From 30a81a11df129ddf1457ac8eb40d2d3b9a45232e Mon Sep 17 00:00:00 2001 From: "Benjamin A. Laken" Date: Thu, 17 Dec 2015 15:08:33 +0100 Subject: [PATCH] changed jjas to mjjas months in distribution plot --- Composite_samples.pdf | Bin 21650 -> 21518 bytes Monsoon_analysis.ipynb | 78 +++++++++++++++++++++++++---------------- Monthly_climo.pdf | Bin 13564 -> 13729 bytes Monthly_ts.pdf | Bin 34212 -> 31298 bytes delta_precip_pop.pdf | Bin 23520 -> 22941 bytes 5 files changed, 47 insertions(+), 31 deletions(-) diff --git a/Composite_samples.pdf b/Composite_samples.pdf index 9a8e1ecd968c1ab1f8e713dbb3cf6d613c531e49..81a94fdd56e73483b4ebd63e9da878943e220728 100644 GIT binary patch delta 6501 zcmai2c|26>8#lBWB`LDzP!eIzItx;hjHT?7rESv06oxSh#iV_Yj+EtU6E|BjbZ@0X z_eLp|ZjwsLMXpMF*X`ch@0>%JQTI20%;%hEeV^w%&-Z=a_rNLIz8`7HZmOPqi9{fd z0I-xOCq14hLINNF2zUbwe~%Tb1;G-4MZVHgenP!`<01tB!;>FE{Bt8BM3QJA2v|aA zIEh6uk${~Y!040cduR9%?_z#LbR=IahzO1Y7!Cwwo?xvoSm5n67qGXdr~F~8??AW| zL=dJpeQv!4(V`e}upk;><6$&?Tt#z|l(9e%5h4i%Ac&G7G@~VA0Y97`n^hiobKfK8 z*h`)zwbZxx=mt5&y>BUTFRHZTcvOI=k{Ja 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backwards compatibility\n", "Populating the interactive namespace from numpy and matplotlib\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/Ben/anaconda/lib/python3.4/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", + " warnings.warn(self.msg_depr % (key, alt_key))\n" + ] } ], "source": [ @@ -163,9 +171,9 @@ "outputs": [ { "data": { - "image/png": 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2Jx6XHLlMwmAwhY0f2OJaXGxBWcMRQRkZ+lrTCIXV5kSOD7vNicnsqDUdb/nU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\nTjdG4/m83W4PpSVWDOrqJxIYLU685b9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+W1tV0Onu9oO2NjdtUa2z6pO27cFOFgrmftFu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\nREQS8j/p/3BoZQQKBwAAAABJRU5ErkJggg==\n", 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l3HnnnTz11FMMGTIEgDvvvJOZM2fSp08fNm3aRK9evejTpw/z5s3D5XLhdDrJ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\nBJu1YYoCGhvbnNaRW5pVMBiMkErN1obWVhX0OoP134D5QUu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uGd8d824vcPkiF4t4eHnR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\nGvHgwQMRE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j44mPj7dFPUI0qKhUz6mCcrq0c+8pjvWpsz/P0QJat5QbPU1FXm3CqUgTvHG1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\nOX9vXZ3FLFzpnV8IZ6JSqbilW0vatwp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iUiG8pS96T5kOWZvq/X4UBYwVskFaY7HoCPP48ePk5+fX+KTq06eP1YoSojbl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\noFGraOats9t2u9rvpD7hwd6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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -263,34 +271,42 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "# Create a dictionary of June July August September data\n", + "# Create a dictionary of May, June, July, August and September data\n", "def lookup_index(yr):\n", - " return ((monsoon.index.year == yr) & (monsoon.index.month >= 6) \n", + " return ((monsoon.index.year == yr) & (monsoon.index.month >= 5) \n", " &(monsoon.index.month <= 9))\n", - "jjas = {}\n", - "jjas['means']=[np.mean(dseries[lookup_index(yr)]) for yr in xrange(1964,2012,1)]\n", - "jjas['SEM']=[return_stderr(dseries[lookup_index(yr)])for yr in xrange(1964,2012,1)]\n", - "jjas['sum']=[np.sum(dseries[lookup_index(yr)]) for yr in xrange(1964,2012,1)]" + "mjjas = {}\n", + "mjjas['means']=[np.mean(dseries[lookup_index(yr)]) for yr in xrange(1964,2012,1)]\n", + "mjjas['SEM']=[return_stderr(dseries[lookup_index(yr)])for yr in xrange(1964,2012,1)]\n", + "mjjas['sum']=[np.sum(dseries[lookup_index(yr)]) for yr in xrange(1964,2012,1)]" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/Ben/anaconda/lib/python3.4/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", + " warnings.warn(self.msg_depr % (key, alt_key))\n" + ] + }, { "data": { - "image/png": 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UyOgK/+dzAk2qJ5VKUVDw/AuFSqWCUFj+ndbBwaHCvoKCAjg5OQEA0tLSMHv2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ibr3FH5UNsyIE+HlRP8iXS+m5ZOry7RihqCxJ3FycNMYXQghxvbOXi0dZCG9o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\nFJfXkHm+nAyljG7+nh23cIuLiyMuLq7Bc/PmzeNPf/oTU6dO5cSJEzz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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -301,25 +317,25 @@ "# Plot precipitation anomaly\n", "sns.set(style=\"darkgrid\")\n", "yrange = xrange(1964,2012,1)\n", - "my_jjas = plt.figure()\n", - "my_jjas.set_size_inches(10,5)\n", - "ax1 = my_jjas.add_subplot(121)\n", - "ax2 = my_jjas.add_subplot(122)\n", + "my_mjjas = plt.figure()\n", + "my_mjjas.set_size_inches(10,5)\n", + "ax1 = my_mjjas.add_subplot(121)\n", + "ax2 = my_mjjas.add_subplot(122)\n", "\n", - "ax1.errorbar(x=yrange,y=jjas['means'],yerr=jjas['SEM'],fmt='.',ms=10)\n", + "ax1.errorbar(x=yrange,y=mjjas['means'],yerr=mjjas['SEM'],fmt='.',ms=10)\n", "ax1.set_xlim(min(yrange)-1,max(yrange)+1)\n", - "ax1.set_title(r'Mean JJAS precipitation anomaly')\n", + "ax1.set_title(r'Mean MJJAS precipitation anomaly')\n", "ax1.set_ylabel(r'$\\delta$ precipitation (mm/month)')\n", "ax1.set_xlabel(r'Year')\n", "ax1.grid(True)\n", "\n", - "sns.distplot(jjas['means'], ax = ax2)\n", - "ax2.set_title(\"Distribution of JJAS anomalies\")\n", + "sns.distplot(mjjas['means'], ax = ax2)\n", + "ax2.set_title(\"Distribution of MJJAS anomalies\")\n", "ax2.set_xlabel(r\"$\\delta$ precipitation (mm/month)\")\n", "ax2.set_ylabel(\"Density\")\n", "\n", - "plt.show(my_jjas)\n", - "my_jjas.savefig('delta_precip_pop.pdf',dpi=300)" + "plt.show(my_mjjas)\n", + "my_mjjas.savefig('delta_precip_pop.pdf',dpi=300)" ] }, { @@ -350,7 +366,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -379,7 +395,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -402,16 +418,16 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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hYcW/oDRU0B87islsRtSt69pjeVJ2Nvj7QwlmZpOk0oqPVzh1SiNru2WcQ2eL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\ncW8+amaWbudWtexstIQODpMUBdXpQsuOrZOACQmBUW/2t6x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SzGY0x46gXEly+LlcKtP1Q0mk8kEI+O03lfh4mXw9nc01YJ1OR9euXYmJicHH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\n586RkpJiRDzGi45G9e6N7+JFtKoqtLradg+IdU+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