{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## エルニーニョ\n", "\n", "これまで学んだことを応用して,エルニーニョに着目した海面水温データの解析を行う。\n", "\n", "### NINO.3\n", "\n", "まずは地図の描画を復習する。[エルニーニョ](http://www.data.jma.go.jp/gmd/cpd/data/elnino/learning/faq/faq2.html)の検出を試みる。まずは地図上にNINO.3と呼ばれる海域を図示してみよう。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/local/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/ticker.py:1685: UserWarning: Steps argument should be a sequence of numbers\n", "increasing from 1 to 10, inclusive. Behavior with\n", "values outside this range is undefined, and will\n", "raise a ValueError in future versions of mpl.\n", " warnings.warn('Steps argument should be a sequence of numbers\\n'\n", "/opt/local/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cartopy/io/__init__.py:264: DownloadWarning: Downloading: http://naciscdn.org/naturalearth/110m/physical/ne_110m_land.zip\n", " warnings.warn('Downloading: {}'.format(url), DownloadWarning)\n", "/opt/local/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/cartopy/io/__init__.py:264: DownloadWarning: Downloading: http://naciscdn.org/naturalearth/110m/physical/ne_110m_ocean.zip\n", " warnings.warn('Downloading: {}'.format(url), DownloadWarning)\n" ] }, { "data": { "image/png": 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E7mWULOvBnLmTcCxbkfOHN1PNoyNGpnkAyJHTmI6D5zG1XwO8B+kyY1Jv1NVUFRLP0VM3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"text/plain": [ "<matplotlib.figure.Figure at 0x10960beb8>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.patches as pat\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n", "\n", "fig = plt.figure(figsize=(12, 5))\n", "\n", "ax = plt.axes(projection=ccrs.PlateCarree(central_longitude=180))\n", "ax.add_feature(cfeature.LAND)\n", "ax.add_feature(cfeature.OCEAN)\n", "ax.coastlines()\n", "ax.set_extent([30, 300, -30, 30], ccrs.PlateCarree())\n", "\n", "xticks = [30, 60, 90, 120, 150, 180, 210, 240, 270, 300]\n", "yticks = [-30, -5, 5, 30]\n", "ax.set_xticks(xticks, crs=ccrs.PlateCarree())\n", "ax.set_yticks(yticks, crs=ccrs.PlateCarree())\n", "ax.xaxis.set_major_formatter(LongitudeFormatter())\n", "ax.yaxis.set_major_formatter(LatitudeFormatter())\n", "ax.gridlines(xlocs=xticks, ylocs=yticks, color='white')\n", "\n", "ax.add_patch(pat.Rectangle(xy = [210, -5], width=60, height=10, facecolor='red',\n", " alpha=0.2, transform=ccrs.PlateCarree(), zorder=10))\n", "\n", "plt.text(240, 0, 'NINO.3', horizontalalignment='center', verticalalignment='center',\n", " transform=ccrs.Geodetic(), size=18)\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 海面水温変動\n", "\n", "ファイルの読み込みや統計をする方法を学び,海面水温変動を見てみよう。NetCDF形式で保存しておいた海面水温データを開く。" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import netCDF4 as nc4\n", "nc = nc4.Dataset('HadISST1_SST_1961-1990.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NINO.3で平均を求める。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "sst_nino3 = np.zeros(12 * 30)\n", "for i in range(12*30):\n", " sst_nino3[i] = nc.variables['sst'][i, 85:95, 30:90].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "図示して変動の様子を確認しよう。さらにこのデータ内の最大値,最小値,平均値,標準偏差を計算する。" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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CpAy9bhs535Ay5yYzmLdoIIWwqBa9J71f3dYPANnv+1hqRMd9IvZe0bHv3Z6H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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x10d2aa3c8>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(sst_nino3)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "29.21263313293457" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst_nino3.max()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "23.031665802001953" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst_nino3.min()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "25.7389995098114" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst_nino3.mean()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.2339356425648902" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst_nino3.std()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "x軸に日付を入れるために日付要素とする配列を作る。