cr\nAfuNRdBUdQzlpu+zZFU41nIRviS7RmoxOMyI1C2Um7iP6kR076WQCgdzDTUloOsQxpO+Dyaaa8w2\nCpMc0CmH8iT+fzdRyoMYOZhHbBwjzk1KD46UwxgcyBPHwWzWmwPZxs4D5dsk1JpnW/5BZXIoW2Vc\nY7aUDNs2PZfwTD14+3EoTza3MVuSdzfpdseJJnMQN4yD2aD4DTJnq1dzRr/3cxg7jJvKNWZ7mVEG\ndHszRdNDt8Xha68QFBkEvzIO5gqNshmhaaHs8LVhpH4zVgdzItzWO3sOZZsVB7MNY9Rt0ZPEoWyz\npYRHI3YwW+04jG3OPLqc2dw5jK1sKbcxD7xLtlXHYZTx/4ONgmaKTVUoHMyS5ku6V9J38+cHS7pT\n0iOS/lHSq/L5e+TPt+SvHzSaolsTOJRtZKLgVIFhasyfAB5qe/4l4JKIWAY8CazK568CnoyIN5Hd\ntvtLZRS0qZoaTCcfcHhjt93GILKmjCJTFQq1MUtaCvwO8BfAp5Xdh/t4Xrob7FrgQuByYGX+GGAd\n8LeS5Buyzl5qF4vMNjCLbIPD2MYm4UQqevLvb4A/BfbNn78WeCoiduXPp4Al+eMlwKPw4h1kd+bL\nby+lxA1VZTiXFZYOXUtF7S8wkfS7wOMRcbek41qzuywaBV5rX+9qYDXAnuxVqLBNN65wdoBaE2gm\n3WQuUmM+FjhV0inAnsB+ZDXoBZJ2y2vNS4Ft+fJTwIHAlKTdgNcAOzpXGhFrgDUA+2lhuv9DiRlF\nODuIrXHq3o85Is4DzgPIa8yfjYgPSfoW8H7gWuBM4Pr8T9bnz2/PX7/Z7cvlmu2Vge1/5zC2ppvU\nO5h8DrhW0heBe4Er8/lXAt+QtIWspnza3IpovfQK10ED4TuUzah3jbldRNwK3Jo/3goc1WWZZ4EP\nDLPep3nyl9+LdQ8P8zeJWkQCJznnL2492jKX1SSxLSXwdqSljO14YxkFqfXJvzF5OCKWV12IuZK0\naRK2AyZnW7wdaUlmOwJIuIU1lWA2MxurSW1jNjOrpdr3Yx6TNVUXoCSTsh0wOdvi7UhLGtsR4aaM\nQfI+zbU3KdsBk7Mt3o60pLQdrjGbmaUm4WCufDxmSSskPZwPE3pu1eXpR9KBkm6R9JCkByR9Ip+/\nUNKN+RCoN0raP58vSZfm27ZZ0pHVbsHLTcJQrpIWSFon6b/z/fLOOu4PSZ/Kj6n7JV0jac+67A9J\nV0l6XNL9bfOG3geSzsyXf0TSmSMvd8Kjy1UazJLmA5cB7wUOBU6XdGiVZRpgF/CZiHgrcAxwVl7e\nc4Gb8iFQb8qfQ7Zdy/JpNdnoeymZhKFcvwrcEBFvAd5Otj212h+SlgAfB5ZHxGHAfLILs+qyP74O\nrOiYN9Q+kLQQuAA4muz6iAtaYT4SAUxHsakCVdeYjwK2RMTWiHie7PLulRWXqaeIeCwi7skfP00W\nAkvIyrw2X2wt8L788Urg6sjcQTa+yGIS0DaU6xX589ZQruvyRTq3o7V964AT8uUrJWk/4N3kV51G\nxPMR8RQ13B9kzYqvzseX2Qt4jJrsj4i4jVeOhzPsPjgZuDEidkTEk8CNvDLsS1VWjXnQr35Jn5b0\nYP4L4SZJAy+QqTqYXxwiNNc+fGjS8p+PRwB3Am+IiMcgC2/g9fliKW9fayjXVm/OwkO5Aq2hXKv2\na8DPgX/Im2SukLQ3NdsfEfFT4K+An5AF8k7gbuq3P9oNuw/Gv29aPTMGTX0U/NV/L9mvobeRfZF+\neVDRqg7mQkOEpkbSPsC3gU9GxC/6LdplXuXbp7ahXNtnd1l0qKFcK7AbcCRweUQcAfwfL/1k7ibJ\n7ch/sq8EDgYOAPYm+6B3Sn1/FNGr7GPfppJqzAN/9UfELRHxTP70DrLROPuqOphbQ4S2tA8fmiRJ\nu5OF8jcj4jv57J+1fhLn/z6ez091+1pDuf6Y7EA6nrahXPNlug3livoM5VqBKWAqIu7Mn68jC+q6\n7Y8TgR9FxM8j4gXgO8C7qN/+aDfsPhjvvil6v7/BwTxsTX8V8K+DVlp1MN8FLMvPPr+K7ITH+orL\n1FPejncl8FBEfKXtpdZQp/DKIVDPyM9EHwPsbP28q1JEnBcRSyPiILL/85sj4kPALWRDtUL3oVwh\noaFcI+J/gUclHZLPOgF4kJrtD7ImjGMk7ZUfY63tqNX+6DDsPtgIvEfS/vkviPfk80ZCgKaj0AQs\nkrSpbVrdsapOXfeFpD8AlgN/Oah8lfZjzm89dTbZDpgPXBURD1RZpgGOBT4M/Jek1mDInwcuBq6T\ntIrsQ9YaXW8DcArZMG/PAB8db3GHVsehXM8Bvpl/sW8l+z+eR432R0TcKWkdcA9Zz597ya6Q+xdq\nsD8kXQMcRxZgU2S9K4b6TETEDklfIKusAVwUESP9FaDi32Xb+wy8VKimL+lE4M+A34qI5wqULbUv\nWjOz0dpv36Xxm8vPKrTszbd+/u5ewZw3Jf2A7FfOT8m+WD7YXsGUdARZM9uKiHikyHv6yj8za6By\nxsro9atf0kXApohYT9Z0sQ/wrbxX408i4tR+63Uwm1kjlXVVX0RsIGuiaZ93ftvjE4ddp4PZzJop\n4WZcB7OZNU/Q6nGRJAezmTVTurnsYDazZhqiu9zYOZjNrJkczGZmCQleGr4rQQ5mM2scEW7KMDNL\nzky6VWYHs5k1j5syzMzS46YMM7PUOJjNzFJSziBGo+JgNrPmad0lO1EOZjNrJLcxm5mlxsFsZpaQ\nAGYczGZmCfHJPzOz9DiYzcwSEsB0upf+OZjNrIECwsFsZpYWN2WYmSXEvTLMzBLkGrOZWWIczGZm\nCYmA6emqS9GTg9nMmsk1ZjOzxDiYzcxSEu6VYWaWlIDwBSZmZonxJdlmZgmJgBkHs5lZWnzyz8ws\nLeEas5lZSjxQvplZWjyIkZlZWgIIX5JtZpaQ8ED5ZmbJiYSbMhQJN4CbmY2CpBuARQUX3x4RK0ZZ\nnk4OZjOzxMyrugBmZvZyDmYzs8Q4mM3MEuNgNjNLjIPZzCwxDmYzs8Q4mM3MEuNgNjNLjIPZzCwx\n/w/WwZ5KuxjdeQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b3fcb4e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(ReglRcl)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Berekening `CondRcl`"
]
},
{
"cell_type": "code",
"execution_count": 583,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_range(\"../20170418_gdrive_NICHE/SystemTables/CondClass500.txt\")\n",
"CondRcl = reclassify_table_range(input_arrays[\"grntcond\"], class_table)"
]
},
{
"cell_type": "code",
"execution_count": 584,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b3c05eb8>"
]
},
"execution_count": 584,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b3cea898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(CondRcl)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Berekening `OevRcl`"
]
},
{
"cell_type": "code",
"execution_count": 594,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_value(\"../20170418_gdrive_NICHE/SystemTables/RipaClass.txt\")\n",
"OevRcl = reclassify_table_value(input_arrays[\"dd2_t101_20mz\"].astype(\"int64\"), class_table)"
]
},
{
"cell_type": "code",
"execution_count": 595,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b3ab0f28>"
]
},
"execution_count": 595,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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6PU2anFpx8F4iz29p4zCK/Wzi9+UF1VsayqMKDkCdixny9cyWYpT7UdUJzFFvxzA0uVVd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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b3b09358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(OevRcl)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Berekening `FluxRcl`"
]
},
{
"cell_type": "code",
"execution_count": 593,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_range(\"../20170418_gdrive_NICHE/SystemTables/FluxClass.txt\")\n",
"FluxRcl = reclassify_table_range(input_arrays[\"kwel\"], class_table)"
]
},
{
"cell_type": "code",
"execution_count": 596,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b3a760f0>"
]
},
"execution_count": 596,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAADxCAYAAAA5tVf1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b3a52cf8>"
]
},
"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": 605,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_range(\"../20170418_gdrive_NICHE/SystemTables/SoilClass.txt\")\n",
"BodGlg = reclassify_table_range(input_arrays[\"grntbodem\"], class_table) + input_arrays[\"dd2_glg\"]"
]
},
{
"cell_type": "code",
"execution_count": 608,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_range(\"../20170418_gdrive_NICHE/SystemTables/SoilGlgClass.txt\")\n",
"BodGlgRcl = reclassify_table_range(BodGlg, class_table)"
]
},
{
"cell_type": "code",
"execution_count": 610,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b3724ef0>"
]
},
"execution_count": 610,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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zIhTw2yweNGykzs5Y0za1esFxqqlWGiQpHRTrBctaQb9I2eKs5x3/PRr9mzT7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\nRUQqQgFfRKQi/j97tMsqNvyD9gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b3804470>"
]
},
"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": 613,
"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": 622,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b8ca3668>"
]
},
"execution_count": 622,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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3BzKKuaqOApeLyAXAXwI/W+VkmTri/jN2QRSamKUfeeO62W+UQshK+FjzBHwh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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b8cfeeb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(CpH, vmin=10000000)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 626,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"class_table = read_classify_table_value(\"../20170418_gdrive_NICHE/SystemTables/ZuurClass.txt\")\n",
