VznVCSVp

1{
2 "cells": [
3  {
4   "cell_type": "code",
5   "execution_count": 1,
6   "metadata": {
7    "collapsed": true
8   },
9   "outputs": [],
10   "source": [
11    "from datetime import datetime\n",
12    "import matplotlib.pyplot as plt\n",
13    "import metpy.plots as plots\n",
14    "from metpy.units import units\n",
15    "%matplotlib inline\n",
16    "from siphon.simplewebservice.wyoming import WyomingUpperAir\n",
17    "import numpy as np\n",
18    "import metpy.calc as mcalc\n",
19    "import os"
20   ]
21  },
22  {
23   "cell_type": "raw",
24   "metadata": {},
25   "source": [
26    "#date = datetime(2017,9,10,0)\n",
27    "datenow = datetime.now()\n",
28    "Day = datenow.day\n",
29    "Year = datenow.year\n",
30    "Hour = datenow.hour\n",
31    "Month = datenow.month\n",
32    "print type(Month)"
33   ]
34  },
35  {
36   "cell_type": "code",
37   "execution_count": 2,
38   "metadata": {},
39   "outputs": [
40    {
41     "name": "stdout",
42     "output_type": "stream",
43     "text": [
44      "/Users/ChowdaHead/Desktop/Weather_Blog/12_20/\n",
45      "/Users/ChowdaHead/Desktop/\n"
46     ]
47    }
48   ],
49   "source": [
50    "# Pull the current time\n",
51    "now = datetime.now() \n",
52    "\n",
53    "# Set a path to save the plots with string format for the date to set the month and day \n",
54    "im_save_path =\"/Users/ChowdaHead/Desktop/Weather_Blog/\"+'{0:%m_%d}'.format(now)+\"/\"\n",
55    "print im_save_path\n",
56    "\n",
57    "# Check to see if the folder already exists, if not create it\n",
58    "if not os.path.isdir(im_save_path):\n",
59    "    os.makedirs(im_save_path)\n",
60    "\n",
61    "# Uncomment if you want to automatically change to the map folder    \n",
62    "#os.chdir(im_save_path)\n",
63    "\n",
64    "desktop = im_save_path[:26]\n",
65    "print desktop"
66   ]
67  },
68  {
69   "cell_type": "code",
70   "execution_count": 3,
71   "metadata": {},
72   "outputs": [
73    {
74     "name": "stdout",
75     "output_type": "stream",
76     "text": [
77      "2018-12-20 12:00:00\n",
78      "20181220\n"
79     ]
80    }
81   ],
82   "source": [
83    "# I usually like to drink coffee in the morning and look at 12Z soudings\n",
84    "#dateCurrent = datetime(Year,Month,Day,12) \n",
85    "dateCurrent = datetime(int('{0:%Y}'.format(now)),int('{0:%m}'.format(now)),int('{0:%d}'.format(now)),12)\n",
86    "'{0:%m_%d}'.format(now)\n",
87    "print dateCurrent\n",
88    "\n",
89    "# Make a string for YYYYMMDD for naming saved figure later\n",
90    "date = str(dateCurrent)[0:4]+str(dateCurrent)[5:7]+str(dateCurrent)[8:10]\n",
91    "print date"
92   ]
93  },
94  {
95   "cell_type": "markdown",
96   "metadata": {},
97   "source": [
98    "![alt text](WyoMap.jpg)"
99   ]
100  },
101  {
102   "cell_type": "raw",
103   "metadata": {},
104   "source": [
105    "StationsList = [\"Wallops Island, VA\",\"Upton, NY\",\"Chatham, MA\",\"Albany, NY\",\"Sterling, VA\",\"Gray, ME\",\\\n",
106    "\"Buffalo, NY\",\"Pittsburgh, PA\",\"Wilmington, OH\",\"White Lake, MI\",\"Blacksburg, VA\",\"Greensboro, NC\",\\\n",
107    "\"Newport, NC\",\"Charleston, SC\",\"Jacksonville, FL\",\"Tampa Bay, FL\",\"Miami, FL\",\"Tallahassee, FL\",\\\n",
108    "\"Shelby Cnty. Airport, AL\",\"Peachtree City, GA\",\"Nashville, TN\",\"Gaylord, MI\",\"Green Bay, WI\",\"Davenport, IA\",\\\n",
109    "\"Lincoln, IL\",\"Springfield, MO\",\"Little Rock, AR\",\"Jackson Thomas, MS\",\"Slidell Muni., LA\",\"Lake Charles, LA\",\\\n",
110    "\"Shreveport, LA\",\"Norman, OK\",\"Dodge City, KS\",\"Topeka, KS\",\"Omaha, NE\",\"Chanhassen, MN\",\"International Falls, MN\",\\\n",
111    "\"Aberdeen, SD\",\"Bismarck, ND\",\"Rapid City, SD\",\"North Platte, NE\",\"Amarillo, TX\",\"Midland, TX\",\"Del Rio, TX\",\\\n",
112    "\"Corpus Christi, TX\",\"Brownsville, TX\",\"Ft. Worth, TX\",\"Santa Teresa, NM\",\"Albuquerque, NM\",\"Denver, CO\",\"Grand Juncion, CO\",\\\n",
113    "\"Riverton, WY\",\"Glasgow, MT\",\"Great Falls, MT\",\"Salt Lake City, UT\",\"Flagstaff, AZ\",\"Tuscon, AZ\",\"Yuma Prarie Grnds, AZ\",\"Las Vegas, NV\",\\\n",
114    "\"Elko, NV\",\"Boise, ID\",\"Spokane, WA\",\"Quillayute, WA\",\"Salem, OR\",\"Medford, OR\",\"Reno, NV\",\\\n",
115    "\"Oakland, CA\",\"Vandenberg Air Force Base, CA\",\"San Diego, CA\"]\n",
116    "\n",
117    "StationNumList = [72402,72501,74494,72518,72403,74389,72528,72520,72426,72632,72318,72317,72305,72208,72206,72210,\\\n",
118    "72202,72214,72230,72215,72327,72635,72645,74455,74560,72440,72340,72235,72233,72240,72248,72357,72451,72456,\\\n",
119    "72558,72649,72747,72659,72764,72662,72562,72363,72265,72261,72251,72250,72249,72364,72365,72469,72476,72672,\\\n",
120    "72768,72776,72572,72376,72274,74004,72388,72582,72681,72786,72797,72694,72597,72489,72493,72393,72293]\n",
121    "\n",
122    "StationFinal = dict(zip(StationsList,StationNumList))"
123   ]
124  },
125  {
126   "cell_type": "code",
127   "execution_count": 4,
128   "metadata": {
129    "collapsed": true
130   },
131   "outputs": [],
132   "source": [
133    "# Lets take a look at Denver, DNR\n",
134    "station = 'DNR'\n",
135    "#station = 'GJT'\n",
136    "#station = raw_input(\"Which station? \")"
137   ]
138  },
139  {
140   "cell_type": "code",
141   "execution_count": 5,
142   "metadata": {},
143   "outputs": [
144    {
145     "data": {
146      "text/html": [
147       "<div>\n",
148       "<style scoped>\n",
149       "    .dataframe tbody tr th:only-of-type {\n",
150       "        vertical-align: middle;\n",
151       "    }\n",
152       "\n",
153       "    .dataframe tbody tr th {\n",
154       "        vertical-align: top;\n",
155       "    }\n",
156       "\n",
157       "    .dataframe thead th {\n",
158       "        text-align: right;\n",
