{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Load Libraries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "# import numpy as np\n", "# from sys import getsizeof\n", "# import copy\n", "# import pandas as pd\n", "# from joblib import Parallel, delayed\n", "\n", "import imp\n", "# from pandas.api.types import CategoricalDtype\n", "# import matplotlib.pyplot as plt\n", "\n", "import seaborn as sns\n", "import sys\n", "\n", "sys.path.insert(0, '../Scripts/')\n", "\n", "import simpledrift as sd\n", "imp.reload(sd)\n", "import matrixmaker as mm\n", "\n", "# import simpledrift as sd\n", "# import matrixmaker as mm\n", "import pandas as pd\n", "import numpy as np\n", "import importlib as imp\n", "import matplotlib.pyplot as plt\n", "import os\n", "import math\n", "import datatoEnv as dtv\n", "\n", "import xarray as xr\n", "\n", "import plotly.express as px\n", "imp.reload(dtv)\n", "\n", "import glob\n", "\n", "sns.set_theme('paper', 'white', font_scale=1)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# test loading one dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
<xarray.Dataset>\n",
"Dimensions: (day: 1000, chunk: 1, envvar: 1, variable: 1, siteID: 1,\n",
" bet-hedging: 11, drift: 11, matureage: 3, envmeanvar: 3)\n",
"Coordinates:\n",
" * day (day) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
" * bet-hedging (bet-hedging) float64 0.0 0.05 0.1 0.15 ... 0.35 0.4 0.45 0.5\n",
" * drift (drift) float64 0.0 0.01 0.02 0.03 0.04 ... 0.07 0.08 0.09 0.1\n",
" * variable (variable) object 'PARVariance'\n",
" * siteID (siteID) object 'COMO'\n",
" * matureage (matureage) int32 10 60 360\n",
" * envmeanvar (envmeanvar) float64 0.1 0.2 0.3\n",
" birthrate int32 40\n",
" * envvar (envvar) float64 0.3\n",
" * chunk (chunk) int32 0\n",
"Data variables:\n",
" envi (chunk, envvar, variable, siteID, day) float64 0.7833 ... -0...\n",
" df (chunk, envvar, variable, siteID, matureage, envmeanvar, bet-hedging, drift) float64 ...<xarray.DataArray 'drift' (drift: 1)>\n",
"array([0.03])\n",
"Coordinates:\n",
" * drift (drift) float64 0.03\n",
" variable object 'PARVariance'\n",
" siteID object 'COMO'\n",
" matureage int32 360\n",
" envmeanvar float64 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
" chunk int32 0<xarray.Dataset>\n",
"Dimensions: (day: 1000, bet-hedging: 11, drift: 11, matureage: 3,\n",
" envmeanvar: 3)\n",
"Coordinates:\n",
" * day (day) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
" * bet-hedging (bet-hedging) float64 0.0 0.05 0.1 0.15 ... 0.35 0.4 0.45 0.5\n",
" * drift (drift) float64 0.0 0.01 0.02 0.03 0.04 ... 0.07 0.08 0.09 0.1\n",
" variable object 'PARVariance'\n",
" siteID object 'COMO'\n",
" * matureage (matureage) int32 10 60 360\n",
" * envmeanvar (envmeanvar) float64 0.1 0.2 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
" chunk int32 0\n",
"Data variables:\n",
" envi (day) float64 0.7833 -0.02879 1.509 ... -0.6662 -0.6634 -0.6645\n",
" df (matureage, envmeanvar, bet-hedging, drift) float64 2.751e+9...<xarray.Dataset>\n",
"Dimensions: (day: 1000, bet-hedging: 11, drift: 11, matureage: 3,\n",
" envmeanvar: 3)\n",
"Coordinates:\n",
" * day (day) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
" * bet-hedging (bet-hedging) float64 0.0 0.05 0.1 0.15 ... 0.35 0.4 0.45 0.5\n",
" * drift (drift) float64 0.0 0.01 0.02 0.03 0.04 ... 0.07 0.08 0.09 0.1\n",
" variable object 'PARVariance'\n",
" siteID object 'COMO'\n",
" * matureage (matureage) int32 10 60 360\n",
" * envmeanvar (envmeanvar) float64 0.1 0.2 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
" chunk int32 0\n",
"Data variables:\n",
" envi (day) float64 0.7833 -0.02879 1.509 ... -0.6662 -0.6634 -0.6645\n",
" df (matureage, envmeanvar, bet-hedging, drift) float64 2.751e+9...<xarray.Dataset>\n",
"Dimensions: (day: 1000, bet-hedging: 11, drift: 11, matureage: 3,\n",
" envmeanvar: 3)\n",
"Coordinates:\n",
" * day (day) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
" * bet-hedging (bet-hedging) float64 0.0 0.05 0.1 0.15 ... 0.35 0.4 0.45 0.5\n",
" * drift (drift) float64 0.0 0.01 0.02 0.03 0.04 ... 0.07 0.08 0.09 0.1\n",
" variable object 'PARVariance'\n",
" siteID object 'COMO'\n",
" * matureage (matureage) int32 10 60 360\n",
" * envmeanvar (envmeanvar) float64 0.1 0.2 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
" chunk int32 0\n",
"Data variables:\n",
" envi (day) float64 0.7833 -0.02879 1.509 ... -0.6662 -0.6634 -0.6645\n",
" df (matureage, envmeanvar, bet-hedging, drift) float64 2.751e+9...\n",
" maxdrifti (envmeanvar, matureage) float64 0.0 0.0 0.01 ... 0.0 0.0 0.03\n",
