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@emiliom
Last active December 28, 2015 01:39
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#GlobalNEWS #Rivers #WBMSedNEWS Read model output monthly timeseries for any fraction (Qs, POC, PN, PP), from ascii files. Transform data into useful pandas data structures with datetime for further manipulation and exploration. Then illustrate with a few time series plots. Model output files were downloaded from our dropbox directory. WBMSedNEW…
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{
"metadata": {
"name": "WBMSedsNEWS_ModelOutput_1"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Read WBMSedNEWS model output monthly timeseries for any fraction (Qs, POC, PN, PP), from ascii files.\n",
"Transform data into useful _pandas_ data structures with datetime for further manipulation and exploration. Then illustrate with a few time series plots. Model output files were downloaded from our dropbox directory. WBMSedNEWS merges [WBMSed](http://csdms.colorado.edu/wiki/Model:WBMsed) and the particulate sub-models of [Global NEWS 2](http://www.marine.rutgers.edu/globalnews/).\n",
"Emilio Mayorga, 11/11/2013. Updated 12/1/2013"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os.path\n",
"import datetime as dt\n",
"import csv\n",
"import numpy as np\n",
"import pandas as pd"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# My local directory holding all the model output files\n",
"BASEPTH = \"/home/mayorga/Desktop/RiverBGC_Links/NEWSparticulatesForSagy/ModelOutputValidation/201311/WBMsed-output\"\n",
"\n",
"# A helpful dictionary for constructing file names and plot labels, for each fraction\n",
"DAT_DCT = {'Qs': {'ylabel': '[TSS], mg/L', 'filesuffix': 'Conc'},\n",
" 'POCarbon': {'ylabel': '[POC], mg C/L', 'filesuffix': 'Concentration'},\n",
" 'PNitrogen': {'ylabel': '[PN], mg N/L', 'filesuffix': 'Concentration'},\n",
" 'PPhosphorus': {'ylabel': '[PP], mg P/L', 'filesuffix': 'Concentration'},\n",
" # Added 12/1/2013\n",
" 'SedimentFlux': {'ylabel': 'Qs, kg/yr?', 'filesuffix': ''},\n",
" 'discharge': {'ylabel': 'Q, km3/yr?', 'filesuffix': ''},\n",
" }"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Generic function for reading and structuring model output time series\n",
"def get_modeloutput_ts(site, fraction):\n",
" \"\"\" Generic function for reading and structuring model output time series.\n",
" Returns a Pandas DataFrame (and datetime and data numpy arrays)\n",
" with the selected fraction (SS, POC, PN, PP) as variables, \n",
" and datetime as index variable.\n",
" \"\"\"\n",
" prefix = site + '_' + fraction\n",
" datfile = prefix + DAT_DCT[fraction]['filesuffix'] + '.txt'\n",
