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METAR Demo
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"metadata": {}, | |
"source": [ | |
"5-min intro to 5-min weather data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import os\n", | |
"\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"import pandas\n", | |
"import seaborn\n", | |
"\n", | |
"import metar\n", | |
"\n", | |
"%matplotlib inline" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"`Station` objects and fetching data " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"All you need to create a valid ASOS `Weatherstation` is an airport handle prefixed with \"K\" (e.g., \"KPDX\" for Portland, OR). You can tell it how many times it should retry to find a file via the `max_attempts` kwarg.\n", | |
"\n", | |
"As the downloader goes through and fetches the data, it will save the raw, parsed, and compiled files the \"data\" folder in the current directory (the downloaders will create the directories that the need to operate on their own). That way, you don't have to download files more than one and if there's an error parsing, you can inspect the raw files to try to troubleshoot (and file a bug report).\n", | |
"\n", | |
"The progress bar should move along fairly steadily unless you have a crappy internet connection." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"station_handles = ['KPDX', 'KSEA', 'KSFO', 'KLAX']\n", | |
"stations = {}\n", | |
"for sta in station_handles:\n", | |
" station = metar.WeatherStation(sta, max_attempts=5)\n", | |
" station.getASOSData('2013-01-01', '2014-01-01', filename='{}_2013.csv'.format(sta))\n", | |
" stations[sta] = station" | |
], | |
"language": "python", | |
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"\r", | |
" [******* 15% ] 2 of 13 (KPDX 2013.02.01: ok)" | |
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"\r", | |
" [*********** 23% ] 3 of 13 (KPDX 2013.03.01: ok)" | |
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"\r", | |
" [*************** 31% ] 4 of 13 (KPDX 2013.04.01: ok)" | |
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" [****************** 38% ] 5 of 13 (KPDX 2013.05.01: ok)" | |
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" [**********************46% ] 6 of 13 (KPDX 2013.06.01: ok)" | |
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"\r", | |
" [**********************54%* ] 7 of 13 (KPDX 2013.07.01: ok)" | |
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" [**********************69%******** ] 9 of 13 (KPDX 2013.09.01: ok)" | |
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" [**********************92%******************* ] 12 of 13 (KPDX 2013.12.01: ok)" | |
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" [*********************100%***********************] 13 of 13 (KPDX 2014.01.01: ok)" | |
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" [*********** 23% ] 3 of 13 (KSEA 2013.03.01: ok)" | |
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" [*************** 31% ] 4 of 13 (KSEA 2013.04.01: ok)" | |
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" [****************** 38% ] 5 of 13 (KSEA 2013.05.01: ok)" | |
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" [******* 15% ] 2 of 13 (KSFO 2013.02.01: ok)" | |
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" [*********** 23% ] 3 of 13 (KSFO 2013.03.01: ok)" | |
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" [****************** 38% ] 5 of 13 (KSFO 2013.05.01: ok)" | |
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" [**********************62%***** ] 8 of 13 (KSFO 2013.08.01: ok)" | |
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" [**********************69%******** ] 9 of 13 (KSFO 2013.09.01: ok)" | |
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" [**********************92%******************* ] 12 of 13 (KSFO 2013.12.01: ok)" | |
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" [******* 15% ] 2 of 13 (KLAX 2013.02.01: ok)" | |
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"stream": "stdout", | |
"text": [ | |
"\r", | |
" [*********** 23% ] 3 of 13 (KLAX 2013.03.01: ok)" | |
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"\r", | |
" [*************** 31% ] 4 of 13 (KLAX 2013.04.01: ok)" | |
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"\r", | |
" [****************** 38% ] 5 of 13 (KLAX 2013.05.01: ok)" | |
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"\r", | |
" [**********************46% ] 6 of 13 (KLAX 2013.06.01: ok)" | |
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"\r", | |
" [**********************54%* ] 7 of 13 (KLAX 2013.07.01: ok)" | |
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"\r", | |
" [**********************62%***** ] 8 of 13 (KLAX 2013.08.01: ok)" | |
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"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [**********************69%******** ] 9 of 13 (KLAX 2013.09.01: ok)" | |
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{ | |
"output_type": "stream", | |
"stream": "stdout", | |
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"\r", | |
" [**********************77%************ ] 10 of 13 (KLAX 2013.10.01: ok)" | |
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}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [**********************85%**************** ] 11 of 13 (KLAX 2013.11.01: ok)" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [**********************92%******************* ] 12 of 13 (KLAX 2013.12.01: ok)" | |