" maxbhi (envmeanvar, matureage) float64 0.0 0.05 0.1 ... 0.2 0.25 0.5<xarray.Dataset>\n",
"Dimensions: (simkey: 46526, day: 1000, bet-hedging: 11, drift: 11,\n",
" envmeanvar: 3, matureage: 3)\n",
"Coordinates:\n",
" variable (simkey) object 'PARMaximum' 'PARMaximum' ... 'wsf5overall'\n",
" siteID (simkey) object 'ARIK' 'COMO' ... 'station USW00094985'\n",
" chunk (simkey) int32 0 0 0 0 0 0 0 0 0 0 0 ... 6 6 6 6 6 6 6 6 6 6 6\n",
" * day (day) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
" * bet-hedging (bet-hedging) float64 0.0 0.05 0.1 0.15 ... 0.35 0.4 0.45 0.5\n",
" * drift (drift) float64 0.0 0.01 0.02 0.03 0.04 ... 0.07 0.08 0.09 0.1\n",
" * matureage (matureage) int32 10 60 360\n",
" * envmeanvar (envmeanvar) float64 0.1 0.2 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
"Dimensions without coordinates: simkey\n",
"Data variables:\n",
" envi (day, simkey) float64 -1.673 1.925 1.012 ... 2.166 2.81 -0.6664\n",
" maxdrifti (envmeanvar, matureage, simkey) float64 0.0 0.0 ... 0.02 0.01\n",
" maxbhi (envmeanvar, matureage, simkey) float64 0.05 0.0 ... 0.05 0.0\n",
" df (matureage, envmeanvar, bet-hedging, drift, simkey) float64 ...<xarray.Dataset>\n",
"Dimensions: (simkey: 46526, day: 1000, bet-hedging: 11, drift: 11)\n",
"Coordinates:\n",
" variable (simkey) object 'PARMaximum' 'PARMaximum' ... 'wsf5overall'\n",
" siteID (simkey) object 'ARIK' 'COMO' ... 'station USW00094985'\n",
" chunk (simkey) int32 0 0 0 0 0 0 0 0 0 0 0 ... 6 6 6 6 6 6 6 6 6 6 6\n",
" * day (day) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
" * bet-hedging (bet-hedging) float64 0.0 0.05 0.1 0.15 ... 0.35 0.4 0.45 0.5\n",
" * drift (drift) float64 0.0 0.01 0.02 0.03 0.04 ... 0.07 0.08 0.09 0.1\n",
" matureage int32 10\n",
" envmeanvar float64 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
"Dimensions without coordinates: simkey\n",
"Data variables:\n",
" envi (day, simkey) float64 -1.673 1.925 1.012 ... 2.166 2.81 -0.6664\n",
" maxdrifti (simkey) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
" maxbhi (simkey) float64 0.25 0.25 0.25 0.2 0.2 ... 0.1 0.1 0.1 0.05\n",
" df (bet-hedging, drift, simkey) float64 2.437e-82 ... 3.074e-90<xarray.Dataset>\n",
"Dimensions: (simkey: 46526, day: 1000, bet-hedging: 11, drift: 11,\n",
" envmeanvar: 3, matureage: 3)\n",
"Coordinates:\n",
" variable (simkey) object 'PARMaximum' 'PARMaximum' ... 'wsf5overall'\n",
" siteID (simkey) object 'ARIK' 'COMO' ... 'station USW00094985'\n",
" chunk (simkey) int32 0 0 0 0 0 0 0 0 0 0 0 ... 6 6 6 6 6 6 6 6 6 6 6\n",
" * day (day) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
" * bet-hedging (bet-hedging) float64 0.0 0.05 0.1 0.15 ... 0.35 0.4 0.45 0.5\n",
" * drift (drift) float64 0.0 0.01 0.02 0.03 0.04 ... 0.07 0.08 0.09 0.1\n",
" * matureage (matureage) int32 10 60 360\n",
" * envmeanvar (envmeanvar) float64 0.1 0.2 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
"Dimensions without coordinates: simkey\n",
"Data variables:\n",
" envi (day, simkey) float64 -1.673 1.925 1.012 ... 2.166 2.81 -0.6664\n",
" maxdrifti (envmeanvar, matureage, simkey) float64 0.0 0.0 ... 0.02 0.01\n",
" maxbhi (envmeanvar, matureage, simkey) float64 0.05 0.0 ... 0.05 0.0\n",
" df (matureage, envmeanvar, bet-hedging, drift, simkey) float64 ...<xarray.DataArray 'df' ()>\n",
"array(-17.51690697)\n",
"Coordinates:\n",
" matureage int32 10\n",
" envmeanvar float64 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3<xarray.Dataset>\n",
"Dimensions: (simkey: 46526, day: 1000, bet-hedging: 11, drift: 11,\n",
" envmeanvar: 3, matureage: 3)\n",
"Coordinates:\n",
" variable (simkey) object 'PARMaximum' 'PARMaximum' ... 'wsf5overall'\n",
" siteID (simkey) object 'ARIK' 'COMO' ... 'station USW00094985'\n",
" chunk (simkey) int32 0 0 0 0 0 0 0 0 0 0 0 ... 6 6 6 6 6 6 6 6 6 6 6\n",
" * day (day) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
" * bet-hedging (bet-hedging) float64 0.0 0.05 0.1 0.15 ... 0.35 0.4 0.45 0.5\n",
" * drift (drift) float64 0.0 0.01 0.02 0.03 0.04 ... 0.07 0.08 0.09 0.1\n",
" * matureage (matureage) int32 10 60 360\n",
" * envmeanvar (envmeanvar) float64 0.1 0.2 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
"Dimensions without coordinates: simkey\n",
"Data variables:\n",
" envi (day, simkey) float64 -1.673 1.925 1.012 ... 2.166 2.81 -0.6664\n",
" maxdrifti (envmeanvar, matureage, simkey) float64 0.0 0.0 ... 0.02 0.01\n",
" maxbhi (envmeanvar, matureage, simkey) float64 0.05 0.0 ... 0.05 0.0\n",
" df (matureage, envmeanvar, bet-hedging, drift, simkey) float64 ...<xarray.DataArray 'variable' (runkey: 46526)>\n",
