{
"metadata": {
"name": "",
"signature": "sha256:1e58116fd30689e09575b67634c5212bafd10e325beabf7161d67baf34c0fc39"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pylab as plt\n",
"import numpy as np\n",
"%matplotlib inline\n",
"from IPython.display import Image"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Part of the cells are copyed from [Fernando Perez talk](https://github.com/fperez/talk-microsoft-python-2014)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Lifecycle of a Scientific Idea (schematically)\n",
"\n",
"1. **Individual** exploratory work \n",
"2. **Collaborative** development \n",
"3. **Parallel** production runs (HPC, cloud, ...)\n",
"4. **Publication & communication** (with reproducible results!)\n",
"5. **Education**\n",
"6. Goto 1."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#IPython notebook "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since the 0.12 release, IPython provides a new rich text web interface - IPython notebook. Here you can combine:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Code execution"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print('I love Python 2000!')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"I love Python 2000!\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Text (Markdown)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"IPython [website](http://ipython.org/).\n",
"\n",
"List:\n",
"\n",
"* [Python on Codeacademy](http://www.codecademy.com/tracks/python)\n",
"* [Google's Python Class](https://developers.google.com/edu/python/)\n",
"\n",
"Code:\n",
"\n",
" print('hello world')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###$\\LaTeX$ equations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$$\\int_0^\\infty e^{-x^2} dx=\\frac{\\sqrt{\\pi}}{2}$$\n",
"$$\n",
"F(x,y)=0 ~~\\mbox{and}~~\n",
"\\left| \\begin{array}{ccc}\n",
" F''_{xx} & F''_{xy} & F'_x \\\\\n",
" F''_{yx} & F''_{yy} & F'_y \\\\\n",
" F'_x & F'_y & 0 \n",
" \\end{array}\\right| = 0\n",
"$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Plots"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = [1,2,3,4,5,6,7]\n",
"plt.plot(x)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"[]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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prS0Av0Yo6MeBv2OdszgkSZIkSZIkSZIkSZIkSZIkSZKkRvwMHWSujy7uGSwAAAAASUVO\nRK5CYII=\n",
"text": [
""
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Interactive plots"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.html.widgets import *"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x=np.linspace(0,1,100)\n",
"def pltsin(f, a):\n",
" plt.plot(x,a*np.sin(2*np.pi*x*f))\n",
" plt.ylim(-10,10)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"interact(pltsin, f=(1,10,0.1), a=(1,10,1));"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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XZdKECd4G+6Dm6x3jx3uX2srPD3YKB5CnvWVmejMEc+1aWWAtVQz2jejUCejb\n15ulAt59F7j55vTLMS0vz5u8vdOqD2rKwnH99d4Et/375Y5p4MD0yzJpxAjg+HFv8vZLlwa3czbW\n9OnAX/+afjmLF8udQqoY7BOYMgV4//30yjh+XNIfQW+1Ad6Nt1+yJBzHY9QoeZTl55+nV87y5XKX\nEPSLX5MmwC23AAsXpldOWRnw2Weyhn3QeRnsp01L/fMM9gl40Um7eLEEtiDnHh25uTKULJ11cior\n5cs/Y4Z39TLlS1+SDsR0vyNO52wY3Hor8Pbb6ZWxdKlc/ILwsJJEcnNlZnRZWeplnDwpndXpDGhg\nsE9g/HiZwZdOcHvnHWnthEHLljKbcdWq1MtYulQWiurSxbt6mfTVrwJ//nPqn1dK7pbCEuynTpUl\nDtK52wlLCgeQvqnJk9MbSZOfL7EonQYjg30CrVtLcEs1L1tVJb/km27ytl4mTZqUXkv2jTeA22/3\nrj6mfeUr0gF/7lxqny8tlb+HDPGuTia1bi19GekGt7AEeyD9VE66+XqAwd6VdIZgrlkjPehBWos7\nkTvuAF57TeYOJKu6GnjrrXAF+y5dZOXOVPt2XnkFuPvu4OfrY6WTytmzBzh7NhgPF3dr+nTpp0pl\nJV2l0s/XAwz2rkyZIr+oVIRlFE6swYNliYNU7nZWr64bjhYmX/sasGBB8p+rqQFefVWCfZjccgvw\n3nuprQvz+utyzoTp4tezpzQK1q1L/rPbt8vfAwakVwcGexdGjpScvXO7nYwwBnsA+MY3gJdfTv5z\nYUvhOO64Q0agJLue++rV8lD3sKRwHD16AH36JD8nQyngxReB++/XUi2jUk3lOCmcdC9+DPYuNG0K\nPPAA8MILyX3u00/lweVBXIs7kXvuAf7yl+Ty1EqFN9h37y5j5JOdGj9/fvha9Y5bb01+COaaNZLq\nCOIzHxKZPl0af8maP1+OZboY7F36znckt5rMEr/OrNmmTfXVy5Tu3WUCzTvvuP/Mxo3y97Bheupk\nWrKpnKoqSVnMnKmvTialkrd/8UU518KUwnFMnCirViaTISgpAQ4d8maAB4O9Sz17Smvjtdfcba8U\n8NxzwL336q2XScmmcpxWfRhPZEBSOW+95X55jYICSXdcc43WahmTlSUdrW6f+FZeLhe/b31Lb71M\nad4c+MEPgF//2v1nfvc74KGHvJlvwGCfhAcfBJ5/3t2277wjswlvvFFvnUy64w4ZH37iROJtlZKx\n6GFM4Tg12Sw/AAAI4ElEQVR695blNdw+vnH+fEmHhVVGBjBrFvDkk+62/8tfZGG5bt301sukBx+U\nu51DhxJve+SIbPvAA97sm8E+CTfeKGuYbNrU+HZKAU88Afz0p+FtxQJA27aSpnr99cTbLlggrZMg\nr+fvxl13AXPnJt6uslLudO66S3+dTPrhD2Ukm5vnQvzxj+HsmI3Vvj3w9a8Dv/994m2ff15Sg0F9\nuE8sFUT/+q9K/eAHjW/zwQdKDRigVHW1P3Uy6a23lBo7tvFtKiqUuvpqpZYu9adOJp05o1TPnkoV\nFDS+3dy5Sk2c6EuVjHvySaXuuqvxbXbvVqpjR6XOnfOnTibt2CH/1/Lyhrc5f16p7t2V2rDh0vcA\nePgsMH/oO5oa7dunVIcOjf+iJk1Sat48/+pkUmWlXNga+/8+9ZRSt93mX51MW7BAqeuukxM2nn37\n5GQvLfW3XqacOaNU585KbdzY8DaPPqrUww/7VyfTZsxQ6j//s+H3X31VqQkT4r8Hy4L9HACfAfio\n9k+8ldz1HEUf3HabfDFrai59r7BQqT59Gj7Rw2jjRgleW7de+l5ZmVJXXqnU9u3+18uUmhqlpk1T\n6pe/vPS96mqlpkxR6t//3f96mfTLXyp1++3x31u4UKmuXZXau9ffOpm0bJlS/fvHv/uvqVFq3Dhp\nNMQDy4L9bAD/lGAbrQdTpxMnlBoxQqnHHrs44FdUyIn83HPm6mbK888rNXSoUmfPXvz63/+9Uj/8\noZk6mbRjh1zkPvvs4td//3ulsrOVunDBTL1MKS+XgL5u3cWvr1snDYU1a8zUy5SaGqVycuT8qKio\ne/3sWaVmzlRqzJiGvyOwMNg/kmAbf46qJkePKjV4sFKPPy5X55dfVqp3b2m9xP7yoqKmRqm771bq\ne9+TL+yKFUo98YScyMePm66dGT/9qVK33CJ9FVu3Strmyivj3wFFwQsvKNWpkzSS9u5V6tNPJS/9\n5z+brpkZJ08qdccd0nDcsUOpgwelIXDPPZc2mmIhxWCva6zIbAD3A/gcQAkk8J+qt01tvYOrrEzW\nqT9/HujYEXjmGVmDO6pOn5alJQ4eBK67TuYl3HVXsB8YnY6zZ4GHHwZ27pShdmVlMgzxoYdM18yc\nnTuBP/wBeOklmWz46KPAI4mahSGmlByPOXNk+eIHHwR+9rPGR/FlyJtJx+50gv37AOKtSP5TAGsA\nHK39+ecAugKoP1pUzZ49+28/5OXlIS+Ajy46fFgeW3jLLeEeZunW2bPyd6tWZutBdisvl5mkY8fy\nvAHkWBw6FH9eTkFBAQpingX6+OOPAz4He7f6AFgIoP5ST4Fv2RMR+S3Vlr2uSVVdY/59O4AE05CI\niEgnXU94fArAcEhHwh4AszTth4iIXDCZLWMah4goSbalcYiIyCIM9kREEcBgT0QUAQz2REQRwGBP\nRBQBDPZERBHAYE9EFAEM9kREEcBgT0QUAQz2REQRwGBPRBQBDPZERBHAYE9EFAEM9kREEcBgT0QU\nAQz2REQRwGBPRBQBDPZERBHAYE9EFAEM9kREEcBgT0QUAQz2REQRwGBPRBQBDPZERBHAYE9EFAEM\n9kREEcBgT0QUAQz2REQRwGBPRBQBDPZERBHAYE9EFAEM9kREEcBgT0QUAQz2REQRwGBPRBQBDPZE\nRBHAYE9EFAEM9kREEcBgT0QUAQz2REQRwGBPRBQBDPZERBHAYE9EFAEM9kREEcBgT0QUAQz2REQR\nkE6wvxPAxwCqAWTVe+/HAHYC2AZgWhr7ICIiD6QT7DcBuB3AinqvDwIws/bv6QD+kOZ+Qq+goMB0\nFazBY1GHx6IOj0X60gnC2wDsiPP6bQBeAXABwF4AuwBkp7Gf0OMXuQ6PRR0eizo8FunT0eLuBuCz\nmJ8/A9Bdw36IiMilZgnefx9Alziv/wTAwiT2o5LYloiIPJbhQRnLADwCYH3tz4/V/v2L2r//CmA2\ngKJ6n9sFINOD/RMRRcluAP1M7HgZgJExPw8CUAqgBYCrIRXz4qJCREQG3A5gP4AKAIcBvBfz3k8g\nLfdtAL7sf9WIiIiIiMhz0yEt/J0AHm1gm9/Wvr8BwAif6mVComPxdcgx2AjgQwBD/aua79x8LwBg\nNIAqAHf4USlD3ByLPAAfAdgMoMCXWpmR6Fh0hPQDlkKOxbd9q5m//gigDDKfqSFWxc2mkHROHwDN\nIb+ggfW2uQnAotp/5wBY41flfObmWIwB0Lb239MR7WPhbLcUwDsAvupX5Xzm5li0g8xW71H7c0e/\nKuczN8diDoAna//dEcBxJB5VGETXQwJ4Q8E+6bipe2ZrNuSXtxcyyWo+ZNJVrBkA5tX+uwjyxe6s\nuV4muDkWqwF8XvvvItSd3GHj5lgAwA8ALABw1Lea+c/NsbgXwJ9RN3/lmF+V85mbY3EIQJvaf7eB\nBPsqn+rnp5UATjbyftJxU3ew7w7pxHXEm2AVb5swBjk3xyLWA6i7coeN2+/FbQCeq/05rHM13ByL\nawB0gIx8KwHwTX+q5js3x+IFANcBOAhJX/zQn6pZJ+m4qfv2x+0JWn9oZhhP7GT+T5MAfAfAOE11\nMc3NsfgNZM6Ggnw/wjp8182xaA5ZbHAygFaQO8A1kHxtmLg5Fj+BpHfyIPN03gcwDMAZfdWyVlJx\nU3ewPwCgZ8zPPXHxUgrxtulR+1rYuDkWgHTKvgDJ2Td2Gxdkbo7FSMhtPCC52Rsht/Zva6+dv9wc\ni/2Q1E1F7Z8VkAAXtmDv5liMBfBE7b93A9gDoD/kjidKrIubzSC/kD6QSVaJOmhzEd5OSTfHohck\nZ5nra8385+ZYxHoR4R2N4+ZYDADwAaQDsxWk026Qf1X0jZtj8R+QGfmA5Kg/g6S4wqgP3HXQWhM3\nbwSwHRLEflz72qzaP45na9/fgEvXxg+TRMdiLqTD6aPaP8V+V9BHbr4XjjAHe8DdsfgRZETOJgAP\n+1o7fyU6Fh0h63JtgByLe/2uoE9egfRLnIfc2X0H0Y2bRERERERERERERERERERERERERERERERE\nRETJ+38VT2cY/YAy5wAAAABJRU5ErkJggg==\n",
