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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "import gdal\n", | |
| "import pyproj\n", | |
| "import os\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from scipy.interpolate import griddata" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "data_dir = './'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "df = pd.read_csv(os.path.join(data_dir, 'jpl_jezero_ctx_map.txt')\n", | |
| " ,header=None,names=['x','y','z','dn'],delim_whitespace=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>x</th>\n", | |
| " <th>y</th>\n", | |
| " <th>z</th>\n", | |
| " <th>dn</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>710014.790199</td>\n", | |
| " <td>3.134083e+06</td>\n", | |
| " <td>1.087197e+06</td>\n", | |
| " <td>137</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>710008.851740</td>\n", | |
| " <td>3.134084e+06</td>\n", | |
| " <td>1.087197e+06</td>\n", | |
| " <td>136</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>710002.978052</td>\n", | |
| " <td>3.134085e+06</td>\n", | |
| " <td>1.087197e+06</td>\n", | |
| " <td>134</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>709997.156018</td>\n", | |
| " <td>3.134086e+06</td>\n", | |
| " <td>1.087197e+06</td>\n", | |
| " <td>132</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>709991.293572</td>\n", | |
| " <td>3.134088e+06</td>\n", | |
| " <td>1.087197e+06</td>\n", | |
| " <td>130</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " x y z dn\n", | |
| "0 710014.790199 3.134083e+06 1.087197e+06 137\n", | |
| "1 710008.851740 3.134084e+06 1.087197e+06 136\n", | |
| "2 710002.978052 3.134085e+06 1.087197e+06 134\n", | |
| "3 709997.156018 3.134086e+06 1.087197e+06 132\n", | |
| "4 709991.293572 3.134088e+06 1.087197e+06 130" | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df[:5]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "MOLAradius=3396000\n", | |
| "IAUradius=3396190\n", | |
| "ecef = pyproj.Proj(proj='geocent', a=MOLAradius, b=MOLAradius)\n", | |
| "#lla = pyproj.Proj(proj='longlat', a=radius, b=radius)\n", | |
| "eqc = pyproj.Proj(proj='eqc', lat_ts=0, lat_0=0, lon_0=0, a=IAUradius, b=IAUradius, units='m')\n", | |
| "x = df.x.values\n", | |
| "y = df.y.values\n", | |
| "z = df.z.values" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "#lons, lats, alts = pyproj.transform(ecef, lla, x,y,z)\n", | |
| "x_eqc, y_eqc, z_eqc = pyproj.transform(ecef, eqc, x,y,z)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>x_eqc</th>\n", | |
| " <th>y_eqc</th>\n", | |
| " <th>z_eqc</th>\n", | |
| " <th>dn</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>4.578100e+06</td>\n", | |
| " <td>1.107950e+06</td>\n", | |
| " <td>-3568.326669</td>\n", | |
| " <td>137.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>4.578106e+06</td>\n", | |
| " <td>1.107950e+06</td>\n", | |
| " <td>-3568.749408</td>\n", | |
| " <td>136.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>4.578113e+06</td>\n", | |
| " <td>1.107950e+06</td>\n", | |
| " <td>-3568.853911</td>\n", | |
| " <td>134.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>4.578119e+06</td>\n", | |
| " <td>1.107950e+06</td>\n", | |
| " <td>-3568.704628</td>\n", | |