"array(['PARMaximum', 'PARMaximum', 'PARMaximum', ..., 'wsf5overall',\n",
" 'wsf5overall', 'wsf5overall'], dtype=object)\n",
"Coordinates:\n",
" variable (runkey) object 'PARMaximum' 'PARMaximum' ... 'wsf5overall'\n",
" siteID (runkey) object 'ARIK' 'COMO' ... 'station USW00094985'\n",
" chunk (runkey) int32 0 0 0 0 0 0 0 0 0 0 0 0 ... 6 6 6 6 6 6 6 6 6 6 6\n",
" matureage int32 10\n",
" envmeanvar float64 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
" * runkey (runkey) object MultiIndex\n",
" * simkey (runkey) int64 0 1 2 3 4 5 ... 46521 46522 46523 46524 46525| \n", " | 0 | \n", "
|---|---|
| 0 | \n", "BSk | \n", "
| 1 | \n", "Dfc | \n", "
| 2 | \n", "Af | \n", "
| 3 | \n", "Dfb | \n", "
| 4 | \n", "Cfa | \n", "
| ... | \n", "... | \n", "
| 46521 | \n", "Dfb | \n", "
| 46522 | \n", "Dfa | \n", "
| 46523 | \n", "Dfb | \n", "
| 46524 | \n", "Dfa | \n", "
| 46525 | \n", "Dfb | \n", "
46526 rows × 1 columns
\n", "| \n", " | simkey | \n", "KCC | \n", "
|---|---|---|
| 0 | \n", "0 | \n", "BSk | \n", "
| 1 | \n", "1 | \n", "Dfc | \n", "
| 2 | \n", "2 | \n", "Af | \n", "
| 3 | \n", "3 | \n", "Dfb | \n", "
| 4 | \n", "4 | \n", "Cfa | \n", "
| ... | \n", "... | \n", "... | \n", "
| 46521 | \n", "46521 | \n", "Dfb | \n", "
| 46522 | \n", "46522 | \n", "Dfa | \n", "
| 46523 | \n", "46523 | \n", "Dfb | \n", "
| 46524 | \n", "46524 | \n", "Dfa | \n", "
| 46525 | \n", "46525 | \n", "Dfb | \n", "
46526 rows × 2 columns
\n", "| \n", " | simkey | \n", "variable | \n", "
|---|---|---|
| 0 | \n", "0 | \n", "PARMaximum | \n", "
| 1 | \n", "1 | \n", "PARMaximum | \n", "
| 2 | \n", "2 | \n", "PARMaximum | \n", "
| 3 | \n", "3 | \n", "PARMaximum | \n", "
| 4 | \n", "4 | \n", "PARMaximum | \n", "
| ... | \n", "... | \n", "... | \n", "
| 46521 | \n", "46521 | \n", "wsf5overall | \n", "
| 46522 | \n", "46522 | \n", "wsf5overall | \n", "
| 46523 | \n", "46523 | \n", "wsf5overall | \n", "
| 46524 | \n", "46524 | \n", "wsf5overall | \n", "
| 46525 | \n", "46525 | \n", "wsf5overall | \n", "
46526 rows × 2 columns
\n", "| \n", " | variable | \n", "count | \n", "
|---|---|---|
| 0 | \n", "avgoverall | \n", "20906 | \n", "
| 1 | \n", "prcpoverall | \n", "4383 | \n", "
| 2 | \n", "wsf2overall | \n", "4345 | \n", "
| 3 | \n", "wsf5overall | \n", "4323 | \n", "
| 4 | \n", "awndoverall | \n", "4315 | \n", "
| 5 | \n", "tmaxoverall | \n", "4299 | \n", "
| 6 | \n", "pgtmoverall | \n", "2003 | \n", "
| 7 | \n", "snwdoverall | \n", "1149 | \n", "
| 8 | \n", "tsunoverall | \n", "89 | \n", "
| 9 | \n", "inLWMaximum | \n", "67 | \n", "
| 10 | \n", "inLWMean | \n", "67 | \n", "
| 11 | \n", "RHMaximum | \n", "60 | \n", "
| 12 | \n", "RHMean | \n", "60 | \n", "
| 13 | \n", "staPresMean | \n", "55 | \n", "
| 14 | \n", "staPresMaximum | \n", "55 | \n", "
| 15 | \n", "bioTempMean | \n", "51 | \n", "
| 16 | \n", "bioTempMaximum | \n", "51 | \n", "
| 17 | \n", "inSWMean | \n", "50 | \n", "
| 18 | \n", "inSWMaximum | \n", "50 | \n", "
| 19 | \n", "psunoverall | \n", "19 | \n", "
| 20 | \n", "PARMaximum | \n", "13 | \n", "
| 21 | \n", "PARVariance | \n", "13 | \n", "
| 22 | \n", "groundwaterTempStdErMean | \n", "13 | \n", "
| 23 | \n", "groundwaterTempMaximum | \n", "13 | \n", "
| 24 | \n", "PARStdErMean | \n", "13 | \n", "
| 25 | \n", "PARMean | \n", "13 | \n", "
| 26 | \n", "specificConductance | \n", "9 | \n", "
| 27 | \n", "dissolvedOxygen | \n", "7 | \n", "
| 28 | \n", "evapoverall | \n", "6 | \n", "
| 29 | \n", "uPARMaximum | \n", "5 | \n", "
| 30 | \n", "uPARMean | \n", "5 | \n", "
| 31 | \n", "uPARMinimum | \n", "5 | \n", "
| 32 | \n", "uPARVariance | \n", "5 | \n", "
| 33 | \n", "mnpnoverall | \n", "5 | \n", "
| 34 | \n", "wdmvoverall | \n", "4 | \n", "
| \n", " | simkey | \n", "variable | \n", "count | \n", "
|---|---|---|---|
| 46397 | \n", "0 | \n", "Other | \n", "13 | \n", "
| 46398 | \n", "1 | \n", "Other | \n", "13 | \n", "
| 46399 | \n", "2 | \n", "Other | \n", "13 | \n", "
| 46400 | \n", "3 | \n", "Other | \n", "13 | \n", "
| 46401 | \n", "4 | \n", "Other | \n", "13 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "
| 33952 | \n", "46521 | \n", "wsf5overall | \n", "4323 | \n", "
| 33953 | \n", "46522 | \n", "wsf5overall | \n", "4323 | \n", "
| 33954 | \n", "46523 | \n", "wsf5overall | \n", "4323 | \n", "
| 33955 | \n", "46524 | \n", "wsf5overall | \n", "4323 | \n", "
| 33956 | \n", "46525 | \n", "wsf5overall | \n", "4323 | \n", "
46526 rows × 3 columns
\n", "| \n", " | simkey | \n", "variable | \n", "
|---|---|---|
| 0 | \n", "0 | \n", "PARMaximum | \n", "
| 1 | \n", "1 | \n", "PARMaximum | \n", "
| 2 | \n", "2 | \n", "PARMaximum | \n", "