"text": [
""
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Images\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##It's not python specific system"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Accessing the underlying operating system"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can access system functions by typing exclamation mark."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!pwd"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"/home/magik/CSC/eddy_ipython\r\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you already have some netCDF file in the directory and *ncdump* is installed, you can for example look at its header."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#download some data\n",
"!wget ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis.dailyavgs/surface/air.sig995.1981.nc"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!ncdump -h air.sig995.1981.nc"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"netcdf air.sig995.1981 {\r\n",
"dimensions:\r\n",
"\tlon = 144 ;\r\n",
"\tlat = 73 ;\r\n",
"\ttime = UNLIMITED ; // (365 currently)\r\n",
"variables:\r\n",
"\tfloat lat(lat) ;\r\n",
"\t\tlat:units = \"degrees_north\" ;\r\n",
"\t\tlat:actual_range = 90.f, -90.f ;\r\n",
"\t\tlat:long_name = \"Latitude\" ;\r\n",
"\t\tlat:standard_name = \"latitude\" ;\r\n",
"\t\tlat:axis = \"Y\" ;\r\n",
"\tfloat lon(lon) ;\r\n",
"\t\tlon:units = \"degrees_east\" ;\r\n",
"\t\tlon:long_name = \"Longitude\" ;\r\n",
"\t\tlon:actual_range = 0.f, 357.5f ;\r\n",
"\t\tlon:standard_name = \"longitude\" ;\r\n",
"\t\tlon:axis = \"X\" ;\r\n",
"\tdouble time(time) ;\r\n",
"\t\ttime:long_name = \"Time\" ;\r\n",
"\t\ttime:delta_t = \"0000-00-01 00:00:00\" ;\r\n",
"\t\ttime:avg_period = \"0000-00-01 00:00:00\" ;\r\n",
"\t\ttime:standard_name = \"time\" ;\r\n",
"\t\ttime:axis = \"T\" ;\r\n",
"\t\ttime:units = \"hours since 1800-01-01 00:00:0.0\" ;\r\n",
"\t\ttime:actual_range = 1586616., 1595352. ;\r\n",
"\tfloat air(time, lat, lon) ;\r\n",
"\t\tair:long_name = \"mean Daily Air temperature at sigma level 995\" ;\r\n",
"\t\tair:units = \"degK\" ;\r\n",
"\t\tair:precision = 2s ;\r\n",
"\t\tair:least_significant_digit = 1s ;\r\n",
"\t\tair:GRIB_id = 11s ;\r\n",
"\t\tair:GRIB_name = \"TMP\" ;\r\n",
"\t\tair:var_desc = \"Air temperature\" ;\r\n",
"\t\tair:dataset = \"NCEP Reanalysis Daily Averages\" ;\r\n",
"\t\tair:level_desc = \"Surface\" ;\r\n",
"\t\tair:statistic = \"Mean\" ;\r\n",
"\t\tair:parent_stat = \"Individual Obs\" ;\r\n",
"\t\tair:missing_value = -9.96921e+36f ;\r\n",
"\t\tair:actual_range = 191.06f, 317.13f ;\r\n",
"\t\tair:valid_range = 185.16f, 331.16f ;\r\n",
"\r\n",
"// global attributes:\r\n",
"\t\t:Conventions = \"COARDS\" ;\r\n",
"\t\t:title = \"mean daily NMC reanalysis (1981)\" ;\r\n",
"\t\t:description = \"Data is from NMC initialized reanalysis\\n\",\r\n",
"\t\t\t\"(4x/day). These are the 0.9950 sigma level values.\" ;\r\n",
"\t\t:platform = \"Model\" ;\r\n",
"\t\t:references = \"http://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanalysis.html\" ;\r\n",
"\t\t:history = \"created 95/02/06 by Hoop (netCDF2.3)\\n\",\r\n",
"\t\t\t\"Converted to chunked, deflated non-packed NetCDF4 2014/09\" ;\r\n",
"}\r\n"
]
}
],
"prompt_number": 59
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Example of [cdo](https://code.zmaw.de/projects/cdo) use:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get some information about file with [cdo](https://code.zmaw.de/projects/cdo)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!cdo nyear air.sig995.1981.nc"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1\r\n",
"cdo nyear: Processed 1 variable over 365 timesteps ( 0.01s )\r\n"
]
}
],
"prompt_number": 60
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create monthly mean"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!cdo monmean air.sig995.1981.nc air.sig995.1981_mm.nc"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"cdo monmean: Processed 3836880 values from 1 variable over 365 timesteps ( 0.24s )\r\n"
]
}
],
"prompt_number": 61
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###GrADS\n",
"\n",
"Let's plot it first with good old [GrADS](http://iges.org/grads/):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%writefile sc.gs\n",
"'sdfopen air.sig995.1981_mm.nc'\n",
"'d air'\n",
" 'printim out.png'\n",
"* 'printim out.png white x400 y300'\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Overwriting sc.gs\n"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!grads -blxc \"run sc.gs\" > log\n",
"Image('out.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
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T2/1esbnNzWHMRlIvQH6CZuVMtQuuEu8OVV1wgzmT1N86I0ZHw8jXqbNcptgs4Rkz9eDE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\n",
"prompt_number": 10,
"text": [
""
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###NCL"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Look a bit old fasioned. Let's try something more advanced, like [NCL](http://www.ncl.ucar.edu/):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%writefile nc2.ncl\n",
"load \"$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_code.ncl\" \n",
"load \"$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_csm.ncl\" \n",
"begin\n",
" a = addfile(\"air.sig995.1981_mm.nc\",\"r\")\n",
" air = a->air(1,:,:) ; read July zonal winds\n",
" \n",
" wks_type = \"png\"\n",
" wks_type@wkWidth = 800\n",
" wks_type@wkHeight = 600\n",
"\n",
" wks = gsn_open_wks(wks_type,\"ce\") ; open a ps file\n",
" gsn_define_colormap(wks,\"BlAqGrYeOrRe\") ; choose colormap\n",
" \n",
" res = True ; plot mods desired\n",
" res@cnFillOn = True ; turn on color fill\n",
