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@emiliom
Created February 7, 2014 04:16
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#GlobalNEWS #Rivers Comparing NEWS2 scenario output: new GNE output ("TWAP") vs "Run5". Accessing NEWS scenarios raw csv output files to confirm that, for all practical purposes, the new output ("TWAP") is identical to Run 5 output. All "yield differences" presented below are in units of kg (N|P|C)/yr/(watershed km2). Emilio Mayorga, 2/5-6/2014
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Comparing NEWS2 scenario output: new GNE output (\"TWAP\") vs \"Run5\"\n",
"Accessing NEWS scenarios raw csv output files to confirm that, for all practical purposes, the new output (\"TWAP\") is identical to Run 5 output. All \"yield differences\" presented below are in units of kg (N|P|C)/yr/(watershed km2) Emilio Mayorga, 2/5-6/2014"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os\n",
"import numpy as np\n",
"import pandas as pd"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scenario information and utilities to access the input-output csv files and read the data into Pandas data frames"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# file path locations of output csv files\n",
"PTH = {\"run5\": \"/usr/mayorgadat/gnews_n_drv/newsmodel/MAscenarios/NEWSruns/run5/output\",\n",
" \"twap\": \"/usr/mayorgadat/workmain/rutgers/GlobalNEWS/newsmodel/MAscenarios/NEWSruns/run10msv2/output\"}\n",
"# For new TWAP output: c00_NEWS2ExportsOutput.csv, c00_NEWS2OtherOutput.csv, ..."
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Nyld_tups = [('Yld_DIN','DINyld'), ('Yld_DON','DONyld'), ('Yld_PN','PNyld')]\n",
"Pyld_tups = [('Yld_DIP','DIPyld'), ('Yld_DOP','DOPyld'), ('Yld_PP','PPyld')]\n",
"Cyld_tups = [('Yld_DOC','DOCyld'), ('Yld_POC','POCyld')]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# csvbasename, sc = 'NEWSOutput', 'c0'\n",
"def create_df_singleoutput(modelrun, csvbasename, sc):\n",
" fname = \"%s0_%s.csv\" % (sc, csvbasename)\n",
" fpath = os.path.join(PTH[modelrun], fname)\n",
" basout = pd.read_csv(fpath)\n",
" if modelrun == \"run5\":\n",
" # rename all columns (remove scen-yr prefix) except basinid\n",
" varcolmapping = {var:var[2:] for var in list(basout.columns)[1:]}\n",
" basout.rename(columns=varcolmapping, inplace=True)\n",
" return basout"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Read scenario outputs as DataFrames"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"run5_df = {}\n",
"twap_df = {}"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"scens = ['c0','g3','g5']\n",
"for sc in scens:\n",
" run5_df[sc] = create_df_singleoutput('run5', 'NEWSOutput', sc)\n",
" twap_df[sc] = create_df_singleoutput('twap', 'NEWS2ExportsOutput', sc)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# print \"%.7f, %.7f\" % (c0dinyld_diff.mean(), c0dinyld_diff.median())\n",
"def diff(vartwap, twapdf, varrun5, run5df):\n",
" vardiff = twapdf[vartwap] - run5df[varrun5]\n",
" vardiffstats = (vardiff.mean(), vardiff.median(), vardiff.min(), vardiff.max())\n",
" vardiffstats_str = \"diff: mean %.7f, median %.7f, min %.7f, max %.7f\" % vardiffstats\n",
" return vardiff, vardiffstats, vardiffstats_str"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def element_yld_diff_hists(sc):\n",
" print '\\t\\t\\t\\tSCENARIO: ', sc\n",
" fig = figure(figsize=(14,12), dpi=100)\n",
" i = 0\n",
" for elyld_tups in [Nyld_tups, Pyld_tups, Cyld_tups]:\n",
" for vartup in elyld_tups:\n",
" i+=1\n",
" yld_diff, yld_diffstats, yld_diffstats_str = diff(vartup[0], twap_df[sc], vartup[1], run5_df[sc])\n",
" ax = fig.add_subplot(3,3,i)\n",
" yld_diff.hist(ax=ax, xrot=30)\n",
" ax.set_title(vartup[0] + ' diff (twap - run5)')\n",
" print vartup[0] + ' ' + yld_diffstats_str\n",
" subplots_adjust(hspace=0.3)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scenario: 2000 simulated hydrology (\"c0\")"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"element_yld_diff_hists('c0')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\t\t\t\tSCENARIO: c0\n",