" \n",
" datfile_pth = os.path.join(BASEPTH, datfile)\n",
" lines = [line for line in csv.reader(open(datfile_pth), delimiter=',')]\n",
" \n",
" tsdat = []\n",
" for yrdat in lines:\n",
" \tyr = int(yrdat[0])\n",
" \tfor mo,modat in enumerate(yrdat[1:]):\n",
" \t\tif modat == 'nan': # deal with 'nan' (currently in Qs only?)\n",
" \t\t modat = None\n",
" \t\telse:\n",
" \t\t modat = float(modat)\n",
" \t\ttsdat.append((dt.datetime(yr, mo+1, 15), modat))\n",
" \t\t# >>> Change to mid-month day, based on actual month length\n",
" \n",
" ts = np.array([tsdat_i[0] for tsdat_i in tsdat])\n",
" dat = np.array([tsdat_i[1] for tsdat_i in tsdat], dtype=np.float64)\n",
" \n",
" # replacement of 'nan' string with real nan can be done in pandas like this:\n",
" #datadf.replace('nan', np.nan)\n",
" datadf = pd.DataFrame({'dt': ts, fraction: dat}, columns=['dt',fraction])\n",
" datadf.set_index('dt', inplace=True)\n",
" datadf['dt_mo'] = datadf.index.month # create variable holding the month number\n",
" #datadf[fraction].describe()\n",
" \n",
" return datadf, ts, dat"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Actual data extraction and manipulation starts here"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Select fraction (__POC__) and set the string for plot labelling"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fraction = 'POCarbon'\n",
"datylabel = DAT_DCT[fraction]['ylabel']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read and pre-process data for __three sites: 1, 100 and 50__. \"datadf\" variables are pandas data frames"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# use just the pandas data frame returned by the function (first returned value, '[0]')\n",
"datadf1 = get_modeloutput_ts('1', fraction)[0]\n",
"datadf100 = get_modeloutput_ts('100', fraction)[0]\n",
"datadf50 = get_modeloutput_ts('50', fraction)[0]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the time series for the three sites on top of one another"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"figure(figsize=(12,5), dpi=100)\n",
"plot(datadf1.index, datadf1[fraction])\n",
"plot(datadf100.index, datadf100[fraction])\n",
"plot(datadf50.index, datadf50[fraction])\n",
"ylabel(datylabel)\n",
"legend(('Site 1', 'Site 100', 'Site 50'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.legend.Legend at 0x3e9da50>"
]
},
{
"output_type": "display_data",
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YcObvkydPxuTJk5v7MhmGYRiGYf7jGTBgAGbNmoVFixZZfb5nz5545JFH8PDDD/s6XyAQ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\n+s+XlQEPPgj87W/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vvBCYNSuUHUaGTCQDdmWtoYFE7MGDZiddtTZBZOGQxUFXVdFxTpHs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69/3uNrfrUkucnYJF7f/LrHMTfeSO4jenpEY2S2qBh1hm/jpRdffknicd99Qgg6ui66iE6mTZuE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\n"