159       "    }\n",
160       "</style>\n",
161       "<table border=\"1\" class=\"dataframe\">\n",
162       "  <thead>\n",
163       "    <tr style=\"text-align: right;\">\n",
164       "      <th></th>\n",
165       "      <th>pressure</th>\n",
166       "      <th>height</th>\n",
167       "      <th>temperature</th>\n",
168       "      <th>dewpoint</th>\n",
169       "      <th>direction</th>\n",
170       "      <th>speed</th>\n",
171       "      <th>u_wind</th>\n",
172       "      <th>v_wind</th>\n",
173       "    </tr>\n",
174       "  </thead>\n",
175       "  <tbody>\n",
176       "    <tr>\n",
177       "      <th>0</th>\n",
178       "      <td>843.0</td>\n",
179       "      <td>1611</td>\n",
180       "      <td>-5.5</td>\n",
181       "      <td>-9.1</td>\n",
182       "      <td>125.0</td>\n",
183       "      <td>3.0</td>\n",
184       "      <td>-2.457456</td>\n",
185       "      <td>1.720729e+00</td>\n",
186       "    </tr>\n",
187       "    <tr>\n",
188       "      <th>1</th>\n",
189       "      <td>820.0</td>\n",
190       "      <td>1830</td>\n",
191       "      <td>-1.5</td>\n",
192       "      <td>-12.5</td>\n",
193       "      <td>55.0</td>\n",
194       "      <td>4.0</td>\n",
195       "      <td>-3.276608</td>\n",
196       "      <td>-2.294306e+00</td>\n",
197       "    </tr>\n",
198       "    <tr>\n",
199       "      <th>2</th>\n",
200       "      <td>815.0</td>\n",
201       "      <td>1879</td>\n",
202       "      <td>0.0</td>\n",
203       "      <td>-13.0</td>\n",
204       "      <td>32.0</td>\n",
205       "      <td>4.0</td>\n",
206       "      <td>-2.119677</td>\n",
207       "      <td>-3.392192e+00</td>\n",
208       "    </tr>\n",
209       "    <tr>\n",
210       "      <th>3</th>\n",
211       "      <td>789.0</td>\n",
212       "      <td>2134</td>\n",
213       "      <td>-1.7</td>\n",
214       "      <td>-14.3</td>\n",
215       "      <td>270.0</td>\n",
216       "      <td>6.0</td>\n",
217       "      <td>6.000000</td>\n",
218       "      <td>1.102182e-15</td>\n",
219       "    </tr>\n",
220       "    <tr>\n",
221       "      <th>4</th>\n",
222       "      <td>759.2</td>\n",
223       "      <td>2438</td>\n",
224       "      <td>-3.8</td>\n",
225       "      <td>-15.8</td>\n",
226       "      <td>305.0</td>\n",
227       "      <td>17.0</td>\n",
228       "      <td>13.925585</td>\n",
229       "      <td>-9.750799e+00</td>\n",
230       "    </tr>\n",
231       "    <tr>\n",
232       "      <th>5</th>\n",
233       "      <td>730.4</td>\n",
234       "      <td>2743</td>\n",
235       "      <td>-5.8</td>\n",
236       "      <td>-17.4</td>\n",
237       "      <td>300.0</td>\n",
238       "      <td>15.0</td>\n",
239       "      <td>12.990381</td>\n",
240       "      <td>-7.500000e+00</td>\n",
241       "    </tr>\n",
242       "    <tr>\n",
243       "      <th>6</th>\n",
244       "      <td>702.7</td>\n",
245       "      <td>3048</td>\n",
246       "      <td>-7.9</td>\n",
247       "      <td>-18.9</td>\n",
248       "      <td>300.0</td>\n",
249       "      <td>14.0</td>\n",
250       "      <td>12.124356</td>\n",
251       "      <td>-7.000000e+00</td>\n",
252       "    </tr>\n",
253       "    <tr>\n",
254       "      <th>7</th>\n",
255       "      <td>700.0</td>\n",
256       "      <td>3078</td>\n",
257       "      <td>-8.1</td>\n",
258       "      <td>-19.1</td>\n",
259       "      <td>310.0</td>\n",
260       "      <td>13.0</td>\n",
261       "      <td>9.958578</td>\n",
262       "      <td>-8.356239e+00</td>\n",
263       "    </tr>\n",
264       "    <tr>\n",
265       "      <th>8</th>\n",
266       "      <td>675.4</td>\n",
267       "      <td>3353</td>\n",
268       "      <td>-10.0</td>\n",
269       "      <td>-20.4</td>\n",
270       "      <td>325.0</td>\n",
271       "      <td>12.0</td>\n",
272       "      <td>6.882917</td>\n",
273       "      <td>-9.829825e+00</td>\n",
274       "    </tr>\n",
275       "    <tr>\n",
276       "      <th>9</th>\n",
277       "      <td>649.1</td>\n",
278       "      <td>3658</td>\n",
279       "      <td>-12.2</td>\n",
280       "      <td>-21.8</td>\n",
281       "      <td>335.0</td>\n",
282       "      <td>25.0</td>\n",
283       "      <td>10.565457</td>\n",
284       "      <td>-2.265769e+01</td>\n",
285       "    </tr>\n",
286       "    <tr>\n",
287       "      <th>10</th>\n",
288       "      <td>626.0</td>\n",
289       "      <td>3936</td>\n",
290       "      <td>-14.1</td>\n",
291       "      <td>-23.1</td>\n",
292       "      <td>335.0</td>\n",
293       "      <td>43.0</td>\n",
294       "      <td>18.172585</td>\n",
295       "      <td>-3.897123e+01</td>\n",
296       "    </tr>\n",
297       "    <tr>\n",
298       "      <th>11</th>\n",
299       "      <td>601.0</td>\n",
300       "      <td>4245</td>\n",
301       "      <td>-15.3</td>\n",
302       "      <td>-27.3</td>\n",
303       "      <td>335.0</td>\n",
304       "      <td>63.0</td>\n",
305       "      <td>26.624950</td>\n",
306       "      <td>-5.709739e+01</td>\n",
307       "    </tr>\n",
308       "    <tr>\n",
309       "      <th>12</th>\n",
310       "      <td>599.3</td>\n",
311       "      <td>4267</td>\n",
312       "      <td>-14.8</td>\n",
313       "      <td>-27.0</td>\n",
314       "      <td>335.0</td>\n",
315       "      <td>64.0</td>\n",
316       "      <td>27.047569</td>\n",
317       "      <td>-5.800370e+01</td>\n",
318       "    </tr>\n",
319       "    <tr>\n",
320       "      <th>13</th>\n",
321       "      <td>592.0</td>\n",
322       "      <td>4360</td>\n",
323       "      <td>-12.9</td>\n",
324       "      <td>-25.9</td>\n",
325       "      <td>336.0</td>\n",