| 3 | \n", "3 | \n", "PARMaximum | \n", "
| 4 | \n", "4 | \n", "PARMaximum | \n", "
| ... | \n", "... | \n", "... | \n", "
| 46521 | \n", "46521 | \n", "wsf5overall | \n", "
| 46522 | \n", "46522 | \n", "wsf5overall | \n", "
| 46523 | \n", "46523 | \n", "wsf5overall | \n", "
| 46524 | \n", "46524 | \n", "wsf5overall | \n", "
| 46525 | \n", "46525 | \n", "wsf5overall | \n", "
46526 rows × 2 columns
\n", "| \n", " | PC 1 (97.8%) | \n", "PC 2 (1.9%) | \n", "coloring | \n", "
|---|---|---|---|
| 0 | \n", "-87.908392 | \n", "8.513492 | \n", "0.25 | \n", "
| 1 | \n", "-61.845711 | \n", "0.490998 | \n", "0.25 | \n", "
| 2 | \n", "-35.514073 | \n", "-6.432538 | \n", "0.25 | \n", "
| 3 | \n", "-11.060426 | \n", "0.002057 | \n", "0.20 | \n", "
| 4 | \n", "-2.497717 | \n", "-8.735219 | \n", "0.20 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "
| 46521 | \n", "146.716363 | \n", "-11.745087 | \n", "0.10 | \n", "
| 46522 | \n", "144.681245 | \n", "-10.138040 | \n", "0.10 | \n", "
| 46523 | \n", "139.080857 | \n", "-16.987479 | \n", "0.10 | \n", "
| 46524 | \n", "138.899233 | \n", "-15.779341 | \n", "0.10 | \n", "
| 46525 | \n", "165.370961 | \n", "-10.858294 | \n", "0.05 | \n", "
46526 rows × 3 columns
\n", "<xarray.DataArray 'variable' (runkey: 46526)>\n",
"array(['PARMaximum', 'PARMaximum', 'PARMaximum', ..., 'wsf5overall',\n",
" 'wsf5overall', 'wsf5overall'], dtype=object)\n",
"Coordinates:\n",
" variable (runkey) object 'PARMaximum' 'PARMaximum' ... 'wsf5overall'\n",
" siteID (runkey) object 'ARIK' 'COMO' ... 'station USW00094985'\n",
" chunk (runkey) int32 0 0 0 0 0 0 0 0 0 0 0 0 ... 6 6 6 6 6 6 6 6 6 6 6\n",
" matureage int32 10\n",
" envmeanvar float64 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
" * runkey (runkey) object MultiIndex\n",
" * simkey (runkey) int64 0 1 2 3 4 5 ... 46521 46522 46523 46524 46525<xarray.DataArray 'bet-hedging' (bet-hedging: 11)>\n",
"array([0. , 0.05, 0.1 , 0.15, 0.2 , 0.25, 0.3 , 0.35, 0.4 , 0.45, 0.5 ])\n",
"Coordinates:\n",
" * bet-hedging (bet-hedging) float64 0.0 0.05 0.1 0.15 ... 0.35 0.4 0.45 0.5\n",
" matureage int32 10\n",
" envmeanvar float64 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3<xarray.DataArray 'drift' (drift: 11)>\n",
"array([0. , 0.01, 0.02, 0.03, 0.04, 0.05, 0.06, 0.07, 0.08, 0.09, 0.1 ])\n",
"Coordinates:\n",
" * drift (drift) float64 0.0 0.01 0.02 0.03 0.04 ... 0.07 0.08 0.09 0.1\n",
" matureage int32 10\n",
" envmeanvar float64 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3| \n", " | envmeanvar | \n", "matureage | \n", "simkey | \n", "variable | \n", "siteID | \n", "chunk | \n", "birthrate | \n", "envvar | \n", "maxdrifti | \n", "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "0.1 | \n", "10 | \n", "0 | \n", "PARMaximum | \n", "ARIK | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "
| 1 | \n", "0.1 | \n", "10 | \n", "1 | \n", "PARMaximum | \n", "COMO | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "
| 2 | \n", "0.1 | \n", "10 | \n", "2 | \n", "PARMaximum | \n", "GUIL | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "
| 3 | \n", "0.1 | \n", "10 | \n", "3 | \n", "PARMaximum | \n", "HOPB | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "
| 4 | \n", "0.1 | \n", "10 | \n", "4 | \n", "PARMaximum | \n", "LECO | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 418729 | \n", "0.3 | \n", "360 | \n", "46521 | \n", "wsf5overall | \n", "station USW00094967 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.02 | \n", "
| 418730 | \n", "0.3 | \n", "360 | \n", "46522 | \n", "wsf5overall | \n", "station USW00094971 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.02 | \n", "
| 418731 | \n", "0.3 | \n", "360 | \n", "46523 | \n", "wsf5overall | \n", "station USW00094973 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.02 | \n", "
| 418732 | \n", "0.3 | \n", "360 | \n", "46524 | \n", "wsf5overall | \n", "station USW00094978 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.02 | \n", "
| 418733 | \n", "0.3 | \n", "360 | \n", "46525 | \n", "wsf5overall | \n", "station USW00094985 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.01 | \n", "
418734 rows × 9 columns
\n", "<xarray.Dataset>\n",
"Dimensions: (simkey: 46526, day: 1000, bet-hedging: 11, drift: 11,\n",
" envmeanvar: 3, matureage: 3)\n",
"Coordinates:\n",
" variable (simkey) object 'PARMaximum' 'PARMaximum' ... 'wsf5overall'\n",
" siteID (simkey) object 'ARIK' 'COMO' ... 'station USW00094985'\n",
" chunk (simkey) int32 0 0 0 0 0 0 0 0 0 0 0 ... 6 6 6 6 6 6 6 6 6 6 6\n",
" * day (day) int32 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
