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@rutj3
Created January 28, 2014 09:59
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{
"metadata": {
"name": "NOAA_GSOD_fun"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "from readmeteo import readGSOD\nimport pandas as pd",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "begin = datetime.datetime(2005,1,1)\nend = datetime.datetime(2014,12,31)\n\n# Candada, stations are really close and more or less at the same altitude\n# 712430\tLethbridge CDA\n# 715090\tLethbridge Farm\n# 717880\tGrassy Lake\n\nstations = ['712430', '715090', '717880']\nparams = ['TEMP', 'DEWP']\n\ndf = readGSOD(stations, begin, end, params, gsodroot='S:\\\\METEO_DATA\\\\NOAA_world\\\\')\n\nax = df.xs('TEMP', axis=1, level=1).resample('MS').plot(figsize=(15,5))\nax.set_title('A \"val * (9/5) + 32\" offset is clearly a Celcius <> Fahrenheit issue\\nTime for some unit testing! ;)\\n ')\nax.set_ylabel('Temperature [$^\\circ$C]')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": "<matplotlib.text.Text at 0x4461d30>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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5koSEBLRaLdevX9d7zcWePXuybNkyzpw5Q1JSEuPHj6devXp6t9IFBwdz7tw5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\nRCGEEEIIIYQQGv8fsaA3Wbtz1+8AAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x4459cb0>"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "begin = datetime.datetime(1950,1,1)\nend = datetime.datetime(2014,12,31)\n\n# 626500 DONGOLA (SUDAN)\n# 626000 WADI HALFA (SUDAN)\n# 626600 KARIMA (SUDAN)\n# 626400 ABU HAMED (SUDAN)\n# 626800 ATBARA (SUDAN)\n# 627210 KHARTOUM (SUDAN)\n# 627500 ED DUEIM (SUDAN)\n# 627720 AROMA (SUDAN)\n \nstations = ['626500', '626000', '626600', '626400', '626800', '627210', '627500', '627720']\nparams = ['PRCP']\n\ndf = readGSOD(stations, begin, end, params, gsodroot='D:\\\\METEO_DATA\\\\NOAA_world\\\\')\n\n# groupby the occured rainfall