326       "      <td>64.0</td>\n",
327       "      <td>26.031145</td>\n",
328       "      <td>-5.846691e+01</td>\n",
329       "    </tr>\n",
330       "    <tr>\n",
331       "      <th>14</th>\n",
332       "      <td>577.0</td>\n",
333       "      <td>4555</td>\n",
334       "      <td>-13.1</td>\n",
335       "      <td>-25.1</td>\n",
336       "      <td>337.0</td>\n",
337       "      <td>64.0</td>\n",
338       "      <td>25.006792</td>\n",
339       "      <td>-5.891231e+01</td>\n",
340       "    </tr>\n",
341       "    <tr>\n",
342       "      <th>15</th>\n",
343       "      <td>552.9</td>\n",
344       "      <td>4877</td>\n",
345       "      <td>-15.6</td>\n",
346       "      <td>-27.6</td>\n",
347       "      <td>340.0</td>\n",
348       "      <td>63.0</td>\n",
349       "      <td>21.547269</td>\n",
350       "      <td>-5.920064e+01</td>\n",
351       "    </tr>\n",
352       "    <tr>\n",
353       "      <th>16</th>\n",
354       "      <td>526.0</td>\n",
355       "      <td>5253</td>\n",
356       "      <td>-18.5</td>\n",
357       "      <td>-30.5</td>\n",
358       "      <td>343.0</td>\n",
359       "      <td>62.0</td>\n",
360       "      <td>18.127046</td>\n",
361       "      <td>-5.929089e+01</td>\n",
362       "    </tr>\n",
363       "    <tr>\n",
364       "      <th>17</th>\n",
365       "      <td>509.8</td>\n",
366       "      <td>5486</td>\n",
367       "      <td>-19.7</td>\n",
368       "      <td>-34.2</td>\n",
369       "      <td>345.0</td>\n",
370       "      <td>62.0</td>\n",
371       "      <td>16.046781</td>\n",
372       "      <td>-5.988740e+01</td>\n",
373       "    </tr>\n",
374       "    <tr>\n",
375       "      <th>18</th>\n",
376       "      <td>500.0</td>\n",
377       "      <td>5630</td>\n",
378       "      <td>-20.5</td>\n",
379       "      <td>-36.5</td>\n",
380       "      <td>350.0</td>\n",
381       "      <td>65.0</td>\n",
382       "      <td>11.287132</td>\n",
383       "      <td>-6.401250e+01</td>\n",
384       "    </tr>\n",
385       "    <tr>\n",
386       "      <th>19</th>\n",
387       "      <td>485.0</td>\n",
388       "      <td>5855</td>\n",
389       "      <td>-20.7</td>\n",
390       "      <td>-37.7</td>\n",
391       "      <td>345.0</td>\n",
392       "      <td>69.0</td>\n",
393       "      <td>17.858514</td>\n",
394       "      <td>-6.664888e+01</td>\n",
395       "    </tr>\n",
396       "    <tr>\n",
397       "      <th>20</th>\n",
398       "      <td>469.2</td>\n",
399       "      <td>6096</td>\n",
400       "      <td>-22.3</td>\n",
401       "      <td>-36.1</td>\n",
402       "      <td>340.0</td>\n",
403       "      <td>73.0</td>\n",
404       "      <td>24.967470</td>\n",
405       "      <td>-6.859756e+01</td>\n",
406       "    </tr>\n",
407       "    <tr>\n",
408       "      <th>21</th>\n",
409       "      <td>429.0</td>\n",
410       "      <td>6749</td>\n",
411       "      <td>-26.7</td>\n",
412       "      <td>-31.7</td>\n",
413       "      <td>336.0</td>\n",
414       "      <td>87.0</td>\n",
415       "      <td>35.386088</td>\n",
416       "      <td>-7.947845e+01</td>\n",
417       "    </tr>\n",
418       "    <tr>\n",
419       "      <th>22</th>\n",
420       "      <td>413.6</td>\n",
421       "      <td>7010</td>\n",
422       "      <td>-27.9</td>\n",
423       "      <td>-36.6</td>\n",
424       "      <td>335.0</td>\n",
425       "      <td>93.0</td>\n",
426       "      <td>39.303498</td>\n",
427       "      <td>-8.428662e+01</td>\n",
428       "    </tr>\n",
429       "    <tr>\n",
430       "      <th>23</th>\n",
431       "      <td>400.0</td>\n",
432       "      <td>7250</td>\n",
433       "      <td>-29.1</td>\n",
434       "      <td>-41.1</td>\n",
435       "      <td>335.0</td>\n",
436       "      <td>89.0</td>\n",
437       "      <td>37.613025</td>\n",
438       "      <td>-8.066139e+01</td>\n",
439       "    </tr>\n",
440       "    <tr>\n",
441       "      <th>24</th>\n",
442       "      <td>399.0</td>\n",
443       "      <td>7268</td>\n",
444       "      <td>-29.1</td>\n",
445       "      <td>-41.1</td>\n",
446       "      <td>335.0</td>\n",
447       "      <td>89.0</td>\n",
448       "      <td>37.613025</td>\n",
449       "      <td>-8.066139e+01</td>\n",
450       "    </tr>\n",
451       "    <tr>\n",
452       "      <th>25</th>\n",
453       "      <td>379.6</td>\n",
454       "      <td>7620</td>\n",
455       "      <td>-32.1</td>\n",
456       "      <td>-42.2</td>\n",
457       "      <td>335.0</td>\n",
458       "      <td>91.0</td>\n",
459       "      <td>38.458262</td>\n",
460       "      <td>-8.247401e+01</td>\n",
461       "    </tr>\n",
462       "    <tr>\n",
463       "      <th>26</th>\n",
464       "      <td>368.0</td>\n",
465       "      <td>7839</td>\n",
466       "      <td>-33.9</td>\n",
467       "      <td>-42.9</td>\n",
468       "      <td>335.0</td>\n",
469       "      <td>94.0</td>\n",
470       "      <td>39.726117</td>\n",
471       "      <td>-8.519293e+01</td>\n",
472       "    </tr>\n",
473       "    <tr>\n",
474       "      <th>27</th>\n",
475       "      <td>339.0</td>\n",
476       "      <td>8409</td>\n",
477       "      <td>-37.7</td>\n",
478       "      <td>-52.7</td>\n",
479       "      <td>335.0</td>\n",
480       "      <td>100.0</td>\n",
481       "      <td>42.261826</td>\n",
482       "      <td>-9.063078e+01</td>\n",
483       "    </tr>\n",
484       "    <tr>\n",
485       "      <th>28</th>\n",
486       "      <td>322.0</td>\n",
487       "      <td>8761</td>\n",
488       "      <td>-40.1</td>\n",
489       "      <td>-47.1</td>\n",
490       "      <td>335.0</td>\n",
491       "      <td>104.0</td>\n",
492       "      <td>43.952299</td>\n",