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot all years on a month-of-year axis, for easier comparison of interannual monthly variability. \n",
"For two sites (1 and 100), present data as scatterplots (left column) and box-and-whiskers plots (right column)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, axes = subplots(nrows=2, ncols=2, figsize=(12,9), dpi=100)\n",
"\n",
"# Site 1 (first row of plots)\n",
"axes[0,0].plot(datadf1.dt_mo, datadf1[fraction], '.')\n",
"axes[0,0].set_ylabel(datylabel)\n",
"axes[0,0].set_ylim(1,8)\n",
"axes[0,0].legend(['Site 1'])\n",
"# Pandas boxplots should be cleaner. This is a workaround to a bug with boxplot in subplots\n",
"# http://stackoverflow.com/questions/16500079/issue-with-pandas-boxplot-within-a-subplot\n",
"# A conventional pandas boxplot would look like this:\n",
"# datadf1.boxplot(ax=axes[0,1], column=fraction, by='dt_mo')\n",
"dummy = datadf1.pivot(fraction, 'dt_mo', fraction).boxplot(ax=axes[0,1])\n",
"axes[0,1].set_ylim(1,8)\n",
"\n",
"# 12/1/2013. Site 100 creates duplicate index errors for the .pivot boxpot hack below\n",
"# But it plots just fine when the boxplot is done as stand-alone fig, not hacked subfig\n",
"\n",
"# Site 50 (second row of plots)\n",
"axes[1,0].plot(datadf50.dt_mo, datadf50[fraction], '.')\n",
"axes[1,0].set_ylim(1,8)\n",
"axes[1,0].set_ylabel(datylabel)\n",
"axes[1,0].legend(['Site 50'])\n",
"dummy = datadf50.pivot(fraction, 'dt_mo', fraction).boxplot(ax=axes[1,1])\n",
"axes[1,1].set_ylim(1,8)\n",
"\n",
"axes[1,0].set_xlabel('month')\n",
"axes[1,1].set_xlabel('month')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.text.Text at 0x4377d50>"
]
},
{
"output_type": "display_data",
"png": 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fbvtbt26tfVxY6EFh4Y0/f/OPz+yfd0vHH999r9eLRmmCTpw4oWmapp06dUrL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\nHwfOn5fLcQKJMZ4lHM514yq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77EREPmG58LFz587Izs4GALRv3x79+/fHiRMnpOKIiEgh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\nAElFTkSuQmCC\n"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"datadf50.boxplot(by='dt_mo')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 8,
"text": [
"<matplotlib.axes.AxesSubplot at 0x3ea9210>"
]
},
{
"output_type": "display_data",
