02b-climate-reanalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn import preprocessing\n",
    "from sklearn import linear_model\n",
    "import numpy as np\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:9: FutureWarning: 'date' is both an index level and a column label.\n",
      "Defaulting to column, but this will raise an ambiguity error in a future version\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "#climate data\n",
    "ds = pd.read_csv('./data/processed/TERRACLIMATE_processed.csv')\n",
    "ds.index = pd.to_datetime(ds.date)\n",
    "#ndvi data\n",
    "ndvi = pd.read_csv('./data/csv/LANDSAT_NDVI_EVI_ikhnart_v1_long_2019-06-24.csv')\n",
    "ndvi.index = pd.to_datetime(ndvi.img_date)\n",
    "ipoints = pd.read_csv('./data/csv/ikhnart_points_v1.csv')\n",
    "\n",
    "df = ds.groupby(['date']).agg('median')\n",
    "df.index = pd.to_datetime(df.index)\n",
    "subdf = df['19851201':'20190901']\n",
    "#get livestock data\n",
    "livestock = pd.read_csv('./data/csv/livestock_counts.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "month_to_season_dct = {\n",
    "    1: 'DJF', 2: 'DJF',\n",
    "    3: 'MAM', 4: 'MAM', 5: 'MAM',\n",
    "    6: 'JJA', 7: 'JJA', 8: 'JJA',\n",
    "    9: 'SON', 10: 'SON', 11: 'SON',\n",
    "    12: 'DJF'\n",
    "}\n",
    "month_to_name_dct = {\n",
    "    1: 'JAN', 2: 'FEB',\n",
    "    3: 'MAR', 4: 'APR', 5: 'MAY',\n",
    "    6: 'JUN', 7: 'JUL', 8: 'AUG',\n",
    "    9: 'SEP', 10: 'OCT', 11: 'NOV',\n",
    "    12: 'DEC'\n",
    "}\n",
    "grp_ary = [month_to_season_dct.get(t_stamp.month) for t_stamp in df.index]\n",
    "mon_ary = [month_to_name_dct.get(t_stamp.month) for t_stamp in df.index]\n",
    "df['season'] = grp_ary\n",
    "df['month'] = mon_ary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "offset = subdf.index[0].year-df.index[0].year\n",
    "offset = 0\n",
    "years = np.arange(df.index[0].year, df.index[-1].year+1)\n",
    "years = years[offset:-1]\n",
    "mvmask = [[(df.index > '%s-10-1'%y) & (df.index <= '%s-04-30'%(y+1))] for y in years]\n",
    "var='tmmn'\n",
    "non_season_avg = [df.loc[mask[0]].median()[var]*0.1 for mask in mvmask]\n",
    "f,ax = plt.subplots(2,1,figsize=(16,8))\n",
    "ax[0].plot(years,non_season_avg,lw=2)\n",
    "ax[0].axhline(np.mean(non_season_avg),color='k',ls='--',alpha=0.3)\n",
    "'''\n",
    "ax[0].fill_between(y1, mosaic, mu_arr[i],\\\n",
    "                   where = mu_arr[i]<=mosaic, facecolor=colors[i][0], alpha=0.1,interpolate=True)\n",
    "ax[0].fill_between(y1, mosaic, mu_arr[i],\\\n",
    "                   where = mu_arr[i]<=mosaic, facecolor=colors[i][0], alpha=0.1,interpolate=True)\n",
    "'''\n",
    "ax[1].plot(livestock.year,livestock.livestock, color='brown', lw=2)\n",
    "\n",
    "ax[0].axvline(2009,color='r',ls='--',alpha=0.5)\n",
    "ax[0].axvline(2000,color='r',ls='--',alpha=0.5)\n",
    "ax[1].axvline(2009,color='r',ls='--',alpha=0.5)\n",
    "ax[1].axvline(2000,color='r',ls='--',alpha=0.5)\n",
    "\n",
    "ax[0].set_xlim(1970,2018)\n",
    "ax[1].set_xlim(1970,2018)\n",
    "ax[0].set_ylabel('Oct-Apr\\n Avg. Minimum Temp (C)',fontsize=18)\n",
    "ax[1].set_ylabel('Total Count\\n of Livestock',fontsize=18)\n",
    "ax[0].tick_params(axis='both',labelsize=18)\n",
    "ax[1].tick_params(axis='both',labelsize=18)\n",
    "ax[0].grid()\n",
    "ax[1].grid()\n",
    "f.savefig('./out/MinTemp_Livestock.png',dpi=200,bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18.437704918032793\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fdfb7a7ac50>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots(1,1,figsize=(14,4))\n",