" * bet-hedging (bet-hedging) float64 0.0 0.05 0.1 0.15 ... 0.35 0.4 0.45 0.5\n",
" * drift (drift) float64 0.0 0.01 0.02 0.03 0.04 ... 0.07 0.08 0.09 0.1\n",
" * matureage (matureage) int32 10 60 360\n",
" * envmeanvar (envmeanvar) float64 0.1 0.2 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
"Dimensions without coordinates: simkey\n",
"Data variables:\n",
" envi (day, simkey) float64 -1.673 1.925 1.012 ... 2.166 2.81 -0.6664\n",
" maxdrifti (envmeanvar, matureage, simkey) float64 0.0 0.0 ... 0.02 0.01\n",
" maxbhi (envmeanvar, matureage, simkey) float64 0.05 0.0 ... 0.05 0.0\n",
" df (matureage, envmeanvar, bet-hedging, drift, simkey) float64 ...<xarray.DataArray 'maxdrifti' (envmeanvar: 3, matureage: 3, variable: 35)>\n",
"array([[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 1.43499474e-06, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 8.48726910e-05,\n",
" 0.00000000e+00, 0.00000000e+00, 3.30722367e-04, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
" [7.69230769e-04, 7.69230769e-04, 7.69230769e-04, 7.69230769e-04,\n",
" 0.00000000e+00, 0.00000000e+00, 1.14799579e-05, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.89715427e-04,\n",
" 0.00000000e+00, 0.00000000e+00, 1.56657963e-03, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
" 0.00000000e+00, 0.00000000e+00, 4.62641684e-06],\n",
" [1.00000000e-02, 9.23076923e-03, 7.69230769e-03, 6.92307692e-03,\n",
" 3.16666667e-03, 3.00000000e-03, 9.67760452e-03, 1.41367323e-04,\n",
"...\n",
" 0.00000000e+00, 0.00000000e+00, 6.00000000e-03, 8.00000000e-03,\n",
" 1.00000000e-02, 9.94936709e-03, 8.94749017e-03],\n",
" [1.92307692e-02, 2.07692308e-02, 2.00000000e-02, 2.00000000e-02,\n",
" 5.13333333e-02, 5.23333333e-02, 2.12556204e-02, 2.29571263e-02,\n",
" 1.96078431e-02, 1.96078431e-02, 2.14285714e-02, 1.16666667e-02,\n",
" 2.00000000e-02, 1.76923077e-02, 1.85074627e-02, 1.89552239e-02,\n",
" 1.92000000e-02, 1.86000000e-02, 1.60000000e-02, 3.10034948e-03,\n",
" 2.18799909e-03, 2.10526316e-02, 3.09312446e-02, 3.22222222e-02,\n",
" 7.83636364e-02, 7.85454545e-02, 2.03698535e-02, 1.28089888e-02,\n",
" 1.40000000e-02, 1.60000000e-02, 1.80000000e-02, 1.80000000e-02,\n",
" 6.75000000e-02, 1.68584580e-02, 1.61623872e-02],\n",
" [2.61538462e-02, 2.53846154e-02, 2.46153846e-02, 2.69230769e-02,\n",
" 5.85000000e-02, 5.91666667e-02, 2.82225199e-02, 3.13974508e-02,\n",
" 2.56862745e-02, 2.62745098e-02, 3.14285714e-02, 1.83333333e-02,\n",
" 2.15384615e-02, 2.53846154e-02, 2.56716418e-02, 2.61194030e-02,\n",
" 2.20000000e-02, 2.22000000e-02, 2.40000000e-02, 4.97753370e-03,\n",
" 5.88409765e-03, 2.78947368e-02, 3.54221062e-02, 3.55555556e-02,\n",
" 8.41818182e-02, 8.45454545e-02, 2.77622703e-02, 2.05617978e-02,\n",
" 2.40000000e-02, 2.40000000e-02, 2.80000000e-02, 2.40000000e-02,\n",
" 7.50000000e-02, 2.38665132e-02, 2.28614388e-02]]])\n",
"Coordinates:\n",
" * matureage (matureage) int32 10 60 360\n",
" * envmeanvar (envmeanvar) float64 0.1 0.2 0.3\n",
" birthrate int32 40\n",
" envvar float64 0.3\n",
" * variable (variable) object 'PARMaximum' 'PARMean' ... 'wsf5overall'| \n", " | \n", " | \n", " | birthrate | \n", "envvar | \n", "maxdrifti | \n", "
|---|---|---|---|---|---|
| envmeanvar | \n", "matureage | \n", "variable | \n", "\n", " | \n", " | \n", " |
| 0.1 | \n", "10 | \n", "PARMaximum | \n", "40 | \n", "0.3 | \n", "0.000000 | \n", "
| PARMean | \n", "40 | \n", "0.3 | \n", "0.000000 | \n", "||
| PARStdErMean | \n", "40 | \n", "0.3 | \n", "0.000000 | \n", "||
| PARVariance | \n", "40 | \n", "0.3 | \n", "0.000000 | \n", "||
| RHMaximum | \n", "40 | \n", "0.3 | \n", "0.000000 | \n", "||
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 0.3 | \n", "360 | \n", "uPARMinimum | \n", "40 | \n", "0.3 | \n", "0.028000 | \n", "
| uPARVariance | \n", "40 | \n", "0.3 | \n", "0.024000 | \n", "||
| wdmvoverall | \n", "40 | \n", "0.3 | \n", "0.075000 | \n", "||
| wsf2overall | \n", "40 | \n", "0.3 | \n", "0.023867 | \n", "||
| wsf5overall | \n", "40 | \n", "0.3 | \n", "0.022861 | \n", "
315 rows × 3 columns
\n", "| \n", " | envmeanvar | \n", "matureage | \n", "simkey | \n", "variable | \n", "siteID | \n", "chunk | \n", "birthrate | \n", "envvar | \n", "maxbhi | \n", "maxdrifti | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "0.1 | \n", "10 | \n", "0 | \n", "PARMaximum | \n", "ARIK | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.05 | \n", "0.00 | \n", "
| 1 | \n", "0.1 | \n", "10 | \n", "1 | \n", "PARMaximum | \n", "COMO | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.00 | \n", "