" res@cnLevelSpacingF = 5 ; contour spacing\n",
" res@gsnMaximize = True\n",
" plot = gsn_csm_contour_map_ce(wks,air,res) ; create a default plot\n",
"end"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Overwriting nc2.ncl\n"
]
}
],
"prompt_number": 66
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!ncl nc2.ncl > log\n",
"!convert -trim +repage ce.png ce1.png\n",
"Image('ce1.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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T48ePP3/+fE5Ojlar3bBhA4BXXnklOTk5PT393XffnTNnTvNUymQyN2setqMd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\nV2eprrZUVhry8wnH+ROT02LtMKR/WO9u1wdPADj87spD334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NgNTVOZYudVLj0XEcKjNw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c3qvGGJdj0rraAuU1Xw8x29JkrqhE1XzEMqW+cAJXsp3o1FExxfRVphphXnsFuJppT+n+NRwaA0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XuMVQuon/K2JPJW9N5s5f+KlrrQmE1VHLMK8tRxDHNXEA/zlGrwAivXjtEMuH4ClmQx67ixEL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H/O324cxrpgKYC9CvbKhokQQs7xxQTgc8Neheqcho9S1dl4SwcB70nYVoGSQBIKSEFLYXoV\nik6QmP7E55s9jbqFoJEacl+CNPLPXYd9Ze765eWeXHsn2TB1iNGQEKuPj1GHGJXBOrlW0yyIy9XA\nWlZRsHVX7anCSkFJ0bQYE0Edc7G3tv7EiTOLFnVJj/OvvGlK7pqNW+WfaQc3NyNUvJ5jfPw4fRUi\nWrUGXxm8uXBsg2snDHYExyAsBXJtq/QZAFslXGYwUphS0Xliy9M6FUfx/UKE/6vBgEw4VMxEzL8m\nivGWnLvMPUpuz5jcENtx3StzI179t/+3+V98cXT0aOqia0i5H37wfLUfKr2sqw8ch6AgumNHOjWV\nTki4tOab54WCAiE7Wzh+HHY7e0SKoAjEZ12yIfFvgsAj/w/kbZb1ZOiMDCoqio6JoUymppYuYrfD\nYiEWi1BWRgoLSVUVKIo9qgII5BqEJiMs+ZKnpgL44bwoOYiiffDYZFmggoLobt2Yrl1bdIQhJSXs\nu+8OnTw5tE8ff+KhWbNufX6GQqcFYD59Zt3Lb5fHnqDkNPERcAJb5PKWlUS8CfUNjYXwqP0QnZ1I\nvxnhqX8u4J+Ow66xDrOWoSobVTnw2HCEAQBKAXkyGCMkBjAGSIwt+8URHkW3QH8Xgm4GWwzbMvAO\nmF5ssGYTL1x74DoIwQFQoGSQJ0KRBll8gzlLcIEtbNhfwFcK0GCkneSJmqCxERLD5bQFnJllC53e\nM07ewnJ1rGDnCNe8YjP1kwghAscRQeB9HCOVRGakRWd2bh7l5c8oO3Qsb/2WEifUMTGmAQN0l77Y\npfDHHyPc1Vn33HH+V++82D/qzeZhdz15dtuutYa7L6Ni2hoC+0Y4NqBXONJvhjIIrPOCphG5BowU\niqCLWY8Iwb5vsbUGYc+cfdJq3oHh5lHyxIbRTNnMY0+9sVkMk0oIWfjqJxmzZ/tLyH7//ZwZM6gL\nLBAW8vJ8n3zio25G8oCzqU4LavJRcwqWIgDgWFk3nlRXU3p9g2d8U/nq6sSDBp+CkESEd0RkGlR/\nEniwBexV8NjhtsJdD4+9IbCjIMDVUhBuufqsK5TaALURagNUBgRFXr7L3IXgWJQchKMG9io4zOd8\nJdc0nF0XjqBIaEJaW6arDuYzqCuG0wKnGZy3IRo/0GQ+GoATaHyAhp9XiEIHufbstWuMkGuh0J4T\nWuZ6xGPHocWoOSUbHMx07UpnZV3Iu6cBQeD++9/Eo0fTZ82SNclZsWFDeF2R2L1b/tTLkV3SKo5m\nO+ZWgz5r/a+ZXyDvckB1rmuq4IR1GTwn0CcCSQMR1vFssLpm/C10WE1NzXvvvSeeyOPxfPrlBwOe\nxIFKSPSQRkHRuSEM0qVSORvEC2k4ZAlwH4U3BzHftTzSqvkQ9t/AVel4J89oJLRaQmsYWbRK1V2v\n6ReiTA+imKvigXpxGlzYj1q5Sk839aSBzzz8pz85tWnbtnV7Qnv2jBwxQnIlq3yA4qVLo9naLrc1\nfzL2f7/ocPJSde/mS8OKn1wc+hSkfxvLDFsMy1fo6ERUV8T1hiH+0qY5bBWoyUPZIZgLUDW1wUkS\ngK8c9T9DFpJlvDMOAARiWVTa0zul+90NXiKHf1pWro6IvvHsKPbQiy8WzpnT4nCK37nTPXcbhjx1\nwRf0fHxu+JqEQm9YVX4FHFyEPz7CKSnQDUgBgoEgIAjQAjJABzBAi+rQAfgAG8ADdYANsAN24Biw\nHalBuPnfiLisLaGuBo4alB5B6SHYq/G7+DrrgXggDggHwoHLc/+zNblwG1AHmAEzYAMYQIIb5ajO\nw42v/30nIM9n0/uyri7JpEmtXOvN790b+/338ZMmmQYMaJpes2sXNq8c8uIT4sdVM+eMeeuf615+\n2/Ja8Tm/Jyh9+kj4O3ktjkZ8pXBsgicbhEeGHH0eRNC5vqufDkZ68M3tG0WdMGFC1rnTqNdmHPZS\nIXZ+hiM6GGY0DIwuG84MrgyyZNAX7RgRL3yl8JXBkwe2EFwlBAd4M3hLMG/nCCfQcib45ih5gpqS\n0bRaQisZSkEzGgklpRmdFAwl0UvBUBdZKXwllL90/KnXNlN/5my9ZtabUW+832Yn/efTI+fMPD99\n9QuvV96Rq0w/p18mePiaT06zVUeCboHqmkbQaArh4T0J126whQCDrgwYKXweUDR8TaIGSuRn+80H\nCQBIwiFvD0VHMAYILrgPwrkV8HaSRiqDx0ZIo5S8natfUhpztFu3OybE9OgKwFlr+ePdT2RjJoX1\nOxvHr2z16h0Oh2Ty5BbF41as8OyMQkzrt5u/OjhqUXIAxQfgqsfvUkACSIFgQAdoAe2FdZi/7bYA\nXsCHkRSUwYjrjphMKK6RcRlAfRkqc1CZjbpSMBKsY4BoIA3odIFruXpswYxqdJt85QX9RRQfUKTn\nSqZMaWV23/vvZwYFJd3TPOCp/dQp69cfjX7zbFC4fd/+FNcr8/sF90a90Xxu2LGt1ufcrB35J+cS\nXKj7Dh3L0feRs4Em/qY+HYogDH4eXQpxYC4OE1Dyhg3CmUtfgiIx/kk4CW8uLF+DcA0R/GgtpBFQ\npDQ4cTD6egC0AsoMUMpcwQ6+Drwdgh28B75KEB8EKwgPvh7gwdvOlkxJAQoSdTp4QnyECITRSGRx\nKnmSRp6sbXmr8gtVSIq2Ju90WMrF4gh4rLY6XXhUq8v8U+r1US5zncrY/J0f9caLf7z32fEDq4zT\n4v2JtIIxPdWe+JLqfimr/NkiTc7TjoIs9pJO2PZQDBSdoGgcDFS04idGS8MGta49cGwGjTRaxai6\nBoc/ZaQVDGdhnTvNjk9Od9NMGDHh2dDpSQAEjstesX7/npzU515pGgrWcebMth07ZG+8cUHxjEY4\nza0Q6iqjCUHHEeg4AgD8TYHX0bCTvMd+QVuiPL7Bufwy7JZXjsDDWo66YtSXob6sYXi6XPwuDEgC\nJgGXu0KubeAwcBm6fXBNZbhEjv4mef3lVuV0u9k5cwYMGhQxbFizb1irter9N2+a93rTxA7DB658\n7jVEE8KTZpYtzQ0hpS/jT3UYrYLxIZTXYv7nGBSLzKloDddyItSQgGEvYRjgc6N4L8q+hsuCIz5A\ngDQO8mTIkyGLvdI4EZJwCG5E/adVmRk9mEt+W4/5j7hasGfgOom6lRBcYGSdVJl67cDQC/o3NqLu\naSzeefDiOuzE8nWx48dfUV2cS9To0TlrNmZOvaVZOkXTA595OGZLxrLnZ0b8s5N/RQEASkobbosx\n3BbDFifXLy9nC5xQ5an7Qd0X18rjww/hIdjA28XhNbha8JazYVMIC5qkCh6eCZbKkzSqZK1+lIZW\nMoKL9+Ta3Mdt9i25HX3DFFpNu/69417vIa5wqDxx8tgvK8pZadSoUd3eOmc+sHbPnt9XrpQ1mRg7\nH8pohLMYf0/kGsg111oHAAB8btQWwHwG1nLYq0FREHis5AACmIB4IA24EfgbTkF9gb73XmsZLgWP\nXdZH1pq1H8KhQ/ELFqS/+KL8fNdEQo7Mnj355Weaua3pIsNjenSx6IsrXjkBhlL3MGiHhImbZAKQ\nGbpw1YclrVhsLQlB2IvYtRK1szFidivy//XVyHslb8/kxD2tm6MGAwgOuHbAvR+UFKreMEy7otMx\nwZehli4TSUjDXreUCuxp8PXZ5m8iHVtrot/NuNBPfGVu65pK95F6zZiLbflanZt/+GB+jzv/fM6s\n9QSlpFT8+NWFvk0c2PeBjku3vfl5XugW49Q4Seg5a49lsaqwR5IA8PZU547a2nfMICDybBBAgMQE\nxgAmCLQWjBa0CrQKVJMCiAChUbsIHhA3BBcELwQ7iBiGQwBvBfFBcLQsHo1zHE8EN0/RFGOQSYwy\niUEmNciU7eQSo6yp7Vdw8WyRky1xe/PtdYfqiU/oiGGKIF14WkpE/1TDXQ3zGbbyyiOLfqvJO13J\nK7SJibHPvGJq4qMl+Hzl69dXb9uWn5gomzPnYvXr9XKLFyNoAAJcBFslfnwAR08D9wHjgZi2D252\npTiBSqAKqAZKATtAYRwB54U+BpHX1b7jrjpSUcEtWSIZO/biS++5pUsZlap2//7wQYOabULmOHOG\noqjdn38f2Tm1Xf9eSn2w/yutKbTd0d450g3yeDVXx1bPyyecAIqShsll7dTm91MYnVTAMUoGWRwk\nkZDFXdBdXDcWp6Q4PBP2039yTddiPqxdRFKpl/4Lw7m69qFuIUKfhCz+isohHHgLeAs4sadfBV8F\nBAdAAzQkyjRQkARLZQlqebxalqD290GawZa6XQfq3MesHd1DNWEh7YcNMHW6YGRur92x75sfC+t8\nnWfNotp68WzTKGcXwlFjPvzTsr3W/6oygtS9jRfZwKmhlljBV+7mzCxv9fE2H2/niPti+8pQcppW\nSWgVQ8lpRiulJBQTLKUYigmSQkK33iQruHjO7OXMrK/Cw1V7fFVe3uwFQAg6UcNoiUQZHKSPjzHE\nxxgS4tQhDSZBd119TX5BTV5BfXEpIaQKamVERGifPs0iqbvKy8vXrnUUFeVKpczAgUzfvhdfd82v\nX++eux5Dn7mOQzz8lXhsOPIrSg9jEw8kAt2BdOCvGdo7AQtgBiyNisoNAOAxygsigJHBEIugSARH\nQx9zLWcB24riAzixWpbhZfr0YYYMuWBoZkHgd+/m//ijo9crMxhCe/fWp6UxjfsVEEGoO3q0autW\n1mIJ8Vk1YSHRmRkRnTuJTvbW0vLyo9lV2Xmc13uMXik4OcIRwhOKBqOTCj6Br2W5epa3+gQHJ0Y8\nIKgBQAhoFSQmyKIgjYO8HarfwXcPXGu/xKbU1dWFRIRqBoWCJ5JwBUVTjE4CCpTuFBjQ8rOdMHGg\nxgSBYkAHg5KA0YKSgVaDUoJWoOWR3AUomgx5e6h6QtUT4niWsODtEKzgrRDs4O2Nlqg6CHYQX8OI\nCgwYJp34BMIKRIDEIJMYZYxBJjHIpCaFNELR1NTWIr4qj/e005Nt46o9hKAzGRsUHRmdmWHqmExf\nVCfZyiv3fPVDBStNnD79QrFQr5CcefNG3z78IvE7/BBCzmzfc/qPnU5zXR6zWZ6okSdpFMkaWayq\nqR/t1UDw8FyN11fu4ao9vhovb2Y5MwtCwFCUhO4svVG0acjUKpUhWGXQq4x6lUGvDjEo/Tu+e7zW\nsgpbeaWlqNRWXum12WmJpEYaBJqW6/Xa5GRdUlLTfZV4r9dx+rQtL8968qTg82UDVHg4M3QoHR//\n59IeP84tWMCWd0Cv6Vcp4ur/OOYzKDuCylxwHqwSLYoSwAiYAAYIAqTAxRdx+wAH4AHcgBOw4+y+\noAQAbgJ4H4gAngMjhS4cunBoQ6GLgM503fvNtxJCULgL+X/Iunopg4Hp04dOTb3QljrEYuH/+EPY\nt494PO2l0uBOnfSdOwenptKNYYlc5eXmffvqs7N5lytC5qMZRhcZHtYhyZiUoAk1ArBVVJlPFZoL\ni23llSDkiDixSYHRy6QRCmmYXBqhlITJaQXjK3d78x2eAgdX4fFVeepXVPz47vcTJlxwc/droMNC\n48LaLe1Dyxm2zEUxNOEE4hEEN8/bfU2XVQmsAIEQDw+aIj5B3LSKVjC0TioxyhiNhHdwxNcQiomv\n9/35LeMIV+Plar2CiwNFgQatYCgJRSsYVaZe3ctIayWMTsoESxmtRFzc2kp4q4+3c4Ldx9s5X7nb\nW+j0VXgoCqmSUbREEhQVHpLcLjyto3gvL4K4lVR9cVnpwaNVRKkIC2s3depV3U/WfuqUY8H8Lrfe\nFBwbLde0dmgs8Hx9cZm4SWN9SZmoQnKU60VlJg6nxClAJkh6EcsQcfOCRxA8vGDneLuPr/MBoKQU\nJaW7yM52u6QKudKgVxv1fv2kMgSf78PpqDFbCotsZZW2iiqXpQ4URVFUmVcCQQBNqyIjVVFR6thY\nVVSU3Hj2RggsW7tnj6OoyFVWJoZCPkEIJZdTiYl0cjLdvj1at1ad+/lnISeH3QdEpiFl6JU6xF8G\njlrkrIPXeY53vsd6TpDZ8xGD2aj0UOoQkfr3tYx5HbBXN3igeOzwtmRibhrtUK6BVAGpEjIVFLqr\nFVfXz/FVYF0A4G6MGsxIGsIuKIPQcfiVlP1X4LTg1B8oPQKBk/WSUjExTJcudJcuLYdV5DghJ0c4\nelTIziZeb3uKYhQKbVKSoWtXXYcOfsOjq6zMlp9vz8/31NYCiIATAMUwusjw4JjI4OhIbXiYTK1y\nWeps5VV1xaW2sgprWSXrclEUlYMNoCgwlCREVvdzyYLnv/x7jcMiE+LuXvKNz+PxuT0eq81jswu+\nhlDkrMtNeJ7nuBxsoDWSht1a/SpKIAQgHp6v9/F2DoQQjpxdSkyDll1w6SWloClJY9R2jwCaEv3p\niUCIh/eecWpvCFV2DgIgsILg5AQ33xCrsCXEuIV+FDqtyqhXGw0qo14ZpNNGmHQR50Qg9VhtXrvD\nY3d47Q6Xuc5lqXOZ61iXW4xMXAk14XlCiCwoSBkeroqKMmRmMq3Ze6ktqNyyxVlU5Cwq8jkcoKgw\nuAghtEQiVSp04WHa8DCVQa80BKuNBpUhmG6FMZNnWa/d6bba3HX1rRFAIpfLtRqFTtPUsN4Mn9sj\nVprLUuc017nMFpe5zmOzMzIZRVO1coPAstLgYE1srDIiQhUTozSZLhjynBB7YWHdkSPW3Fze7c4F\nxMAEVHT05UU8EnEMexY3//uyf94GeOw4+DOKD0h7qOj4eLp7dzoujjKZLn5RxGwmJSW+777z7Xdh\nyDMI+7vvsPX3ouIETqyG06K4K40Wjc/BwQ3hiUtKfB9/zBUp0OceJA+81oJeIuYzyP8DpYelnQnd\nrh2dmUl36XKxrQA8HiE/Xzh9mpw+TbzeVMBnt8v0ek18vCYhQRUVpQgNFTfb5N1uR2GhvbDQVVrq\nqaryOZ0gxCRhGYmEkctohmmwphgNKkOwXKthJJJfHn7+7Ycf/3vpsLCYmLTnnwchnOvsEp5QuJrl\nlGvUTf1eaAkj1zYYEGhGQjF043ELr6hUIWfk56w783k8hGuYlZFdYMBB0bS88T4RIhChoWbcVpvY\nQyc877HZGwp0eziPt8VyWKerUlAQ7uweIVKdTm4wyENCxG0Pxf0PJW26rVGb49+DXNyBXtyK3me3\n0wwj3jiJSgWKipL5xEvmWNZRU6sJDRFrUhl0sXUSRBDcVtuFvq1pXI4qnoKWycRdhmXBwQ01aTDI\nQ0JkF9hn6+wpKitdpaXu8nJHcbG7vJwIQj4AgGrfnsnMpNPSWjnGag3sv/7F8lNguNarDUScFpQd\nQX0prBUgog0Dst7n5nE42H0CZEoY4pA04O8i+d8TgYejBvZq1JfCWg5bFYggy/DS7dszw4ZREc19\nO7lff/V8cQiDnrg2axLalvoylB1FxXFwXllvBgAVEkK3a0dFRdGxsRfZm43Y7aSkhJSVkfJyoahI\n3K+1aRdJrtfLQ0LkBkPDq63VSnU6IgiC1+uz28XWxme353700efPP99mOszj8fzxxx92u71Tp06d\nOl3OEv26ujpDdLTs0UfPLhCnKH9jJHi9nMvFKJWMQiHVaCipVBYURFEU53KBolpeAtxkyqHFa5Gq\n1X+6drgBmvbrFVEG8djncEAQIO7X3hjpklEqGblcolLRTQLVE55nbS00zT6bjfA8GjePEBN5t5tv\nDCrvs9mE8zL8KbzHw7vdLV+KVOrfelGiVtMymUynoxhGFhxMMYy0MVoMo1AwSqVUraZlMqlW2+Y+\nI5cNEQSftcFzkfd6OZeLd7l4r9dntxOOY+vrCc+zVivx+XwOBwCBZQWOgyDksiwUCjAMpFIqIoIK\nDaXDw6nwcCoi4jL267oEeJ598UU27IVrYEUMIOK34/G+s8bGprHImmXgPGDdDRm89oaN6aQqEAFS\npawXadicBQDPU3o9ZTBQERF0QgIVFXWh0S2pr2dnz/aRcejQ2i1Grz8cNagthLUMdSXwOsUWWNYL\nAM5uHa7TUTodtFpKq6V0OgQHUzodpdU2dYYkTifsdmK3w2YjdXXEbhc/EpsNje8+AG7NmiWzZ//J\nGud58+bNmzfP5XJNmjTp/fffl8lkAH744Yd//vOfRqNx/vz53bp1A7Bv375x48Z16dIlIiLimWee\nSU9PX7JkifzSTV6UXC57660zF8nRdFc6q1XUH+A42BvGQMTtRmPrfzZDU9xu0pgB/lae50mr1cOl\nXZFOd/4zTTULfCfCMGcD6+n1lH8GVacDw1ByudivoRotEm0CcTrBshD1aF2d+B8+H3E44PEQf/00\nZrhgQVptCytLPB5cQI82oFC0MFEsCE0f07OiWiyUOP9H02hUtGK1UCoV5HJKq4VEQsXHg6YRHEwF\nBVFaLZp0I/7qwLcej1BaSsrLSXEx4XmsehW3tFkgleuP3d+h7AhYJ1g3OA+8TvDNY1kyTSIJUWFh\nlEYjvhSkrg5iL0oqRWP3C+KjK6JvHNP4fHA0qii12n/3W3xrqGYZGIYKCmp6iqbP1SVfr8cjbpUp\nFBeTsjJiNrO/5eCmty9/b9LrAk0oNM29wM65zR4bai0oEycvbfAUgGfhdaK+BLKmzjgE7vqGQ0Ym\nG9BoHhPtc4TQ6el0795CXt7FxaEWLlw4c+bMdevWRUZGTp06NSsr6+WXX96/f//48eO3bt164sSJ\nf/zjH9nZ2RqNZsSIEUOHDn322WcBeL3erKysBx988KGHHrqky6+rq4uOjuaeeAISCRUTQ8fHU+Hh\nVGgoFRYWcOIK8PdCEIjFIjZSxGIh1dWkogJWK2gaNM0ekYNmIFcjKArBUTDEQmu6hLiI/x9oOgZy\n1UHg4bE1NGdNx0ACB48dwNnBUEvIup77+fy+kX8X5qZasAktdw2b9JjPIqrJxj7lOde0q4mxR6qA\nygC1EfoYBEdB/SdOWwEuAYFD6REU7sL2+Us/eu1i47AVK1Y8/vjjomHw7bffnjRp0ssvv/zRRx89\n8MAD7dq1a9eu3bx585YsWTJt2rTKysqQxjXbcrn8m2++YS5rDlwul7ui3gCAmgrkFcOaj7pNsFVC\naJyv6kY1dJ3E2SmKooKDIZGIPW5KrYZSSfmHOEFBoo2IkkjQaOhreQwU4P8BxG6HOBMpCMRqFYfv\nxOtF4+SrmIHU14PnidUKpxOAv7PPHgIA0FIwUkjkDQ57YqhybSJ0EYhrDCPZhlG//leRqc/u137F\nM0Psn+ZoceFWUz1qv8APz2/GZFIYLuC+/7f3MfwfgZYgNhOxmTi56eIZJXK53NZoYbPZbPn5+YIg\nbNu27e67GyLr9OvXb9u2bdOmTbvrrrsefPDBX3/9ddSoUSNHjhQNjBeiqKiotrb2/HSbzcayLIoP\nnBVUHwv9OfPJLBofWPE/ISi3g/DwusCz8FWC84Jj4XOB58A6WrAlihkainM0uBdTzNk3yl33J/tH\nSORgrrJnoM8JaatXerNOkIutFIZM3bD5VStKkDauqCY8T+kv2rh4vfB60ebQtL+nTJxOv8sTKSnh\nKoMAgKLPmh14FlyjZbjFyzw/g0ILimpwbgbAyCBVQKoAI4VcDUoOeSJo+mwGp7mhE90VF8TrRM2p\ntq8KP34ZriEBGfwyqAzX2DLkskCp/xvIEHyNd762lp86derAgQPnfyOXy9PS0qi1a9fecsst77//\nfmho6Jw5cw4cOODxeMLDwzdv3tylSxcA8+bN27Jly6+//gpg+/btK1eu3LRp08GDB7Oysn788ce4\nJitDmzJjxowjR46IxxzHVVVVicc8z9fW1l5c//lhWdbpdOr1rerB1dTUGI1GuhXz9oSQw4cPd+3a\ntRWlwufz2e12Q+sWadXW1ur1+lYOTw8ePNjKeuB5vq6uLiSkVTsnWSwWnU4naZ1x/+DBg127dqVa\n8Z4IgmA2m0ND/3w1NIC6ujq1Wi2TtWpy6tChQ507d25lpVVXV4eFtSLmGmC1WhUKRSvnaw8fPpyW\nltbKSquqqjKZTK3JabPZpFKpUtmqNbNHjhzp2LFjKyut9TI4HA6aplWtc4I9evRohw4dWllprZfB\n6XQSQjSaVu0ufezYsaSkpFZWWutlcLvdHMdpta2KsnH8+PF27dq1stJaL4PH4/F6vUEX36mrkRMn\nTsTFxbWy0lovA8uyLpcr+KI+vX6ys7OjoqJaKXDrZbikRvXIkSNKpVLd2M0NDg72H2s0mlWrVoEQ\nsnbt2ilTpkybNm3p0qUajYYQ0r59+99//50QQgh56aWX7r//frfbfeDAAdJIZWXlmDFjJk6cSC4R\ni8WiUChamTk/P3/BggWtzPz222+Lr8qf4nK5JBJJK4stLS39/PPPW5n5gw8+MJvNrckpiM76raO2\ntvbDDz9sZeb58+eXlZW1MjPDMB6PpzU5HQ7H3LlzW1nsd999d/r06VZmVigUdXV1rcnJcdxrr73W\nymJ//vnnEydOtDKzRqOpqKhoZeZXXnmllTmXL1++f//+VmYODg4uLCxscxnWr1+/ffv2VmYOCQnJ\nyclpcxm2bt3qb0/+lPDw8EOHDrW5DHv37l25cmUrM0dHR+/atavNZTh69OiSJUtamTkhIWHjxo1t\nLkNeXt7ChQtbmblDhw6//vprm8tQUlLyxRdftDJz586dv//++4tkoPft26fT6RYuXPjNN984nU5x\ndNK/f/8tW7aIum7Lli39+/e32Wzdu3cvKSkRE00m0x133OH/GCBAgAABAvz1SMxm84MPPrhhwwaW\nZWfPnv3GG28AePzxx4cNGzZ+/PgTJ06Ul5dPmDBBqVROmDDhlltueeONN/R6vdlsfvvtt/1zZgEC\nBAgQIMBfj2TkyJGPPPLIjTfeSFHUE088ceuttwJIS0v7+OOP77zzzqCgoOXLl4u26R9++OHf//73\nq6++6na7tVrto48+OmPGjMs4ZWtmX0RaP5cAQKPRtGYy7FJlkEgkrTSLA1CpVK2cU7nuZGAYRq1u\nrQeKUqmUtjoERutloCiqlfMZogytnFu6JBkA6HSt3apVoVC0XobWP72XJINcLm/9Is6rJ8MlPWlX\nQwaZTKZota/y/7AMl9SoMgzT+hvXehkuqUFjGOZPqqKVRsm2wmKx6PX6v/ikzXC5XEql8trKIAgC\nRVHXVgZCiFwub+V82NUjODi4lfNhV4/w8PDWz4ddJeLj41s/H3aVSElJaf182FWiS5curZ8Pu0r0\n6tWr9fNhV4lBgwZt2rTp2sowatSo1atXX1sZbr755qVLl14kw99tu7kAAQIECBCgtQR0WIAAAQIE\nuF4J6LAAAQIECHC9wsyePfuvPJ9UKpXJZH369LmW18wwcrm8b9++11AGiqIUCkW/fv2uoQwAZDJZ\n//79L8mjoc2RSCQDBgy4JG+CNodhmAEDBlxe7LQ2lOGGG25ovS/MVZKhb9++lxHIuw2habpPnz6t\n9zu4SjL06tWr9U5MV0mGHj16tN6J6SrJkJmZ2co1zldPhq5du14k0sVfvX9YgAABAgQI0FYEbIkB\nAgQIEOB6JaDDAgQIECDA9UpAhwUIECBAgOuVgA4LECBAgADXKwEdFiBAgAABrlcCOixAgAABAlyv\ntDY47OVRV1enUqmaLjfxeDyCIDQL+Oh2u+Vy+bVaIWS3261Wa3R0tPjRbDZzHOffzK26upphGKPx\n6m4s63A46urqYmJixI8Wi4Vl2fDwcPFjTU0NRVGt3APzUnG5XLW1tbGxDVtp19fXu93uiIgIf20I\ngtDKrS8vG7fbXVVVFR8fL360Wq1OpzMyMtJfGxzHtXLry8vG6/WWlZW1a9dO/NjsqWhWLVcDp9N5\nbRckNcPtdtvt9qYpcrn8L14q9HeQwePx+He6v1Yy+PF6vVartWmKTCZr5YaWV08GqVTayp2KLw7H\ncfX19U0bOkKI1WptdoGCILAsezZ68lUN1zh+/Pi9e/eKxx6PZ9KkSTqdTq/XDxkyxB/m9amnnjKZ\nTAkJCW0SZPM///nPmjVr/B/79OnTrpFnnnlGTNyyZUv37t2HDBmSl5dHCNmxY4dOp+M4Tvx25MiR\nnTp18pfQu3fvzz777JJk+Pzzz5tuHLdhw4YxY8b06NHjkUceqa6uFhO3b9+elZU1cODA7OxsQsiB\nAweUSqXX6/XXW0JCgr+EQYMGzZs37zJqY/Xq1UOGDElLS3vmmWf8he/bt6937979+vU7fPgwISQ3\nN1cikdjtdvHbKVOmhIeHC4Igfhw7duwbb7xxJXekurr6nnvuSU9Pv//++/0bhB4+fLhfv359+vQR\nt4gsLi6mKMr/7YwZM/R6vc/nEz9OmjTp5ZdfvhIZNm/ePHr06KysrPvuu6+2tlZMzM3NHTRoUI8e\nPbZt20YIqa+vZxjGH3X3mWeeUSgU/l1V77vvvkcfffRKZLgIHo9n4sSJ4eHh6enpf0HY399//33U\nqFFZWVlN78iJEycGDhyYlZW1Y8cOMeWTTz6RSqXGJkydOrWtZKirq7v//vvT09OnT59eVVUlJmZn\nZ/+VMuzatWv06NEdO3a8//77bTabmJiXlzdkyJDu3btv2bJFTPn6668lEklTGSZNmnTlZ//jjz+a\nbip77NixyZMnZ2ZmTp061R92+dSpU8OGDcvMzPRvhrlgwYJmwowfP/6yZdi9e/ecOXP8Hx977DF/\nazlgwAAx8cyZMyNHjuzatevatWvFlMWLF4vdej+jRo1qkzuyfPnyhx56yP/x+++/1+v1UVFRJpNp\n/fr1YuLmzZtjY2NNJtNLL70kplwtHbZkyZI77riDoii/Dvvss8969uzp8Xh4nr/ppptECRYuXJiZ\nmel0OtevXx8VFeVyuS77jIWFhT/99FNoaKh/p1SPxyOXy/Pz80+fPn369GlRfxQUFBiNxg0bNnz2\n2Wfx8fFut9vr9apUqmPHjok/0Wg0er2+qKjIX4KoZlpDUVHR4sWLw8PD/Tul5ufnBwUFLVmyJDs7\ne9q0aX369CGElJSUGI3G1atXf/PNN9HR0Q6Hg+O4oKCgffv2EUJ8Pl9QUJDBYBBVrM/n02g0Bw8e\nvNQK2b9/v06n++9//3vs2LExY8Y8//zzhJDq6urQ0NBly5b99NNPJpPJYrEIghAeHi6+sYIgmEwm\ng8Egnk4QhJCQELGJvzwEQcjKynrppZdKSkoefvjhMWPGEEIsFovJZPr555+XLl0aGhoq3pf4+Hh/\n5yM2NtZgMOzcuVP8GB0dvWHDhsuWobi4WK/Xr127Nj8///bbb7/xxhsJIU6nMyYm5ssvv1y7dq3R\naBRvd5cuXX788UfxVxkZGQaDwR+0Oy0tbdGiRZctw8WZNWvWLbfcwvP8hx9+2Ldv36t0FpHCwkK9\nXr9hw4b8/PzJkydPmDCBEGK326Ojo7/99ttVq1aFhISUlpYSQj755JMRI0ZcJTEGDhz41FNPlZSU\nPPvss2Jz6Zdh9erVRqOxpKRElGH48OFXQ4AzZ84EBQV9/PHHOTk5d9999x133EEIcblc8fHx8+fP\nX79+vdFoLCgoIIR8/fXX/fv3b8NTV1VVrV27tnPnzjNnzhRTnE5nRETEe++9d/LkyTlz5kRGRtps\nNo/Hk5iY+NFHH23cuNFoNObn5xNCFixY0Lt37yuXoaamZv369ZmZmU888YQ/sWfPnosXLxZby+Li\nYkIIy7IpKSnvvvvu1q1bQ0NDxY3RFy9e3LVr17a9HXl5eTNnzjSZTH4dZrVaVSqV2CQuXbo0KipK\nTDSZTNu3b7fZbKmpqcuWLSNXT4dt3rx50aJFJpPJr8Nef/31u+++WzyeNWvWgw8+SAjp27evv7nP\nysr6+eefL/uMX3/99f333x8ZGenXYTk5Oe3atWuW7fHHH3/88cfF4wEDBnz77beEkOHDh3/yySeE\nkLVr12ZmZk6bNu3jjz8mhGzbti0yMrL1MixcuPD++++PiYnxX9R77713++23i8e1tbUAampqnn/+\n+QceeEBMHDFihDjOGzdu3HvvvUcI2bJlS2pq6oMPPvjuu+8SQvbt2xcSEuIfGLWeZ5999h//+Id4\nLKouQsicOXP8PdkJEyaIp7j99tvF7ti+ffvatWv39NNPv/baa2IFqtVqlmUv+6Zs3bo1KSlJFN5u\nt4t7KPz73/++5ZZbxAx33HGHOM675557xG7NsWPHIiIiZs2aNWvWLEJIYWGhQqFwu92XLcNPP/00\nefJk8Xj79u0mk4kQ8sUXXwwdOlRMfPjhh8Ux+lNPPfXII48QQoqLi4OCgv71r389/PDDhBCz2cww\njH8A17ZwHBcSEnLgwAFCCMuyer3+6NGjV+NEIgsXLpwyZYp4vGXLlujoaELIJ598MnLkSDHx/vvv\nf+GFF8jV1GEHDx6MjIwUx9lut3vx4sUXkeEq6bAPPvhg3Lhx4rHH4zEYDHa7/euvvx44cKCY+Nhj\njz355JPkKuiwTZs23X///RkZGX4dtmHDhrS0NH+GyMjIzZs3L1iwwN+hefrpp8Uns6102LZt2+6/\n//5u3bo11WEhISFlZWVNsy1ZsiQzM1M8njVr1owZM8jV0WFnzpxZtGjRbbfd5tdhZWVlCoXC4XAQ\nQk6fPi2XywVB+PLLLwcPHixm+Oyzz8Tn82pNQQ0cOHDSpEkajcafctddd23duvXee+995JFHvv32\nW1HW/fv39+jRQ8yQlZW1d+/eyz7j9OnT58+fn5KS4k8pLCzkeb5Pnz6hoaF33HFHVVUVgM2bNw8d\nOlTMMGTIkM2bNwMYMGDArl27AKxbt27kyJEjRoxYs2YNgJ07dw4YMKD1MkyZMmX+/Pnp6en+lIce\neujLL78Uj0+cOGEymfR6/aXKcMMNN1xGSEOKojiOE485jqupqamurt60aZP/1EOHDt20aVOzUw8f\nPrzpqfv27XslEfz27NmTlZX15ZdfPvDAA999993o0aMBXEiGnTt3+mUYOXLk6tWrRRmysrJav3Pg\n+dx6660///yzw+HIycn5+uuvBw0adL4M/lsgyrB+/fqBAweOHTtWlGH37t2dOnW6SnOihYWFNpst\nIyMDgFQq7dat2759+67GiUSmTJmycOFCh8ORnZ39zTffDBw4EBd4KQBYLJYtTThz5kybyLBnz54e\nPXr88MMPDzzwwPz588WnoqkM/qcCQF1d3dWQAQDP8+IBIcTr9ebl5V1IBqvV2lSGgoKCKznvoEGD\n5s+fP2LECH9K//79xQcPQHl5uc1mS0pKupAwNputqTCnT5++DBn69es3f/78sWPH+lNsNpvZbH70\n0UeNRuOgQYMOHDiAC7wmABwOR1MZ8vPzr/BexMXFTZo0KS0tzZ8SGRk5ZcqUYcOGzZw5c9y4cbNm\nzaIoat++fX590aNHD1FfXF2fjqbYbDZxH165XC6VSqurq1mW9Xq9fj2n0Wjq6ura8Iwul6tLly4f\nffRRcHDwY489dscdd2zcuLGqqso/ZxgaGio+OoMGDfr6668BrFu37rPPPktLS3vggQc8Hs+uXbtG\njhx5JTKIja/Yg5g1a9ZXX33FMEwzGUTlOmjQoHfffVeU4a233urVq9edd95pt9t37dp1SXrUz/jx\n44cPHz5gwID09PQXXngBgMPhqK6u9rfFISEh1dXV4qlnzpwpCMK6deueeuqp/v37nzhxora29lJV\n+PlUV1f/+uuvcrl80KBBH3744erVq1etWnUhGR5++GGO49atWzd9+vRevXoVFhaWlZXt2rVLbGev\nkP379z/55JPFxcVLliwRBfPfAr8MAwYMOH78uN1uX7du3YgRI9LS0niez8nJaSsZWsThcKhUKn+4\nYY1G08yL4Wqwe/fuZ555prS0dOnSpWJt+N12/A8kgFOnTr388sv+X02fPn369OlXfvbq6uoNGzao\n1epRo0Z9+umny5Yt27x5c4t35OrJMGbMmBdffPGTTz4ZPHjwW2+95XK5xLfDHwrcaDT6ZThz5kxT\nGaZMmfLAAw+04e2QyWTift+rVq168MEHZ8+eHR0dXV1d3bVr1/OFKSkpaSrMrbfe+o9//OPKZaip\nqendu/dzzz23aNEiUcUWFhZWVVUlJCScL0NFRUVTGW6++eYnn3yyDSsEAM/zdrtdpVJpNBq1Wl1Z\nWQnA4XD43aw0Go3D4cBfqcOeeeaZBx544LnnngOQnp7++OOPnzhxIjQ0tLKyUvRAq6ioSEpKasMz\nTpw4ceLEieLx22+/HR4e7na7DQaD38vIarUaDAYAPXr0qK6u3rt3b1lZWe/evSUSSceOHf/444+d\nO3e+/fbbVyjGqVOnbrvttri4uB07drRv3x5AMxlEl56MjAyv17tnz56TJ0/ecMMNCoUiMzNz06ZN\nO3fuFDXQpdK7d+/vvvtu3rx5PM8/+OCDK1euDAoK0uv155+6ffv2arV6z549Bw4cGDJkiFwu79ev\n37p163bu3HnPPfdcybUrFIru3buL/YMRI0ZER0eXlJS0KENMTIzJZNq5c+f27dt//PFHiUQyZMiQ\ntWvX7ty589///veVPgrAwIEDDx06dODAgYEDB5aVlen1er9vlV+GoKCgtLS0Xbt2/f7773PnzgUw\nfPjw1atX79y5s02aiRaJjo622Wx+p8SKigr/W3r1GDp06OHDh3fv3j1ixIjza0N8KQBkZWWtXbu2\nzc8ul8s7duy4cOFCiqLGjh0bHR2dm5vb4h0B0KNHj3Xr1rW5DImJiStWrHj99de///77u+++e9Wq\nVeLb4ZfBZrP5ZcjIyPjjjz/aXIamWCyWadOm1dbWLlq0qHfv3gAuJExqaurWrVuvRoXs2LFDPH74\n4Yf/85//7N2712AwtChDcnLy1ZChKUuXLj1+/PjRo0cZhnniiSfi4+Pvuuuu6OhoUZkBqKysFN+U\nv86dva6uzu+aLE5aAhg6dKj4gPI8v3HjRv+4tU3YsGFDTk6OeCyTyWiaFrd18A/bRVsZAIlE0qdP\nn9mzZw8ePFgikQAYMWLEhx9+KJVKRa1z2ZSXlw8ZMuSVV1755Zdf/EX16dPH/7j4ZaBpul+/fq++\n+mr//v3F0duIESM+//xzl8vV1DjZekpKStq3b79169YdO3YkJydHRUUZjca+ffuKZkMAu3bt8vc6\nBwwYMGfOnO7du4t7PYwYMWLhwoWlpaX+kfvlkZiY6PfaDwkJUalUPp/vQjIMHDjwrbfeSk9PF0dp\nI0aMWLRo0cmTJ69wp55PPvlk3rx54nG3bt28Xm9FRcVFZJg3b15oaKjo6D9ixIjly5fv27fv6o3D\nQkJCOnfuvGHDBgA1NTXHjh27wrHvxfnwww//85//iMdZWVn+wUfTl+Jqb42UmJgYExMjmseDg4N1\nOt1FnoqrRHV1tU6n27hx4+7du8eNG+dwONq3b/8Xy+CHZdnBgwcPGTJk+/btogID8BcLc+zYMb+5\nEoBMJpNKpdeqQgCInl+ifUKj0QQFBdlstiFDhojuXQDWrVvXoC/admquGYmJiX6fjq+++qpdu3Zr\n1qzZtGlT165d33nnHULIkSNHTCbTihUrHnvsMf8c+5UwePBgv0/HBx980KtXL5vNxvP8rFmzxCnc\nffv2hYeHl5SU7NixIyQkxD9R//rrr1MUJXp2EEK2bdtGUdStt956GTKMHj3a79Px0ksvDRgwYFET\nOI47cuRIWFhYYWHhvn37jEZjZWWlmPmdd96hKEr07BBFpSjqpptuuryq2LNnT3R0dFVVlcvlGjly\n5IsvvkgIOXnypNFoPHny5LFjxwwGw5kzZ8TMn376KUVRfkfbnJwciqKGDBlyhbejqqoqPDx8165d\nPM+/+eabnTp1EgShsLDQYDAcP348NzfXaDSK7peEkG+++YaiKNGVgxBSWFhIUdSV++ktX748MTGx\npKSE5/n58+fHxsayLFtVVWU0Gvfs2VNUVBQWFuZ3+1y2bBlFUX5fmNraWoZhUlNTr1CGi/PLL78k\nJydv2bJl3Lhxjz322NU+V/v27cvKynie/+ijjxISEjiOq6ioMBqN+/fvLygoCA0NFZ1KPvnkk8zM\nzNVN2Lx5c5vIUF9fHxERsXnzZp7nP/jgg4SEBJ/P55ehsLAwNDT0yJEjogzdunW7GjIUFRXp9fr8\n/Hyfz3f33XffddddhJCampqQkJCdO3eWlJSYTCbRKe7rr79OT09vKoPf0/1KeO655/w+HT/99FNC\nQkLTVsJsNlssltDQ0K1bt5aVlUVERIhLjxYsWNCxY8emwvz++++XLcPLL7/s9+nYv39/SEiI+DKu\nWLEiMjJSXBgXHh6+YcOGysrKmJgY