日付の作成には,`datetime`モジュールを用いる。" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from datetime import date\n", "dates = np.array([date(y, m+1, 15) for y in range(1961, 1991) for m in range(12)])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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gz1BDT76HqlOTrNvPgoiEUQw/itFy7ZzuXCa5uPYyaujE0MW6bnqLlVzkZLZaY7FIHKuA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\nDYIbdMdxnAbhTzlN2ORhstKnAAAAAElFTkSuQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0x1095f1390>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dates, sst_nino3)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 海面水温偏差\n", "\n", "海面水温の平年からのずれ(偏差)を描こう。描くなら一番偏差が大きい月がいいだろう。最大値は何年何月だろうか。" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "267" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst_nino3.argmax()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "datetime.date(1983, 4, 15)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dates[sst_nino3.argmax()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1983年4月の海面水温と4月の気候値を読み,差をとって海面水温偏差を描いてみよう。" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sst_elnino = nc.variables['sst'][sst_nino3.argmax(),:,:]\n", "lon = nc.variables['lon'][:]\n", "lat = nc.variables['lat'][:]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ncc = nc4.Dataset('HadISST1_SST_1961-1990_clim.nc')\n", "m = dates[sst_nino3.argmax()].month\n", "sst_clim = ncc.variables['sst'][m-1,:,:]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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69AFg0z+eour7J7Lm6U/Y7cJjdh1V4yuAXYKohBA/aVv8NoE+YfounI2xqSlr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"text/plain": [ "<matplotlib.figure.Figure at 0x10dfa4208>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection=ccrs.Orthographic(central_longitude=210))\n", "\n", "plt.contourf(lon, lat, sst_elnino-sst_clim, 60, transform=ccrs.PlateCarree(), vmin = -4, vmax = 4)\n", "plt.colorbar()\n", "\n", "ax.coastlines()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5度を超える高温偏差が東太平洋赤道域にみられる。日付変更線付近が白く抜けてしまった。これを解消するために,東西に周期的に点を追加する。" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from cartopy.util import add_cyclic_point\n", "\n", "dsst, lonc = add_cyclic_point(sst_elnino-sst_clim, coord=lon)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(180, 361)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dsst.shape" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data = [-179.5 -178.5 -177.5 -176.5 -175.5 -174.5 -173.5 -172.5 -171.5 -170.5\n", " -169.5 -168.5 -167.5 -166.5 -165.5 -164.5 -163.5 -162.5 -161.5 -160.5\n", " -159.5 -158.5 -157.5 -156.5 -155.5 -154.5 -153.5 -152.5 -151.5 -150.5\n", " -149.5 -148.5 -147.5 -146.5 -145.5 -144.5 -143.5 -142.5 -141.5 -140.5\n", " -139.5 -138.5 -137.5 -136.5 -135.5 -134.5 -133.5 -132.5 -131.5 -130.5\n", " -129.5 -128.5 -127.5 -126.5 -125.5 -124.5 -123.5 -122.5 -121.5 -120.5\n", " -119.5 -118.5 -117.5 -116.5 -115.5 -114.5 -113.5 -112.5 -111.5 -110.5\n", " -109.5 -108.5 -107.5 -106.5 -105.5 -104.5 -103.5 -102.5 -101.5 -100.5\n", " -99.5 -98.5 -97.5 -96.5 -95.5 -94.5 -93.5 -92.5 -91.5 -90.5\n", " -89.5 -88.5 -87.5 -86.5 -85.5 -84.5 -83.5 -82.5 -81.5 -80.5\n", " -79.5 -78.5 -77.5 -76.5 -75.5 -74.5 -73.5 -72.5 -71.5 -70.5\n", " -69.5 -68.5 -67.5 -66.5 -65.5 -64.5 -63.5 -62.5 -61.5 -60.5\n", " -59.5 -58.5 -57.5 -56.5 -55.5 -54.5 -53.5 -52.5 -51.5 -50.5\n", " -49.5 -48.5 -47.5 -46.5 -45.5 -44.5 -43.5 -42.5 -41.5 -40.5\n", " -39.5 -38.5 -37.5 -36.5 -35.5 -34.5 -33.5 -32.5 -31.5 -30.5\n", " -29.5 -28.5 -27.5 -26.5 -25.5 -24.5 -23.5 -22.5 -21.5 -20.5\n", " -19.5 -18.5 -17.5 -16.5 -15.5 -14.5 -13.5 -12.5 -11.5 -10.5\n", " -9.5 -8.5 -7.5 -6.5 -5.5 -4.5 -3.5 -2.5 -1.5 -0.5\n", " 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5\n", " 10.5 11.5 12.5 13.5 14.5 15.5 16.5 17.5 18.5 19.5\n", " 20.5 21.5 22.5 23.5 24.5 25.5 26.5 27.5 28.5 29.5\n", " 30.5 31.5 32.5 33.5 34.5 35.5 36.5 37.5 38.5 39.5\n", " 40.5 41.5 42.5 43.5 44.5 45.5 46.5 47.5 48.5 49.5\n", " 50.5 51.5 52.5 53.5 54.5 55.5 56.5 57.5 58.5 59.5\n", " 60.5 61.5 62.5 63.5 64.5 65.5 66.5 67.5 68.5 69.5\n", " 70.5 71.5 72.5 73.5 74.5 75.5 76.5 77.5 78.5 79.5\n", " 80.5 81.5 82.5 83.5 84.5 85.5 86.5 87.5 88.5 89.5\n", " 90.5 91.5 92.5 93.5 94.5 95.5 96.5 97.5 98.5 99.5\n", " 100.5 101.5 102.5 103.5 104.5 105.5 106.5 107.5 108.5 109.5\n", " 110.5 111.5 112.5 113.5 114.5 115.5 116.5 117.5 118.5 119.5\n", " 120.5 121.5 122.5 123.5 124.5 125.5 126.5 127.5 128.5 129.5\n", " 130.5 131.5 132.5 133.5 134.5 135.5 136.5 137.5 138.5 139.5\n", " 140.5 141.5 142.5 143.5 144.5 145.5 146.5 147.5 148.5 149.5\n", " 150.5 151.5 152.5 153.5 154.5 155.5 156.5 157.5 158.5 159.5\n", " 160.5 161.5 162.5 163.5 164.5 165.5 166.5 167.5 168.5 169.5\n", " 170.5 171.5 172.5 173.5 174.5 175.5 176.5 177.5 178.5 179.5\n", " 180.5],\n", " mask = False,\n", " fill_value = 1e+20)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lonc" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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AsOUfT1D1zVNZ9+RH7HXR8XuOqvE5wB5BVEKIH7QteZNAnzB9F83B2NKUNZ7P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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x10dfaaf60>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection=ccrs.Orthographic(central_longitude=210))\n", "\n", "plt.contourf(lonc, lat, dsst, 60, transform=ccrs.PlateCarree(), vmin = -4, vmax = 4)\n", "plt.colorbar()\n", "\n", "ax.coastlines()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### エルニーニョ期間の検出\n", "\n", "[気象庁による定義](http://www.data.jma.go.jp/gmd/cpd/data/elnino/learning/faq/faq2.html#2)では,海面水温の月平均をさらに5か月の移動平均して気候値からのずれが0.5度以上のときをエルニーニョとしている。気候値は前年までの30年平均値が用いられるが,簡単のため1961年から1990年までの30年平均を気候値とする。\n", "\n", "さて,5か月分の移動平均をするには,まず最初の5か月の平均をとり,これを3月の移動平均値とする。4月の移動平均値は,先頭の1月の月平均値/5を引き6月の月平均値/5を足せばよい。あとは同様にひと月ずつずらしていく。\n", "\n", "データの最初と最後のの2か月は移動平均値を計算できないので,データの数は4つ少なくなる。" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "n = sst_nino3.size\n", "sst_nino3_smooth = np.zeros(n - 4)\n", "sst_nino3_smooth[2] = sst_nino3_smooth[0:5].mean()\n", "for i in range(3,n-4):\n", " sst_nino3_smooth[i] = sst_nino3_smooth[i-1] - sst_nino3[i-3]/5 + sst_nino3[i+2]/5" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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0xr2628ahuZwX7FTJevVQyh3XyMNG2NfQ2X3gd3tUeOhuv6K4bBgeM8gMmU4q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\nSy4a5MOSywxlP2kPXTMSmQxBJW/iq5eYR3t6ZZIG3ffQeT7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"text/plain": [ "<matplotlib.figure.Figure at 0x1122dc358>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dates_smooth = dates[2:-2]\n", "plt.plot(dates_smooth, sst_nino3_smooth - sst_nino3_smooth.mean())\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[畳み込み](https://ja.wikipedia.org/wiki/%E7%95%B3%E3%81%BF%E8%BE%BC%E3%81%BF)を使うと,移動平均値を簡単に計算することができる。