"pH = reclassify_table_value(CpH, class_table).astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 630,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b8cd5080>"
]
},
"execution_count": 630,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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re4BG3VOvZF2hZ+3o7geBgwDb5i7L3Ge9CM2qVdb3nV3Yx6n91frdqflWRERkxLz9PnuD\nhr1FM9vk7g8mzbQPJdvPAVui/a4EHhjmAteLEPSaCmQKeiIiIqM3LgM0stwCXJ98fT3wyWj7G63n\nGuCx0NwrxaoOnKha1RMRERkH6anBwmDDcZ4yrO0+e2WmXvkoMA9cbmbngHcC7wE+bma7gbPAa5Pd\nb6U37coZelOv/GrtVzzBqlT3BmnGjc8RqOInIiJt27Fz98r7UdF7Wwh841TwCAM02tQ37Ln763Lu\n2pGxrwNvGvai1qM4hJUJfaf2H2Dm+C4tmSYiImMr/d6Xft+bXdjH6STYLc2dX9k+bu9/PqbNuFKz\n8B+8SqWtyn90jcIVEZEuyXpfSm8rquBVXUWqTW2PxlXY65BjRw9XDmX9/rOf2n+Axe1TwNpPTWrC\nFRGRNmR1KQq3HTt3r1reM8ibN7broc+9/T57CnsdEwewMsHv9PwRZo7vWrmlpbc1PepXRESkSF7f\n8Xit+FP7D6yaIzZPeI/rfuCzSre61T3PntSgaoVvkH4LcZVPAVBERNqQ936X9x44dXLjqr5746H9\nARqq7E2Y9KebMkFQ6+WKiMgopENc0WIC8ftS3KQ7js25bVf2FPbWgbjfXiwumYuIiHTBMMWHLs7F\nFyZVVp89yVU1jOVV8opGNIVzKPiJiEhbqrQy5VX3Osl7gzSq3OqmsDeB8krZ/Z5EasoVEZGmFBUU\nst5/+hUgsgJfmUEdbdDUKyIiIrKuzRzfxY6du1f+TasS4rrWSuWoz540YNhZxbv2RBERkcm29dCG\nVf9Cudam0/NHVip8Uyc3ZvZPb1+1/nrqs7eO1NGkOruwb02Tbt5xw2ANBT0RERmVMu914X0pr7p3\nav+BVU26i9unOjdQQ332JNewgS9vUEY3P/mIiMh6Ei8TGg/OyJpkOSjbnNu1vntqxpVCgyyhFgsr\nbARlP+2owiciInUqs1xn0T7x90tz5zMLGtMnljoY9NoPe1pBYwzUNUp25vguVNMTEZFxURT4xknb\nK2go7K0Dww7YEBERqcO4hrVhNdEPrwo1465DXStxi4jI+tK1ARRNa7sZt2/YM7MPmdlDZnYq2vYu\nM/uWmX05ub0quu8GMztjZl83s1fUfsVSWdxnT0FPRERGbeb4LmYX9q30B1+aO19pLdsy/ci7+v7m\nVAt6bQ3QOAK8MmP7+9396uR2K4CZvQC4DvinyWMOmNmGjMfKkMp+KgpPppnju5g6uZFjRw9rNK6I\niIzU6fkjnNp/gGNHDzO7sI+pkxsrLXk27s2/XvFWt75hz90/BzxS8njXAje5+5K7fwM4A7xoiOuT\nlB07d1cOekH8Sapf4Bv3J5aIiHTT0tx5oL5KXOebhMd8NO6bzeyNwB3AW939UWAz8IVon3PJtjXM\nbC+wF2DrZo0TyZO3bEyYNDJvLr2i8vip/Qe6/+QQEZGxE79nLW6fWvMeFd6blubOc2z/kb7Hmzm+\ni62HNvQtQHS1CXdFzeU6M7sM+BwwRS/L3ezu78zbf9CU9UHg9+hd/u8B/wn4d5C5em/mj+juB4GD\nANvmLmt5nMr4Cf+x4ydWeDLMLuyD5JNTmkbmiohInfL602UFsLLvQTt27mZx+xSn9x+A+fz98goX\nXWudaqBatwS8zN1/YGaXAp83s79w9y9k7TxQ2HP3xfC1mf0X4FPJt+eALdGuVwIPDHIOqS48OaZP\nLHF2Ln+/flW9rj1JRESkW5qceH/m+C5OV3gf6nxVj/qnXnF3B36QfHtpcss9y0Bhz8w2ufuDybf/\nFggjdW8B/tTM3gc8B5gBvjjIOaTak+nsnmUAth7K/0+vqp6IiAyqasBrunAwLt2RnIEqe5eb2R3R\n9weTFtEVyQDYO4HnAx9w99vzDtY37JnZR+kVUS83s3PAO4F5M7s6+RnuA34NwN3vNrOPA18DHgfe\n5O7L5X82GcbWQ/kDn6dOboT5i6to5H0SUlVPRERig1TxhnkviQsTM8d3ZRYqQtDLei/r3PuYA9XD\n3sPuvq3wsL18dbWZPQP4hJnNuvuprH37hj13f13G5tzfpLu/G3h3v+PKcOKFooOze5ZzA1/oJDt1\ncqOCnoiIlBLeY7LWaY/fM3bs3F3Le0gc7uKpw+LANy4VvViTK2i4+/fM7Di9Ke8GC3vSPVkLRYcR\nSxA36fa+X9w+BfPj+QQREZF6ZQ3sK7NPCHxZj6mrWBBCXRhouDIX3/yYv4fVPxr3CuAfk6D3JODl\nwHvz9lfYGzNVnlAh9J2eP1DYfKuKnojI5IurdP3k7TOK94vwfhVMn1hidmFfqYEY3Xw/a2TuvE3A\njUm/vUuAj7v7p/J2VtibQGuacud7n5ZmT+5bGa0bq6v8LiIi7SvqY5d+re/K63+6qTZMvLw0d56z\nczB1sv8xuvBz5Kp/NO5XgBeW3V9hb4zFT+ityb+hmiciIutLv4EU4xD0Zhf2McXFsFdWF36OXN7I\nPHuVlFkbV1qS9Z833Y8ivU/WAI3QyTUM0tDauCIik2PHzt1DB72iVZealFfRyxLeu9I/S6eDXtDy\n4riq7HVc1qjbfqZObsx9woSl0rKac0VEZLyUfW/IG5QRQl5b87Cmz3t6/ggz7Fqz39Lc+VX7Fg0W\n6SZV9mTE8tbTFRGR8THMJMcXB/AdyQ16w1T74mlT4m39jpl3/8qoXC5WMscn6LVPlb0xk/WfO+6n\nt/XQhsp9HUREZLwMs1zZjp27+y5HlhXWgqIqYFGlMD1Zcrwtb/JkuBj0yo7I7aQG59krQ2FvTGRN\naJml7ACN0Jw7tk8cEZF1atCgV2XqlSriQJjVLJu3b/x9UdCbiCnDFPakjLyS9Y6du0EjcEVEJt4w\n1byze5Zr75cXqnFljlvUfJteMaOfsQx6Go0rReIn9zBP9CrnERGRbikz2jZ9izUxACPuR1ckK8RN\nndxY+vGxsQt6Cfdqt7op