493       "      <td>-9.425601e+01</td>\n",
494       "    </tr>\n",
495       "    <tr>\n",
496       "      <th>29</th>\n",
497       "      <td>308.0</td>\n",
498       "      <td>9063</td>\n",
499       "      <td>-42.1</td>\n",
500       "      <td>-60.1</td>\n",
501       "      <td>335.0</td>\n",
502       "      <td>108.0</td>\n",
503       "      <td>45.642772</td>\n",
504       "      <td>-9.788124e+01</td>\n",
505       "    </tr>\n",
506       "    <tr>\n",
507       "      <th>30</th>\n",
508       "      <td>304.3</td>\n",
509       "      <td>9144</td>\n",
510       "      <td>-42.8</td>\n",
511       "      <td>-57.2</td>\n",
512       "      <td>335.0</td>\n",
513       "      <td>109.0</td>\n",
514       "      <td>46.065391</td>\n",
515       "      <td>-9.878755e+01</td>\n",
516       "    </tr>\n",
517       "    <tr>\n",
518       "      <th>31</th>\n",
519       "      <td>300.0</td>\n",
520       "      <td>9240</td>\n",
521       "      <td>-43.7</td>\n",
522       "      <td>-53.7</td>\n",
523       "      <td>335.0</td>\n",
524       "      <td>109.0</td>\n",
525       "      <td>46.065391</td>\n",
526       "      <td>-9.878755e+01</td>\n",
527       "    </tr>\n",
528       "    <tr>\n",
529       "      <th>32</th>\n",
530       "      <td>294.0</td>\n",
531       "      <td>9376</td>\n",
532       "      <td>-44.7</td>\n",
533       "      <td>-53.7</td>\n",
534       "      <td>335.0</td>\n",
535       "      <td>110.0</td>\n",
536       "      <td>46.488009</td>\n",
537       "      <td>-9.969386e+01</td>\n",
538       "    </tr>\n",
539       "    <tr>\n",
540       "      <th>33</th>\n",
541       "      <td>281.0</td>\n",
542       "      <td>9677</td>\n",
543       "      <td>-47.3</td>\n",
544       "      <td>-58.3</td>\n",
545       "      <td>335.0</td>\n",
546       "      <td>112.0</td>\n",
547       "      <td>47.333245</td>\n",
548       "      <td>-1.015065e+02</td>\n",
549       "    </tr>\n",
550       "    <tr>\n",
551       "      <th>34</th>\n",
552       "      <td>277.8</td>\n",
553       "      <td>9754</td>\n",
554       "      <td>-47.1</td>\n",
555       "      <td>-59.3</td>\n",
556       "      <td>335.0</td>\n",
557       "      <td>113.0</td>\n",
558       "      <td>47.755864</td>\n",
559       "      <td>-1.024128e+02</td>\n",
560       "    </tr>\n",
561       "    <tr>\n",
562       "      <th>35</th>\n",
563       "      <td>270.0</td>\n",
564       "      <td>9942</td>\n",
565       "      <td>-46.7</td>\n",
566       "      <td>-61.7</td>\n",
567       "      <td>335.0</td>\n",
568       "      <td>120.0</td>\n",
569       "      <td>50.714191</td>\n",
570       "      <td>-1.087569e+02</td>\n",
571       "    </tr>\n",
572       "    <tr>\n",
573       "      <th>36</th>\n",
574       "      <td>250.0</td>\n",
575       "      <td>10450</td>\n",
576       "      <td>-49.3</td>\n",
577       "      <td>-60.3</td>\n",
578       "      <td>335.0</td>\n",
579       "      <td>138.0</td>\n",
580       "      <td>58.321320</td>\n",
581       "      <td>-1.250705e+02</td>\n",
582       "    </tr>\n",
583       "    <tr>\n",
584       "      <th>37</th>\n",
585       "      <td>241.8</td>\n",
586       "      <td>10668</td>\n",
587       "      <td>-50.5</td>\n",
588       "      <td>-60.5</td>\n",
589       "      <td>330.0</td>\n",
590       "      <td>138.0</td>\n",
591       "      <td>69.000000</td>\n",
592       "      <td>-1.195115e+02</td>\n",
593       "    </tr>\n",
594       "    <tr>\n",
595       "      <th>38</th>\n",
596       "      <td>240.0</td>\n",
597       "      <td>10717</td>\n",
598       "      <td>-50.8</td>\n",
599       "      <td>-60.5</td>\n",
600       "      <td>330.0</td>\n",
601       "      <td>138.0</td>\n",
602       "      <td>69.000000</td>\n",
603       "      <td>-1.195115e+02</td>\n",
604       "    </tr>\n",
605       "    <tr>\n",
606       "      <th>39</th>\n",
607       "      <td>234.0</td>\n",
608       "      <td>10882</td>\n",
609       "      <td>-51.7</td>\n",
610       "      <td>-60.7</td>\n",
611       "      <td>330.0</td>\n",
612       "      <td>134.0</td>\n",
613       "      <td>67.000000</td>\n",
614       "      <td>-1.160474e+02</td>\n",
615       "    </tr>\n",
616       "    <tr>\n",
617       "      <th>40</th>\n",
618       "      <td>223.0</td>\n",
619       "      <td>11196</td>\n",
620       "      <td>-51.3</td>\n",
621       "      <td>-74.3</td>\n",
622       "      <td>330.0</td>\n",
623       "      <td>128.0</td>\n",
624       "      <td>64.000000</td>\n",
625       "      <td>-1.108513e+02</td>\n",
626       "    </tr>\n",
627       "    <tr>\n",
628       "      <th>41</th>\n",
629       "      <td>213.0</td>\n",
630       "      <td>11493</td>\n",
631       "      <td>-53.9</td>\n",
632       "      <td>-85.9</td>\n",
633       "      <td>330.0</td>\n",
634       "      <td>121.0</td>\n",
635       "      <td>60.500000</td>\n",
636       "      <td>-1.047891e+02</td>\n",
637       "    </tr>\n",
638       "    <tr>\n",
639       "      <th>42</th>\n",
640       "      <td>200.0</td>\n",
641       "      <td>11900</td>\n",
642       "      <td>-52.3</td>\n",
643       "      <td>-85.3</td>\n",
644       "      <td>325.0</td>\n",
645       "      <td>113.0</td>\n",
646       "      <td>64.814137</td>\n",
647       "      <td>-9.256418e+01</td>\n",
648       "    </tr>\n",
649       "    <tr>\n",
650       "      <th>43</th>\n",
651       "      <td>199.0</td>\n",
652       "      <td>11932</td>\n",
653       "      <td>-52.3</td>\n",
654       "      <td>-85.3</td>\n",
655       "      <td>326.0</td>\n",
656       "      <td>113.0</td>\n",
657       "      <td>63.188798</td>\n",
658       "      <td>-9.368125e+01</td>\n",