    "var ='tmmx'\n",
    "scale = 0.1\n",
    "#ssn = month_to_season_dct[6]\n",
    "#q = 'QS-JUN'\n",
    "color = 'red'\n",
    "#ts = df[df.season==ssn].resample(q)\n",
    "ts = df[(df.season=='MAM') | (df.season=='JJA') |(df.season=='SON')].resample('1y')\n",
    "mu = np.mean(ts.median()[var]*scale)\n",
    "ax.plot((ts.median()[var]*scale).dropna(), lw=3, color=color)\n",
    "#ax.plot((ts.max()[var]*scale).dropna(),color=color,\\\n",
    "#        ls='--', alpha=0.2)\n",
    "#ax.plot((ts.min()[var]*scale).dropna(), ls='--', \\\n",
    "#        color=color, alpha=0.2)\n",
    "ax.grid(alpha=0.3)\n",
    "print(mu)\n",
    "ax.axhline(mu, color='k', linestyle='-.', alpha=0.5, lw=2)\n",
    "ax.axvline(pd.to_datetime('2008-01-30-00:00:00'), color='k', linestyle='-.', alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-21.880376344086024\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fdfb7983ac8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots(1,1,figsize=(14,4))\n",
    "ssn = month_to_season_dct[12]\n",
    "q = 'QS-DEC'\n",
    "var ='tmmn'\n",
    "scale = 0.1\n",
    "color = 'blue'\n",
    "ts = df[df.season==ssn].resample(q)\n",
    "#ts = df[((df.month=='NOV')|df.month=='DEC')|(df.month=='JAN')|(df.month=='FEB')].resample('1y')\n",
    "mu = np.mean(ts.median()[var]*scale)\n",
    "mu = np.mean(ts.mean()[var]*scale)\n",
    "ax.plot((ts.median()[var]*scale).dropna(), lw=3, color=color)\n",
    "ax.plot((ts.max()[var]*scale).dropna(),color=color,\\\n",
    "        ls='--', alpha=0.5)\n",
    "ax.plot((ts.min()[var]*scale).dropna(), ls='--', \\\n",
    "        color=color, alpha=0.5)\n",
    "ax.grid(alpha=0.3)\n",
    "print(mu)\n",
    "ax.axhline(mu, color='g', linestyle='-.', alpha=0.5, lw=2)\n",
    "ax.axvline(pd.to_datetime('1999-12-31-00:00:00'), color='r', linestyle='-.', alpha=0.5)\n",
    "ax.axvline(pd.to_datetime('2009-12-31-00:00:00'), color='r', linestyle='-.', alpha=0.5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/ipykernel_launcher.py:1: FutureWarning: 'img_date' is both an index level and a column label.\n",
      "Defaulting to column, but this will raise an ambiguity error in a future version\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "ndvi_mu = ndvi.groupby(['img_date']).agg('median')\n",
    "ndvi_mu.index = pd.to_datetime(ndvi_mu.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts ='1y'\n",
    "ndvi_resample = ndvi_mu.resample(ts).median()\n",
    "var = 'pdsi'\n",
    "scale = 0.01\n",
    "climate_resample = subdf[[var]].resample(ts).median()*scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y1 = ndvi_resample.index\n",
    "x = np.array([ndvi_resample.NDVI, climate_resample[var]])\n",
    "mus = np.mean(x, axis=1)\n",
    "mu_arr = [mus[0]*np.ones(len(y1)),\\\n",
    "         mus[1]*np.ones(len(y1))]\n",
    "r=2\n",
    "colors = [('green','brown'),('blue','red')]\n",
    "ylabels = ['NDVI', 'PDSI']\n",
    "f, ax = plt.subplots(r,1,figsize=(20,12))\n",
    "for i in range(r):\n",
    "    ax[i].plot(y1,x[i], color='red',ls='--', lw=3)\n",
    "    ax[i].axhline(mus[i],alpha=0.5,ls='--')\n",
    "    ax[i].fill_between(y1, x[i], mu_arr[i],\\\n",
    "                       where = mu_arr[i]<x[i], facecolor=colors[i][0], alpha=0.1,interpolate=True)\n",
    "    ax[i].fill_between(y1, x[i], mu_arr[i],\\\n",
    "                       where = mu_arr[i]>=x[i], facecolor=colors[i][1], alpha=0.1,interpolate=True)\n",
    "\n",
    "    ax[i].tick_params(axis='both', labelsize=18)\n",
