{ "cells": [ { "cell_type": "markdown", "id": "b703ed1a-0f4e-459a-91e5-a287b2fc0c78", "metadata": {}, "source": [ "# Plot returned point data" ] }, { "cell_type": "markdown", "id": "34b48d99", "metadata": {}, "source": [ "To launch this notebook interactively in a Jupyter notebook-like browser interface, please click the \"Launch Binder\" button below. Note that Binder may take several minutes to launch.\n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/hydroframe/subsettools-binder/HEAD?labpath=hf_hydrodata/point/example_plot_data.ipynb)" ] }, { "cell_type": "markdown", "id": "9c743a1d-aaca-4bc9-9893-2cb10f380c47", "metadata": {}, "source": [ "This notebook provides some examples for how to use [matplotlib](https://matplotlib.org/stable/) to plot the data returned from hf_hydrodata's `get_point_data` function. \n", "\n", "Please see the full [point module](https://hf-hydrodata.readthedocs.io) documentation for information on what data is available, our data collection process, and new features we are working on! Our [Metadata Description](https://hf-hydrodata.readthedocs.io/en/latest/available_metadata.html#point-observations-metadata) page itemizes the fields that get returned from `get_point_metadata`." ] }, { "cell_type": "code", "execution_count": 1, "id": "25b54786-6383-4bf7-aedc-6cea175c1b8a", "metadata": {}, "outputs": [], "source": [ "# Import packages\n", "from hf_hydrodata import register_api_pin, get_point_data, get_point_metadata\n", "from matplotlib import pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": null, "id": "0481473b-b6a9-4de6-8661-ab4dad5f5c33", "metadata": {}, "outputs": [], "source": [ "# You need to register on https://hydrogen.princeton.edu/pin \n", "# and run the following with your registered information\n", "# before you can use the hydrodata utilities\n", "register_api_pin(\"your_email\", \"your_pin\")" ] }, { "cell_type": "markdown", "id": "029f18cf-d33b-405d-b4aa-86d466005b3d", "metadata": {}, "source": [ "## Example 1: Plot data for a single site location for one Water Year" ] }, { "cell_type": "markdown", "id": "1f94706f-4ed3-45d0-99db-40fabec543f7", "metadata": {}, "source": [ "In this example, we are going to work with daily streamflow data. However all non-instantaneous data is returned in the same format so this code is transferrable to other types of data requests. " ] }, { "cell_type": "code", "execution_count": 2, "id": "5dd17d09-bcdf-41cf-8a6e-db39aaf04504", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
01401000
date
2021-10-010.495250
2021-10-020.345260
2021-10-030.325450
2021-10-040.316960
2021-10-050.333940
......
2022-09-260.061694
2022-09-270.049808
2022-09-280.058864
2022-09-290.050657
2022-09-300.046129
\n", "

365 rows × 1 columns

\n", "
" ], "text/plain": [ " 01401000\n", "date \n", "2021-10-01 0.495250\n", "2021-10-02 0.345260\n", "2021-10-03 0.325450\n", "2021-10-04 0.316960\n", "2021-10-05 0.333940\n", "... ...\n", "2022-09-26 0.061694\n", "2022-09-27 0.049808\n", "2022-09-28 0.058864\n", "2022-09-29 0.050657\n", "2022-09-30 0.046129\n", "\n", "[365 rows x 1 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Set our site_id\n", "site_id = \"01401000\"\n", "\n", "# Request data and set the 'date' field to be the index\n", "data_df = get_point_data(dataset=\"usgs_nwis\", variable=\"streamflow\", temporal_resolution=\"daily\", aggregation=\"mean\",\n", " site_ids=site_id, \n", " date_start=\"2021-10-01\", date_end=\"2022-09-30\").set_index('date')\n", "\n", "# Set the index to data type 'datetime'\n", "data_df.index = pd.to_datetime(data_df.index)\n", "\n", "# Browse returned DataFrame\n", "data_df" ] }, { "cell_type": "code", "execution_count": 3, "id": "63d11046-bccf-4dab-840e-ec8d742843be", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Site name: Stony Brook at Princeton NJ\n" ] } ], "source": [ "# Request metadata using the same query parameters to get this site's site name\n", "metadata_df = get_point_metadata(dataset=\"usgs_nwis\", variable=\"streamflow\", temporal_resolution=\"daily\", aggregation=\"mean\",\n", " site_ids=site_id)\n", "\n", "site_name = metadata_df.loc[metadata_df[\"site_id\"] == site_id, \"site_name\"][0]\n", "print(f\"Site name: {site_name}\")\n", "\n", "# Set units\n", "units = \"m3/s\"" ] }, { "cell_type": "code", "execution_count": 4, "id": "f688d289-3029-40c7-b3e9-04a5b8c70e6e", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot\n", "plt.plot(data_df)\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(f\"Streamflow ({units})\")\n", "plt.title(f'Streamflow for site {site_id} for Water Year 2022\\n{site_name}')\n", "\n", "plt.show()\n", "\n", "# If you want to save a version, uncomment the following with your desired file path\n", "# plt.savefig(f'path/to/save/streamflow_{site_id}.png')" ] }, { "cell_type": "markdown", "id": "e1d45d9d-5e2f-4b00-8115-30478ccf3a33", "metadata": {}, "source": [ "## Example 2: Plot data for all locations within a bounding box for one Water Year" ] }, { "cell_type": "code", "execution_count": 5, "id": "0d9ffa6a-90c1-48fe-97b8-03c336b68a28", "metadata": {}, "outputs": [], "source": [ "# Specify latitude/longitude bounding box\n", "latitude_range = (39, 40)\n", "longitude_range = (-75, -74.8)\n", "\n", "# Request data\n", "data_df = get_point_data(dataset=\"usgs_nwis\", variable=\"streamflow\", \n", " temporal_resolution=\"daily\", aggregation=\"mean\", \n", " date_start=\"2021-10-01\", date_end=\"2022-09-30\",\n", " latitude_range=latitude_range, longitude_range=longitude_range).set_index('date')\n", "\n", "# Set the index to data type 'datetime'\n", "data_df.index = pd.to_datetime(data_df.index)\n", "\n", "# Request metadata to get site names\n", "metadata_df = get_point_metadata(dataset=\"usgs_nwis\", variable=\"streamflow\", \n", " temporal_resolution=\"daily\", aggregation=\"mean\", \n", " date_start=\"2021-10-01\", date_end=\"2022-09-30\",\n", " latitude_range=latitude_range, longitude_range=longitude_range)" ] }, { "cell_type": "code", "execution_count": 6, "id": "27ab481d-d807-4144-a6b3-9e3e785b2ffd", "metadata": {}, "outputs": [], "source": [ "site_ids_data = list(data_df.columns)\n", "site_ids_metadata = list(metadata_df['site_id'])\n", "assert site_ids_data == site_ids_metadata" ] }, { "cell_type": "code", "execution_count": 7, "id": "77ccea6c-b95d-45c0-b48c-15e268db696f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set units\n", "units = \"m3/s\"\n", "\n", "# Plot\n", "plt.plot(data_df)\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(f\"Streamflow ({units})\")\n", "plt.title(f\"Streamflow for for Water Year 2022\")\n", "\n", "# Create a legend of corresponding site names\n", "# (remove or adjust the bbox_to_anchor parameter to move legend around)\n", "site_names = metadata_df['site_name']\n", "plt.legend(site_names, bbox_to_anchor=(1.05, 1))\n", "\n", "plt.show()\n", "\n", "# If you want to save a version, uncomment the following with your desired file path\n", "# plt.savefig(f'path/to/save/streamflow.png')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }