{ "cells": [ { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import xclim\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "#########################################################################################################################################\n", "\n", "def jun_total(ts):\n", " \n", " jt = ts.resample(time = \"MS\").sum().groupby(\"time.month\")[6]\n", " jt = xclim.core.calendar.convert_calendar(jt, \"default\", align_on = \"date\")\n", " return jt\n", "\n", "#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", "\n", "def anom_diff_ts(ts, sm = 15, t_0 = 0):\n", " \n", " # t_0 is start of year used for accumulation of anomalies (should be in middle of dry season - default is to start from beginning of calendar year)\n", " # sm is number of days used to smooth the anomalies (default is 15, ie day +- 7 days)\n", " \n", " # wrap year at t_0 by shifting all values forwards\n", " ts = ts.shift(time = -t_0)\n", " \n", " # daily anomaly wrt annual mean\n", " anom = ts.groupby(\"time.year\") - ts.groupby(\"time.year\").mean(\"time\")\n", " \n", " # cumulative daily anomalies each year\n", " anom_cum = anom.groupby(\"time.year\").cumsum()\n", " \n", " # smooth the cumulative anomalies\n", " anom_sm = anom_cum.rolling(time = sm, center = True).mean()\n", " \n", " # differences of smoothed anomalies\n", " anom_diff = anom_sm.diff(\"time\")\n", " \n", " # push the anomalies back to have the correct dates\n", " anom_diff = anom_diff.shift(time = t_0)\n", " \n", " return anom_diff\n", "\n", "\n", "def rainy_season(ts, sm = 15, t_0 = 0):\n", " \n", " # get differences of smoothed anomalies\n", " anom_ts = anom_diff_ts(ts, sm = sm, t_0 = t_0)\n", " \n", " # count number of consecutive days of positive gradient in cumulative precip\n", " rs_length = xclim.indices.run_length.rle(xr.ones_like(anom_ts).where(anom_ts > 0, 0))\n", " \n", " # tag all days with length of period to which they belong\n", " rs_length = rs_length.ffill(\"time\")\n", " \n", " # identify those days that are part of the longest wet period in each year\n", " rs = rs_length.where(rs_length.groupby(\"time.year\") - rs_length.groupby(\"time.year\").max() == 0)\n", " \n", " # convert calendar to Gregorian, matching dates (ensures that DOY is correct, regardless of model calendar)\n", " rs = xclim.core.calendar.convert_calendar(rs, \"default\", align_on = \"date\")\n", " \n", " # get start & end of rainy season\n", " onsets = rs.time.where(rs > 0).dropna(\"time\", \"any\").groupby(\"time.year\").min().dt.dayofyear\n", " ends = rs.time.where(rs > 0).dropna(\"time\", \"any\").groupby(\"time.year\").max().dt.dayofyear\n", " \n", " # duration of rainy season\n", " durations = ends - onsets\n", " \n", " return onsets, ends, durations" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# load obs, drop missing values, select only dates to end of 2021\n", "chirps = xr.open_dataset(\"obs/ichirps_20_25_-3-24E_14-16N_n.nc\").precip.dropna(\"time\", \"any\").sel(time = slice(None, \"20211231\"))\n", "\n", "june_totals = jun_total(chirps)\n", "onsets, ends, durations = rainy_season(chirps, sm = 15, t_0 = 0)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Anomaly in total June precip')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(june_totals - june_totals.mean()).plot(marker = \".\")\n", "plt.axhline(0, ls = \"--\", color = \"k\")\n", "plt.title(\"Anomaly in total June precip\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols = 3, nrows = 1, figsize = (15,4), dpi = 100, facecolor = \"w\")\n", "\n", "axs[0].plot(onsets.year, onsets, marker = \".\")\n", "axs[0].axhline(onsets.mean(), ls = \"--\", alpha = 0.5)\n", "axs[0].set_title(\"Onset of rainy season\")\n", "\n", "axs[1].plot(ends.year, ends, marker = \".\")\n", "axs[1].axhline(ends.mean(), ls = \"--\", alpha = 0.5)\n", "axs[1].set_title(\"End of rainy season\")\n", "\n", "axs[2].plot(durations.year, durations, marker = \".\")\n", "axs[2].axhline(durations.mean(), ls = \"--\", alpha = 0.5)\n", "axs[2].set_title(\"Duration of rainy season\")\n", "\n", "jun_doy = chirps.sel(time = [\"20200601\", \"20200630\"]).time.dt.dayofyear.values\n", "axs[0].axhline(jun_doy[0], color = \"darkred\", ls = \"--\", alpha = 0.5)\n", "axs[0].axhline(jun_doy[1], color = \"darkred\", ls = \"--\", alpha = 0.5)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 5 }