    "    ax[i].grid(alpha=0.5)\n",
    "    ax[i].set_ylabel('%s'%ylabels[i], fontsize=20)\n",
    "f.suptitle('Ikh Nart NDVI and drought anomaly time-series',\\\n",
    "          fontsize=28)\n",
    "f.savefig('./out/ikhnart_NDVI_annual_climate_series.png', dpi=100, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "key = ['%s-%s'%(l,i) for l,i in zip(ndvi.location,ndvi.img_date)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10200"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ndvi_grouped = ndvi.groupby('location').resample('1y').mean()\n",
    "len(ndvi_grouped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [],
   "source": [
    "pr_grouped = ds.groupby('PlotKey')[['pr']].resample('1y').agg('sum')\n",
    "t_grouped = ds.groupby('PlotKey')[['tmmx','tmmn']].resample('1y').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60]],\n",
       "           names=['PlotKey', 'date'])"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pr_grouped.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = ndvi_resample.NDVI\n",
    "X = pd.DataFrame(df.resample('1y').mean()[['tmmx', 'tmmn']])*0.1\n",
    "X['pr'] = df.resample('1y').sum()['pr']\n",
    "X = X.loc[y.index[0]:] \n",
    "y = y.loc[:X.index[-1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.09061504 0.08968244 0.08865884 0.08203799 0.08830982 0.08549242\n",
      " 0.08328169 0.08798214 0.08841895 0.08827518 0.08057634 0.08994618\n",
      " 0.09038498 0.08363677 0.07701162 0.07730991 0.07668199 0.08140757\n",
      " 0.07486122 0.07625983 0.07699265 0.07489147 0.08112819 0.08431987\n",
      " 0.07209428 0.07797148 0.08249068 0.08984839 0.08337354 0.07747927\n",
      " 0.09197493 0.0840386  0.08264897]\n"
     ]
    }
   ],
   "source": [
    "lm = linear_model.LinearRegression()\n",
    "lmodel = lm.fit(X,y)\n",
    "prediction = lmodel.predict(X)\n",
    "print(prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "cmip = pd.read_csv('./data/csv/cmip5_annual.csv')\n",
    "cmip_model = ['ACCESS1-0', 'CESM1-BGC', 'GFDL-ESM2G', 'MIROC-ESM-CHEM', 'MPI-ESM-MR' ]\n",
    "var = ['tmmx', 'tmmn', 'pr']\n",
    "yhat = []\n",
    "for v in cmip_model:\n",
    "    cols = [c for c in cmip.columns.values if v in c]\n",
    "    Xpred = cmip[cols]\n",
    "    yhat.append(lmodel.predict(Xpred))\n",
    "yhat = np.array(yhat)\n",
    "cmip.index = pd.DatetimeIndex(cmip.year)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y.index,y)\n",
    "plt.scatter(y.index,prediction)\n",
    "yhens = np.median(yhat,axis=0)\n",
    "for yh in yhat:\n",
    "    plt.scatter(cmip.index,yh, alpha=0.5)\n",
    "    plt.plot(cmip.index,yhens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'tmx_mu' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-14-b86001629687>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0myear\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2019\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2031\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mtmx_mu_arr\u001b[0m \u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mones\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0myear\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mtmx_mu\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m \u001b[0mtmn_mu_arr\u001b[0m \u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mones\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0myear\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mtmn_mu\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0mpr_mu_arr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mones\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0myear\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mpr_mu\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'tmx_mu' is not defined"