7HVcvExNljLNtmWf5Ap8IiLdM8iIWyA3+JWR974Rb+832K/fgIzpE0ut\njQIeOU29Iv3kPdF37NzNVooDX78nUnoKFo1wEhFpX9UP3zt27ubsnuXCgQ5Z0v3t0uEs61hlzlGm\nSTY952t8/qyq31i/N7XcjKuwNyay5tvLG7RRNM9ebClZZFpz7omIdEOVkJd+D8gKa2XEwS1rQMUw\nffKKrqmoMph+TxrroAeYBmhIP1n/yePm3axPQiHwVf2UB6ruiYg0oei1tWrIC485u2eZrYc2rJko\nOT3oIW9UbL/3h6zpUtJfl3lsWr8m4PhnHPv3o4aaZqtQ2Bsz/aZgCRW9OPgNEvhERGRwRd1vhpFu\n5Tk9fwTmL96frqTF3xdNkdLPMBMsV604plfKGH/W/WZcM9sCfBh4NnABOOjuC2b2TOBjwFXAfcAv\nufujZmbAAvAq4Dywy93vauby15/0C0WYeqWo6Xbq5MZVLwZVzjMZTzQRkWaMcmBbuqJXpt9cURNt\nGbML+wAIvesGnbQ/DnxNrNjReS1X9sz7jPE1s03AJne/y8yeCtwJvAbYBTzi7u8xs7cDP+LubzOz\nVwG/Ti/svRhYcPcXF51j29xl/sXbtgz/06wDeS8sWYM0th7asGp7Vjk+VACL+uwp8ImIXDTqmQvS\n1bx4qbM8WU25QdnBFXlTo5QJfF1pTdqw6cyd7r6tzWuY+rEtvunt+ys95pv7/n2t1923sufuDwIP\nJl9/38zuATYD13KxXnQjcBx4W7L9w95LkV8ws2eY2abkOFKT0Jy7uH2q8IkXV/wGbc6diD4TIiIV\ndGUqqqyg12+JsUFf6+NQOEzQKzp2V0LgyI1Tnz0zuwp4IXA7MB0CnLs/aGbPSnbbDNwfPexcsk1h\nrwZx6Apf55W+e5/+zq8JfHCxpF52RK4Cn4hMsrbDXdwfO/1aW6ZbTV5/vH5VvapNp2Vme8gKdCE8\nzrCr8DrS2yeiS1EHVtAoHfbM7CnAnwG/6e5/1+ual71rxrY1mdbM9gJ7AbZu1jiRYeQ1z4Yg1++J\nqcAnIutR2wEv6Bf08vrnlekHl6dqyIvfGxbZuGowYPo9Jit4hvXY45kiiq5r6uTGviN2x8lYTL1i\nZpfSC3p/4u5/nmxeDM2zSb++h5Lt54C4A96VwAPpY7r7QeAg9PrsDXj961YIXukAdnr+CLML+/oG\nvTVl/vnetkWyF52Ozwtj/ilLRNa1LoS8rNfvQfQb6Zq+v85BEKFal/Ves9IMPH9xWwhvswv7MoNc\nGAxyav+BlcdNzBQsLaecvsulJaNrDwP3uPv7ortuAa5Pvr4e+GS0/Y3Wcw3wmPrr1Su8UKX/Dcp+\nGkovZXN6/ghLc+fXzGouIjLu0hPSj1K8ZFn66/S1xWaO71qp6qVDWvz63W+gRp3C+0O6T1/WWrd5\n70VF27PuG/ug1wFlKnsvBd4AfNXMvpxsewfwHuDjZrYbOAu8NrnvVnojcc/Qm3rlV2u9YllRZc69\noqbcmeO7VpXMl+bOr1T48vqO6MknIuMgfo2MX7fyglaZvnNVZPWzzttnx87dzBzfxdZDG3p3pJpv\nQ4tM1gCMrOBXZ9DrVwSI32PqbIKdlPeatptx+1b23P3z7m7u/tPufnVyu9Xdv+vuO9x9Jvn3kWR/\nd/c3ufvz3P2fufsdzf8Y61P8whPK30EdI56KntyT8OQTESmquMHom3xD0Cszj17QVDPtIOruazcx\n7zVu1W416zvP3ihonr3qsl6A0k+K9JO+X4UvPEnTcyxNUidZEZGyspYjG2RZs6rny6rONT0Rcd7x\n04WELKGPOHTv/aIT8+xt2eKb3/pblR7zjd96a63XrbA3htJNDHl9UQYZUh+HvbANuvcEFhFpWvxa\nmF5/FrKbGOtanrLqKNs6K3rpc5YJfF19j+hM2HtLxbD3lnrDXt9mXOmurH4lZZ6UaelAl/XismPn\n7k6MYBMRGYV0eDq7Zzmzf19aUTgr+xoaAmOV0Bj2rzNowmDvKbKWebVb3TTB3RjKGrKf9aJTZo49\nKJ4RPZ6Dr6uf3EREYk2NvI0D3yBNtOkP5vFratx95vSQr7X9pmMp8/g8Yb48qWgc5tmT7inzQhOe\nlIMsbxO/WCzNnV+/S9yIyFjIq5pVGc2ZnoqqSmDq1486fQ3pD88rr7HzpU/ZmLym6PiaFfoqUtiT\nJqX74BVJP8HzhviLiIyTKoEv/RqYPk5vGcpsXR85Wra1J0sIejPHd0FyDLX2lNNU02wV6rO3DpQN\na1MnN2YO4W97KL+ISJG6+hPnvVaGPsthOqqsEJgX9LrQ13nroQ1sPbSB6RNLnJ4/svJ90cTI6Un3\n099LRS1PvaLK3jpRpkki/sSXt6h2nrzlb0REmlQmTJWtuGU1S57af2DN4wd9vRt0HdtBhHP0fqal\nNU3KO3buZvrEEmfnetvSwa/MsaUCVfZkWHkjZcP2cF8bQ/hFRNpUJegVrdcaS+9XdI5wX1v927LC\nKly8rlDli5cqCxW+KgFQimk0rgyt37JpsaKldHIXs57vf1xV9URk3MTNr+E1LPwbh786+i5X7SsX\nwmHdr639BpLkDbyoe2WMdaflyp4mVZ5woZ9JeAJnDfVPywp9KtuLSNeU/ZCbVdkq0xQbh568fcus\nZhSUacbNOl7oK1hH2Cr6nZWZs3XcAl8XJlW+bPMW3/qmt1R6zOn/7S21XrcqexPu2NHDq560ZZpo\nsz6BjrKviYhIk3bs3M2po/1Dy/SJpVWPqXJ8WBv6QrPo7MnVQSo+T9511DHSt47BIuqfPSBNvSJN\nSzdPDNMnLy/0xc0cmq5FRLqq7DQsswv7mKY4hJU5F7Cqqbjf+ZuaELqM+NxLe7KbnadObmysiXmi\naYCGjFodS+pkBUYNzReRUSlbpUrPixeaREepSoCL729qmcrF7VMsbp/i2NHDHDt6eOV3Ev9uth7a\nUPt517O2B2go7MnAiqZnUegTkbad3bO86rVp1E2QIUylB9GlQ9wo5uKbXdi3EvJgbVVucfsU0yeW\nWNw+xdk9y7mhOB61qxU0xoeacdexuNk1S5nZ1uMm2/RcfmrOFZEmDDL7wCgVTXUS67fObl3NuPGq\nF+F3Ev8OQ3P14vapldf8sqOHq6xOsq51vc+emW0BPgw8G7gAHHT3BTN7F/A/A99Jdn2Hu9+aPOYG\nYDewDPzzT0H+AAAf+ElEQVSGu9/WwLVLTfImXJ4+scQi1ZbXSQfIvMCnFwgRGcQwI3DLGrRiVfWc\nTYe8IOs1ODRvh0Ejvdf54tf6+Dih/6GU0IHl0spU9h4H3urud5nZU4E7zezTyX3vd/c/iHc2sxcA\n1wH/FHgO8Ndm9hPunr+goHRWmaA3aAVPgU9EyqrSRy/r9Shuwk1X1PIqbKFpM9yXdw11hbw2xK/x\ng6yd26WfpdO6Hvbc/UHgweTr75vZPcDmgodcC9zk7kvAN8zsDPAi4G9quF5pSNaL4wy7Vr7u9yKQ\nDnxxhU/NuSIyjCoVpK2HNpSaCD4+bl5ABFbmKc0zrmEnq0Vnae587mv91MmN7Di0+gP6uP7srRin\n0bhmdhXwQuD2ZNObzewrZvYhM/uRZNtm4P7oYecoDofSotmFfSu3tKoBLaspOK9fYFanZRGRWJXR\nqOlRt1XEI0/Tr4XpamAQXsPGWdZrfF7Qq2uuv/XIGKPRuGb2FODPgN90978DPgg8D7iaXuXvP4Vd\nMx6+5tLNbK+Z3WFmd3znu2rhbUP6Ra1oBG3Z0n7RMbLu04uHiGSp+kEwDmxZITGvOhdCYtb54sfE\nI2vzXreKPjx3lVpdRsQr3mpWKuyZ2aX0gt6fuPufA7j7orsvu/sF4L/Qa6qFXiUvXvvsSuCB9DHd\n/aC7b3P3bVf8qObzGbUdO3czfWJp5QZkLno9yJx86VBXtB6viEiWulaM2LFz96rwlQ51p+ePrAS4\nMsujZQkBb5InGdYH8yFUrOqVqeyZ2RYz+6yZ3WNmd5vZ/qL9+4Y9MzPgMHCPu78v2r4p2u3fAqeS\nr28BrjOzKTN7LjADfLH/pUtbjh09vCr0Zakz8I3Tp14RGX95IazMWrBljx+vVNSV0Ff2w3XR63to\nwpUh1V/ZC4Nnfwq4BnhTMkA2U5nRuC8F3gB81cy+nGx7B/A6M7s6uaz7gF8DcPe7zezjwNeSi3mT\nRuJ2V3ixG6b/XJURXHrhEJGgzDxzw/brLTp2VsDrSlCrQzwIY9Dm2qW58xzbP9hjJVJz02zB4Nmv\nZe3ft7Ln7p93d3P3n3b3q5Pbre7+Bnf/Z8n2X0hOHB7zbnd/nrv/E3f/i5p+NqlJXdMHBHlBL6+6\np+YAEYFygxziD6R1TnESgl784XOSgl5QNuSp716zBmjGvTyMa0hue3OPvXbw7BpaLm0dGjRshf57\nWX378qQD3yS+mIrIaOzYubv0qNuyExaHqVXqfG3KG0U8u7CvsfVu88wu7Cv9mp3uoz11cmOl13sp\nUL0Z9+EwriG5Hcw6bMbg2Uzm3vLkL8C2ucv8i7dt6b+j1GqYSY2rDrTQp0YRGVTVcNTvdW3Hzt19\n588bVt4ULm0o+nnj1/J0l5y42036d9qvCb4rNmw6c6e7b2vzGp707C3+49e/pdJjvvZ/v6XvdSeD\nZz8F3BaPqciitXGlMo2oFZl8/QJW197kz+5ZXpl+pd8H2VFcewhWIfS1NVo3/B3j5urZhX19+1mn\n+1fn/X/QSkjl1D13Xt7g2fzzq7InFcSdfauEPlX2RMZDmSpaHW/uswv71gzWio9bpZqX97gq1xlC\n2SR2NUn/Lhe3T/V9TNmBdF0Pel2p7D3vDdUqe3f/QXFlz8z+FfDfga8CF5LN73D3W7P2V2VPRERG\n1o8sa2BEv2soCoHpsBGP4C1bdZo5vov+8SfbOM6vl/7dx+Fvae78yofzfr9rKa/uyp67f57sRSxy\nzq/KngyoTFNATNU9ke4YJtwN8qZfV7+7spW7KhMkDxNqRtH/rw79fv8h8KV/jnEPfF2p7D3/9dUq\ne6fe17/PXhWq7MlAQhPMIsVz7G09tCF39NwkN5uIdFVT89aVPWd4fNZ1lD12mf1O7T8w0ETJZa8h\nff1drfCV/XsXTTytNcyH1NASaFWosicDK1vZi0d4hepe0QobItKMUQe9ohGbg/StG2QwQJOjRrP6\nwsWhKS9sjjoUDtsPc9B+kF3Qhcrexunqlb2vvl+VPRmRfi+S6ResvAEbVZp6RaScMm/AdVVkBn2D\n7zcidhQVo3CeUY8a7dLqHEXV1LKPV3VvSKrsqbI3SdKBLz1vU9EoXlX3RMoJ/cRiZSpKVZcq7GIV\nZ9DQtl6nCKlrdPW4Vvc6U9n7lYqVvT+st7KnsCe1GnYOPgU+kWJ5FaPw3Ou34kGZwNf2m3ndwWLc\nBxkMa5j+kXnHGJffYVfC3szrqoW9ryyoGVc6Iv6kvFJpqNhku+aNab6mixNZZ/rNfZk1yrKtN+z0\nqg3xtdV9XeMaUppS1OTfr9l95viulYmrpaKW62oKe9IarbkoUr+lufOlnlujDD0zx3etGpy1qoI/\nz6qq5Kmj9a5RG6znkFdm+bgyv5/T80f0gXxQCnsyLtIvCMO+eBa9Ka15QxARIHtKkTgsLc2dzxwU\nVeY5NYoqWNY1rGybr+ccCnnV6HfUMK9/UuWqLmn39DJOikZkhReLrYc21FKxU9CTrgsjPNtwav8B\nTu0/sKb/XfgAVfQhKk/WzxJvm13YN9C8daP+4KZRo9JJXvFWM4U9qaToE2Dod1O2GSnsEyoR4fEz\nx3cNPdBDpElxoGgzXITnY/x8y6vsDWrHzt0rEwZnTR2S93yN19EWWe/Mq93q1jfsmdllZvZFMztp\nZneb2f+ZbH+umd1uZqfN7GNm9sRk+1Ty/Znk/qvqv2zpsvDGkxf40iFPRMpLh8tQ3Yufd1nPvaKK\nX5G8FXCC0/NH1gS6trphaDCGdNYYVPaWgJe5+xxwNfBKM7sGeC/wfnefAR4FwrNsN/Couz8feH+y\nn6wTi9unVt588oJcv4CnSoB0XbrvamjSbbrKF0a95zWnnp4/slJ9i8Pd6fkjTJ9Yyp2Lr+i6tx7a\nUHky4FE9h4vCnYKedEnblb2+AzS8NxHfD5JvL01uDrwM+JVk+43Au4APAtcmXwPcDPyRmZl3YUI/\nadzS3Hk4oaH5MvmygsUgfdrqvI5QUZs+sbQm7MTfh2bZ9HquZ/csr0ytUTUsxU25Wcsi6kOcrFsd\nWBu31GhcM9sA3Ak8H/gA8D+A77n748ku54DNydebgfsB3P1xM3sM+FHg4RqvWzpq66ENa2b2Lytu\n+tEbg4yjppfD6rd+6enk/lBtzNo/Dnin9h9YVR2rGvSK+tY21e82Xc0LP6dG4EqnjUPYc/dl4Goz\newbwCeCnsnZL/rWC+1aY2V5gL8DWzZoBZhLMHN/FVBT0pk5uZPrEEovbpwbqm6fpV2SS1bGqQdFj\n86qN6UCaXje1X6AMFrdPMUV+t4y6n7tFTc0KetJlRvtTr1ReLs3M3gmcB94GPDup3r0EeJe7v8LM\nbku+/hszewLwbeCKomZcLZc2XrIqBuHFNnTmDkGvX+fuLAp4MumKgkuX1n0NQTFvibW4ih8v2db0\nc7juoCyTqwvLpT35ii3+k6+ptlzaXYfqXS6tzGjcK5KKHmb2JODlwD3AZ4FfTHa7Hvhk8vUtyfck\n939G/fUmS96LavzCvzR3fiXoVV1eJ0zloOlXpG3pKVbqGoBRtnpWx/EGEX7W6RNLhWvphvvTg0Lq\n7LvY7/dx7OhhBT3pPHOvdKtbmfbTTcCNSb+9S4CPu/unzOxrwE1m9vvAl4DwbDsMfMTMzgCPANfV\nftXSOceOHs59gT+7Z3llZv+qNFeXjEK/QJE1r96wAaOugNL0WrL9xM3A0/SC4aD9dstek8KdjJVx\nGKDh7l8BXpix/V7gRRnbfwi8tpark7EyfWKJRbJDXZhoedB59dJra4ICoAyvTLDJ26epptOq2ryG\nvHMXVQPrOofIOGm7z55W0JDaHDt6mOkTS7kTtw47gXLctKugJ2XlLQM2bJPspIWQYX8n6ebUouNp\nSTNZd1qeVFnDYKVWRc25dVHQk7Lyqm9F6zznSQeZNtVRVRw22A1yXzjvpAVlkX7aruwp7Entwtxd\ng4zEFalLv1BRJfA1FfSqThkSfqa80fChr1w8MjZU2gdpWk1Py1IHBT1ZlxT2ZBIdO3q4sdG0ecdV\nxU+CQapHeQGqSWWvMS/khfvSZhf2QdRtokrQy6uEVlXXQBaRsdfQEmhVKOxJY07PHxnp9ClamknK\n9BGrMolw+v5+ATAeSBQff5h54eLgmj7O2T3LbI2+D5OYA6UHRDUVxhTyRCIKezIJ8t44hxmBOwyt\nvrH+5A3ECIrWis1StcI1c3wXUyc3suPQ2qpi1nJeeQG06DrjtWshew7LUMVb3D6VO1iqzHlFpB5d\nWEFDYU+GVlTtiPsODWOQKqFG7q4fWeujBqMKMafnj8B8//Oe3bO86sNR/P86L3zNHN/F1kMbVlXx\n+unXdJvVbK3AJ9KQlteWUNiTRu3YuRsqDtSoez49Ne9OvrxqWNPhZXZh36pQVXZASBzqTuc8Jg6u\nVUJe3rlFpD2q7MlEG2ZEbhPBTNW+yTWq6VBmF/atLA8W/o2vocq0JF0JYV25DpGJNA4raIiMWl5/\nu/S2YZqH1advslWd0qSKdMCL5TXDVl3uK1QB65j6REFOpH12od3zK+xJbbLeVLYe2tDIfHt19AMM\nHeqL3rylm/IGMlQNVfF8kGXCf9l+bVVH/A56nrLXISItU2VPxl2/ZqtBglle5a3uqVwU9MZPCFBV\nm0yzjhFGt8aDJvKOM4oBDOlrUEVPZDKoz55MvEGnX2l6jr6pkxtXjZ6U7qujX1466MHFKUzSU5vE\n+1ddBmzm+C62lnhcfI5+28pQyBPpGEejcUVEBlW09m3e/nGgKzNvXdnwFKrYoSKdnoql32Pjayz7\nmCb7JopIfVTZk4l3av8BZhf2tTK5skyWovVs+1Xg4v55VfqR5g22yDrP6fkjAzX3qoonMuEU9mQ9\nmD6xxNm5tq/iovTAjElax3OQiYWrDmzogirTmMRBL0tW823ecbK+rqLq49JBU6teiIyXsVhBw8wu\nAz4HTCX73+zu7zSzI8D/BDyW7LrL3b9sZgYsAK8Czifb72ri4mV8DDpQoylLc+dXNbktbp+qtFh8\nFw3bn22cgkOVa00HvXSoiwdpQO+DQPr/Qvy77RcMiyqLVQyynJuIdJD7WPTZWwJe5u4/MLNLgc+b\n2V8k9/17d785tf/PATPJ7cXAB5N/ZZ07PX+kc825YfoVGN83z2FD3qAVokHO2+Z0IiHQnd2zvBLy\n0z9DL8QVh/6mg964/j8UkXydr+y5uwM/SL69NLkVXfa1wIeTx33BzJ5hZpvc/cGhr1bGXmg67VKV\nL5hd2AeMz3Qso1oxIj0IYJjzjqrpMawlm9evLljcPgWcL92M28+wP5+qeSITquthD8DMNgB3As8H\nPuDut5vZ/wq828z+D+AY8HZ3XwI2A/dHDz+XbFPYWyfK9H8rWv921EEwXWmMl8PqoiqjNQd9bNF+\ng67q0GRQWbPaRFLBSw/K2Hpow8oI2RDuQ2UXllprzleIE5lsna/sAbj7MnC1mT0D+ISZzQI3AN8G\nnggcBN4G/C69vohrDpHeYGZ7gb0AWzdrnMgkqfLGNeySZenQWIe2m5nzwnIdzbWD7pM3vUmVa+pX\n9RpkkEw8Z97K/4GcgRhxpW92YV9mqBsm6A0a2BT0RCacAxe632dvhbt/z8yOA6909z9INi+Z2R8D\nv518fw7YEj3sSuCBjGMdpBcS2TZ3WcuZV7rk9PyR0uEtDLKo8pguq7NptszaqoPM79YVcdBLSzfJ\nxnPehYpeU9cTlKmAKuiJrBNdr+yZ2RXAPyZB70nAy4H3hn54yejb1wCnkofcArzZzG6iNzDjMfXX\nk1GoM/DlLdfWpKJQ0MQ0H+MaNPJCXtGEyPHvYbrPAIxBZFU5B5kCR0Qm0zg0424Cbkz67V0CfNzd\nP2Vmn0mCoAFfBv6XZP9b6U27cobe1Cu/Wv9ly6QbtA9fOqANE/5GGfiKVkIYRcWtK1W9vH6G6VUv\nyiozf2BdU9YoyIlIrgamXjGzDwGvBh5y99nCfb3luV+g14z7xdu29N9R1qUyga0olA1b7Qsd+NsY\ntNG1EDbM9ZQNQ1lrzMaK1rHNO1/ZMF2lH6LCnUj3bdh05k5339bmNTz16Vf6tmt+vdJjjv/V2/te\nt5n9a3qzpXy4X9jTyAjpvGGbZ6dObqxl0EVWX6+mA2A6fPSmChluIMEgRhGA0gM0Vs5ZMOAiSAe/\nrNU1ivot5oXBcVxZREQ6xmmkz567f87Mriqzr8KejIWsyl2ZANj0JM79qkJlRp8W7Te7sI+lPfH1\nn2fq5MY1U4TUNWVIaCIt6v9WVdm559L7lG2urWuOvLwRxyIiw+gtl9ZuK6qacWWsZc3TF8sLe1Wq\nfRfnYbuoSrAq2zSY1bwYKnlp4drTTZplRqbG8oJS3vZhw0/Z4NdvLVsYbiWLdPVQoU5kMnWhGfdp\nT7vSt21/c6XHfPYzN3wTeDjadDCZxWSVpLL3KTXjyrqQNZhi5vguyAl0cdCLw1xWAFyaO58Z+MrK\nC3rpJtl+U6XE1xGH1XjS4KryAlPe9qyRsHlrzUJ2k2iZwJc+fl3Vu/S1pK9RRKQJA1T2Hq4zpCrs\nyVjL6s9XtX9fOvj1C3x1NJceO3p4pQ/g4vaplb5/eZP95lUh42bXEIjqaNLtF67i+8L5Qnjdeuji\nShR5QTcv8OVV9KoGvvTxq0wWLSJSq4b67FWhsCcTI27SHXRAxyhWz+gXMOKKXwiZcQidPrGU2bcu\nfF1HGO31C2TN8bIGiITr2Xqo9+/ZuV7gC4pCWl4IS++/UvE8VG3FjvQx1GwrIqPnTU298lF608Vf\nbmbngHe6e+aLm8KejL26JlMOlbumAl9e/7t4RO+p/QdW+hkusjEJTRerZktz5+HEhpUK3uL2teEu\nrvDFLoay/tWxfoFxcfsUS3PnM49VVF2M+xZmBb10Va9qKCsaWTvI8URE6tDEpMru/rqy+yrsyUSI\nA1/cfy9sSzfP5gW7MkGvbDNpunkzWAmmGX0Bd+zcDdt71xefI25GDgEvfQ3hPFMnWanKpZUJenmh\nNH3Os3PZVbteYOuF0tXb+iuaPiXe1m/Us0KdiHRKy4NhFfZkXQjVsxC0QqiLQ2AcqPr12ysT+ML9\n6WOFc/aCzcXBGcBKc2gQB7j0cfvJ2y8dQgcdgJLVhBx/Hc4TjxIO9w0ykja9T16/PwU9EekUB7vQ\n7iVc0u7pReqTXmItq2n39PyRVfvljcotCj9VmnnTo0q3HtqwJgCVmWIlKAp6ofK2NHc+d79wzvh8\nZYJev4AZh7m8n6XoPMeOHl65xYoGeIiIjA33areaqbIn60J6Pr7Q7JuediWu7OWFk6LQkg46Uyfj\nYy2tqgjG1a2wLT0wIlT/8iqJWQMm8qpmZ/csDzyFTL9KZtbPEu+fbpZO6zdwQuFORMaaRuOKjE7W\nfHzxiNf4+/B1EDf5ppfqiu/PO87ZOYDewIvQrJwOOfGSbHGQC0EpDpO9a0nm2ptbHULjZtrwdWgK\nDtdVpvk2azm4QYJXHPTKrrMbz8snIjLO2l5BQ2FPJkreKhJBCHqzC/vIbmwsN9de6GtXtH96AuS8\nYJUV9IA1gzvWVg03Fu6fnh5l5ThcvK70fUXTk+TNAVhFv/50VYKd+uaJiJSj5dJkIvVbbitduYsD\nW9EgjazmyHS1LR3ClubOr6omhlAXV83qCFLp6xnkeHkTHXeNgp6IlNGJ5dKestmvmf21So/59O3v\nrPW6VdmTiRSvUJE3oCLe3m/QRb+1dPMGUmQNVsgKedPUF/SGXd4NuhnwQCFPRMaQAy2PxlXYk4mV\nnm4l1i/c5c2/FyY7hrUDEGLxEmhpIYTWGfKC6RNLyfx2xcctCk1dCnpFU6yIiIwDw8enz56ZbQDu\nAL7l7q82s+cCNwHPBO4C3uDu/2BmU8CHgX8BfBf4ZXe/r/YrF0lJV/JC02m/qlysTEUsr6k2nCc9\nACR9fXU111ZRJSylV6FIP34UYTA+n4KeiIy9cQl7wH7gHuBpyffvBd7v7jeZ2f8D7AY+mPz7qLs/\n38yuS/b75RqvWaSyKoGv6nJp0yeWODvX+/fY/iN99x2FYQNS0ePLHHvQQKhgJyITaRzCnpldCfw8\n8G7gLWZmwMuAX0l2uRF4F72wd23yNcDNwB+ZmXkXRoLIRAvryq5U3eZX31/n2rdhKpUwYKPMMmSn\n9h9otCrWpaDUpWsREWnVGPXZ+0Pgd4CnJt//KPA9d388+f4csDn5ejNwP4C7P25mjyX7P1zLFYsU\nCP3kZhf2rcyplx4Q0W9JtCpCH77pE0utBByFKhGR7ut8nz0zezXwkLvfaWbzYXPGrl7ivvi4e4G9\nAFs3a5yI1CtU+WZP7lsd4FL9+WD1/HZlwl4Iiyshcn71/f1WgxiUgp2IyJhqOez1nWfPzP4j8Abg\nceAyen32PgG8Anh2Ur17CfAud3+Fmd2WfP03ZvYE4NvAFUXNuJpnT5qSN/3K1MmNa0bLZo3azRPP\ntxePvC0T9DRxsIjIaHRhnr2nb9zkL3l+tS48t3313aOdZ8/dbwBuAEgqe7/t7q83s/8K/CK9EbnX\nA59MHnJL8v3fJPd/Rv31pC2hwhevnBG2p8XVvirBLxw3rym3ytQhCnciIhPGab2yN0z76duAm8zs\n94EvAeFd6jDwETM7AzwCXDfcJYoMJw52eXPfpaWnTwnhL2tqlniEbVy1U8ATERFgbAZoAODux4Hj\nydf3Ai/K2OeHwGtruDaRzjg9f2RVta/MFCpx8EtX9xTwRETWj84P0BCR1fKCnip5IiKSSWFPpPtC\nVS8EPQU2EREpxYELCnsinbfSh2++zasQEZHx46rsAdz5laUfbNh05uttX4escjmaCLtL9PfoHv1N\nukV/j27pyt/jx9q+AEBhL/H1tufBkdXM7A79TbpDf4/u0d+kW/T36Bb9PVIU9kREREQmlPrsiYiI\niEwyB293or2uhL2DbV+ArKG/Sbfo79E9+pt0i/4e3aK/R6zra+OKiIiIyGCe/sRp/5fPfl2lx/zl\n/QujXRtXRERERIbQcmHtklbPDpjZK83s62Z2xsze3vb1rAdmtsXMPmtm95jZ3Wa2P9n+TDP7tJmd\nTv79kWS7mdl/Tv5GXzGzf97uTzCZzGyDmX3JzD6VfP9cM7s9+Xt8zMyemGyfSr4/k9x/VZvXPanM\n7BlmdrOZ/W3yXHmJniPtMbPfSl6vTpnZR83sMj1HRsvMPmRmD5nZqWhb5eeEmV2f7H/azK5v42cZ\nOfdqt5q1GvbMbAPwAeDngBcArzOzF7R5TevE48Bb3f2ngGuANyW/97cDx9x9BjiWfA+9v89MctsL\nfHD0l7wu7Afuib5/L/D+5O/xKBAW290NPOruzwfen+wn9VsA/tLdfxKYo/e30XOkBWa2GfgNYJu7\nzwIbgOvQc2TUjgCvTG2r9Jwws2cC7wReDLwIeGcIiJOrYtCbtLBH7w99xt3vdfd/AG4Crm35miae\nuz/o7nclX3+f3pvYZnq/+xuT3W4EXpN8fS3wYe/5AvAMM9s04sueaGZ2JfDzwKHkewNeBtyc7JL+\ne4S/083AjmR/qYmZPQ3418BhAHf/B3f/HnqOtOkJwJPM7AnARuBB9BwZKXf/HPBIanPV58QrgE+7\n+yPu/ijwadYGyMniwIUL1W41azvsbQbuj74/l2yTEUmaN14I3A5Mu/uD0AuEwLOS3fR3at4fAr8D\nhGf5jwLfc/fHk+/j3/nK3yO5/7Fkf6nPjwPfAf44aVo/ZGZPRs+RVrj7t4A/AM7SC3mPAXei50gX\nVH1OrM/nyjqv7GV90tLw4BExs6cAfwb8prv/XdGuGdv0d6qJmb0aeMjd74w3Z+zqJe6TejwB+OfA\nB939hcDfc7F5Kov+Jg1KmvmuBZ4LPAd4Mr1mwjQ9R7oj72+wPv826zzsnQO2RN9fCTzQ0rWsK2Z2\nKb2g9yfu/ufJ5sXQ9JT8+1CyXX+nZr0U+AUzu49eV4aX0av0PSNpsoLVv/OVv0dy/9NZ27QiwzkH\nnHP325Pvb6YX/vQcacfLgW+4+3fc/R+BPwf+JXqOdEHV58Q6fK54bwWNKreatR32TgAzyYiqJ9Lr\ncHtLy9c08ZK+K4eBe9z9fdFdtwBhZNT1wCej7W9MRlddAzwWyvYyPHe/wd2vdPer6D0HPuPurwc+\nC/xislv67xH+Tr+Y7D/5n4xHyN2/DdxvZv8k2bQD+Bp6jrTlLHCNmW1MXr/C30PPkfZVfU7cBvys\nmf1IUrH92WTb5HJwv1DpVrdW59lz98fN7M30/tAbgA+5+91tXtM68VLgDcBXzezLybZ3AO8BPm5m\nu+m9uL42ue9W4FXAGeA88Kujvdx1623ATWb2+8CXSAYLJP9+xMzO0KtWXNfS9U26Xwf+JPkgei+9\n//eXoOfIyLn77WZ2