{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \"Open\n", "\n", "   \n", " \n", " \"Download\"\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

\n", " Week 5: Arcpy\n", "

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is ArcPy\n", "\n", "- [What is arcpy](http://desktop.arcgis.com/en/arcmap/latest/analyze/arcpy/what-is-arcpy-.htm)\n", "- `ArcPy` is a collection of modules, classes and functions which give access to all the geoprocessing tools in `ArcGIS` from within `Python`\n", "- Most `geoprocessing` scripts will start with: **import arcpy**\n", "- Note: `ArcPy` replaces the older `arcgisscripting` module" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Key features of arcpy\n", "- Geoprocessing Tools: Provides access to hundreds of tools, such as buffers, spatial joins, and overlay operations.\n", "- Automation: Automates repetitive GIS tasks, like updating feature classes or running models, which improves workflow efficiency.\n", "- Spatial Analysis: Supports complex spatial operations like proximity analysis, surface analysis, and spatial statistics.\n", "- Data Management: Handles the creation, manipulation, and conversion of spatial data formats (e.g., shapefiles, geodatabases).\n", "- Map Production: Helps generate and modify maps by automating tasks such as adding layers, symbols, and exporting maps.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing arcpy\n", "- The ArcGIS Pro Conda environment is called arcgispro-py3 and is in the following folder `C:\\Program Files\\ArcGIS\\Pro\\bin\\Python\\envs`\n", "- Select the Arcpy conda environment\n", "- Using `import arcpy` import arcpy to your python environment" ] }, { "attachments": { "image-2.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### Modules in arcpy\n", "- The majority of `modules` represent an ArcGIS Pro toolbox that include variety of ArcGIS Pro tools.\n", "\n", "![image-2.png](attachment:image-2.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- For example, access [`Simplity 3D Line tool`](https://pro.arcgis.com/en/pro-app/latest/tool-reference/3d-analyst/simplify-3d-line.htm) using arcpy" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import arcpy.ddd\n", "arcpy.ddd.Simplify3DLine()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Classes in arcpy\n", "- A `class` in Python is a blueprint for `creating objects (instances)`. \n", "- Classes define objects with properties and methods that allow for more complex data structures or functions, such as layers, spatial references, or cursor objects for working with data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, create Point object using [arcpy.Point](https://pro.arcgis.com/en/pro-app/latest/arcpy/classes/point.htm)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "pts = arcpy.Point(-71.8023, 42.2626)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Functions in arcpy\n", "\n", "- Definition: A function is a reusable piece of code that performs a specific task. Functions take inputs (arguments), perform operations, and return outputs.\n", "\n", "- Purpose: Functions in arcpy perform specific geoprocessing tasks or operations on GIS data.\n", "\n", "- Examples in arcpy:\n", "\n", " - `arcpy.Buffer_analysis()`: Creates a buffer around input features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Working with Layers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Determing the layer type and property" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "import arcpy\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After importing `ArcPy`, start with **setting a workspace** to retrieve and store files. " ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "path_work = r'D:\\OneDrive - Clark University\\Clark_Python_Data\\Week05_arcpy\\zip_MA'\n", "path_work = 'D:/OneDrive - Clark University/Clark_Python_Data\\Week05_arcpy/zip_MA'\n", "path_work = 'D:\\\\OneDrive - Clark University\\\\Clark_Python_Data\\\\Week05_arcpy\\\\zip_MA\\\\ZIP_ma.aprx'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`arcpy.mp.ArcGISProject(\"path_work\")` references the ArcGIS Pro project." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "aprx = arcpy.mp.ArcGISProject(path_work)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`aprx.listMaps(\"Map\")` iterates through maps from the project\n", "\n", "`maps.listLayers()` retrieves a list of layers within a specific map.\n", "\n", "`arcpy.Describe()` provides information about the layer object." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2024_Vehicle_Level_Crash_Details.shp is a FeatureLayer\n", "zip_Worcester.shp is a FeatureLayer\n" ] } ], "source": [ "for maps in aprx.listMaps(\"Map\"):\n", " for lyr in maps.listLayers():\n", " desc = arcpy.Describe(lyr)\n", " print('{} is a {}'.format(desc.name, desc.dataType))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2024_Vehicle_Level_Crash_Details\n" ] } ], "source": [ "map = aprx.listMaps(\"Map\")[0]\n", "layer = map.listLayers()[0]\n", "print(layer.name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Properties in layers\n", "[Access to layer properties](https://pro.arcgis.com/en/pro-app/latest/arcpy/mapping/layer-class.htm)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "layer.isBasemapLayer" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "###fina a way to plot layers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Symbology in Layer\n", "- Symbology in GIS is the visual representation of spatial data, which helps in understanding and interpreting the information on maps. \n", "- Symbology involves the styles and colors used to depict different features in a layer.\n", "- Adjusting symbology can enhance map readability and convey specific patterns or trends." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "layer.symbology" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "pd.DataFrame.spatial" ] } ], "metadata": { "kernelspec": { "display_name": "arcgispro", "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": "3.9.11" } }, "nbformat": 4, "nbformat_minor": 2 }