     ]
    }
   ],
   "source": [
    "import rasterio\n",
    "from glob import glob\n",
    "model_l = ['ACCESS1-0', 'CESM1-BGC', 'GFDL-ESM2G', 'MIROC-ESM-CHEM', 'MPI-ESM-MR' ]\n",
    "model = ['access', 'cesm', 'gfdl', 'miroc', 'mpi']\n",
    "\n",
    "year = np.arange(2019,2031)\n",
    "tmx_mu_arr =np.ones(len(year))*tmx_mu\n",
    "tmn_mu_arr =np.ones(len(year))*tmn_mu\n",
    "pr_mu_arr = np.ones(len(year))*pr_mu\n",
    "\n",
    "f,ax = plt.subplots(3,1,figsize=(20,18))\n",
    "ax[0].plot(year,tmx_mu_arr,ls='--',lw=3, color='black')\n",
    "ax[1].plot(year,tmn_mu_arr,ls='--',lw=3, color='black')\n",
    "ax[2].plot(year,pr_mu_arr,ls='--',lw=3, color='black')\n",
    "tmx_avg = []\n",
    "tmn_avg = []\n",
    "pr_avg = []\n",
    "for m,ml in zip(model,model_l):\n",
    "    k = sorted(glob('./data/projections/*%s*tas*.tif'%m))\n",
    "    m_imgs = [rasterio.open(i) for i in k]\n",
    "    tasmin = np.array([np.mean(i.read(1))-273.15 for i in m_imgs])\n",
    "    tmn_avg.append(tasmin)\n",
    "    tasmax = np.array([np.mean(i.read(2))-273.15 for i in m_imgs])\n",
    "    tmx_avg.append(tasmax)\n",
    "    k = sorted(glob('./data/projections/*%s*pr*.tif'%m))\n",
    "    m_imgs = [rasterio.open(i) for i in k]\n",
    "    pr = np.array([np.mean(i.read(1))*86400 for i in m_imgs])\n",
    "    pr_avg.append(pr)\n",
    "    ax[0].plot(year, tasmax, alpha=0.5, label='%s'%ml, lw=0.5)\n",
    "    ax[1].plot(year, tasmin, alpha=0.5, label='%s'%ml, lw=0.5)\n",
    "    ax[2].plot(year, pr, alpha=0.5, label='%s'%ml, lw=0.5)\n",
    "tmx_ens = np.mean(np.array(tmx_avg),axis=0)\n",
    "tmn_ens = np.mean(np.array(tmn_avg),axis=0)\n",
    "pr_ens = np.mean(np.array(pr_avg),axis=0)\n",
    "\n",
    "ax[0].plot(year,tmx_ens, lw=3, color='purple')\n",
    "ax[1].plot(year,tmn_ens, lw=3, color='purple')\n",
    "ax[2].plot(year,pr_ens, lw=3, color='purple')\n",
    "ax[0].fill_between(year, tmx_ens, tmx_mu_arr,\\\n",
    "                   where=tmx_mu_arr<=tmx_ens, facecolor='brown', alpha=0.1,interpolate=True)\n",
    "ax[1].fill_between(year, tmn_ens, tmn_mu_arr,\\\n",
    "                   where=tmn_mu_arr<=tmn_ens, facecolor='brown', alpha=0.1,interpolate=True)\n",
    "ax[2].fill_between(year, pr_ens, pr_mu_arr,\\\n",
    "                   where=pr_mu_arr<=pr_ens, facecolor='blue', alpha=0.1,interpolate=True)\n",
    "ax[2].fill_between(year, pr_ens, pr_mu_arr,\\\n",
    "                   where=pr_mu_arr>=pr_ens, facecolor='brown', alpha=0.1,interpolate=True)\n",
    "\n",
    "ax[0].tick_params(axis='both', labelsize=16)\n",
    "ax[1].tick_params(axis='both', labelsize=16)\n",
    "ax[2].tick_params(axis='both', labelsize=16)\n",
    "ax[0].legend(fontsize=13)\n",
    "ax[1].legend(fontsize=13)\n",
    "ax[2].legend(fontsize=13)\n",
    "ax[0].grid(alpha=0.5)\n",
    "ax[1].grid(alpha=0.5)\n",
    "ax[2].grid(alpha=0.5)\n",
    "\n",
    "ax[0].set_ylabel('Max Temperature \\n(C)', fontsize=20)\n",
    "ax[1].set_ylabel('Min Temperature \\n(C)', fontsize=20)\n",
    "ax[2].set_ylabel('Precipitation \\n(mm)', fontsize=20)\n",
    "f.savefig('./out/projection_timeseries.png', bbox_width='tight', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#fit a multiple linear regreassion of annual NDVI  to annual min/max temp and precip\n"
   ]
  }
 ],
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