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}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [*********************100%***********************] 13 of 13 (KLAX 2014.01.01: ok)" | |
] | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"Show some of the downladed files" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"os.listdir(\"data/KSFO/asos/raw\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 3, | |
"text": [ | |
"['KSFO_201301.dat',\n", | |
" 'KSFO_201302.dat',\n", | |
" 'KSFO_201303.dat',\n", | |
" 'KSFO_201304.dat',\n", | |
" 'KSFO_201305.dat',\n", | |
" 'KSFO_201306.dat',\n", | |
" 'KSFO_201307.dat',\n", | |
" 'KSFO_201308.dat',\n", | |
" 'KSFO_201309.dat',\n", | |
" 'KSFO_201310.dat',\n", | |
" 'KSFO_201311.dat',\n", | |
" 'KSFO_201312.dat',\n", | |
" 'KSFO_201401.dat']" | |
] | |
} | |
], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"Show some of the parsed files" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"os.listdir(\"data/KSEA/asos/flat\")" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 4, | |
"text": [ | |
"['KSEA_201301.csv',\n", | |
" 'KSEA_201302.csv',\n", | |
" 'KSEA_201303.csv',\n", | |
" 'KSEA_201304.csv',\n", | |
" 'KSEA_201305.csv',\n", | |
" 'KSEA_201306.csv',\n", | |
" 'KSEA_201307.csv',\n", | |
" 'KSEA_201308.csv',\n", | |
" 'KSEA_201309.csv',\n", | |
" 'KSEA_201310.csv',\n", | |
" 'KSEA_201311.csv',\n", | |
" 'KSEA_201312.csv',\n", | |
" 'KSEA_201401.csv']" | |
] | |
} | |
], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"The `WeatherStation` object keeps track of all of these files and the compilations" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Again, the 2013 KSEA data won't be re-downloaded. Existing data will be used." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sea = metar.WeatherStation('KSEA', max_attempts=5)\n", | |
"sea.getASOSData('2013-01-01', '2014-01-01', filename='{}_2013.csv'.format('SEATAC'))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [ 0% ]" | |
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{ | |
"output_type": "stream", | |
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"text": [ | |
"\r", | |
" [******* 15% ] 2 of 13 (KSEA 2013.02.01: ok)" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [*********** 23% ] 3 of 13 (KSEA 2013.03.01: ok)" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [*************** 31% ] 4 of 13 (KSEA 2013.04.01: ok)" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [****************** 38% ] 5 of 13 (KSEA 2013.05.01: ok)" | |
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}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [**********************46% ] 6 of 13 (KSEA 2013.06.01: ok)" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [**********************54%* ] 7 of 13 (KSEA 2013.07.01: ok)" | |
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}, | |
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"stream": "stdout", | |
"text": [ | |
"\r", | |
" [**********************62%***** ] 8 of 13 (KSEA 2013.08.01: ok)" | |
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}, | |
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"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [**********************69%******** ] 9 of 13 (KSEA 2013.09.01: ok)" | |
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}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [**********************77%************ ] 10 of 13 (KSEA 2013.10.01: ok)" | |
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}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [**********************85%**************** ] 11 of 13 (KSEA 2013.11.01: ok)" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [**********************92%******************* ] 12 of 13 (KSEA 2013.12.01: ok)" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\r", | |
" [*********************100%***********************] 13 of 13 (KSEA 2014.01.01: ok)" | |
] | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The station can find and load the compiled files either from the file name or number shown below" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sea.showCompiledFiles('asos')\n", | |
"\n", | |
"## these are functionally the same\n", | |
"# sea.loadCompiledFile('asos', filename='KSEA_2013.csv')\n", | |
"# sea.loadCompiledFile('asos', filenum=1)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"1) KSEA_2013.csv - start: 2013-01-01 00:00:00\tend: 2014-01-31 23:55:00\n", | |
"2) SEATAC_2013.csv - start: 2013-01-01 00:00:00\tend: 2014-01-31 23:55:00" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n" | |
] | |
} | |
], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"The data are stored in the `.data` attribute of the `WeatherStation` object. It's a dictionary where the keys are the data source, and the values are pandas DataFrames." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"sea.data['asos'].head()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Sta</th>\n", | |
" <th>Precip</th>\n", | |
" <th>Temp</th>\n", | |
" <th>DewPnt</th>\n", | |
" <th>WindSpd</th>\n", | |
" <th>WindDir</th>\n", | |
" <th>AtmPress</th>\n", | |
" <th>SkyCover</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Date</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2013-01-01 00:00:00</th>\n", | |
" <td> KSEA</td>\n", | |
" <td> 0</td>\n", | |
" <td> 1</td>\n", | |
" <td>-2</td>\n", | |
" <td> 3</td>\n", | |
" <td> 90</td>\n", | |
" <td> 30.44</td>\n", | |
" <td> 0.0000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2013-01-01 00:05:00</th>\n", | |
" <td> KSEA</td>\n", | |
" <td> 0</td>\n", | |
" <td> 1</td>\n", | |
" <td>-3</td>\n", | |
" <td> 3</td>\n", | |
" <td> 100</td>\n", | |
" <td> 30.44</td>\n", | |
" <td> 0.0000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2013-01-01 00:10:00</th>\n", | |
" <td> KSEA</td>\n", | |
" <td> 0</td>\n", | |
" <td> 1</td>\n", | |
" <td>-3</td>\n", | |
" <td> 0</td>\n", | |
" <td> 0</td>\n", | |
" <td> 30.44</td>\n", | |
" <td> 0.1785</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2013-01-01 00:15:00</th>\n", | |
" <td> KSEA</td>\n", | |
" <td> 0</td>\n", | |
" <td> 1</td>\n", | |
" <td>-3</td>\n", | |
" <td> 0</td>\n", | |
" <td> 0</td>\n", | |
" <td> 30.44</td>\n", | |
" <td> 0.4375</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2013-01-01 00:20:00</th>\n", | |
" <td> KSEA</td>\n", | |
" <td> 0</td>\n", | |
" <td> 0</td>\n", | |
" <td>-3</td>\n", | |
" <td> 3</td>\n", | |
" <td> 110</td>\n", | |
" <td> 30.44</td>\n", | |
" <td> 0.7500</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 7, | |
"text": [ | |
" Sta Precip Temp DewPnt WindSpd WindDir AtmPress \\\n", | |
"Date \n", | |
"2013-01-01 00:00:00 KSEA 0 1 -2 3 90 30.44 \n", | |
"2013-01-01 00:05:00 KSEA 0 1 -3 3 100 30.44 \n", | |
"2013-01-01 00:10:00 KSEA 0 1 -3 0 0 30.44 \n", | |
"2013-01-01 00:15:00 KSEA 0 1 -3 0 0 30.44 \n", | |
"2013-01-01 00:20:00 KSEA 0 0 -3 3 110 30.44 \n", | |
"\n", | |
" SkyCover \n", | |
"Date \n", | |
"2013-01-01 00:00:00 0.0000 \n", | |
"2013-01-01 00:05:00 0.0000 \n", | |
"2013-01-01 00:10:00 0.1785 \n", | |
"2013-01-01 00:15:00 0.4375 \n", | |
"2013-01-01 00:20:00 0.7500 " | |
] | |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"Now we can make some pretty pictures with Seattle data" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"All plotting functions take an `fname` kwarg if you want to save plot. They also return matplotlib Figures if you want work with that directly." | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"5-minute data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig = metar.graphics.hyetograph(sea.data['asos'], freq='5-min')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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mzw8nw/CR1YuzBj+SMf524PaseZ4HTh9OviIijS7Jq8VqGlFERNIUFESkoYyE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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x1086a9810>" | |
] | |
} | |
], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"Daily rainfall data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig = metar.graphics.hyetograph(sea.data['asos'], freq='daily', downward=False)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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n95cXXZWjgDA0gBUIAzWrXNU+gPobXuuncQTAXiem/yHgFMc0dFjdLWoisiFM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\n63cxdrA84O2bmPcmXs971uHcucUOta6l9Y8aGsr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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x108c74410>" | |
] | |
} | |
], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"Whoa bad data! (probably wouldn't have found that looking through the files" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig = metar.graphics.temperaturePlot(sea.data['asos'], freq='5-minute')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x108c51090>" | |
] | |
} | |
], | |
"prompt_number": 10 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"Wind rose" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig = metar.graphics.windRose(sea.data['asos'])" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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z4PTpUy2XL+f+5sUXn/l7T/vSF5HExsi8/fZv/yYIA345a9YjZtFlWV5exubN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\nWg5kWh+L3oPoXGNjA44ePYKtW7dAq9Vg7dr1iImJhaurm62b1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GLDYcsApNE0vZOiqK0U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\nqG+pBfkAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x108c05a90>" | |
] | |
} | |
], | |
"prompt_number": 11 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"Rain Clocks" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"All year" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig = metar.graphics.rainClock(sea.data['asos'])" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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19P4nREDtduPwW1BZKyjl01qK/U0YtiqiMKQWEccxPe6XpOt2IUqu/FBtXXc4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\nKZQdUJkyZcqU6RTKDqhMmTJlynQK/w/swkB7a72QLQAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x10537bf10>" | |
] | |
} | |
], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"Just November" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"months = sea.data['asos'].index.month\n", | |
"november = sea.data['asos'][months == 11]\n", | |
"\n", | |
"fig = metar.graphics.rainClock(november)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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H0+xIH63nvdimWlt725QROZ1BnW5I4Lo+VNVCR4cGz/ORy4kDOomeUgbynJl9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\nj1P9zaU8clYf+nRrz3Uv/cmi3e5E6DjAHmNZdPzxdkKGitB9HwC8LgE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bsfAUpV7V/xKG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\nVmjBNUuxaO4hivxDl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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x108faa290>" | |
] | |
} | |
], | |
"prompt_number": 13 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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