659       "    </tr>\n",
660       "    <tr>\n",
661       "      <th>44</th>\n",
662       "      <td>191.3</td>\n",
663       "      <td>12192</td>\n",
664       "      <td>-47.1</td>\n",
665       "      <td>-83.9</td>\n",
666       "      <td>330.0</td>\n",
667       "      <td>110.0</td>\n",
668       "      <td>55.000000</td>\n",
669       "      <td>-9.526279e+01</td>\n",
670       "    </tr>\n",
671       "    <tr>\n",
672       "      <th>45</th>\n",
673       "      <td>189.0</td>\n",
674       "      <td>12270</td>\n",
675       "      <td>-45.5</td>\n",
676       "      <td>-83.5</td>\n",
677       "      <td>333.0</td>\n",
678       "      <td>104.0</td>\n",
679       "      <td>47.215012</td>\n",
680       "      <td>-9.266468e+01</td>\n",
681       "    </tr>\n",
682       "    <tr>\n",
683       "      <th>46</th>\n",
684       "      <td>182.6</td>\n",
685       "      <td>12497</td>\n",
686       "      <td>-46.9</td>\n",
687       "      <td>-84.3</td>\n",
688       "      <td>340.0</td>\n",
689       "      <td>85.0</td>\n",
690       "      <td>29.071712</td>\n",
691       "      <td>-7.987387e+01</td>\n",
692       "    </tr>\n",
693       "    <tr>\n",
694       "      <th>47</th>\n",
695       "      <td>179.0</td>\n",
696       "      <td>12630</td>\n",
697       "      <td>-47.7</td>\n",
698       "      <td>-84.7</td>\n",
699       "      <td>339.0</td>\n",
700       "      <td>83.0</td>\n",
701       "      <td>29.744540</td>\n",
702       "      <td>-7.748718e+01</td>\n",
703       "    </tr>\n",
704       "    <tr>\n",
705       "      <th>48</th>\n",
706       "      <td>151.3</td>\n",
707       "      <td>13716</td>\n",
708       "      <td>-56.5</td>\n",
709       "      <td>-85.8</td>\n",
710       "      <td>330.0</td>\n",
711       "      <td>67.0</td>\n",
712       "      <td>33.500000</td>\n",
713       "      <td>-5.802370e+01</td>\n",
714       "    </tr>\n",
715       "    <tr>\n",
716       "      <th>49</th>\n",
717       "      <td>150.0</td>\n",
718       "      <td>13770</td>\n",
719       "      <td>-56.9</td>\n",
720       "      <td>-85.9</td>\n",
721       "      <td>330.0</td>\n",
722       "      <td>68.0</td>\n",
723       "      <td>34.000000</td>\n",
724       "      <td>-5.888973e+01</td>\n",
725       "    </tr>\n",
726       "    <tr>\n",
727       "      <th>50</th>\n",
728       "      <td>144.2</td>\n",
729       "      <td>14021</td>\n",
730       "      <td>-58.6</td>\n",
731       "      <td>-86.7</td>\n",
732       "      <td>320.0</td>\n",
733       "      <td>72.0</td>\n",
734       "      <td>46.280708</td>\n",
735       "      <td>-5.515520e+01</td>\n",
736       "    </tr>\n",
737       "    <tr>\n",
738       "      <th>51</th>\n",
739       "      <td>144.0</td>\n",
740       "      <td>14028</td>\n",
741       "      <td>-58.7</td>\n",
742       "      <td>-86.7</td>\n",
743       "      <td>320.0</td>\n",
744       "      <td>71.0</td>\n",
745       "      <td>45.637920</td>\n",
746       "      <td>-5.438916e+01</td>\n",
747       "    </tr>\n",
748       "    <tr>\n",
749       "      <th>52</th>\n",
750       "      <td>135.0</td>\n",
751       "      <td>14437</td>\n",
752       "      <td>-55.9</td>\n",
753       "      <td>-85.9</td>\n",
754       "      <td>322.0</td>\n",
755       "      <td>71.0</td>\n",
756       "      <td>43.711965</td>\n",
757       "      <td>-5.594876e+01</td>\n",
758       "    </tr>\n",
759       "    <tr>\n",
760       "      <th>53</th>\n",
761       "      <td>119.0</td>\n",
762       "      <td>15235</td>\n",
763       "      <td>-59.1</td>\n",
764       "      <td>-86.1</td>\n",
765       "      <td>325.0</td>\n",
766       "      <td>70.0</td>\n",
767       "      <td>40.150351</td>\n",
768       "      <td>-5.734064e+01</td>\n",
769       "    </tr>\n",
770       "    <tr>\n",
771       "      <th>54</th>\n",
772       "      <td>118.9</td>\n",
773       "      <td>15240</td>\n",
774       "      <td>-59.1</td>\n",
775       "      <td>-86.1</td>\n",
776       "      <td>325.0</td>\n",
777       "      <td>70.0</td>\n",
778       "      <td>40.150351</td>\n",
779       "      <td>-5.734064e+01</td>\n",
780       "    </tr>\n",
781       "    <tr>\n",
782       "      <th>55</th>\n",
783       "      <td>113.3</td>\n",
784       "      <td>15545</td>\n",
785       "      <td>-59.0</td>\n",
786       "      <td>-86.3</td>\n",
787       "      <td>325.0</td>\n",
788       "      <td>69.0</td>\n",
789       "      <td>39.576774</td>\n",
790       "      <td>-5.652149e+01</td>\n",
791       "    </tr>\n",
792       "    <tr>\n",
793       "      <th>56</th>\n",
794       "      <td>107.9</td>\n",
795       "      <td>15850</td>\n",
796       "      <td>-58.8</td>\n",
797       "      <td>-86.5</td>\n",
798       "      <td>310.0</td>\n",
799       "      <td>57.0</td>\n",
800       "      <td>43.664533</td>\n",
801       "      <td>-3.663889e+01</td>\n",
802       "    </tr>\n",
803       "    <tr>\n",
804       "      <th>57</th>\n",
805       "      <td>103.0</td>\n",
806       "      <td>16143</td>\n",
807       "      <td>-58.7</td>\n",
808       "      <td>-86.7</td>\n",
809       "      <td>313.0</td>\n",
810       "      <td>43.0</td>\n",
811       "      <td>31.448209</td>\n",
812       "      <td>-2.932593e+01</td>\n",
813       "    </tr>\n",
814       "    <tr>\n",
815       "      <th>58</th>\n",
816       "      <td>101.0</td>\n",
817       "      <td>16267</td>\n",
818       "      <td>-56.3</td>\n",
819       "      <td>-86.3</td>\n",
820       "      <td>314.0</td>\n",
821       "      <td>37.0</td>\n",
822       "      <td>26.615573</td>\n",
823       "      <td>-2.570236e+01</td>\n",
824       "    </tr>\n",
825       "    <tr>\n",
826       "      <th>59</th>\n",
827       "      <td>100.0</td>\n",
828       "      <td>16330</td>\n",
829       "      <td>-56.1</td>\n",
830       "      <td>-86.1</td>\n",
831       "      <td>315.0</td>\n",
832       "      <td>34.0</td>\n",
833       "      <td>24.041631</td>\n",
834       "      <td>-2.404163e+01</td>\n",
835       "    </tr>\n",
836       "  </tbody>\n",
837       "</table>\n",
838       "</div>"
839      ],
840      "text/plain": [
841       "    pressure  height  temperature  dewpoint  direction  speed     u_wind  \\\n",
842       "0      843.0    1611         -5.5      -9.1      125.0    3.0  -2.457456   \n",
843       "1      820.0    1830         -1.5     -12.5       55.0    4.0  -3.276608   \n",
844       "2      815.0    1879          0.0     -13.0       32.0    4.0  -2.119677   \n",
845       "3      789.0    2134         -1.7     -14.3      270.0    6.0   6.000000   \n",
846       "4      759.2    2438         -3.8     -15.8      305.0   17.0  13.925585   \n",
847       "5      730.4    2743         -5.8     -17.4      300.0   15.0  12.990381   \n",
848       "6      702.7    3048         -7.9     -18.9      300.0   14.0  12.124356   \n",
849       "7      700.0    3078         -8.1     -19.1      310.0   13.0   9.958578   \n",
850       "8      675.4    3353        -10.0     -20.4      325.0   12.0   6.882917   \n",
851       "9      649.1    3658        -12.2     -21.8      335.0   25.0  10.565457   \n",
852       "10     626.0    3936        -14.1     -23.1      335.0   43.0  18.172585   \n",
853       "11     601.0    4245        -15.3     -27.3      335.0   63.0  26.624950   \n",
854       "12     599.3    4267        -14.8     -27.0      335.0   64.0  27.047569   \n",
855       "13     592.0    4360        -12.9     -25.9      336.0   64.0  26.031145   \n",
856       "14     577.0    4555        -13.1     -25.1      337.0   64.0  25.006792   \n",
857       "15     552.9    4877        -15.6     -27.6      340.0   63.0  21.547269   \n",
858       "16     526.0    5253        -18.5     -30.5      343.0   62.0  18.127046   \n",
859       "17     509.8    5486        -19.7     -34.2      345.0   62.0  16.046781   \n",
860       "18     500.0    5630        -20.5     -36.5      350.0   65.0  11.287132   \n",
861       "19     485.0    5855        -20.7     -37.7      345.0   69.0  17.858514   \n",
862       "20     469.2    6096        -22.3     -36.1      340.0   73.0  24.967470   \n",
863       "21     429.0    6749        -26.7     -31.7      336.0   87.0  35.386088   \n",
864       "22     413.6    7010        -27.9     -36.6      335.0   93.0  39.303498   \n",
865       "23     400.0    7250        -29.1     -41.1      335.0   89.0  37.613025   \n",
866       "24     399.0    7268        -29.1     -41.1      335.0   89.0  37.613025   \n",
867       "25     379.6    7620        -32.1     -42.2      335.0   91.0  38.458262   \n",
868       "26     368.0    7839        -33.9     -42.9      335.0   94.0  39.726117   \n",
869       "27     339.0    8409        -37.7     -52.7      335.0  100.0  42.261826   \n",
870       "28     322.0    8761        -40.1     -47.1      335.0  104.0  43.952299   \n",
871       "29     308.0    9063        -42.1     -60.1      335.0  108.0  45.642772   \n",
872       "30     304.3    9144        -42.8     -57.2      335.0  109.0  46.065391   \n",
873       "31     300.0    9240        -43.7     -53.7      335.0  109.0  46.065391   \n",
874       "32     294.0    9376        -44.7     -53.7      335.0  110.0  46.488009   \n",
875       "33     281.0    9677        -47.3     -58.3      335.0  112.0  47.333245   \n",
876       "34     277.8    9754        -47.1     -59.3      335.0  113.0  47.755864   \n",
877       "35     270.0    9942        -46.7     -61.7      335.0  120.0  50.714191   \n",
878       "36     250.0   10450        -49.3     -60.3      335.0  138.0  58.321320   \n",
879       "37     241.8   10668        -50.5     -60.5      330.0  138.0  69.000000   \n",
880       "38     240.0   10717        -50.8     -60.5      330.0  138.0  69.000000   \n",
881       "39     234.0   10882        -51.7     -60.7      330.0  134.0  67.000000   \n",
882       "40     223.0   11196        -51.3     -74.3      330.0  128.0  64.000000   \n",
883       "41     213.0   11493        -53.9     -85.9      330.0  121.0  60.500000   \n",
884       "42     200.0   11900        -52.3     -85.3      325.0  113.0  64.814137   \n",
885       "43     199.0   11932        -52.3     -85.3      326.0  113.0  63.188798   \n",
886       "44     191.3   12192        -47.1     -83.9      330.0  110.0  55.000000   \n",
887       "45     189.0   12270        -45.5     -83.5      333.0  104.0  47.215012   \n",
888       "46     182.6   12497        -46.9     -84.3      340.0   85.0  29.071712   \n",
889       "47     179.0   12630        -47.7     -84.7      339.0   83.0  29.744540   \n",
890       "48     151.3   13716        -56.5     -85.8      330.0   67.0  33.500000   \n",
891       "49     150.0   13770        -56.9     -85.9      330.0   68.0  34.000000   \n",
892       "50     144.2   14021        -58.6     -86.7      320.0   72.0  46.280708   \n",
893       "51     144.0   14028        -58.7     -86.7      320.0   71.0  45.637920   \n",
894       "52     135.0   14437        -55.9     -85.9      322.0   71.0  43.711965   \n",
895       "53     119.0   15235        -59.1     -86.1      325.0   70.0  40.150351   \n",
896       "54     118.9   15240        -59.1     -86.1      325.0   70.0  40.150351   \n",
897       "55     113.3   15545        -59.0     -86.3      325.0   69.0  39.576774   \n",
898       "56     107.9   15850        -58.8     -86.5      310.0   57.0  43.664533   \n",