"Yld_DIN diff: mean 0.0000006, median 0.0000000, min -0.0009105, max 0.0015313\n",
"Yld_DON diff: mean 0.0000019, median 0.0000000, min -0.0002059, max 0.0001264"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_PN diff: mean -0.0000045, median 0.0000000, min -0.0016199, max 0.0011882"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_DIP diff: mean 0.0000004, median 0.0000000, min -0.0001946, max 0.0001895"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_DOP diff: mean 0.0000001, median 0.0000000, min -0.0000100, max 0.0000084"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_PP diff: mean -0.0000024, median 0.0000000, min -0.0007386, max 0.0004956"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_DOC diff: mean 0.0000015, median -0.0000022, min -0.0028086, max 0.0028300"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_POC diff: mean -0.0000516, median 0.0000000, min -0.0157974, max 0.0105794"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
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+b3y6r0EKCgpC69at0bZtW4SHhwMA0tPTERkZiSZNmqBXr17IyMhQnv/mm28i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\nREREavx/Uol5flev3a0AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x299ea10>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scenario: GO 2030 simulated hydrology (\"g3\")"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"element_yld_diff_hists('g3')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\t\t\t\tSCENARIO: g3\n",
"Yld_DIN diff: mean -0.0000021, median 0.0000000, min -0.0011826, max 0.0011409\n",
"Yld_DON diff: mean 0.0000017, median 0.0000000, min -0.0001926, max 0.0001197"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_PN diff: mean -0.0000040, median 0.0000000, min -0.0015940, max 0.0022267\n",
"Yld_DIP diff: mean 0.0000005, median 0.0000000, min -0.0003255, max 0.0001883"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_DOP diff: mean 0.0000001, median 0.0000000, min -0.0000070, max 0.0000138\n",
"Yld_PP diff: mean -0.0000023, median 0.0000000, min -0.0007340, max 0.0010321"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_DOC diff: mean -0.0000021, median -0.0000037, min -0.0020811, max 0.0032918\n",
"Yld_POC diff: mean -0.0000492, median 0.0000000, min -0.0156766, max 0.0219774"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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bonfv3sjMzFTu//rrryMkJATNmzfHrl27lOuPHDmC1q1bIyQkBNOmTXPCoRCR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\nPJMCD1NTAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x46c7310>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scenario: GO 2050 simulated hydrology (\"g5\")"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"element_yld_diff_hists('g5')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\t\t\t\tSCENARIO: g5\n",
"Yld_DIN diff: mean -0.0000007, median 0.0000000, min -0.0012632, max 0.0013405\n",
"Yld_DON diff: mean 0.0000021, median 0.0000000, min -0.0001107, max 0.0002642"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_PN diff: mean -0.0000053, median 0.0000000, min -0.0021377, max 0.0011301\n",
"Yld_DIP diff: mean 0.0000006, median 0.0000000, min -0.0001931, max 0.0001715"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_DOP diff: mean 0.0000001, median 0.0000000, min -0.0000088, max 0.0000136\n",
"Yld_PP diff: mean -0.0000028, median 0.0000000, min -0.0009952, max 0.0005227"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Yld_DOC diff: mean 0.0000014, median -0.0000032, min -0.0022978, max 0.0025628\n",
"Yld_POC diff: mean -0.0000610, median 0.0000000, min -0.0211923, max 0.0111661"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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fZGVlifPz8vLg7+8Pb29vLFy40OrrYMy+8kOkL4d5O/Isp6e0P0rCHCT7KZM5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"text": [
"<matplotlib.figure.Figure at 0x2b2eb90>"
]
}
],
"prompt_number": 11
}
],
"metadata": {}
}
]
}
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