| " <td>132.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>4.578125e+06</td>\n", | |
| " <td>1.107950e+06</td>\n", | |
| " <td>-3568.753875</td>\n", | |
| " <td>130.0</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " x_eqc y_eqc z_eqc dn\n", | |
| "0 4.578100e+06 1.107950e+06 -3568.326669 137.0\n", | |
| "1 4.578106e+06 1.107950e+06 -3568.749408 136.0\n", | |
| "2 4.578113e+06 1.107950e+06 -3568.853911 134.0\n", | |
| "3 4.578119e+06 1.107950e+06 -3568.704628 132.0\n", | |
| "4 4.578125e+06 1.107950e+06 -3568.753875 130.0" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "#df = pd.DataFrame(np.vstack((lons, lats, df.dn.values)).T, columns=['longitude', 'latitude', 'dn'])\n", | |
| "#df = pd.DataFrame(np.vstack((x_eqc, y_eqc, z_eqc, df.dn.values)).T, columns=['x_eqc', 'y_eqc', 'z_eqc', 'dn'])\n", | |
| "df_eqc = pd.DataFrame(np.vstack((x_eqc, y_eqc, z_eqc, df.dn.values)).T, columns=['x_eqc', 'y_eqc', 'z_eqc', 'dn'])\n", | |
| "df_eqc.head(5)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "24999740" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "#Original Point count\n", | |
| "df_eqc.x_eqc.count()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Geo_XYZ_dn = 710015.21088\t3134084.70595\t1087190.99182\t138.0\n", | |
| "Eqc_XYR_dn = 4578100.14463\t1107943.62228\t-3568.30630\t138.0\n", | |
| "------------------------------------------\n", | |
| "Geo_XYZ_dn = 710035.31274\t3134175.36609\t1086937.33104\t138.0\n", | |
| "Eqc_XYR_dn = 4578100.59490\t1107673.28208\t-3561.62438\t138.0\n", | |
| "------------------------------------------\n", | |
| "Geo_XYZ_dn = 709748.08396\t3134265.66227\t1086813.17387\t138.0\n", | |
| "Eqc_XYR_dn = 4578417.72357\t1107547.64375\t-3578.08354\t138.0\n", | |
| "------------------------------------------\n", | |
| "Geo_XYZ_dn = 698017.53078\t3136793.44883\t1086384.07706\t108.0\n", | |
| "Eqc_XYR_dn = 4591099.00218\t1107173.71844\t-3813.09820\t108.0\n", | |
| "------------------------------------------\n", | |
| "Geo_XYZ_dn = 710762.31780\t3137451.67788\t1076962.68536\t111.0\n", | |
| "Eqc_XYR_dn = 4578116.27682\t1097137.56674\t-3562.12597\t111.0\n", | |
| "------------------------------------------\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "#Write out 5 random transformations\n", | |
| "for i in [5000, 230000, 335050, 657050, 9000000]:\n", | |
| " str1 = 'Geo_XYZ_dn = {0:.5f}\\t{1:.5f}\\t{2:.5f}\\t{3:.1f}'.format(df.x[i], df.y[i], df.z[i], df.dn[i])\n", | |
| " str2 = 'Eqc_XYR_dn = {0:.5f}\\t{1:.5f}\\t{2:.5f}\\t{3:.1f}'.format(df_eqc.x_eqc[i], df_eqc.y_eqc[i], df_eqc.z_eqc[i], df_eqc.dn[i])\n", | |
| " print(str1)\n", | |
| " print(str2)\n", | |
| " print('------------------------------------------')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "#IAURadius for both\n", | |
| "#Geo_XYZ_dn = 710015.21088\t3134084.70595\t1087190.99182\t138.0\n", | |
| "#Eqc_XYR_dn = 4578100.14463\t1107943.62228\t-3758.30630\t138.0\n", | |
| "\n", | |
| "#MolaRadius (geocentric) and IAURadius (Eqc)\n", | |
| "#Geo_XYZ_dn = 710015.21088\t3134084.70595\t1087190.99182\t138.0\n", | |
| "#Eqc_XYR_dn = 4578100.14463\t1107943.62228\t-3568.30630\t138.0\n", | |
| "\n", | |
| "#Zdifference = -3758.30630 - -3568.30630 = -190.0\n", | |
| "\n", | |