| 2 | \n", "0.1 | \n", "10 | \n", "2 | \n", "PARMaximum | \n", "GUIL | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.00 | \n", "
| 3 | \n", "0.1 | \n", "10 | \n", "3 | \n", "PARMaximum | \n", "HOPB | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.00 | \n", "
| 4 | \n", "0.1 | \n", "10 | \n", "4 | \n", "PARMaximum | \n", "LECO | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.00 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 418729 | \n", "0.3 | \n", "360 | \n", "46521 | \n", "wsf5overall | \n", "station USW00094967 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.02 | \n", "
| 418730 | \n", "0.3 | \n", "360 | \n", "46522 | \n", "wsf5overall | \n", "station USW00094971 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.02 | \n", "
| 418731 | \n", "0.3 | \n", "360 | \n", "46523 | \n", "wsf5overall | \n", "station USW00094973 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.15 | \n", "0.02 | \n", "
| 418732 | \n", "0.3 | \n", "360 | \n", "46524 | \n", "wsf5overall | \n", "station USW00094978 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.05 | \n", "0.02 | \n", "
| 418733 | \n", "0.3 | \n", "360 | \n", "46525 | \n", "wsf5overall | \n", "station USW00094985 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.01 | \n", "
418734 rows × 10 columns
\n", "| \n", " | envmeanvar | \n", "matureage | \n", "simkey | \n", "variable | \n", "siteID | \n", "chunk | \n", "birthrate | \n", "envvar | \n", "maxbhi | \n", "maxdrifti | \n", "KCC | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "0.1 | \n", "10 | \n", "0 | \n", "PARMaximum | \n", "ARIK | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.05 | \n", "0.00 | \n", "BSk | \n", "
| 1 | \n", "0.1 | \n", "60 | \n", "0 | \n", "PARMaximum | \n", "ARIK | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.10 | \n", "0.00 | \n", "BSk | \n", "
| 2 | \n", "0.1 | \n", "360 | \n", "0 | \n", "PARMaximum | \n", "ARIK | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.05 | \n", "0.01 | \n", "BSk | \n", "
| 3 | \n", "0.2 | \n", "10 | \n", "0 | \n", "PARMaximum | \n", "ARIK | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.15 | \n", "0.00 | \n", "BSk | \n", "
| 4 | \n", "0.2 | \n", "60 | \n", "0 | \n", "PARMaximum | \n", "ARIK | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.15 | \n", "0.01 | \n", "BSk | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 418729 | \n", "0.2 | \n", "60 | \n", "46525 | \n", "wsf5overall | \n", "station USW00094985 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.00 | \n", "Dfb | \n", "
| 418730 | \n", "0.2 | \n", "360 | \n", "46525 | \n", "wsf5overall | \n", "station USW00094985 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.00 | \n", "Dfb | \n", "
| 418731 | \n", "0.3 | \n", "10 | \n", "46525 | \n", "wsf5overall | \n", "station USW00094985 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.05 | \n", "0.00 | \n", "Dfb | \n", "
| 418732 | \n", "0.3 | \n", "60 | \n", "46525 | \n", "wsf5overall | \n", "station USW00094985 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.01 | \n", "Dfb | \n", "
| 418733 | \n", "0.3 | \n", "360 | \n", "46525 | \n", "wsf5overall | \n", "station USW00094985 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "0.01 | \n", "Dfb | \n", "
418734 rows × 11 columns
\n", "| \n", " | KCC | \n", "envmeanvar | \n", "matureage | \n", "simkey | \n", "chunk | \n", "birthrate | \n", "envvar | \n", "maxbhi | \n", "maxdrifti | \n", "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "Af | \n", "0.1 | \n", "10 | \n", "16118.036364 | \n", "2.378409 | \n", "40.0 | \n", "0.3 | \n", "0.004545 | \n", "0.000000 | \n", "
| 1 | \n", "Af | \n", "0.1 | \n", "60 | \n", "16118.036364 | \n", "2.378409 | \n", "40.0 | \n", "0.3 | \n", "0.029716 | \n", "0.000000 | \n", "
| 2 | \n", "Af | \n", "0.1 | \n", "360 | \n", "16118.036364 | \n", "2.378409 | \n", "40.0 | \n", "0.3 | \n", "0.014261 | \n", "0.002977 | \n", "
| 3 | \n", "Af | \n", "0.2 | \n", "10 | \n", "16118.036364 | \n", "2.378409 | \n", "40.0 | \n", "0.3 | \n", "0.085852 | \n", "0.000250 | \n", "
| 4 | \n", "Af | \n", "0.2 | \n", "60 | \n", "16118.036364 | \n", "2.378409 | \n", "40.0 | \n", "0.3 | \n", "0.084318 | \n", "0.005216 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 265 | \n", "Dwd | \n", "0.2 | \n", "60 | \n", "10679.250000 | \n", "2.750000 | \n", "40.0 | \n", "0.3 | \n", "0.187500 | \n", "0.010000 | \n", "
| 266 | \n", "Dwd | \n", "0.2 | \n", "360 | \n", "10679.250000 | \n", "2.750000 | \n", "40.0 | \n", "0.3 | \n", "0.128125 | \n", "0.020000 | \n", "
| 267 | \n", "Dwd | \n", "0.3 | \n", "10 | \n", "10679.250000 | \n", "2.750000 | \n", "40.0 | \n", "0.3 | \n", "0.293750 | \n", "0.000000 | \n", "