values\ndfrain = pd.DataFrame(df.unstack('Station'))\ndfrain.columns = ['PRCP']\ndfrain = dfrain.query('PRCP > 0').groupby('PRCP').count()\n\nfig, ax = plt.subplots(figsize=(12,5))\n\nax.plot(dfrain.index, dfrain, 'ko', ms=3)\nax.set_title('Distribution of rainfall amounts')\nax.set_xlabel('Daily rainfall [mm]')\nax.set_ylabel('N occurrences')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": "<matplotlib.text.Text at 0x6e83830>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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AEF5NcZBz585p2rRpWrFiRaV5tk0mk0wmU7X7VrUuPj7e8TosLExhYWFGlQoA\nAIBWKjU1VampqYa05fSQffnyZU2bNk0xMTGaMmWKJDmGiXTv3l35+fkKCAiQJAUGBionJ8exb25u\nrgIDAyu1WTZkAwAAAEao2Hm7aNGiBrdV7Zjs6hot7VlesGBBrY3b7XbFxsaqa9eueu211xzL582b\np65du2r+/PlKTExUYWFhuRsf09LSHDc+ZmZmluvNZkw2AAAAmoJTbnxcunRppaEa58+f1+rVq3Xi\nxIk6zZX95Zdf6s4779SNN97oaCshIUG33HKLoqKilJ2dLYvFoo0bN6pz586SpFdeeUVr1qyRl5eX\nVqxYofHjxxt2sgAAAEBdOX12kbNnz2rlypVavXq1oqKiNHfuXMcQj6ZGyAYAAEBTcNrsIidPntQf\n/vAHDR06VJcvX9a+ffu0ZMkSlwXssmw2m6xWq6xWKzOQAAAAwK1Ue+Pj008/rQ8//FBxcXH69ttv\nK80K4mpxcXFKSUlxvE5OTnZxRQAAAMA11Q4X8fDw0HXXXSdvb+/KO5lMOnv2rNOLq0ppt73VanWE\n7MjISEI2AAAADNVsnvhohNKTtdlsiouLkyQlJSVVOdUfAAAA0FCtMmQDAAAAztQsHqsOAAAAtBaE\nbAAAAMBghGwAAADAYIRsAAAAwGCEbAAAAMBghGwAAADAYIRsAAAAwGCEbAAAAMBghGwAAADAYIRs\nAAAAwGCEbAAAAMBghGwAAADAYIRsAAAAwGCEbAAAAMBghGwAAADAYIRsAAAAwGCEbAAAAMBghGwA\nAADAYIRsAAAAwGCEbAAAAMBghGwAAADAYIRsAAAAwGAtImTbbDZZrVZZrVbZbDZXlwMAAIBWzmS3\n2+2uLqI+TCaTKpZstVqVkpIiSYqMjFRycrIrSgMAAEALUlXurKsW0ZMNAAAAuJMW0ZNts9kUFxcn\nSUpKSlJgYKArSgMAAEAL0pie7BYRsgEAAACjMVwEAAAAcCOEbAAAAMBghGwAAADAYIRsAAAAwGCE\nbAAAAMBgzTJk84RHAAAAuLNmOYVfZGQkT3gEAACAUzGFHwAAAOBGmmVPdm5uLk94BAAAgFPxxEcA\nAADAYAwXAQAAANwIIRsAAAAwGCEbAAAAMBghGwAAADCYU0P2zJkzZTabdcMNNziWnTp1SuHh4Ro4\ncKAiIiJUWFjoWJeQkKABAwZo8ODB2r59e4OOyYNqAAAA4GpODdkPP/ywtm3bVm5ZYmKiwsPDlZGR\nobFjxyrinj4XAAAQnElEQVQxMVGSlJ6erg0bNig9PV3btm3TY489pqtXr9b7mHFxcUpJSVFKSopj\nmj8AAACgKTk1ZI8aNUp+fn7llm3ZskWxsbGSpNjYWG3atEmStHnzZkVHR8vb21sWi0XBwcFKS0tz\nZnkAAACAU3g19QELCgpkNpslSWazWQUFBZKkvLw8/epXv3JsFxQU1KDhHklJSeUeVAMAAAA0tSYP\n2WWZTCaZTKYa19dXYGCgkpOTG1MWAAAA0ChNHrLNZrOOHTum7t27Kz8/XwEBAZKuheOcnBzHdrm5\nudU+Lj0+Pt7xOiwsTGFhYc4sGQAAAK1AamqqUlNTDWnL6Y9Vz8rK0qRJk/Svf/1LkjRv3jx17dpV\n8+fPV2JiogoLC5WYmKj09HTNmDFDaWlpstlsGjdunDIzMyv1ZptMJkVGRkq6NhykuiAOAAAANEZj\nHqvu1JAdHR2tXbt26cSJEzKbzXrxxRd1zz33KCoqStnZ2bJYLNq4caM6d+4sSXrllVe0Zs0aeXl5\nacWKFRo/fnzlgsuE7sjISIaGAAAAwCncNmQ7AyEbAAAATaExIdulNz42VNnhIgAAAIC7aZY92c2s\nZAAAADRDjcmdTn0YDQAAANAaEbIBAAAAgxGyAQAAAIMRsgEAAACDtfiQbbPZZLVaZbVaZbPZXF0O\nAAAAWoEWP7uI1WpVSkqKJObVBgAAQN0xuwgAAADgRlp8T7bNZlNcXJykaw+vCQwMdFZpAAAAaEFa\n3WPVm1nJAAAAaIYYLgIAAAC4kVYVsplpBAAAAE2hVQ0XYaYRAAAA1BXDRQAAAAA30qp6splpBAAA\nAHXF7CIAAACAwRguAgAAALgRQjYAAABgsGYZspmCDwAAAO6sWY7JlpiCDwAAAM7FmGwAAADAjTTL\nkB0ZGamkpCRXlwEAAABUqVkOF2lmJQMAAKAZYrhIA9lsNlmtVlmtVu3du9fxmpsqAQAA0Bituifb\narUqJSVFkuTv76/jx49L4qZKAAAA0JMNAAAAuJVW3ZNts9kUFxcnSVq0aJEWLlwoSUpKSlJgYKAh\nxwAAAEDz1Jjc2apDNgAAAFAdhosYqOzNkBVvgKxpHQAAAFCKnuwKyt4MWfEGyJrWAQAAoGWhJxsA\nAABwI16uLsDdJCUlOW6GTEpKqnRzZNntAAAAgKowXKQWDBEBAABonRguAgAAALgRerJrUXa4CPNn\nAwAAtB7Mk+0GCONwZ1yfAADUHyHbDTB2G+6mbLC+dOmSdu7cKYnrEwCAumpM7mR2EaCFiouLc/zH\nz9/f38XVAADQuhCyDVJx6r/q8Gd7uEJoaKjatm0rieknAQBoCgwXaWJGDCshqKMuuE6A5oXfWcD9\nMFyklSk7DCAuLo7xtahSYGAg1wbQjPDdDrQszJPtJDabTVarVVarVTabzbE8KSlJkZGRioyM5M/2\nAAAALRQ92Y1Q05/2yvZIxMTElBsPW13vRMX2StuRrj3SfeHChY7XpQjqcGf8+Ruou7re2wOgeWBM\ndiPUNL667Dp/f38dP368yu1qak9SvdtoCIIQnIWpLQEAzRmPVXdDZYeF3HDDDU49VnVDU6pbV3FZ\naa97SkqKYmJiqm2roTUAAAC0NvRkN0Jde4Br2q7surJDQmoaLlKxjbK9haNHjy43NKXiXMk333xz\npQeTSI3vMW/KHkt373l3h/rcoQZ3qgMAgIZoVO60u5mPP/7YPmjQIHtwcLA9MTGx0no3LLlRIiMj\n7ZLskuyRkZGNbsPf379ce2XXVbdNbm6uY9sxY8Y0qJ6azqNs+7m5uQ06x7oeyx24Q33uUAMAAM1d\nY3KnWw0XKSkp0Zw5c7Rt2zalp6frb3/7m3744QdXl+X2ahqaUrqu7BP/QkNDy81wUjrVW3Jystav\nX19uXXXDQCour2nWlOqGo+zdu7fOQ0zKHu/SpUuO5RcvXqyyvfq0baTU1NRGt9FSh9601POqjrud\nrxHXJuAMXJu1c7fvE9SRgWG/0b766iv7+PHjHe8TEhLsCQkJ5bYpLTk3N9c+evRou7+/v33