0Xt58eLFiYmJTWVYt25dm9yU119/3e/TUVVVZTKZ3n777X37\n9j311FNdu3b1er2CIPTp0+f5559ftmxZWFjYyZMnydXzSxT57LPPysvL/R8XLFgwatSo0aNHi96A\nIuvXrx85cuSMGTP8K8auhFdffXX37t3iMcuy9957b3BwsFqtHjNmjH8Zyvz580NCQqKjozdt2uT/\n4ZEjRyZNmiT6WBNCfD7f7bffvmLFisuQ4c033/T7o7/33nuTzsXj8RBCvv3229DQ0MjISP+qC0JI\ndnb2pEmTRCdaQgjP81OnTv3ll18uuzZeeeWV4OBgo9F49913i+clhPz8889hYWHh4eFNF7GdPn16\n0qRJx48f96fcc889P/zww5XfkZUrV0ZERGg0mszMTL/H3bJly8LDw00mU1OH9eLi4kmTJh06dMif\n8sADDzR9VC4PQRD+9a9/xcXF6fX6vn37+tWVuJwjJCTkq6++8mc2m82TJk3avn27P+Wpp54SnVSv\nKt98883QoUOff/55/zK+q4QgCHPmzBFXL/jXCBJC1qxZExkZGRoa+t1334kpK1euHHEuYkPfJvz+\n++8xMTEajSY9PV1cI9hUBv9Nv6oyfPLJJyEhIXq9fvz48f7GZ+PGjdHR0SEhIZ9//rmYsn79+mYy\n3HbbbVd+9gULFvjfr8WLFzdrJcRGYMuWLbGxsUaj0d+33rhxYzNh/C6+l8HPP//8zTff+D/OmzfP\nZDJpNJouXbr4xx47d+6Mj483Go3vv/++mLJt27ZmMlx2P7sZO3fubKoOc3Jy7rzzzqFDhz755JM1\nNTViYk1NzV133TVq1Kg//vhDTAnsgRkgQIAAAa5XAvESAwQIECDA9UpAhwUIECBAgOuVgA4LECBA\ngADXKwEdFiBAgAABrlcCOixAgAABAlyvBHRYgAABAgS4XgnosAABAgQIcL3y18VL/B/m8OHD4r4q\nV4jdbhdDPV0hHo+Hoqim22dfc5HasByNRnMZUfybwXEcy7LN9hO/tpdms9l0Ot2Vl+N0OuVyuRgy\n7UoghDgcjja5NIfD0XQLi2teRX/DF6StqkgikQwYMODKX5DriIAOawO6dv0OmNoWJc3E8/PboJi9\nC+R3pDGNQa+vhOglS5Lvu+/Ky9n9wgt3fvavKy9nxevvMK/KGM2VPrf2LdU8f1Q75MolQuivyGqD\nQOpYPBPvt8XN/+pz3Ho7omKvtJyyIuTsweTJbSDSqq8xdVQblDPzX5g/qQ3KWbALaSy6hlx5SViy\nHfeFtcWlFWC+sw3K+QHoZrW2iaa/XgjosDYhCMhsi3I0iG2LcvI20x060JltUJRyxQpjW5QjUauj\nMzOuvBxFsE7aRcEEXf6WZiJsiYvnoGyLylavQHRblCPXILUtytGHoUMqEq8oVDUAaLRwlKMtbj5W\naJDZsQ3K0SiRGd8G5WzORQcvMkPb4tKkyFS3xaUxbdOCXN3o+n9LAvNhAQIECBDgeiWgwwIECBAg\nwPVKQIcFCBAgQIDrlYAOCxAgQIAA1ysBHRYgQIAAAa5XAjosQIAAAQJcrwR0WIAAAQIEuF4J6LAA\nAQIECHC9EtBhAQIECBDgeiWgwwIECBAgwPVKQIcFCBAgQIDrlYAOCxAgQIAA1ysBHRYgQIAAAa5X\nAjosQIAAAQJcrwR0WIAAAQIEuF4J6LAAAQIECHC9EtBhAQIECBDgeiWgwwIECBAgwPVKQIcFCBAg\nQIDrlYAOCxAgQIAA1ysBHRYgQIAAAa5XKELItZbhuoeingWYtijpDwwf0AbFVOdLe4ZSwcFXXlJ0\naakqOroNJNqxI7Vv1ysv58zOfa4sCyW50r6Xr8JDmDOSsCuXCIn1UAa3QTmF2zGkXxuUk3MIHTtA\nqbrSclxOeOsRFdUGIvFlYNri/fjjIAbEtEE5+VUIdSNY3gZFlZYgWtYG5eywo6+9LeQBvnC5lEpl\nG5R1nRDQYQECBAgQ4HolYEsMECBAgADXKwEdFiBAgAABrlcCOixAgAABAlyvBHRYgAABAgS4Xgno\nsAABAgQIcL0iudYC/H/E6/Vu3ryZZdkBAwYEBQWJiWfOnNm/f39sbGxWVpaYcvDgwdOnT4vHCoXi\nxhtvPL+offv2FRUVde3aNTExsWm60+k8ePDgDTfcIH5kWXbDhg1JSUkdOnRoUaSCgoKDBw/GxMT0\n7Nmz2Vdr164dOXIkAJ7nly5d6k/PyMho3759s8xWq3Xr1q0SiWTQoEEKhQJAbm7usWPH/BkmTpxI\n0zSA06dPZ2dnDx06tEU/YI7jtmzZYrfbb7jhhpCQEABms3nTpk3+DAMGDAgLC8vOzj5x4oSYQlHU\nLbfccn5RR48ePXnyZGpqaqdOnfyJx48fz8vL69OnT3h4uJjC8/zGjRtNJlNGRkaLVVRaWrp3797Q\n0NB+/fpRFCUmlpWV7d27t0OHDv7Cly1bxnGceJySkpKent6sHJfLtWXLFkEQBg4cqNFoXC7XqlWr\nmmZISEjo3r07gJKSkoMHDw4ePFir1Z4vjyAI27dvr62t7dWrV2RkJIDVq1c7nU5/Bo1GM2rUqNOn\nTx88eNCfOG7cOLm8uVN5Xl7ekSNHkpKSunbt2rRwi8XSv39/g8EgJhJCtmzZolar/Y9oM6qrq3fs\n2KHT6QYOHMg0etMfP348Nze3W7du7dq1E1PWrFnjcDjE4/j4+B49ejQrh2XZzZs3ezye/v376/V6\nMbG2tnb37t2RkZFdu3b1139VVdXu3bv79etnNBpbFGn37t2lpaXdu3ePj48XU9xu965du2ia7t27\nt1gVZWVlO3fu9P9k+PDh/rey6QOTk5OTlpbWsWNHf+KpU6dycnKGDRsmPuoiO3fu5Diuf//+LcpT\nXl6+e/fusLCwvn37+q/CbDZv3769V69eJpNJTNm8eXNtba14HB4e7n+RA7QACfDXUlFR0b59+2HD\nht10003h4eE7d+4khCxYsCAqKmratGkpKSk333yzIAiEkIkTJ/br12/SpEmTJk26//77m5UjCMKd\nd97Zvn37adOmhYSEzJ07t+m3U6dOHTlypHhst9uzsrKGDRsWGRm5cOHC80X65JNPwsLCpk+fnpiY\nOHHiRI7j/F99/vnnKpVKPC4oKNDpdJMaWbFiRbNyjh49ajKZJkyYMHjw4KSkpIKCAkLIk08+2a1b\nN/+vxMKXLl0aERExatSojIwMi8XSrByr1ZqZmSlee0hIyOrVq8WfxMTE+Ms5duwYIeThhx/u3r27\nmDJ58uTzL+3pp5+Oi4ubPn16eHj4s88+KyY+88wzSUlJt99+e0hIyK5duwghLMsOHz68f//+cXFx\n8+bNO7+cRYsWGY3Gu+66Ky0tbfDgwS6XS0yMiIi44447wsPDP/74Y0KIw+GQy+V+Ic+v7cLCwri4\nuDFjxowePTo6OvrIkSO1tbWTmtChQ4enn36aELJ58+bw8PBx48YlJSWVlJQ0K8fj8QwZMiQzM/OO\nO+4wGAziif7xj3/4y+nbt2+PHj0IIbNnz05LS/OnW63WZkW9/fbbERER99xzT2xs7LRp0wRBcLlc\n/fr169mz52233RYWFrZx40bxebvtttu6d+/evn37WbNmnV9Fv//+u9FovOOOO3r06NG9e3ez2UwI\neeKJJxISEu6+++6IiIh33nlHzKnVaidOnCjKI9ZbU2pqajp16jR48OCbb745LCzsjz/+IIT89ttv\nBoNh3Lhx4rWIOQ8dOhQZGTl+/PiYmJjs7Oxm5fA8P2nSpI4dO959991Go/HDDz8khOTl5cXGxg4Z\nMmTQoEEdOnSoq6sjhHz22WfJycn+KiouLm5W1CuvvJKYmDh9+vTIyMjnn39eTFyyZIn4DHfp0kUs\nhxDy2GOPpaamdunS5d577z2/ilauXBkREXHXXXd16dJl4MCBXq+XEJKTkxMTEzN+/PjIyMgDBw6I\nOZOSksaMGSPK88Ybb5AAFyagw/5qnn766WnTponHc+fO7devHyEkOjpabEzdbrfBYBAVW0ZGxt69\ney9UzpYtW6Kjo8XGNCcnRyKRVFdXi1/9/PPPJpPJr8Nmz5596623EkKOHTtmMBjq6+ubluN0OpVK\npagS3G53bGzsr7/+Kn6Vl5eXmJjo12EbNmwYMGDARS5t7Nixb775pnh877333nPPPYSQcePGLVmy\npNkZTSbTnj17CCEzZsx45plnmpUzd+7cUaNGiYr8u+++S05OJoT8+9//fuyxx5rlHD58+Pmq1E9O\nTo5Op6utrSWEVFRUKBSK7OzsPXv2REVF2Ww2Qsj3338/Y8YMQsinn346aNAgnudLSkr0en2zVkwQ\nBJPJJDblHMd16dJl/vz5TqfTaDQePHiQEJKbm5uRkcHz/NGjR1NSUi5SRTNmzHj88cfF41mzZo0d\nO7bpt3V1dV27dq2treV5Pjk5eeXKlYSQF1988c4772xWznfffdejRw+xQ7B27Vq9Xt+050EIGTVq\n1Pbt2wkhd95555dffnkheWpqahQKRWFhISHEZrOFhIRs3rx52bJl3bp143meEPLJJ5+ID9LSpUs7\nd+7MsqzFYjGZTIcPH25WVHp6+n//+1/xeOjQoa+99lp1dbVcLhfr//jx4xqNRhCEqqoqvV5/kSp6\n8cUXb7vtNvH4gw8+6NGjB8/zJpPpt99+I4SwLNu9e/dNmzYRQvr06fPVV1+J2YYPH96snLVr17Zr\n187j8RBCDh06JJPJ6uvrb775Zv/z9uijj86ePZsQ8uyzz15ET1gsFqVSWVVVRQgpLi6mabq2ttbp\ndIaFhe3bt48QMn36dLF7tGPHjtjYWLvd7nK5kpOT169f36yobt26iVfBcVxiYqL4oo0cOfK9994j\nhHzzzTe9evUSr1Emk7ndbhKgFQTmw/5qEhIS7rvvPvE4NTW1rq6O5/l//vOfovlIIpHIZDKe5wEU\nFha63e4vv/xSfBmalUPT9KxZs0RDXHJyMk3TNpsNQF5e3ltvvTVnzhx/zoULFz700EMA0tLSOnfu\nvGLFiqbl2Gy2hx56KC0tDYBCoUhMTKyrqwPgdrvvuOOOjz/+2J+zoKAgIiLit99++/bbb4uKis6/\ntK5du06ePFk87tSpk1hOYWEhgK+//nr58uU+nw/A+vXrY2JiRHvUgw8++MMPPzQrJzw8/LHHHhMt\nLWIVieXo9foff/zxhx9+EFPERELI119/vXLlSr8Fz4/X6501a5ZoZQoPDzcYDHV1dUuXLp08ebJc\nLq+srBTbd7GKHnzwQZqmo6Ojhw8fvmjRoqbluN3um266aeDAgQAYhklJSamrq9uyZUtCQkKXLl3K\ny8uTkpIOHz5M03RBQUF0dPSaNWu++eabkydPnl9FKSkp06ZN81eRxWJp+u0LL7zw7LPPGo3GPXv2\neL3eMWPGiFW0ZMkSj8fTNGdQUNCzzz4r2utSU1PtdnvTy//vf/8bHx/ft29fsYqkUum33367dOnS\nZoUAsNvtTz/9tGhn02q1MTEx9fX1CoXC5XKxLAugvr5efMYWLlx47733SqVSvV5/6623nn/Xbrjh\nhlGjRjV9sKVSKU3TVqsVQF1dnUKhoCiqoKAgLi5u06ZNX3311ZEjR86votjYWPFxFcuxWCwWi6W6\nunr06NEApFLp8OHDN27cWFBQcPTo0TvvvBPAjBkz/vjjj6qqqqblSKXSF198UbQWdurUyefzOZ3O\nkydPiuUAGDNmzMaNG8UqUqvVCxYs+Pnnn/1GTj+CIHz55ZdhYWEAlEolIUQQhHXr1sXHx4vv7EMP\nPSTWxsKFC++8806NRqNUKqdNm7Zw4cJmRT366KODBg0SX165XC4IQnV19aZNm8QGYcqUKSdOnDh1\n6lRpaanYPfryyy/37t2LABfnWivR/79UVVX17NmzaQfw9ttv79at23333ScIQk1NDYCBAwfOnDmz\nffv2U6dOvVA5HMc9+eSTYg/O6/X27t177969P/zwg9h9djqdFEWJvUhCyEMPPfTcc89dqKiffvop\nJCREzPz444+/8847JSUl/nHY888/r9VqH3300WnTpgUHB4vd/BbJzc1NSEhYvHixIAhqtTozM/PF\nF1/s1q3bkCFDWJZ97bXX7rrrLjGnOH/jH0E2o76+fvjw4eLwa8SIEdHR0c8+++xNN90UExNTXFzM\ncZxMJsvKynrxxRe7dOkyatSoZmMRP4IgvPnmm8nJySzLjh8/fty4cdHR0SaTqWPHjsePHyeE6HS6\no0ePiplnz5599913X+jS1q1bZzAYTp48+d5772VlZXXu3DkmJsZoNC5dupQQ8t577ymVygceeOD+\n++8PDg6+yBixuLg4PT39o48+8qfs3bu3f//+4uhz/vz5I0aM8H+l1WrFgfL5uFyuW2+9VRxni1it\n1pSUFHH0QwiJiIhIS0t74YUXevfu3atXL3Hg3iJffPFFeHi41WrleX7y5MnR0dFZWVlhYWE5OTmE\nkOTk5A0bNog5P/30U/8o/3x2794dGhq6e/duQsgHH3yg0+luuOEGlUr1yy+/EEJ++OEHqVR65513\nPvroowaD4dtvv71QOTU1Nf369fvnP//JcVxwcHDTcdj06dN//fXXLl26+DMnJSWJA+Xz8fl8Dz/8\n8MCBAwkho0ePbjoOS0xMJISI08kzZ84cOnRox44dRStoM6qqqkRL79tvv93sIbHb7QBqa2v79u3r\ntx4vXbq0a9euLcrz4IMP9unTZ+LEiSzLbtq0KSEhwf9Vt27dli5d+vvvv0skkokTJz711FMmk+nf\n//43CXBhAjrsGsBx3GeffRYdHf3KK6+IFhuRVatWvfrqq/Hx8adPn7Zarb/++qv4rdlsDg4O9tvK\nm7Jt27bMzMwbb7xRVAMvvPDCK6+8Qgjx6zCxF+xv0R555JGnnnrq/HIKCwsnTZqUlpYmnmX58uVD\nhw4VbWt+HbZ3716xxSeEvP3224MHDz6/HJfL9dprr0VFRX3xxReEEJ/Pt3jxYtEq4vF4EhMTly5d\n+s9//nP69OlifnFkUF5e3qwcQRB++OGH+Pj4xx9/nGVZQsj69etLS0vFb++4444nn3zS4/EsWbJE\nnFRwuVyxsbHizFkzDh482L9//4EDBxYVFRFCRo8e3aFDh9raWkEQHn300e7duxNClErliRMnxPxz\n5syZMmXK+eVUVFTcc889SUlJW7ZsIYS89dZbSqVSrK5FixYplUqz2Xz06FH/bfr2229TU1PPL4dl\n2ffffz8qKmru3LmixhIZPny4X0l89NFHo0eP9n8VHBx86NCh84tavny5OCHqcDj8ia+//vo///lP\n/8fFixfb7XbxqcvIyPjmm2/OLyc3N3fMmDHdu3cXZ5X2798fGRn5xRdfbNy4sV+/fmIfIj4+XrTg\nEUI+//zzoUOHnl+OxWJ5/PHH4+LiRH1TX1+fkpIyc+bMnTt3zpgxIysry+v1njx5cseOHWL+NWvW\nhIaGNq0EEZ7nv/zyy9jY2BdeeEHsl3zxxRcajWbq1KlZWVmdOnWaMWPGkiVLMjMz/T/p0KHD2rVr\nzxdp8+bNGRkZEyZMEDXTgQMHgoKCxo4dO3r06IyMDNFMvWLFipqaGvGpGzp06FtvvdXig7106dIn\nnngiPT3darW+9NJLoqlc/ApARUVFz549f/zxR/+tSU9PJy3x+++/v/3223FxcYcOHVq/fn1SUpL/\nq+7duy9atKioqMivjw8ePKhQKJre3wDNCOiwvxqXyzV48ODbbrutrKxMTLHb7Vu3bvVnmDJlyssv\nv9zsVwMHDhS7sU15880309LSmo6HDAZD586dMzMzExISdDpdZmam2+02mUyi4Z4QMnbs2E8//bRZ\nOevWrYuJifnuu+/8CnXcuHEJCQmZmZnp6ek0TWdmZopTdH727t3btP8oUllZmZqa+tRTTzWbcvNz\n1113vffee99//73YKSaEZGdn63S6poqcEMJx3C233DJq1KhTp061WM6XX3558803N0u89dZbP/nk\nk2aJn3/+eVJSUtPW7c477/R3bEtKShiGIYR07txZnHwihNxzzz3iNElT9uzZExMT89FHH/l8Pn/J\nN954oz9DQkJCs4FpUVGRX/37sVqtvXr1uueee5oNPXNzc9u3b+9vzdetW9exY0fx2Gw2Mwxzvi/G\ngw8+2Ldv32bjM47joqOj/cq+GY899tj5j9Yvv/wSFxcnDpr9t+mFF14QjwsLCxmGsdvtw4YNEyef\nCCEvvPDCQw891Kyc3Nzc+Pj4N9980z+R8+WXX/bt21c85nk+Li5u3bp1TX8i9mBEFds0ceTIkRMm\nTGg2K3nmzJlly5bl5OTcf//9r7zyypEjR4xGoygzy7Iqler06dPNRHr55Ze7dOkijgj9mM3mVatW\nbdu2bcGCBef3w954440HHnigaUpVVVXT7mNmZuZ///vf7777zv/bEydOBAUF8Tw/depU/3zwvHnz\nJkyY0LQcr9f7+++/+z8+8cQTDz74YGFhoVKpFHtpgiCEhoaKM6xN0ev1+fn5JMAFCOiwv5qZM2c2\n81mqqKhQqVT+rtbo0aPffffdVatW+d8Bj8cTGRnZrLXasWNHUlKS6Jvg59ChQ/v379+/f//rr7/e\nu3fv/fv38zz/0EMPifaTqqqq4ODgZg2c1Wo1mUz+AZbIqVOnxHJWr16tUCj2799vtVrHjx/vH+h8\n/fXXTY1dIhMmTGhm9zh06FDfvn3Fdl8QhG7duq1cubKmpiYoKEgcFc2ePdtvV/Qzb968m266qali\nY1k2LS1NnP0ihDz22GPPP//87t27Bw4cKGbjeT4tLa1pG0EIyc3NjYyM9NtRRT766CN/D3r9+vWi\nJp49e7boN+FwOEwm05EjR5r+hGXZ+Ph40UHOz9GjRzt27Chemtls1mg0RUVF99577/fffy9mWLVq\nVVNjl4j/XjTj1VdfFd0RRdxud2hoqOg38emnn55f1T/++GO/fv3Etq8pmzZtysrK8n88ffp0t27d\n/Epl0KBBP/zwQ9P8lZWVoaGhogepn4cfftjfjh84cECr1Xq93k8//VT0m/D5fB06dGjRYWHRokXN\nhExLSxNvkNPpFA2MM2fOFF0YCCH79u2LjIxsNg4T70WzxDvvvFN8/l0uV1RU1NatWwVBSEpKEsVY\nunTp+VW9cePGTp06OZ3Opolz587118BNN930+uuvWywWcWJSTLztttvefffdpj/ZsmVLhw4dRHkE\nQUhMTFy1apX4DIta9uWXXxbtiqL9kOd5QRD69OmzYMGCpuW43W6ZTOY3OUybNk10cezatevixYsJ\nIb///ntiYqIgCO+8847f87OoqEir1V7EAhwgoMP+alJSUtq1a5fZiOiCNWXKlN69e7/55pvTp0+P\ni4urrq52Op0dO3YUvSqGDBlyyy23NCvnueeeMxqNmU1oapHz2xIJIaWlpREREa+88krfvn1nzpzZ\nrJwVK1bI5fKm5axatcr/bVNb4s8//xwREfH222+/9tprJpOpWZvu8/mkUmmnTp385Tz//PM8zw8Y\nMGD06NEff/zxxIkTe/fuLZqGXn/99e7du8+ZM8dkMp3ffR4wYEBsbKy/HLHpnDVrVmpq6gcffPDk\nk09GRkYWFRVxHNe7d+9x48Z9/PHHN91004ABA5qN5959911xMOrn+PHjVqs1MTHxvvvue+utt0JD\nQ7/++mtCSF1dXXx8/HPPPTdixAi/ndPP3r17xcGoH7F5mjBhwpAhQz788MP09HTxVxs3bgwJCZkz\nZ85bb70VGRm5bNmyZkVFRES0b9/eX46/N5OVleV3BxX54osvUlJS3nrrrbCwsPPNyJMnT46IiPCX\nI1pECSHPPPNMU11ICLnxxhsHDx788ccfT5kypXPnzs283RYsWKBSqZpe2tatW0+ePKnX6x999NH3\n338/NjZWXGzg8Xg6d+788MMPT5o0qamdU0T08enatau/nHnz5rnd7oyMjLFjx3700Uf9+vWbOHEi\nIeTgwYNGo3HWrFnvvvtuQkLC559/3qyoLl26iDYAEbEn99Zbb2VkZMybN2/IkCH+vt1vv/0WGxs7\nd+7cyMhIvxnWz6OPPhoaGtr00sxm87Zt28LCwubOnXvfffclJiaKBoN77703Kyvro48+euCBB9q1\na9dsPozjuJ49e44dO/Zf//rXuHHjsrKyxK7Da6+91qNHD/FdEJ9h8WmfOnXqPffc07NnT/+Q3c+T\nTz6ZkZHx+uuvP/TQQ+Hh4WLXYePGjZGRkXPnzo2LixNnVU+fPh0WFvb0009/8MEHqampc+bMIQEu\nTGDvlb+ao0ePiu55IkqlslOnToIgLF++/OTJkyEhIZMnTxbXtFoslgULFlRUVKSnp996660SyTkL\n0ouLi0W/Dz/p6ekyWcNeRhaLxWw2Jycnix/PnDnz/fffJycn33bbbf6Vlf6couugn/j4eP+KUZZl\nT5w44V/6un379nXr1jEMc+uttzZd7AmA5/nDhw83TdHr9e3atXO5XAsXLiwoKEhISLjrrrtEJzdC\nyC+//HL8+PEpU6b4hfSTk5MjzjGISKXSzp07E0J+/fXXffv26XS6adOmiWuTHQ7HggULioqKkpKS\n7rzzzmard8vLyysqKpqmpKSkqNXq6urqH374oaamZlCHsI4AAAG2SURBVMyYMaLzHoDKyspvvvnG\nZDLdddddzaraZrPl5+c3TRFdQliW/eGHH/Ly8jIyMiZPniyu3T5w4MCKFSt4nh8/fnxmZmazSzt0\n6JAgCP6PGo1GXHV++PDhDh06NFvuvWbNml27dt1yyy2dO3duVk5+fr7ohupHPNepU6eCgoJCQ0P9\n6V6v97///e/Jkyejo6OnTZum0Wia/qqmpqa4uLhpSlJSUlBQ0JkzZ3766Se73T5q1Kh+/Rq2Naur\nq/vqq69UKtX06dObiep2u7Ozs5ummEym6Ohou92+YMGC4uLibt26TZgwQazY7OzspUuXut3uESNG\nnL8W+Pjx416v1/9RoVCI04q//PLLgQMHOnToMHXqVP8N2rp16++//z5q1KjevXs3K+fMmTNms7lp\nSkZGhkQi2b1796pVq4KDg6dPny4u3+Z5ftGiRUeOHAkLC5s2bZp/Tbcfj8ezePHi8vLyuLi4iRMn\nSqXSps/w1KlTk5KSxJxOp/Orr77ieX7GjBk6nQ7nsXbt2iNHjgQFBU2ePNl/ot27d69evXrIkCED\nBjRsH1hYWCjWf//+/cUIAwEuxP8BezEpKfFjpZoAAAAldEVYdGRhdGU6Y3JlYXRlADIwMTUtMDEt\nMjBUMTM6NDM6NDMrMDE6MDBEG46rAAAAJXRFWHRkYXRlOm1vZGlmeQAyMDE1LTAxLTIwVDEzOjQz\nOjQzKzAxOjAwNUY2FwAAAABJRU5ErkJggg==\n",
"prompt_number": 67,
"text": [
""
]
}
],
"prompt_number": 67
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Python and R friends forever"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's try to do some pointwise analysis of the temperature. First we open our netCDF file in Python"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from netCDF4 import Dataset, num2date"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 68
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get `air` variable from netCDF file"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"f = Dataset('air.sig995.1981.nc')\n",
"air = f.variables['air'][:]-273.15"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 69
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Select two points"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"air_point = air[:,30,30]\n",
"air_point2 = air[:,50,50]\n",
"\n",
"x = range(air_point.shape[0])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 70
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.plot(x, air_point, x, air_point2);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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mUB37WGRERL2zk0byQ9EQIrEIfD5yUTfcQG9+Oac+0vT6exGKZijKPU6MB6du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\nBEEQBEEQBEEQhIXG/wObYvjdX2sOUgAAAABJRU5ErkJggg==\n",
"text": [
""
]
}
],
"prompt_number": 71