"png": 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B0IGeEEKI/9Cj1+CaDcF+AWJEjOZBW10z6HPd+IoaC4Fw8pJ6WKWeZsFogczq\nmkHdGetrDg+18nhwTLuqqtqqmchj9caKFdprWuHemqmOugd6o2GVMe3MdWMeCgr0LgExOrpbN97P\ns8ZPfdpF6uBlPQ5ToVYfj9GsCatr+mPdeF1hqrS0FKmpqbhw4QLKyspw22234dlnn6113EMPPYRN\nmzYhLCwMmZmZsNvtV1cDQlRAj0CvlabTWbkBnnM/HA5rfLmRq0Qa4Ny5cyIicvHiRUlJSZHc3FyP\n/Z988omMHDlSRETy8vIkJSWl1jUaIVMnQI5P5/lDTo76mgAa3NQvQ47qGjXR4t5WZ8QIbfX00kxP\nV0fT29vQ22vp69u3ofO01mzo/aq1ZkN63uJGg2vGhoWFAQDKyspw6dIlREVFeexfv3490i+brykp\nKSguLsbRo0fRvn17v7+EzOrpSo2fV06nEw42wwJC9Zbuv/99xdLQqqX79dfqaxBytTQY6CsqKtC7\nd28cOHAAs2bNQnx8vMf+X3/9FR07dnQ/jo2NRVFRUa1An5GRgbi4OABAZGQkbDabO7hV9TTXfJyZ\n6X2/Go+dTgeqRodooVdF9WCvVX2ra6tx/bS0NHjyMIArz1V94QVSv/KpyseZmQ4sWFC9voGtX9Xj\nFSucKCgA4uIcOHzYgYyMyv0ZGZXlUfv1PHVKnfdPQ/eritrvZ+dlCyuwemqfr5Wet/tTGYMap1f1\nt8vlQkM0ujP21KlTGDFiBJ577jmPADVmzBg8/vjj+OMf/wgAGDp0KF544QX07t37ioiPnbF6YNZO\nSj3WUq2Jzab+CJGa3nVVTh81W/R6aFZHrftqtM5Gq2tqMo4+IiICt956K/bs2ePxfIcOHVBYWOh+\nXFRUhA4dOjT2sl6p2XLQBu01tainiOc6pjXXNtWC335zaqJzBW30CgqqB3un+2+thj1qf1/NNcbc\nKHpqanq1bo4dO4bQ0FBERkaipKQEn332GebXSHs4duxYvPzyy5g0aRLy8vIQGRkZEH+emIMVK4CP\nPqr8++jRKy3cceOAuXMDr1e9Ff3SS9qklpg790pdoqKutO7VROv7SoIbr4H+yJEjSE9PR0VFBSoq\nKnD33XdjyJAhWLlyJQBg5syZGDVqFLKzs9G1a1e0bNkSq1atCljhHFr87q2tqr2iDvXUStNmA4qL\nK//ets3hDkg2mzp61W2UkycdmnfGduqkgQi0v681MfN7Vi89NTUNPWFKj2RfZvXojUBcHNCIfqOA\noUWfQE0zIY4oAAAQdklEQVRmzwZefllbTbXuq695qHzNQRVMfrkemkGd68YbWucvB/TJdWMmL9Ab\n0dHqazqdVxoI+/c73X9rVd2fftJIqBrNm6uj6WseKjVyUAH06P2hweGVVsMquW70YMoU9TX08Oir\n89NP2uoBlS16Elz48mupTRs/9Ixs3dBGIf6glVWk9/DKjAztk9QZbS2IYLJu1CuPj7luCAk2qo9G\n+eUX845Gqf7lkpV1pVUf7Llu/OkXCCZNrTG0R2/WMe3UVI+5c68EweTkK2PatQvyTk1UHI4rfRFt\n2lzpi9AuyDsDfkVvfQJq9QsYbT0Mtd4/hm7RmzXXDdGGs2e10dGjX8BzGKn2OX342QwuDB3oq3Ld\nqI3e6QHMNF7XSJpdu2qjp/fYfT3mfmj12fREa02t9dTTNHSg14pgycNDro7+/bXRqR7QXS5rLPRO\n1KFG4oGAYWiP3qw+MjXV1LjiXS9cqP04ej36lazSl6V9PbXWAxwOdTTZoiemQu/WtXYpCK7U8803\nrfErQut+ATP1Qxh6HD0h/qBHCg090GMcPTEeQZsCwQofUqIewTye/GrQYzY3P5vBheECvaIo7m3h\nQsXjcUOjYwKBWb1ra2pqrWcV71qfPFTMdeM7hgv03hbHoP1DCDEzallw9OgJIVcN81Cpg1q5bgzX\noickmNHFubEIWvcLmKkfwtCB3kweGTWt4bFmZmqvyX4Bc+hVoo6moQM9IcSYmGmMuRWgR0+In+id\nj94qaN0voEc/BPPRE2JQagZ0M3m7RFuY64aa1DS4HgC4XNprWuG1vKxqcj31ct0YOtATEmxolevG\nijDXje/QoyeEEBPAcfSEkIDCfojgwtCB3ireIzXNoWclTea6CS5NQwd6QkjDFBToXQISKJjrhhBS\nJ3rk3WeuG3VgrhtCiKVhrhvfMXSgN5NHRk16rIHVsd7auMx14zucGUtIEKL32rhmGmNuBejRExLk\nWGVtXOa6aehcevSEmBYmTjMPzHVDTWoaXE8vTa6NaxY99XLd0KMnhDSIoihe92thzTLXje/QoyeE\nEBPgs0dfWFiItLQ09OrVCwkJCXjppZdqHeN0OhEREQG73Q673Y5nnnkmMKUmhBASELwG+qZNm2L5\n8uX4z3/+g7y8PLzyyiv49ttvax2XmpqK/Px85Ofn429/+1vACmcVj5Wa5tCjZmBRFMXrpjZmuq9e\nA31MTAxslxNst2rVCj179sThw4drHUdbhhASaETEY8vJyfF4bBaqf3mlpaWp8oXW6M5Yl8uF/Px8\npKSk1Crkrl27kJycjA4dOmDJkiWIj4+vdX5GRgbi4uIAAJGRkbDZbHBcHhdW9S1mhMcOh0Nz/arn\ntK5vdW0t62vmx3z/8PHVPs7JyfHp/Kq/XS4XGqJRnbFnz56Fw+HA3/72N4wbN85j35kzZ9CkSROE\nhYVh06ZNePjhh/HDDz94irAzlhASZATbRDS/JkxdvHgREydOxLRp02oFeQAIDw9HWFgYAGDkyJG4\nePEiTpw44WeRK6nZctACappH0wp1pKZ6mCnnvlfrRkRw3333IT4+HnPnzq3zmKNHjyI6OhqKomD3\n7t0QEURFRalSWEIIUZOannhNizxYnQmv1s2OHTswaNAgJCUluW/AokWLcOjQIQDAzJkz8corr+DV\nV19FaGgowsLCsGzZMvTv399ThNYNIYSoirc4ywlThBBiAoI2qZkVfEBqmkePmubSNFMdDR3oCSGE\n+A+tG0IIMQFBa90QQgjxH0MHejN5ZNSkx0rN4NI0Ux0NHegJIYT4Dz16QggxAfToCSHEwhg60JvJ\nI6MmPVZqBpemmepo6EBPCCHEf+jRE0KICaBHTwghFsbQgd5MHhk16bFSM7g0zVRHQwd6Qggh/kOP\nnhBCTAA9ekIIsTCGDvRm8sioSY+VmsGlaaY6GjrQE0II8R969IQQYgLo0RNCiIUxdKA3k0dGTXqs\n1AwuTTPV0dCBnhBCiP/QoyeEEBNAj54QQiyMoQO9mTwyatJjpWZwaZqpjoYO9IQQQvyHHj0hhJgA\nevSEEGJhDB3ozeSRUZMeKzWDS9NMdTR0oCeEEOI/9OgJIcQE0KMnhBALY+hAbyaPjJr0WKkZXJpm\nqqOhA31BQQE1qRk0etQ0l6aZ6ug10BcWFiItLQ29evVCQkICXnrppTqPe+ihh9CtWzckJycjPz8/\nYIUrLi4O2LWoaT1NK9SRmubRU1Mz1NvOpk2bYvny5bDZbDh79iz69OmDYcOGoWfPnu5jsrOz8dNP\nP+HHH3/EF198gVmzZiEvL0+VwhJCCLl6vLboY2JiYLPZAACtWrVCz549cfjwYY9j1q9fj/T0dABA\nSkoKiouLcfTo0YAUzuVyBeQ61LSmphXqSE3z6KmqKY3k4MGD0qlTJzlz5ozH86NHj5adO3e6Hw8Z\nMkT27NnjcQwAbty4ceOm8lYfXq2bKs6ePYvbb78dL774Ilq1alVrf82xm4qieN1PCCFEOxocdXPx\n4kVMnDgR06ZNw7hx42rt79ChAwoLC92Pi4qK0KFDh8CWkhBCiM94DfQigvvuuw/x8fGYO3dunceM\nHTsWq1evBgDk5eUhMjIS7du3D3xJCSGE+ITXFAg7duzAoEGDkJSU5LZjFi1ahEOHDgEAZs6cCQCY\nPXs2Nm/ejJYtW2LVqlXo3bu3BkUnhBDSKBrbGas199xzj0RHR0tCQoImeocOHRKHwyHx8fHSq1cv\nefHFF1XXLCkpkX79+klycrL07NlTHn/8cdU1qygvLxebzSajR4/WRK9z586SmJgoNptNbrrpJtX1\nTp48KRMnTpQePXpIz5495fPPP1dV77vvvhObzebeWrdurcl7aNGiRRIfHy8JCQkyefJkKS0tVV1z\nxYoVkpCQIL169ZIVK1aoolHX5//48eMydOhQ6datmwwbNkxOnjypuua7774r8fHxEhISInv37lVd\n769//av06NFDkpKSZPz48VJcXBwQLcMG+u3bt8u+ffs0C/RHjhyR/Px8ERE5c+aM3HjjjfLNN9+o\nrnvu3DkREbl48aKkpKRIbm6u6poiIkuXLpUpU6bImDFjNNGLi4uT48ePa6IlIjJ9+nR57bXXRKTy\n3gbqA9MYLl26JDExMXLo0CFVdQ4ePChdunRxB/c777xTMjMzVdX8+uuvJSEhQUpKSqS8vFyGDh0q\nP/30U8B16vr8z5s3T55//nkREXnuuefkscceU13z22+/le+//14cDkfAA31dep9++qlcunRJREQe\ne+yxgNXRsCkQBg4ciDZt2mim15g5A2oQFhYGACgrK8OlS5cQFRWlumZRURGys7MxY8YMTUdEaaV1\n6tQp5Obm4t577wUAhIaGIiIiQhNtANiyZQv+8Ic/oGPHjqrqtG7dGk2bNsX58+dRXl6O8+fPqz4Q\n4rvvvkNKSgqaN2+OJk2aIDU1FR9++GHAder6/Fefs5Oeno6PPvpIdc0ePXrgxhtvDKiON71hw4Yh\nJKQyLKekpKCoqCggWoYN9HricrmQn5+PlJQU1bUqKipgs9nQvn17pKWlIT4+XnXNRx55BIsXL3a/\nobRAURQMHToUffv2xb/+9S9VtQ4ePIh27drhnnvuQe/evfHnP/8Z58+fV1WzOmvWrMGUKVNU14mK\nisJf/vIXdOrUCddffz0iIyMxdOhQVTUTEhKQm5uLEydO4Pz58/jkk08CFowa4ujRo+6BHu3btw/Y\nxEyj8vrrr2PUqFEBuRYDfQ0amjMQaEJCQlBQUICioiJs375d9Yx5GzduRHR0NOx2u6at+Z07dyI/\nPx+bNm3CK6+8gtzcXNW0ysvLsW/fPjzwwAPYt28fWrZsieeee041veqUlZVhw4YNuOOOO1TXOnDg\nAFasWAGXy4XDhw/j7NmzeOutt1TV7NGjBx577DEMHz4cI0eOhN1u17TBUIWiKLXm65iJf/zjH2jW\nrFnAGgwM9NVoaM6AmkRERODWW2/Fnj17VNXZtWsX1q9fjy5dumDy5MnYunUrpk+frqomAFx33XUA\ngHbt2mH8+PHYvXu3alqxsbGIjY3FTTfdBAC4/fbbsW/fPtX0qrNp0yb06dMH7dq1U11rz549uPnm\nm9G2bVuEhoZiwoQJ2LVrl+q69