MmDE1\n9pAa0ZNasY3a2qzrMY3u5a2uvYYep2yP6OjRo+vU413xWNX1tNfUo75nz55q2/Dz87OPGTOmUh01\ntV1TfXX9zGqqr3RdcHBwuXXVbVfVz6F0XV1rr9h2Xa4DV6pr73pDa3fFOdd0zOp+d1z181i4cKFL\njlsVd7w+jdaYfyPq8vnU9bvA3eXm5tqDg4ObzfeYqzj7r5NNnancXdlzbExUdquQ/cEHH9hnz57t\neP/222/b58yZU26b0pOtOAyipovO6CEZFYdhVNVmS/lzfV0DcnX71DQcpaahLbUNeyk9phH1Vfez\nqmm7muqraxs11VWXbWo6R3dU19+Jhv7uuOJ3rq4/T3f4WblTyG4p3481acy/EXX5fNzt+mqoxn4O\nrYWzP4umzlTuruLn0VBuNU+2yWRydQmooOy8rWVvmAwNDS13g2VNyj55sKYbPUuXV1fH8OHDHTdl\nVlVfxbnEK95E2pyU3qTaHGuvTmubA7i63x0AqK/W9v3ZUrjV7CL//Oc/FR8fr23btkmSEhIS5OHh\nofnz5zu2CQ4O1uHDh11VIgAAAFqJPn36KCsrq0H7ulXIvnLligYNGqQdO3aoZ8+euuWWW/S3v/1N\n119/vatLAwAAAOrMrYaLeHl56Y033tD48eNVUlKiWbNmEbABAADQ7LhVTzYAAADQErjVPNm12bZt\nmwYPHqwBAwZoyZIlri4HrZzFYtGNN96o4cOH65ZbbpEknTp1SuHh4Ro4cKAiIiJUWFjo4irRGsyc\nOVNms7ncPPk1XYsJCQkaMGCABg8erO3bt7uiZLQiVV2f8fHxCgoK0vDhwzV8+HB9/PHHjnVcn2gq\nOTk5Gj16tIYMGaLQ0FCtXLlSkoHfn4bMddIErly5Yu/fv7/9yJEj9uLiYvvQoUPt6enpri4LrZjF\nYrGfPHmy3LJnnnnGvmTJErvdbrcnJiba58+f74rS0Mp8/vnn9n379tlDQ0Mdy6q7Fr///nv70KFD\n7cXFxfYjR47Y+/fvby8pKXFJ3Wgdqro+4+Pj7cuWLau0LdcnmlJ+fr59//79drvdbi8qKrIPHDjQ\nnp6ebtj3Z7PpyU5LS1NwcLAsFou8vb113333afPmza4uC62cvcJoqy1btig2NlaSFBsbq02bNrmi\nLLQyo0aNkp+fX7ll1V2LmzdvVnR0tLy9vWWxWBQcHKy0tLQmrxmtR1XXp1T5+1Pi+kTT6t69u4YN\nGyZJ6tChg66//nrZbDbDvj+bTci22Wzq1auX431QUBCPFoVLmUwmjRs3TiNHjtRf//pXSVJBQYHM\nZrMkyWw2q6CgwJUlohWr7lrMy8tTUFCQYzu+S+Eqr7/+uoYOHapZs2Y5/hzP9QlXycrK0v79+3Xr\nrbca9v3ZbEI2D6qBu9m9e7f279+vjz/+WG+++aa++OKLcutNJhPXLdxCbdci1yma2qOPPqojR47o\nwIED6tGjh+bOnVvttlyfcLZz585p2rRpWrFihXx9fcuta8z3Z7MJ2YGBgcrJyXG8z8nJKfe/CaCp\n9ejRQ9K1pzNOnTpVaWlpMpvNOnbsmCQpPz9fAQEBriwRrVh112LF79Lc3FwFBga6pEa0XgEBAY7w\nMnv2bMef3Lk+0dQuX76sadOmKSYmRlOmTJFk3PdnswnZI0eO1I8//qisrCwVFxdrw4YNmjx5sqvL\nQit14cIFFRUVSZLOnz+v7du364YbbtDkyZO1bt06SdK6descv7BAU6vuWpw8ebLef/99FRcX68iR\nI/rxxx8ds+MATSU/P9/x+sMPP3TMPML1iaZkt9s1a9YshYSE6Pe//71juVHfn271MJqa8KAauJOC\nggJNnTpV0rUnld5///2KiIjQyJEjFRUVpdWrV8tisWjjxo0urhStQXR0tHbt2qUTJ06oV69eevHF\nF/Xss89WeS2GhIQoKipKISEh8vLy0qpVq/hzPJyq4vW5aNEipaam6sCBAzKZTOrbt6/+8pe/SOL6\nRNPavXu33nnnHcd0vNK1KfqM+v7kYTQAAACAwZrNcBEAAACguSBkAwAAAAYjZAMAAAAGI2QDAAAA\nBiNkAwAAAAYjZAMAAAAGI2QDQD14enpq+PDhCg0N1bBhw7R8+XLVNhNqXl6epk+fLklKTU3VpEmT\nDK+r7DFq8sEHHygkJERjx46tdpusrCzHw0Gqq3ft2rXy9/dXXFxcw4uuxqVLlzRs2DD5+Pjo1KlT\nhrcPAE2h2TyMBgDcQbt27bR//35J0vHjxzVjxgydPXtW8fHx1e7Ts2dPffDBB40+9pUrV+TlVfXX\ndl2PsXr1av3P//yPbr/99kbVYjKZFB0drZUrVzaqnaq0adNGBw4cUN++fQ1vGwCaCj3ZANBA/v7+\nSkpK0htvvCHpWg/wnXfeqREjRmjEiBH6xz/+4Vhe2jNcym63a+DAgTpx4oQk6erVqxowYIBOnjxZ\nbrv4+HjFxMTojjvuUGxsrI4ePVrrMdauXatf//rXmjBhggYOHKj58+dLkl588UXt3r1bM2fO1Lx5\n86ptq67K9uCvXbtWU6ZMUUREhPr27as33nhDS5cu1U033aTbbrtNp0+fliSFhYXpqaee0s0336zr\nr79ee/bs0dSpUzVw4ED98Y9/rNfxAcCd0ZMNAI3Qt29flZSU6Pjx4zKbzfrkk0/k4+OjH3/8UTNm\nzNCePXuq3M9kMumBBx7Qu+++qyeeeEKffvqphg0bpq5du1ba9uDBg/ryyy/l4+Ojixcv1ukY33zz\njQ4cOKDrrrtOgwYN0u9+9zstWLBAn332mZYtW6abbrqpzm3V1ffff68DBw7o4sWL6t+/v1599VXt\n27dPTz31lNavX68nnnhCJpNJPj4+2rNnj1auXKl77rlH+/fvl5+fn/r376+nnnpKfn5+Da4BANwF\nIRsADFJcXKw5c+bom2++kaenpzIyMmrcfubMmbrnnnv0xBNPaM2aNXr44YcrbWMymTR58mT5+PjU\n6xhjx46Vr6+vJCkkJERHjx5VYGCgpH/3QNe33pqYTCaNHj1a7du3V/v27dW5c2fHWO4bbrhB3377\nrWPbyZMnS5JCQ0MVGhoqs9ksSerXr5+ys7MJ2QBaBIaLAEAj/PTTT/L09JS/v79ee+019ejRQ99+\n+6327t2r4uLiGvcNCgqS2WzWzp07tWfPHk2YMKHK7dq1a+d4XddjlIZy6drNmleuXHG8N5lM9Wqr\nrsoe08PDw/Hew8Oj3PHLLq+4T0lJSaNqAAB3QcgGgAY6fvy4/uu//kuPP/64JOns2bPq3r27JGn9\n+vV1CoyzZ8/WAw88oKioKEf4rUlDjtEUbdU0w0pts680dFsAcGeEbACoh4sXLzqm8AsPD9fdd9+t\nBQsWSJIee+wxrVu3TsOGDdOhQ4fUoUMHx35lA3TZ15MmTdL58+erHCpS1fZ1OYbJZKpTYG9IvTXV\nWN0+1dVT1fK6HAsAmgOTnW4DAHCZvXv3au7cudq1a5erS6mXdevWae/evXr99deddoy+ffvq66+/\nVpcuXZx2DABwFnqyAcBFEhMTde+99yohIcHVpdRb27Zt9fHHHzv1YTRXrlyRhwf/TAFonujJBgAA\nAAxGFwEAAABgMEI2AAAAYDBCNgAAAGAwQjYAAABgMEI2AAAAYDBCNgAAAGCw/welCJkBMiGXYQAA\nAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x6e5d150>"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
}
],
"metadata": {}
}
]
}
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