| 268 | \n", "Dwd | \n", "0.3 | \n", "60 | \n", "10679.250000 | \n", "2.750000 | \n", "40.0 | \n", "0.3 | \n", "0.300000 | \n", "0.020000 | \n", "
| 269 | \n", "Dwd | \n", "0.3 | \n", "360 | \n", "10679.250000 | \n", "2.750000 | \n", "40.0 | \n", "0.3 | \n", "0.232813 | \n", "0.023750 | \n", "
270 rows × 9 columns
\n", "| \n", " | KCC | \n", "envmeanvar | \n", "matureage | \n", "simkey | \n", "chunk | \n", "birthrate | \n", "envvar | \n", "maxbhi | \n", "maxdrifti | \n", "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "Af | \n", "0.1 | \n", "10 | \n", "16118.036364 | \n", "2.378409 | \n", "40.0 | \n", "0.3 | \n", "0.004545 | \n", "0.000000 | \n", "
| 1 | \n", "Af | \n", "0.1 | \n", "60 | \n", "16118.036364 | \n", "2.378409 | \n", "40.0 | \n", "0.3 | \n", "0.029716 | \n", "0.000000 | \n", "
| 2 | \n", "Af | \n", "0.1 | \n", "360 | \n", "16118.036364 | \n", "2.378409 | \n", "40.0 | \n", "0.3 | \n", "0.014261 | \n", "0.002977 | \n", "
| 3 | \n", "Af | \n", "0.2 | \n", "10 | \n", "16118.036364 | \n", "2.378409 | \n", "40.0 | \n", "0.3 | \n", "0.085852 | \n", "0.000250 | \n", "
| 4 | \n", "Af | \n", "0.2 | \n", "60 | \n", "16118.036364 | \n", "2.378409 | \n", "40.0 | \n", "0.3 | \n", "0.084318 | \n", "0.005216 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 265 | \n", "Dwd | \n", "0.2 | \n", "60 | \n", "10679.250000 | \n", "2.750000 | \n", "40.0 | \n", "0.3 | \n", "0.187500 | \n", "0.010000 | \n", "
| 266 | \n", "Dwd | \n", "0.2 | \n", "360 | \n", "10679.250000 | \n", "2.750000 | \n", "40.0 | \n", "0.3 | \n", "0.128125 | \n", "0.020000 | \n", "
| 267 | \n", "Dwd | \n", "0.3 | \n", "10 | \n", "10679.250000 | \n", "2.750000 | \n", "40.0 | \n", "0.3 | \n", "0.293750 | \n", "0.000000 | \n", "
| 268 | \n", "Dwd | \n", "0.3 | \n", "60 | \n", "10679.250000 | \n", "2.750000 | \n", "40.0 | \n", "0.3 | \n", "0.300000 | \n", "0.020000 | \n", "
| 269 | \n", "Dwd | \n", "0.3 | \n", "360 | \n", "10679.250000 | \n", "2.750000 | \n", "40.0 | \n", "0.3 | \n", "0.232813 | \n", "0.023750 | \n", "
270 rows × 9 columns
\n", "| \n", " | variable | \n", "envmeanvar | \n", "matureage | \n", "simkey | \n", "chunk | \n", "birthrate | \n", "envvar | \n", "maxbhi | \n", "maxdrifti | \n", "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "PARMaximum | \n", "0.1 | \n", "10 | \n", "6.0 | \n", "0.076923 | \n", "40.0 | \n", "0.3 | \n", "0.011538 | \n", "0.000000 | \n", "
| 1 | \n", "PARMaximum | \n", "0.1 | \n", "60 | \n", "6.0 | \n", "0.076923 | \n", "40.0 | \n", "0.3 | \n", "0.050000 | \n", "0.000769 | \n", "
| 2 | \n", "PARMaximum | \n", "0.1 | \n", "360 | \n", "6.0 | \n", "0.076923 | \n", "40.0 | \n", "0.3 | \n", "0.023077 | \n", "0.010000 | \n", "
| 3 | \n", "PARMaximum | \n", "0.2 | \n", "10 | \n", "6.0 | \n", "0.076923 | \n", "40.0 | \n", "0.3 | \n", "0.138462 | \n", "0.000000 | \n", "
| 4 | \n", "PARMaximum | \n", "0.2 | \n", "60 | \n", "6.0 | \n", "0.076923 | \n", "40.0 | \n", "0.3 | \n", "0.130769 | \n", "0.005385 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 310 | \n", "wsf5overall | \n", "0.2 | \n", "60 | \n", "44364.0 | \n", "2.846866 | \n", "40.0 | \n", "0.3 | \n", "0.045431 | \n", "0.000472 | \n", "
| 311 | \n", "wsf5overall | \n", "0.2 | \n", "360 | \n", "44364.0 | \n", "2.846866 | \n", "40.0 | \n", "0.3 | \n", "0.015325 | \n", "0.005445 | \n", "
| 312 | \n", "wsf5overall | \n", "0.3 | \n", "10 | \n", "44364.0 | \n", "2.846866 | \n", "40.0 | \n", "0.3 | \n", "0.089799 | \n", "0.008947 | \n", "
| 313 | \n", "wsf5overall | \n", "0.3 | \n", "60 | \n", "44364.0 | \n", "2.846866 | \n", "40.0 | \n", "0.3 | \n", "0.065036 | \n", "0.016162 | \n", "
| 314 | \n", "wsf5overall | \n", "0.3 | \n", "360 | \n", "44364.0 | \n", "2.846866 | \n", "40.0 | \n", "0.3 | \n", "0.063625 | \n", "0.022861 | \n", "
315 rows × 9 columns
\n", "| \n", " | siteID | \n", "envmeanvar | \n", "matureage | \n", "simkey | \n", "chunk | \n", "birthrate | \n", "envvar | \n", "maxbhi | \n", "maxdrifti | \n", "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "ABBY | \n", "0.1 | \n", "10 | \n", "11192.833333 | \n", "0.333333 | \n", "40.0 | \n", "0.3 | \n", "0.000000 | \n", "0.000000 | \n", "
| 1 | \n", "ABBY | \n", "0.1 | \n", "60 | \n", "11192.833333 | \n", "0.333333 | \n", "40.0 | \n", "0.3 | \n", "0.033333 | \n", "0.000000 | \n", "
| 2 | \n", "ABBY | \n", "0.1 | \n", "360 | \n", "11192.833333 | \n", "0.333333 | \n", "40.0 | \n", "0.3 | \n", "0.016667 | \n", "0.003333 | \n", "
| 3 | \n", "ABBY | \n", "0.2 | \n", "10 | \n", "11192.833333 | \n", "0.333333 | \n", "40.0 | \n", "0.3 | \n", "0.100000 | \n", "0.000000 | \n", "