957L/bs2YNt27YhMjIS3bt3V10TqGzF//bbbwCAI0eOIDo6WhNd\nrcnMzER2dnZAv7QZ6C8jjZgzEGiOHTvmzlZXUlKCzz77DHa7XVXNRYsWobCwEAcPHsSaNWswePBg\n9zwItTh//jzOnDkDADh37hw+/fRTJCYmqqYXExODjh074ocffgBQ6Zn36tVLNb3qvPPOO5g8ebIm\nWj169EBeXh5KSkogItiyZYsm1t///d//AQAOHTqEdevWaWJTAZVzdrKysgAAWVlZmjfGtPgFvHnz\nZixevBgff/wxmjdvHrgLB6RLVwUmTZok1113nTRr1kxiY2Pl9ddfV1UvNzdXFEWR5ORk9xC5TZs2\nqar51Vdfid1ul+TkZElMTJQXXnhBVb2aOJ1OTUbd/Pzzz5KcnCzJycnSq1cvWbRokeqaBQUF0rdv\n34APU/PG2bNnpW3btnL69GnVtap4/vnn3cMrp0+fLmVlZaprDhw4UOLj4yU5OVm2bt2qikbV579p\n06buz//x48dlyJAhqg2vrKn52muvybp16yQ2NlaaN28u7du3lz/96U+q6nXt2lU6derkjkGzZs0K\niJYma8YSQgjRD1o3hBBichjoCSHE5DDQE0KIyWGgJ4QQk8NATwghJoeBnpgKl8uFFi1a1Jkqe8GC\nBVi6dCmAykkpR44cUa0cP//8M2w2G8LDw1XTIKSxMNAT09G1a9c6Z8JWnzafmZmpatK6G264AQUF\nBapdn5CrgYGemJp//OMf6N69OwYOHIjvv/8eIoIPPvgAe/fuxdSpU9G7d2+UlpbWeW5cXByefPJJ\n2O129O3bF/v27cPw4cPRtWtXrFy5EkDlbMl58+YhMTERSUlJePfdd7WsHiGNgoGemJa9e/di7dq1\n2L9/P7Kzs/Hll19CURRMnDgRffv2xdtvv419+/bVO9VcURR07twZ+fn5GDRoEDIyMrBu3Trk5eVh\n/vz5AIAPP/wQ+/fvx1dffYUtW7Zg3rx57nwshBgFBnpiWnJzczFhwgQ0b94c4eHhGDt2rMf+xkwK\nrzonMTERAwYMQMuWLXHttdfimmuuwalTp7Bz505MmTIFiqIgOjoaqamp+PLLL1WpDyG+wkBPTIui\nKB7BvGZgb0ya22uuuQZAZTrpZs2auZ8PCQlBeXm5z9clREsY6IlpGTRoED766COUlpbizJkz2Lhx\no3tfeHg4Tp8+3ehr1dX6VxQFAwcOxNq1a1FRUYHff/8d27dvR79+/QJSfkICRajeBSBELex2O+66\n6y4kJycjOjraIwBnZGTg/vvvR1hYGHbt2lWnT1+9ZV5zoYuqv8ePH4/PP/8cycnJUBQFixcvNm2e\ndBK8MHslMRUulwtjxozB119/rXdRAFT+cqjKxU+IXtC6IaYiNDQUp06dqnPClJZUTZiKiYnRtRyE\nAGzRE4IJEybg4MGDHs+98MILGDZsmE4lIiSwMNATQojJoXVDCCEmh4GeEEJMDgM9IYSYHAZ6Qggx\nOQz0hBBicv4f5UMxJIKRfx8AAAAASUVORK5CYII=\n"
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"datadf100.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>POCarbon</th>\n",
" <th>dt_mo</th>\n",
" </tr>\n",
" <tr>\n",
" <th>dt</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1960-01-15</th>\n",
" <td> 1.41812</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-02-15</th>\n",
" <td> 1.79759</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-03-15</th>\n",
" <td> 2.75388</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-04-15</th>\n",
" <td> 3.25929</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960-05-15</th>\n",
" <td> 2.93332</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"output_type": "pyout",
"prompt_number": 9,
"text": [
" POCarbon dt_mo\n",
"dt \n",
"1960-01-15 1.41812 1\n",
"1960-02-15 1.79759 2\n",
"1960-03-15 2.75388 3\n",
"1960-04-15 3.25929 4\n",
"1960-05-15 2.93332 5"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Double checking that there's nothing wrong with data in datadf100.\n",
"# A boxplot is produced just fine, when not using the \"pivot\" hack used above\n",