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Never liked default matplotlib style, and I need to put some shading between the lines. I gues [R](http://www.r-project.org/) is a good choice for this. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load_ext rpy2.ipython"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"The rpy2.ipython extension is already loaded. To reload it, use:\n",
" %reload_ext rpy2.ipython\n"
]
}
],
"prompt_number": 72
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Push data to R and plot them"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%R -i air_point,air_point2,x\n",
"\n",
"y1 <- air_point\n",
"y2 <- air_point2\n",
"\n",
"plot(x,y1,type=\"l\",bty=\"L\",xlab=\"days\",ylab=\"temperature\", ylim=c(5, 35))\n",
"points(x,y2,type=\"l\",col=\"red\")\n",
"polygon(c(x,rev(x)),c(y2,rev(y1)),col=\"skyblue\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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ZfTWAQY3JZvElt0LVIADBdCsH6IiIiKScuf/+9797/1ENDQ2aEeOZrI6MEF8i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\ngg==\n"
}
],
"prompt_number": 73
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pretty nice :)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Python and Fortran"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's pretend I forgot how to use numpy arrays and decide to calculate sum of all vlues in `air` using loop:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"air.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 74,
"text": [
"(365, 73, 144)"
]
}
],
"prompt_number": 74
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def asum(air):\n",
" z = 0\n",
" for j in range(air.shape[0]):\n",
" for k in range(air.shape[1]):\n",
" for l in range(air.shape[2]):\n",
" z = z+air[j,k,l]\n",
" return z"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 75
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%time asum(air)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"CPU times: user 1.98 s, sys: 8 ms, total: 1.98 s\n",
"Wall time: 1.96 s\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 76,
"text": [
"17530874.218353271"
]
}
],
"prompt_number": 76
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I want it to be faster. Maybe Fortran will help?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#%install_ext https://raw.github.com/mgaitan/fortran_magic/master/fortranmagic.py"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load_ext fortranmagic"
],
"language": "python",
"metadata": {},
"outputs": [
{
"javascript": [
"$.getScript(\"https://raw.github.com/marijnh/CodeMirror/master/mode/fortran/fortran.js\", function () {\n",
"IPython.config.cell_magic_highlight['magic_fortran'] = {'reg':[/^%%fortran/]};});\n"
],
"metadata": {},
"output_type": "display_data"
}
],
"prompt_number": 78
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%fortran\n",
"subroutine sum_fort(a,i,m,n,z)\n",
" integer :: j,k,l\n",
" integer :: i, m, n\n",
" real*8 :: a(i,m,n)\n",
" real*8, intent(out) :: z\n",
" \n",
" z=0\n",
" do j = 1,i\n",
" do k = 1,m\n",
" do l= 1,n\n",
" z=z+a(j,k,l)\n",
" end do\n",
" end do\n",
" end do\n",
" \n",
" \n",
"end subroutine sum_fort"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 79
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%time sum_fort(air)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"CPU times: user 64 ms, sys: 8 ms, total: 72 ms\n",
"Wall time: 73.8 ms\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 80,
"text": [
"17530874.21835327"
]
}
],
"prompt_number": 80
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lightning fast! And also nice documentation generated automatically:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print sum_fort.__doc__"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"z = sum_fort(a,[i,m,n])\n",
"\n",
"Wrapper for ``sum_fort``.\n",
"\n",
"Parameters\n",
"----------\n",
"a : input rank-3 array('d') with bounds (i,m,n)\n",
"\n",
"Other Parameters\n",
"----------------\n",
"i : input int, optional\n",
" Default: shape(a,0)\n",
"m : input int, optional\n",
" Default: shape(a,1)\n",
"n : input int, optional\n",
" Default: shape(a,2)\n",
"\n",
"Returns\n",
"-------\n",
"z : float\n",
"\n"
]
}
],
"prompt_number": 81
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Python is not the only possible core language for IPython notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"1. [IPython](http://ipython.org) \"Official\".\n",
"1. [IJulia](http://nbviewer.ipython.org/url/jdj.mit.edu/~stevenj/IJulia%20Preview.ipynb)\n",
"1. [IHaskell](http://nbviewer.ipython.org/github/gibiansky/IHaskell/blob/master/demo/IHaskell.ipynb)\n",
"1. [IFSharp](http://nbviewer.ipython.org/github/BayardRock/IfSharp/blob/master/Feature%20Notebook.ipynb)\n",
"1. [IRuby](http://nbviewer.ipython.org/github/minad/iruby/blob/master/IRuby-Example.ipynb)\n",
"1. [IGo](https://github.com/takluyver/igo)\n",
"1. [IScala](https://github.com/mattpap/IScala)\n",
"1. [IMathics](http://nbviewer.ipython.org/gist/sn6uv/8381447)\n",
"1. [IAldor](https://github.com/mattpap/IAldor)\n",
"1. [IRKernel](https://github.com/takluyver/IRkernel)\n",
"1. [IErlang](https://github.com/robbielynch/ierlang)\n",
"1. More... (~20 and counting)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## [A Gallery of Interesting Notebooks](https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%bash\n",
"\n",
"echo \"My shell is:\" $SHELL\n",
"echo \"My memory status is:\"\n",
"free"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"My shell is: /bin/bash\n",
"My memory status is:\n",
" total used free shared buffers cached\n",
"Mem: 3925620 3487912 437708 0 317128 1640752\n",
"-/+ buffers/cache: 1530032 2395588\n",
"Swap: 3906556 10848 3895708\n"
]
}
],
"prompt_number": 82
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%perl\n",
"\n",
"$variable = 1;\n",
"print \"The variable has the value of $variable\\n\";"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"The variable has the value of 1\n"
]
}
],
"prompt_number": 83
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can write content of the cell to a file with *%%writefile* (or *%%file* for ipython < 1.0):"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Links:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[The cell magics in IPython](http://nbviewer.ipython.org/urls/raw.github.com/ipython/ipython/1.x/examples/notebooks/Cell%20Magics.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* [IPython website](http://ipython.org/)\n",
"* [Notebook gallery](https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks) "
]
}
],
"metadata": {}
}
]
}