M3AXvdkEvkRvhYb/hp4jI2NmHwXmgcvN7By9UbWV3jfc/REz+z16xR6A33X3\nya+6trw2rlbQEBEREWnI059whb/kqdUmGrnte4e1goaIiIjIWHBvZDqVKhT2RERERJrUciuqwp6I\niIhIg1yVPREREZFJ1czceVUo7ImIiIg0xWl9NK7CnoiIiEiTGpg7r4q2J1UWERERmVgO+AWvdCvD\nzF5pZl83szNmVrScoyp7IiIiIo1xr72yZ2YbgA8A/4beEnQnzOwWd/9a1v4KeyIiIiINKlutq+BF\nwBl3vxfAzG4CrqW3jOAaCnsiIiIiTaq/z95m4P7o+3PAi/N2VtgTERERacj3efS2v/abL6/4sMvM\n7I7o+4PufjD63jIek1s+VNgTERERaYi7v7KBw54DtkTfXwk8kLezRuOKiIiIjJcTwIyZPdfMnghc\nB9ySt7MqeyIiIiJjxN0fN7M3A7cBG4APufvdefubt7yEh4iIiIg0R824IiIiIhNMYU9ERERkgins\niYiIiEwwhT0RERGRCaawJyIiIjLBFPZEREREJpjCnoiIiMgEU9gTERERmWD/PxbAKm9hZ7qqAAAA\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b8a85ac8>"
]
},
"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": 650,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"ref_trofie, _, _ = raster_to_numpy(\"../20170418_gdrive_NICHE/TestCase_GroteNete/AbiotiekRef/trofie/\")"
]
},
{
"cell_type": "code",
"execution_count": 654,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b2f50f60>"
]
},
"execution_count": 654,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Oo2Ip3FBMoYjcDeACgEsAHlLVAyLyRACnAVwD4G4A/05VHyg6phNsri2dpbVQw8V5TWoQ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\npN1J6FDTCSsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b3171d68>"
]
},
"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": 663,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b2a46e80>"
]
},
"execution_count": 663,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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i95EnBscn1zLWccYn1yrljhBCCDFEDmD8lsWlS1tpwqL4fHc/yd1Xxa/fClzv7suB6+PX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\nCCFEJhKKQgghhBAik/8f7lNQZGkkq7oAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b2b2d7b8>"
]
},
"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": 662,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"dtype('int64')"
]
},
"execution_count": 662,
"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": 645,
"metadata": {
"collapsed": true,
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [],
"source": [
"ref_ph, _, _ = raster_to_numpy(\"../20170418_gdrive_NICHE/TestCase_GroteNete/AbiotiekRef/ph/\")"
]
},
{
"cell_type": "code",
"execution_count": 651,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f28b3144518>"
]
},
"execution_count": 651,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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tkb3odPy4MObfskRkQ+tCyMt6/+5H2UjX9O1NDoII1bqsz5rVZuCFi9tCeJtb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\nEZEJ9v8DLSg0QaLvfnsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b326bcc0>"
]
},
"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": 652,
"metadata": {
"run_control": {
"frozen": false,
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f28b31339b0>"
]
},
"execution_count": 652,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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InNCjV9pwzcRY0lWs7Zi0xMn+TOSNUSOqM1ZEZgO/A1zmlwV4M3CtL3IlcIr/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\nY0JvGIYx4pjQG4ZhjDj/H8DxPghStvInAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f28b3270898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(ref_ph - pH)\n",
"plt.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,
"toc_cell": false,
"toc_section_display": "block",
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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