| "#MOLARadius for both\n", | |
| "#Geo_XYZ_dn = 710015.21088\t3134084.70595\t1087190.99182\t138.0\n", | |
| "#Eqc_XYR_dn = 4577844.02262\t1107881.63832\t-3568.30630\t138.0\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "sub-window: 4588500.0 <= x_eqc <= 4592100.0 and 1093200.0 <= y_eqc <= 1096200.0\n", | |
| "Remaining points for sub-window:\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "284000" | |
| ] | |
| }, | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "#crop out a section\n", | |
| "xmin = 4588500.0\n", | |
| "xmax = 4592100.0\n", | |
| "ymin = 1093200.0\n", | |
| "ymax = 1096200.0\n", | |
| "col = 600\n", | |
| "row = 500\n", | |
| "\n", | |
| "theQuery = '{0} <= x_eqc <= {1} and {2} <= y_eqc <= {3}'.format(xmin,xmax,ymin,ymax)\n", | |
| "print('sub-window: ' + theQuery)\n", | |
| "df_eqc_crop = df_eqc.query(theQuery)\n", | |
| "print('Remaining points for sub-window:')\n", | |
| "df_eqc_crop.x_eqc.count()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "outputCSV = 'jpl_jezero_ctx_map_eqc_crop.csv'\n", | |
| "export_csv = df_eqc_crop.to_csv(outputCSV, index = None, header=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 432x288 with 0 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "#Scatter plot of point values\n", | |
| "plt.scatter(df_eqc_crop.x_eqc, df_eqc_crop.y_eqc, s=0.1, marker='o', c=df_eqc_crop.dn, cmap='gray')\n", | |
| "#%matplotlib notebook\n", | |
| "plt.figure()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "wkt = '''<OGRVRTDataSource>\n", | |
| " <OGRVRTLayer name=\"jpl_jezero_ctx_map_eqc_crop\">\n", | |
| " <SrcDataSource>{0}</SrcDataSource>\n", | |
| " <GeometryType>wkbPoint</GeometryType>\n", | |
| " <GeometryField encoding=\"PointFromColumns\" x=\"x_eqc\" y=\"y_eqc\" z=\"dn\"/>\n", | |
| " </OGRVRTLayer>\n", | |
| "</OGRVRTDataSource>\n", | |
| "'''.format(outputCSV)\n", | |
| "\n", | |
| "wktFile = 'jpl_jezero_ctx_map_eqc_crop.vrt'\n", | |
| "file = open(wktFile,'w')\n", | |
| "file.write(wkt)\n", | |
| "file.close()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "PROJCS[\"Equirectangular Mars 2000 Sphere IAU\",GEOGCS[\"GCS_Mars_2000_Sphere\",DATUM[\"D_Mars_2000_Sphere\",SPHEROID[\"Mars_2000_Sphere_IAU\",3396190,0]],PRIMEM[\"Reference_Meridian\",0],UNIT[\"degree\",0.0174532925199433]],PROJECTION[\"Equirectangular\"],PARAMETER[\"Latitude_Of_Origin\",0],PARAMETER[\"Central_Meridian\",0],PARAMETER[\"Standard_Parallel_1\",0],PARAMETER[\"False_Easting\",0],PARAMETER[\"False_Northing\",0],UNIT[\"Meter\",1]]\n", | |
| "\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "prjFile = 'Mars2000_Eqc_latTs0_lon0.prj'\n", | |
| "prj = open(prjFile,'r')\n", | |
| "print(prj.read())" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "600 500\n", | |
| "4588500.0 1096200.0\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "#xmin, xmax, ymin, ymax = [min(df_eqc.x_eqc), max(df_eqc.x_eqc),\n", | |
| "# min(df_eqc.y_eqc), max(df_eqc.y_eqc)]\n", | |
| "\n", | |
| "res = 6.0 # CTX is 6 m/p\n", | |
| "\n", | |
| "# expand extent half a pixel on all sides\n", | |
| "# not sure this is needed?\n", | |
| "#xmin = xmin - (res/2.0) \n", | |
| "#xmax = xmax + (res/2.0)\n", | |
| "#ymin = ymin - (res/2.0) \n", | |
| "#ymax = ymax + (res/2.0)\n", | |