| 4 | \n", "ABBY | \n", "0.2 | \n", "60 | \n", "11192.833333 | \n", "0.333333 | \n", "40.0 | \n", "0.3 | \n", "0.091667 | \n", "0.006667 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 37840 | \n", "station ZI000067775 | \n", "0.2 | \n", "60 | \n", "3660.000000 | \n", "0.000000 | \n", "40.0 | \n", "0.3 | \n", "0.150000 | \n", "0.010000 | \n", "
| 37841 | \n", "station ZI000067775 | \n", "0.2 | \n", "360 | \n", "3660.000000 | \n", "0.000000 | \n", "40.0 | \n", "0.3 | \n", "0.200000 | \n", "0.020000 | \n", "
| 37842 | \n", "station ZI000067775 | \n", "0.3 | \n", "10 | \n", "3660.000000 | \n", "0.000000 | \n", "40.0 | \n", "0.3 | \n", "0.250000 | \n", "0.000000 | \n", "
| 37843 | \n", "station ZI000067775 | \n", "0.3 | \n", "60 | \n", "3660.000000 | \n", "0.000000 | \n", "40.0 | \n", "0.3 | \n", "0.250000 | \n", "0.020000 | \n", "
| 37844 | \n", "station ZI000067775 | \n", "0.3 | \n", "360 | \n", "3660.000000 | \n", "0.000000 | \n", "40.0 | \n", "0.3 | \n", "0.350000 | \n", "0.030000 | \n", "
37845 rows × 9 columns
\n", "| \n", " | siteID | \n", "envmeanvar | \n", "matureage | \n", "simkey | \n", "chunk | \n", "birthrate | \n", "envvar | \n", "maxbhi | \n", "maxdrifti | \n", "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "ABBY | \n", "0.1 | \n", "10 | \n", "11192.833333 | \n", "0.333333 | \n", "40.0 | \n", "0.3 | \n", "0.000000 | \n", "0.000000 | \n", "
| 1 | \n", "ABBY | \n", "0.1 | \n", "60 | \n", "11192.833333 | \n", "0.333333 | \n", "40.0 | \n", "0.3 | \n", "0.033333 | \n", "0.000000 | \n", "
| 2 | \n", "ABBY | \n", "0.1 | \n", "360 | \n", "11192.833333 | \n", "0.333333 | \n", "40.0 | \n", "0.3 | \n", "0.016667 | \n", "0.003333 | \n", "
| 3 | \n", "ABBY | \n", "0.2 | \n", "10 | \n", "11192.833333 | \n", "0.333333 | \n", "40.0 | \n", "0.3 | \n", "0.100000 | \n", "0.000000 | \n", "
| 4 | \n", "ABBY | \n", "0.2 | \n", "60 | \n", "11192.833333 | \n", "0.333333 | \n", "40.0 | \n", "0.3 | \n", "0.091667 | \n", "0.006667 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 37840 | \n", "station ZI000067775 | \n", "0.2 | \n", "60 | \n", "3660.000000 | \n", "0.000000 | \n", "40.0 | \n", "0.3 | \n", "0.150000 | \n", "0.010000 | \n", "
| 37841 | \n", "station ZI000067775 | \n", "0.2 | \n", "360 | \n", "3660.000000 | \n", "0.000000 | \n", "40.0 | \n", "0.3 | \n", "0.200000 | \n", "0.020000 | \n", "
| 37842 | \n", "station ZI000067775 | \n", "0.3 | \n", "10 | \n", "3660.000000 | \n", "0.000000 | \n", "40.0 | \n", "0.3 | \n", "0.250000 | \n", "0.000000 | \n", "
| 37843 | \n", "station ZI000067775 | \n", "0.3 | \n", "60 | \n", "3660.000000 | \n", "0.000000 | \n", "40.0 | \n", "0.3 | \n", "0.250000 | \n", "0.020000 | \n", "
| 37844 | \n", "station ZI000067775 | \n", "0.3 | \n", "360 | \n", "3660.000000 | \n", "0.000000 | \n", "40.0 | \n", "0.3 | \n", "0.350000 | \n", "0.030000 | \n", "
37845 rows × 9 columns
\n", "| \n", " | envmeanvar | \n", "matureage | \n", "simkey | \n", "variable | \n", "siteID | \n", "chunk | \n", "birthrate | \n", "envvar | \n", "maxdrifti | \n", "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "0.1 | \n", "10 | \n", "0 | \n", "PARMaximum | \n", "ARIK | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "
| 1 | \n", "0.1 | \n", "10 | \n", "1 | \n", "PARMaximum | \n", "COMO | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "
| 2 | \n", "0.1 | \n", "10 | \n", "2 | \n", "PARMaximum | \n", "GUIL | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "
| 3 | \n", "0.1 | \n", "10 | \n", "3 | \n", "PARMaximum | \n", "HOPB | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "
| 4 | \n", "0.1 | \n", "10 | \n", "4 | \n", "PARMaximum | \n", "LECO | \n", "0 | \n", "40 | \n", "0.3 | \n", "0.00 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 418729 | \n", "0.3 | \n", "360 | \n", "46521 | \n", "wsf5overall | \n", "station USW00094967 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.02 | \n", "
| 418730 | \n", "0.3 | \n", "360 | \n", "46522 | \n", "wsf5overall | \n", "station USW00094971 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.02 | \n", "
| 418731 | \n", "0.3 | \n", "360 | \n", "46523 | \n", "wsf5overall | \n", "station USW00094973 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.02 | \n", "
| 418732 | \n", "0.3 | \n", "360 | \n", "46524 | \n", "wsf5overall | \n", "station USW00094978 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.02 | \n", "
| 418733 | \n", "0.3 | \n", "360 | \n", "46525 | \n", "wsf5overall | \n", "station USW00094985 | \n", "6 | \n", "40 | \n", "0.3 | \n", "0.01 | \n", "
418734 rows × 9 columns
\n", "