"datadf100.boxplot(by='dt_mo')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<matplotlib.axes.AxesSubplot at 0x5044890>"
]
},
{
"output_type": "display_data",
"png": 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1FnJycvDNN9/gueeeQ0FBga2ImHfkQT9n1WYFMOJoyRJT2zWrBzzNnnLaugkK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\n"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(datadf100.dt_mo, datadf100[fraction], '.')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 11,
"text": [
"[<matplotlib.lines.Line2D at 0x57f7650>]"
]
},
{
"output_type": "display_data",
"png": 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rPWH9euDwYXVeUqK/rZbzDy+R4EFIT5FOdpL+7DmRrBcPyIQ0XnqpiuLrLX3+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\nMQiKOiGEGARFnRBCDOL/ASUlIHvQktS9AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now do discharge"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fraction = 'discharge'\n",
"datylabel = DAT_DCT[fraction]['ylabel']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"datadf1 = get_modeloutput_ts('1', fraction)[0]\n",
"datadf100 = get_modeloutput_ts('100', fraction)[0]\n",
"datadf50 = get_modeloutput_ts('50', fraction)[0]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"figure(figsize=(12,5), dpi=100)\n",
"plot(datadf1.index, datadf1[fraction])\n",
"plot(datadf100.index, datadf100[fraction])\n",
"plot(datadf50.index, datadf50[fraction])\n",
"ylabel(datylabel)\n",
"legend(('Site 1', 'Site 100', 'Site 50'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 14,
"text": [
"<matplotlib.legend.Legend at 0x5a1b250>"
]
},
{
"output_type": "display_data",
"png": 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ECERERMDpdMJms5lZVyIyoaZGzFlKRERE1uN+Bk4A6N0baGpSW143jLe0tOC5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\n"
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"POC vs Discharge, and POC histogram (just Site 1 for now)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pocdf1 = get_modeloutput_ts('1', 'POCarbon')[0]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(datadf1[fraction], pocdf1.POCarbon, '.')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 16,
"text": [
"[<matplotlib.lines.Line2D at 0x5b34bd0>]"
]
},
{
"output_type": "display_data",
"png": 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}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pocdf1.POCarbon.hist()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 17,
"text": [
"<matplotlib.axes.AxesSubplot at 0x5b2b350>"
]
},
{
"output_type": "display_data",
"png": 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}
],
"prompt_number": 17
}
],
"metadata": {}
}
]
}
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