| "\n", | |
| "col = int((xmax - xmin) / res)\n", | |
| "row = int((ymax - ymin) / res)\n", | |
| "print(col, row)\n", | |
| "print (xmin,ymax)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "gdal_grid -ot Byte -zfield \"dn\" -a_srs Mars2000_Eqc_latTs0_lon0.prj -txe 4588500.0 4592100.0 -tye 1093200.0 1096200.0 -outsize 600 500 -a invdist:power=2.0:smoothing=1.0:radius1=6:radius2=6:max_points=5:min_points=1:nodata=0 jpl_jezero_ctx_map_eqc_crop.vrt jpl_jezero_ctx_map_eqc_invdistP2S1_crop.tif \n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "outImage = 'jpl_jezero_ctx_map_eqc_invdistP2S1_crop.tif'\n", | |
| "\n", | |
| "#options: ' -a invdist:power=2.0:smoothing=1.0:radius1=6:radius2=6:max_points=5:min_points=1:nodata=0 '\n", | |
| "# ' -a nearest:radius1=5:radius2=5:angle=0:nodata=0 '\n", | |
| "# ' -a average:radius1=6:radius2=6:angle=0:min_points=1:nodata=0 '\n", | |
| "# Trying to set radius to the pixel size - this should help with edges so\n", | |
| "# they are set to NoDATA\n", | |
| "# https://www.gdal.org/gdal_grid.html\n", | |
| "cmd = ('gdal_grid -ot Byte -zfield \"dn\" -a_srs Mars2000_Eqc_latTs0_lon0.prj '\n", | |
| " ' -txe {0} {1} -tye {2} {3} -outsize {4} {5} '\n", | |
| " ' -a invdist:power=2.0:smoothing=1.0:radius1=6:radius2=6:max_points=5:min_points=1:nodata=0 '\n", | |
| " ' {6} {7} ' #'--config GDAL_NUM_THREADS ALL_CPUS'\n", | |
| " .format(xmin,xmax,ymin,ymax,col,row, wktFile, outImage))\n", | |
| "print(cmd)\n", | |
| "ret = os.system(cmd)\n", | |
| "\n", | |
| "#xi = np.linspace(xmin, xmax, col)\n", | |
| "#yi = np.linspace(ymin, ymax, row)\n", | |
| "#xi, yi = np.meshgrid(xi, yi)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "gdalwarp -tr 6 6 -r bilinear jpl_jezero_ctx_map_eqc_invdistP2S1_crop.tif jpl_jezero_ctx_map_eqc_invdistP2S1_6m_crop.tif\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "outImage6 = 'jpl_jezero_ctx_map_eqc_invdistP2S1_6m_crop.tif'\n", | |
| "ret = os.system('rm {0}'.format(outImage6))\n", | |
| "\n", | |
| "#force pixel size to be exactly 6m/p, \n", | |
| "# ends up being same size as input\n", | |
| "# This also flips the image on disk\n", | |
| "# Note: In a GIS it was fine but on disk it was upside down\n", | |
| "cmd = 'gdalwarp -tr 6 6 -r bilinear {0} {1}'.format(outImage, outImage6)\n", | |
| "print(cmd)\n", | |
| "ret = os.system(cmd)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.colorbar.Colorbar at 0x7f25c1613ef0>" | |
| ] | |
| }, | |
| "execution_count": 19, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "img = gdal.Open(outImage6)\n", | |
| "inputArray = img.ReadAsArray()\n", | |
| "plt.figure(figsize=(10,10))\n", | |
| "plt.imshow(inputArray, cmap='gray')\n", | |
| "plt.colorbar()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# can't get this scipy interpolation method to work\n", | |
| "\n", | |
| "# create grid - interpolation, method options: 'nearest', 'linear', 'cubic'\n", | |
| "#zi = griddata((df.xo, df.yo), df.dn, (xi, yi), method='nearest')\n", | |
| "#final_array = np.asarray(np.rot90(np.transpose(zi)))" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.6.6" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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