899       "57     103.0   16143        -58.7     -86.7      313.0   43.0  31.448209   \n",
900       "58     101.0   16267        -56.3     -86.3      314.0   37.0  26.615573   \n",
901       "59     100.0   16330        -56.1     -86.1      315.0   34.0  24.041631   \n",
902       "\n",
903       "          v_wind  \n",
904       "0   1.720729e+00  \n",
905       "1  -2.294306e+00  \n",
906       "2  -3.392192e+00  \n",
907       "3   1.102182e-15  \n",
908       "4  -9.750799e+00  \n",
909       "5  -7.500000e+00  \n",
910       "6  -7.000000e+00  \n",
911       "7  -8.356239e+00  \n",
912       "8  -9.829825e+00  \n",
913       "9  -2.265769e+01  \n",
914       "10 -3.897123e+01  \n",
915       "11 -5.709739e+01  \n",
916       "12 -5.800370e+01  \n",
917       "13 -5.846691e+01  \n",
918       "14 -5.891231e+01  \n",
919       "15 -5.920064e+01  \n",
920       "16 -5.929089e+01  \n",
921       "17 -5.988740e+01  \n",
922       "18 -6.401250e+01  \n",
923       "19 -6.664888e+01  \n",
924       "20 -6.859756e+01  \n",
925       "21 -7.947845e+01  \n",
926       "22 -8.428662e+01  \n",
927       "23 -8.066139e+01  \n",
928       "24 -8.066139e+01  \n",
929       "25 -8.247401e+01  \n",
930       "26 -8.519293e+01  \n",
931       "27 -9.063078e+01  \n",
932       "28 -9.425601e+01  \n",
933       "29 -9.788124e+01  \n",
934       "30 -9.878755e+01  \n",
935       "31 -9.878755e+01  \n",
936       "32 -9.969386e+01  \n",
937       "33 -1.015065e+02  \n",
938       "34 -1.024128e+02  \n",
939       "35 -1.087569e+02  \n",
940       "36 -1.250705e+02  \n",
941       "37 -1.195115e+02  \n",
942       "38 -1.195115e+02  \n",
943       "39 -1.160474e+02  \n",
944       "40 -1.108513e+02  \n",
945       "41 -1.047891e+02  \n",
946       "42 -9.256418e+01  \n",
947       "43 -9.368125e+01  \n",
948       "44 -9.526279e+01  \n",
949       "45 -9.266468e+01  \n",
950       "46 -7.987387e+01  \n",
951       "47 -7.748718e+01  \n",
952       "48 -5.802370e+01  \n",
953       "49 -5.888973e+01  \n",
954       "50 -5.515520e+01  \n",
955       "51 -5.438916e+01  \n",
956       "52 -5.594876e+01  \n",
957       "53 -5.734064e+01  \n",
958       "54 -5.734064e+01  \n",
959       "55 -5.652149e+01  \n",
960       "56 -3.663889e+01  \n",
961       "57 -2.932593e+01  \n",
962       "58 -2.570236e+01  \n",
963       "59 -2.404163e+01  "
964      ]
965     },
966     "execution_count": 5,
967     "metadata": {},
968     "output_type": "execute_result"
969    }
970   ],
971   "source": [
972    "# Pulling a request for U of Wyo's server:\n",
973    "dateCurrent_db = WyomingUpperAir.request_data(dateCurrent,station)\n",
974    "\n",
975    "# Print it out:\n",
976    "dateCurrent_db"
977   ]
978  },
979  {
980   "cell_type": "code",
981   "execution_count": 6,
982   "metadata": {},
983   "outputs": [
984    {
985     "name": "stdout",
986     "output_type": "stream",
987     "text": [
988      "[843.  820.  815.  789.  759.2 730.4 702.7 700.  675.4 649.1 626.  601.\n",
989      " 599.3 592.  577.  552.9 526.  509.8 500.  485.  469.2 429.  413.6 400.\n",
990      " 399.  379.6 368.  339.  322.  308.  304.3 300.  294.  281.  277.8 270.\n",
991      " 250.  241.8 240.  234.  223.  213.  200.  199.  191.3 189.  182.6 179.\n",
992      " 151.3 150.  144.2 144.  135.  119.  118.9 113.3 107.9 103.  101.  100. ] \n",
993      "\n",
994      "[843.  820.  815.  789.  759.2 730.4 702.7 700.  675.4 649.1 626.  601. 599.3 592.  577.  552.9 526.  509.8 500.  485.  469.2 429.  413.6 400. 399.  379.6 368.  339.  322.  308.  304.3 300.  294.  281.  277.8 270. 250.  241.8 240.  234.  223.  213.  200.  199.  191.3 189.  182.6 179. 151.3 150.  144.2 144.  135.  119.  118.9 113.3 107.9 103.  101.  100. ] hectopascal \n",
995      "\n"
996     ]
997    },
998    {
999     "data": {
1000      "text/plain": [
1001       "'degC'"
1002      ]
1003     },
1004     "execution_count": 6,
1005     "metadata": {},
1006     "output_type": "execute_result"
1007    }
1008   ],
1009   "source": [
1010    "# Pressure\n",
1011    "p = dateCurrent_db[\"pressure\"].values\n",
1012    "print p,\"\\n\"\n",
1013    "\n",
1014    "# We can attach units to the end of the array\n",
1015    "p2 = dateCurrent_db[\"pressure\"].values * units(dateCurrent_db.units[\"pressure\"])\n",
1016    "print p2,\"\\n\"\n",
1017    "\n",
1018    "# Print out what units say dewpoint are:\n",
1019    "dateCurrent_db.units[\"dewpoint\"]"
1020   ]
1021  },
1022  {
1023   "cell_type": "code",
1024   "execution_count": 7,
1025   "metadata": {},
1026   "outputs": [
1027    {
1028     "data": {
1029      "text/html": [
1030       "\\[\\begin{pmatrix}843.0 & 820.0 & 815.0 & 789.0 & 759.2 & 730.4 & 702.7 & 700.0 & 675.4 & 649.1 & 626.0 & 601.0 & 599.3 & 592.0 & 577.0 & 552.9 & 526.0 & 509.8 & 500.0 & 485.0 & 469.2 & 429.0 & 413.6 & 400.0 & 399.0 & 379.6 & 368.0 & 339.0 & 322.0 & 308.0 & 304.3 & 300.0 & 294.0 & 281.0 & 277.8 & 270.0 & 250.0 & 241.8 & 240.0 & 234.0 & 223.0 & 213.0 & 200.0 & 199.0 & 191.3 & 189.0 & 182.6 & 179.0 & 151.3 & 150.0 & 144.2 & 144.0 & 135.0 & 119.0 & 118.9 & 113.3 & 107.9 & 103.0 & 101.0 & 100.0\\end{pmatrix} hectopascal\\]"
1031      ],
1032      "text/latex": [
1033       "$\\begin{pmatrix}843.0 & 820.0 & 815.0 & 789.0 & 759.2 & 730.4 & 702.7 & 700.0 & 675.4 & 649.1 & 626.0 & 601.0 & 599.3 & 592.0 & 577.0 & 552.9 & 526.0 & 509.8 & 500.0 & 485.0 & 469.2 & 429.0 & 413.6 & 400.0 & 399.0 & 379.6 & 368.0 & 339.0 & 322.0 & 308.0 & 304.3 & 300.0 & 294.0 & 281.0 & 277.8 & 270.0 & 250.0 & 241.8 & 240.0 & 234.0 & 223.0 & 213.0 & 200.0 & 199.0 & 191.3 & 189.0 & 182.6 & 179.0 & 151.3 & 150.0 & 144.2 & 144.0 & 135.0 & 119.0 & 118.9 & 113.3 & 107.9 & 103.0 & 101.0 & 100.0\\end{pmatrix}\\ \\mathrm{hectopascal}$"
1034      ],
1035      "text/plain": [