Numpyで畳み込みを行う関数は[`numpy.convolve()`](https://docs.scipy.org/doc/numpy/reference/generated/numpy.convolve.html#numpy.convolve)である。" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "kernel = np.ones(5)/5\n", "sst_nino3_smooth = np.convolve(sst_nino3, kernel, mode='valid')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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muVR0cKSSwxMbdVzaa6OSsxI7ak5Cy+0hZxkwDSLE+6brkEz2KR4iJV/3VfGp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\nXRQOerMrxtA1vXhb02LORF8Yh9ZO6aFzOScasGI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"text/plain": [ "<matplotlib.figure.Figure at 0x1122f74e0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dates_smooth, sst_nino3_smooth - sst_nino3_smooth.mean())\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NINO.3の海面水温偏差が0.5度より高いときを`True`,そうでないときを`False`とする配列を作る。" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "condition = sst_nino3_smooth - sst_nino3_smooth.mean() > 0.5" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ True, True, True, False, False, False, False, False, False,\n", " False, False, False, False, True, False, False, False, False,\n", " False, False, False, False, False, False, True, True, True,\n", " True, True, False, False, False, False, False, False, True,\n", " False, False, False, False, False, False, False, False, False,\n", " False, False, False, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " False, False, False, False, False, False, False, False, False,\n", " False, True, True, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, True, True, True, True,\n", " True, True, False, False, False, False, False, True, True,\n", " True, True, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, True, True, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, False, False, False, False, False, False, False,\n", " False, False, False, False, False, True, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, True, True, True, True, True, False, False, False,\n", " True, True, True, True, True, True, False, False, False,\n", " False, False, False, False, False, True, True, True, False,\n", " False, False, False, False, False, False, False, False, True,\n", " True, True, True, True, False, False, False, False, False,\n", " False, False, True, True, True, True, True, False, False,\n", " False, False, False, False, False, False, True, True, True,\n", " False, False, False, False, False, False, False, False, True,\n", " True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, False,\n", " False, False, False, False, False, False, False, True, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, False, False, False, True, True, False, False, False,\n", " False, False, False, True, True, True, True, True, True,\n", " True, True, True, True, True, False, False, True, True,\n", " True, False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, False, False, False,\n", " False, False, False, False, False, False, True, True, True,\n", " True, False, False, False, False], dtype=bool)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "condition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5つ以上`True`が続く期間を見つけるのは人力でもできるが,面倒なことはPythonにやってもらおう。拡張モジュール`itertools`に登場願う。" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from itertools import groupby" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`groupby`はキーが変わるごとに値をひとまとまりにする。listにして長さを調べてみる。" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n", "[True, True, True]\n", "False\n", "[False, False, False, False, False, False, False, False, False, False]\n", "True\n", "[True]\n", "False\n", "[False, False, False, False, False, False, False, False, False, False]\n", "True\n", "[True, True, True, True, True]\n", "False\n", "[False, False, False, False, False, False]\n", "True\n", "[True]\n", "False\n", "[False, False, False, False, False, False, False, False, False, False, False, False]\n", "True\n", "[True, True, True, True, True, True, True, True, True, True, True, True, True, True, True]\n", "False\n", "[False, False, False, False, False, False, False, False, False, False]\n", "True\n", "[True, True]\n", "False\n", "[False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False]\n", "True\n", "[True, True, True, True, True, True]\n", "False\n", "[False, False, False, False, False]\n", "True\n", "[True, True, True, True]\n", "False\n", "[False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False]\n", "True\n", "[True, True, True, True, True, True, True, True, True, True, True, True, True, True]\n", "False\n", "[False, False, False, False, False, False, False, False, False, False, False, False]\n", "True\n", "[True]\n", "False\n", "[False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False]\n", "True\n", "[True, True, True, True, True]\n", "False\n", "[False, False, False]\n", "True\n", "[True, True, True, True, True, True]\n", "False\n", "[False, False, False, False, False, False, False, False]\n", "True\n", "[True, True, True]\n", "False\n", "[False, False, False, False, False, False, False, False, False]\n", "True\n", "[True, True, True, True, True]\n", "False\n", "[False, False, False, False, False, False, False]\n", "True\n", "[True, True, True, True, True]\n", "False\n", "[False, False, False, False, False, False, False, False]\n", "True\n", "[True, True, True]\n", "False\n", "[False, False, False, False, False, False, False, False]\n", "True\n", "[True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True, True]\n", "False\n", "[False, False, False, False, False, False, False, False]\n", "True\n", "[True]\n", "False\n", "[False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False]\n", "True\n", "[True, True]\n", "False\n", "[False, False, False, False, False, False]\n", "True\n", "[True, True, True, True, True, True, True, True, True, True, True]\n", "False\n", "[False, False]\n", "True\n", "[True, True, True]\n", "False\n", "[False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False, False]\n", "True\n", "[True, True, True, True]\n", "False\n", "[False, False, False, False]\n" ] } ], "source": [ "for key, group in groupby(condition):\n", " print(key)\n", " print(list(group))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "知りたいのは期間なので配列の添え字をまとめるように変更する。キーをconditionの要素にするため無名関数`lambda`を使った。" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n", "[0, 1, 2]\n", "False\n", "[3, 4, 5, 6, 7, 8, 9, 10, 11, 12]\n", "True\n", "[13]\n", "False\n", "[14, 15, 16, 17, 18, 19, 20, 21, 22, 23]\n", "True\n", "[24, 25, 26, 27, 28]\n", "False\n", "[29, 30, 31, 32, 33, 34]\n", "True\n", "[35]\n", "False\n", "[36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47]\n", "True\n", "[48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62]\n", "False\n", "[63, 64, 65, 66, 67, 68, 69, 70, 71, 72]\n", "True\n", "[73, 74]\n", "False\n", "[75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94]\n", "True\n", "[95, 96, 97, 98, 99, 100]\n", "False\n", "[101, 102, 103, 104, 105]\n", "True\n", "[106, 107, 108, 109]\n", "False\n", "[110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131]\n", "True\n", "[132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145]\n", "False\n", "[146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157]\n", "True\n", "[158]\n", "False\n", "[159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180]\n", "True\n", "[181, 182, 183, 184, 185]\n", "False\n", "[186, 187, 188]\n", "True\n", "[189, 190, 191, 192, 193, 194]\n", "False\n", "[195, 196, 197, 198, 199, 200, 201, 202]\n", "True\n", "[203, 204, 205]\n", "False\n", "[206, 207, 208, 209, 210, 211, 212, 213, 214]\n", "True\n", "[215, 216, 217, 218, 219]\n", "False\n", "[220, 221, 222, 223, 224, 225, 226]\n", "True\n", "[227, 228, 229, 230, 231]\n", "False\n", "[232, 233, 234, 235, 236, 237, 238, 239]\n", "True\n", "[240, 241, 242]\n", "False\n", "[243, 244, 245, 246, 247, 248, 249, 250]\n", "True\n", "[251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268]\n", "False\n", "[269, 270, 271, 272, 273, 274, 275, 276]\n", "True\n", "[277]\n", "False\n", "[278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300]\n", "True\n", "[301, 302]\n", "False\n", "[303, 304, 305, 306, 307, 308]\n", "True\n", "[309, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319]\n", "False\n", "[320, 321]\n", "True\n", "[322, 323, 324]\n", "False\n", "[325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347]\n", "True\n", "[348, 349, 350, 351]\n", "False\n", "[352, 353, 354, 355]\n" ] } ], "source": [ "for key, group in groupby(range(condition.size), lambda i: condition[i]):\n", " print(key)\n", " print(list(group))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[48, 62]\n", "[95, 100]\n", "[132, 145]\n", "[189, 194]\n", "[251, 268]\n", "[309, 319]\n" ] } ], "source": [ "for key, group in groupby(range(condition.size), lambda i: condition[i]):\n", " if (key):\n", " l = list(group)\n", " if len(l) >= 6:\n", " print([l[0], l[-1]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "関数にまとめて,NINO.3の月平均海面水温を与えればエルニーニョの期間が得られるようにする。" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from itertools import groupby\n", "def detect_elnino(sst):\n", " sst_smooth = np.convolve(sst_nino3, np.ones(5)/5, mode='valid')\n", " condition = sst_smooth - sst_smooth.mean() >= 0.5\n", " elnino_period = []\n", " for key, group in groupby(range(condition.size), lambda i: condition[i]):\n", " if (key):\n", " l = list(group)\n", " if len(l) >= 6:\n", " elnino_period.append([l[0], l[-1]])\n", " return elnino_period" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "elnino = detect_elnino(sst_nino3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "エルニーニョの期間が特定できた。" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[datetime.date(1965, 3, 15) datetime.date(1966, 5, 15)]\n", "[datetime.date(1969, 2, 15) datetime.date(1969, 7, 15)]\n", "[datetime.date(1972, 3, 15) datetime.date(1973, 4, 15)]\n", "[datetime.date(1976, 12, 15) datetime.date(1977, 5, 15)]\n", "[datetime.date(1982, 2, 15) datetime.date(1983, 7, 15)]\n", "[datetime.date(1986, 12, 15) datetime.date(1987, 10, 15)]\n" ] } ], "source": [ "for i in elnino:\n", " print(dates_smooth[i])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "最後にエルニーニョの期間に影をつけたグラフを描く。" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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rr9R8Xb5QwOTkJFYNDVV9Dtx2vutdIITgwMGDSCQSuPSSS5BMJrH35Zdx4eAg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\noAsEAsEyQQi6QCAQLBOEoAsEAsEy4f8HXo59MVoywb4AAAAASUVORK5CYII=\n", "text/plain": [ "<matplotlib.figure.Figure at 0x1125a15c0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dates_smooth, sst_nino3_smooth - sst_nino3_smooth.mean(), color='black')\n", "plt.plot(dates_smooth, 0.5 * np.ones(sst_nino3_smooth.size), color='red')\n", "\n", "for i in elnino:\n", " plt.axvspan(dates_smooth[i[0]], dates_smooth[i[1]], color='red', alpha=0.3)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }