{ "cells": [ { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# tstoolbox: Statistics\n", "I will use the water level record for USGS site '02240000 OCKLAWAHA RIVER NEAR CONNER, FL'. Use tsgettoolbox to download the data we will be using." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# Third party imports\n", "from plottoolbox import plottoolbox\n", "from tsgettoolbox import tsgettoolbox\n", "\n", "# First party imports\n", "from tstoolbox import tstoolbox\n", "from tstoolbox.toolbox_utils.src.toolbox_utils import tsutils" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "ock_flow = tsgettoolbox.wdfn_daily(\n", " monitoring_location_id=\"USGS-02240000\",\n", " time=\"2008-01-01/2016-01-01\",\n", " parameter_code=\"00060\",\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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USGS-02240000_00060_00003:ft^3/s
Datetime
2008-01-01541
2008-01-02533
2008-01-03520
2008-01-04508
2008-01-05516
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" ], "text/plain": [ " USGS-02240000_00060_00003:ft^3/s\n", "Datetime \n", "2008-01-01 541\n", "2008-01-02 533\n", "2008-01-03 520\n", "2008-01-04 508\n", "2008-01-05 516" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ock_flow.head()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "ock_stage = tsgettoolbox.wdfn_daily(\n", " monitoring_location_id=\"USGS-02240000\",\n", " time=\"2008-01-01/2016-01-01\",\n", " parameter_code=\"00065\",\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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USGS-02240000_00065_00003:ft
Datetime
2008-01-013.67
2008-01-023.64
2008-01-033.60
2008-01-043.58
2008-01-053.57
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" ], "text/plain": [ " USGS-02240000_00065_00003:ft\n", "Datetime \n", "2008-01-01 3.67\n", "2008-01-02 3.64\n", "2008-01-03 3.60\n", "2008-01-04 3.58\n", "2008-01-05 3.57" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ock_stage.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The tstoolbox.rolling_window calculates the average stage over the spans listed in the 'span' argument." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "r_ock_stage = tstoolbox.rolling_window(\n", " input_ts=ock_stage, span=[1, 14, 30, 60, 90, 120, 180, 274, 365], statistic=\"mean\"\n", ")\n", "a_ock_stage = tstoolbox.aggregate(\n", " input_ts=r_ock_stage,\n", " agg_interval=tsutils.pandas_offset_by_version(\"YE\"),\n", " statistic=\"max\",\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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USGS-02240000_00065_00003:ft:rolling.1.mean_maxUSGS-02240000_00065_00003.001:ft:rolling.14.mean_maxUSGS-02240000_00065_00003.002:ft:rolling.30.mean_maxUSGS-02240000_00065_00003.003:ft:rolling.60.mean_maxUSGS-02240000_00065_00003.004:ft:rolling.90.mean_maxUSGS-02240000_00065_00003.005:ft:rolling.120.mean_maxUSGS-02240000_00065_00003.006:ft:rolling.180.mean_maxUSGS-02240000_00065_00003.007:ft:rolling.274.mean_maxUSGS-02240000_00065_00003.008:ft:rolling.365.mean_max
Datetime
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2009-12-315.294.9492864.2576674.1793334.2722224.1548333.953389<NA><NA>
2010-12-317.496.4928575.9196675.0791674.784.788167<NA><NA><NA>
2011-12-316.225.3571435.2275.1893335.1754445.1479174.9677224.6326644.345315
2012-12-316.125.4735715.3346675.3085.2334445.1220834.8099444.5540514.559014
2013-12-315.395.2485715.0834.7753334.4584444.192753.8128333.41062<NA>
2014-12-315.865.7628575.7046675.6143335.5102225.4379175.2137223.7095263.379041
2015-12-316.855.2564295.0013334.8841674.7923334.8825835.1262225.060734.767342
2016-12-313.413.4853.5496673.6671673.866889<NA><NA><NA><NA>
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"83.333333 \n", "87.500000 \n", "88.888889 \n", "90.000000 " ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q_max_avg_obs" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plottoolbox.norm_xaxis(\n", " input_ts=q_max_avg_obs,\n", " ofilename=\"q_max_avg.png\",\n", " xtitle=\"Annual Exceedence Probability (%)\",\n", " ytitle=\"Stage (feet)\",\n", " title=\"N-day Maximum Rolling Window Average Stage for 0224000\",\n", " legend_names=[\"1\", \"14\", \"30\", \"60\", \"90\", \"120\", \"180\", \"274\", \"365\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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USGS-02240000_00060_00003:ft^3/sUSGS-02240000_00065_00003:ft
Datetime
2008-01-015413.67
2008-01-025333.64
2008-01-035203.60
2008-01-045083.58
2008-01-055163.57
\n", "
" ], "text/plain": [ " USGS-02240000_00060_00003:ft^3/s USGS-02240000_00065_00003:ft\n", "Datetime \n", "2008-01-01 541 3.67\n", "2008-01-02 533 3.64\n", "2008-01-03 520 3.60\n", "2008-01-04 508 3.58\n", "2008-01-05 516 3.57" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined = ock_flow.join(ock_stage)\n", "combined.head()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plottoolbox.xy(\n", " input_ts=combined,\n", " ofilename=\"stage_flow.png\",\n", " legend=False,\n", " title=\"Plot of Daily Stage vs Flow for 02240000\",\n", " xtitle=\"Flow (cfs)\",\n", " ytitle=\"Stage (ft)\",\n", " linestyles=\"\",\n", " markerstyles=\".\",\n", ")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "source": [ "Note the signficant impact of tail-water elevation." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "jupytext": { "formats": "ipynb,py:percent" }, "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": "3.11.15" } }, "nbformat": 4, "nbformat_minor": 4 }