diff --git a/examples/notebooks/Model_Sounding_Data.ipynb b/examples/notebooks/Model_Sounding_Data.ipynb index c815a92..30e0e33 100644 --- a/examples/notebooks/Model_Sounding_Data.ipynb +++ b/examples/notebooks/Model_Sounding_Data.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 23, "metadata": { "collapsed": false, "scrolled": true @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 25, "metadata": { "collapsed": true }, @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 26, "metadata": { "collapsed": false, "scrolled": true @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -135,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 28, "metadata": { "collapsed": false }, @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 30, "metadata": { "collapsed": false, "scrolled": false @@ -224,33 +224,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# dewpoint from specific humidity\n", + "## dewpoint from specific humidity\n", "\n", "Because the modelsounding plugin does not return dewpoint values, we must calculate the profile of dewpoint ourselves. Here are shown three different examples of calculating dewpoint from specific humidity, including a manual calculation using in NCEP AWIPS. \n", "\n", - "## 1) metpy calculated mixing ratio and vapor pressure" + "### 1) metpy calculated mixing ratio and vapor pressure" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 31, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/awips2/python/lib/python2.7/site-packages/metpy/calc/thermo.py:371: RuntimeWarning: divide by zero encountered in log\n", - " val = np.log(e / sat_pressure_0c)\n", - "/awips2/python/lib/python2.7/site-packages/pint/quantity.py:1236: RuntimeWarning: divide by zero encountered in log\n", - " out = uf(*mobjs)\n", - "/awips2/python/lib/python2.7/site-packages/pint/quantity.py:693: RuntimeWarning: invalid value encountered in true_divide\n", - " magnitude = magnitude_op(self._magnitude, other_magnitude)\n" - ] - } - ], + "outputs": [], "source": [ "rmix = (s/(1-s)) *1000 * units('g/kg')\n", "e = vapor_pressure(p, rmix)\n", @@ -261,12 +248,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 2) metpy calculated assuming spec. humidity = vapor pressure" + "### 2) metpy calculated assuming spec. humidity = vapor pressure" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -279,13 +266,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 3) NCEP AWIPS soundingrequest plugin\n", + "### 3) NCEP AWIPS soundingrequest plugin\n", "based on GEMPAK/NSHARP, from https://github.com/Unidata/awips2-ncep/blob/unidata_16.2.2/edex/gov.noaa.nws.ncep.edex.plugin.soundingrequest/src/gov/noaa/nws/ncep/edex/plugin/soundingrequest/handler/MergeSounding.java#L1783" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 33, "metadata": { "collapsed": false }, @@ -312,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 34, "metadata": { "collapsed": false }, @@ -342,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 35, "metadata": { "collapsed": false }, @@ -351,7 +338,7 @@ "data": { "image/png": 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AiiVLluiaa67RmDFj9KMf/Ujdu3dXVVWVwuGw6urq1LNnT914442aO3eufvnL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LzUokhFrUVYaE3eHnGAyR/fQWT0yRLdp9S1eOMN2LEDVq0qY0pzyfOFS2JiInXr1tUdwwjJycmE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\n+D828vmw1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k65lv2buzH8y/mXvK1HHxf9+kGzZjB6tOfGcBOllPyMFHE6nYwfP153DCN8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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -396,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 36, "metadata": { "collapsed": false },