1036       "<Quantity([843.  820.  815.  789.  759.2 730.4 702.7 700.  675.4 649.1 626.  601.\n",
1037       " 599.3 592.  577.  552.9 526.  509.8 500.  485.  469.2 429.  413.6 400.\n",
1038       " 399.  379.6 368.  339.  322.  308.  304.3 300.  294.  281.  277.8 270.\n",
1039       " 250.  241.8 240.  234.  223.  213.  200.  199.  191.3 189.  182.6 179.\n",
1040       " 151.3 150.  144.2 144.  135.  119.  118.9 113.3 107.9 103.  101.  100. ], 'hectopascal')>"
1041      ]
1042     },
1043     "execution_count": 7,
1044     "metadata": {},
1045     "output_type": "execute_result"
1046    }
1047   ],
1048   "source": [
1049    "p2"
1050   ]
1051  },
1052  {
1053   "cell_type": "code",
1054   "execution_count": 8,
1055   "metadata": {
1056    "collapsed": true
1057   },
1058   "outputs": [],
1059   "source": [
1060    "T = dateCurrent_db[\"temperature\"].values * units(dateCurrent_db.units[\"temperature\"])\n",
1061    "Td = dateCurrent_db[\"dewpoint\"].values * units(dateCurrent_db.units[\"dewpoint\"])\n",
1062    "u = dateCurrent_db[\"u_wind\"].values * units(dateCurrent_db.units[\"u_wind\"])\n",
1063    "v = dateCurrent_db[\"v_wind\"].values * units(dateCurrent_db.units[\"v_wind\"])"
1064   ]
1065  },
1066  {
1067   "cell_type": "code",
1068   "execution_count": 9,
1069   "metadata": {
1070    "collapsed": true
1071   },
1072   "outputs": [],
1073   "source": [
1074    "mask = p2 >= 100 * units.hPa"
1075   ]
1076  },
1077  {
1078   "cell_type": "code",
1079   "execution_count": 10,
1080   "metadata": {
1081    "collapsed": true
1082   },
1083   "outputs": [],
1084   "source": [
1085    "# We can plot on specific intervals, let's check out pressure:\n",
1086    "\n",
1087    "interval = np.arange(100,1000,50)*units.hPa\n",
1088    "idx = mcalc.resample_nn_1d(p2,interval)\n",
1089    "\n",
1090    "# Don't really know what's happening here...\n",
1091    "interval = np.logspace(2,3)*units.hPa\n",
1092    "idx = mcalc.resample_nn_1d(p2,interval)"
1093   ]
1094  },
1095  {
1096   "cell_type": "code",
1097   "execution_count": 11,
1098   "metadata": {},
1099   "outputs": [
1100    {
1101     "name": "stdout",
1102     "output_type": "stream",
1103     "text": [
1104      "-86.7\n"
1105     ]
1106    },
1107    {
1108     "data": {
1109      "text/plain": [
1110       "0.0"
1111      ]
1112     },
1113     "execution_count": 11,
1114     "metadata": {},
1115     "output_type": "execute_result"
1116    }
1117   ],
1118   "source": [
1119    "td = dateCurrent_db[\"dewpoint\"].values\n",
1120    "print td.min()\n",
1121    "\n",
1122    "t_min = td.min()\n",
1123    "\n",
1124    "t = dateCurrent_db[\"temperature\"].values\n",
1125    "t_max = t.max()\n",
1126    "t.max()"
1127   ]
1128  },
1129  {
1130   "cell_type": "code",
1131   "execution_count": 12,
1132   "metadata": {},
1133   "outputs": [
1134    {
1135     "data": {
1136      "image/png": 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Ym7L90mz8fe42OjbgMue9+lu+bVFKuSLQ3Ub/RpoIxI65l9pasGMwpYu13cDnBrhWXVrZ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\n/nnttW4TAIJjtMXd0LTFOo7UFp1OR319PUDvKeCmTZvsft0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0xTqattiG672LOoiVK2Xq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lewPdgrcaKh0/WVdx0+LOsjR7Ip6urqoqioiNTUVMds0E2oqalBCGG1E8+tOHwY5s+XFgB/+pPs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\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ppddXNE3lBc6aRV5eHvGA/86dcOUK+VX5BPsEE+Ybhp+f6sLiKUTvcRePAcBjAOblqcLn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\nAwMDAwMDA4MRiGEEGhgYGBgYGBiMQP5/e5hEpb3pGPQAAAAASUVORK5CYII=\n",
1137      "text/plain": [
1138       "<Figure size 720x720 with 1 Axes>"
1139      ]
1140     },
1141     "metadata": {},
1142     "output_type": "display_data"
1143    }
1144   ],
1145   "source": [
1146    "fig = plt.figure(figsize=(10,10))\n",
1147    "\n",
1148    "skew = plots.SkewT(fig)\n",
1149    "\n",
1150    "\n",
1151    "skew.plot(p2,T,\"red\")\n",
1152    "skew.plot(p2,Td,\"green\")\n",
1153    "\n",
1154    "#skew.ax.set_ylim(1000,100)\n",
1155    "#skew.ax.set_xlim(-80,30)\n",
1156    "\n",
1157    "skew.ax.set_ylim(1000,100)\n",
1158    "skew.ax.set_xlim(-65,t_max+15)\n",
1159    "\n",
1160    "#skew.plot_barbs(p2[mask],u[mask],v[mask])\n",
1161    "#skew.plot_barbs(p2[mask][::5],u[mask][::5],v[mask][::5])\n",
1162    "skew.plot_barbs(p2[idx][::2],u[idx][::2],v[idx][::2])\n",
1163    "\n",
1164    "skew.plot_dry_adiabats(alpha=0.4)\n",
1165    "skew.plot_moist_adiabats(alpha=0.4)\n",
1166    "skew.plot_mixing_lines(alpha=0.6)\n",
1167    "\n",
1168    "plots.add_metpy_logo(fig, x=57, y=45)\n",
1169    "plots.add_unidata_logo(fig, x=58, y=510)\n",
1170    "\n",
1171    "plt.title(station+\"  \"+str(dateCurrent), fontsize=25)\n",
1172    "plt.xlabel(r'Temperature:   ($^{o}$C)', fontsize='large', fontweight='bold')\n",
1173    "plt.ylabel(r'Pressure:   (hPa)', fontsize='large', fontweight='bold')\n",
1174    "fig.savefig(im_save_path+\"Sounding_\"+station+\"_\"+date+\".png\",bbox_inches='tight')"
1175   ]
1176  },
1177  {
1178   "cell_type": "code",
1179   "execution_count": null,
1180   "metadata": {
1181    "collapsed": true
1182   },
1183   "outputs": [],
1184   "source": []
1185  }
1186 ],
1187 "metadata": {
1188  "kernelspec": {
1189   "display_name": "Python 2",
1190   "language": "python",
1191   "name": "python2"
1192  },
1193  "language_info": {
1194   "codemirror_mode": {
1195    "name": "ipython",
1196    "version": 2
1197   },
1198   "file_extension": ".py",
1199   "mimetype": "text/x-python",
1200   "name": "python",
1201   "nbconvert_exporter": "python",
1202   "pygments_lexer": "ipython2",
1203   "version": "2.7.15"
1204  }
1205 },
1206 "nbformat": 4,
1207 "nbformat_minor": 2
1208}