{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Topo - Import a csv file in a geopackage\n", "O. KAUFMANN, 2021." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas as gpd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read text file into a pandas dataframe" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('./data_gis/example_GRAV_bouguer_mga55.xyz', sep='\\t', header=None, names=['X', 'Y', 'dg'])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " X Y dg\n", "0 384302.181339 5.344813e+06 -24.61\n", "1 384472.181705 5.344743e+06 -24.64\n", "2 384672.182200 5.344713e+06 -24.72\n", "3 384966.182873 5.344624e+06 -25.42\n", "4 384742.183147 5.345333e+06 -24.14" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convert dataframe to geodataframe" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/su530201/.local/share/virtualenvs/bootsoff-ZwsUKyZD/lib/python3.8/site-packages/geopandas/array.py:275: ShapelyDeprecationWarning: The array interface is deprecated and will no longer work in Shapely 2.0. Convert the '.coords' to a numpy array instead.\n", " return GeometryArray(vectorized.points_from_xy(x, y, z), crs=crs)\n" ] } ], "source": [ "gdf = gpd.GeoDataFrame(df, geometry=gpd.points_from_xy(df.X, df.Y))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gdf.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save as a layer in a geopackage" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "gdf.to_file('./data_gis/test.gpkg', layer='bouguer', driver='GPKG')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reload as geodataframe" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "bouguer = gpd.read_file('./data_gis/test.gpkg', layer='bouguer')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "nbsphinx-thumbnail": { "tooltip": "This tooltip message was defined in cell metadata" } }, "outputs": [ { "data": { "image/png": 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\n", 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