Local2_Fitting_parameters_STANDARDIZE.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate the propogation matrix for the situations which need it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import importlib\n",
    "import xarray as xr\n",
    "import os.path\n",
    "import courtney\n",
    "import scipy.optimize, scipy.signal\n",
    "import cftime\n",
    "import datetime\n",
    "import scipy.linalg\n",
    "\n",
    "import jemma_ODE_solvers3 as jde\n",
    "import CAFE_tools2 as jcafe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def standardise(x):\n",
    "    return (x-np.mean(x))/np.std(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "indices = xr.load_dataset('saved_indices.nc')\n",
    "indices.nino34_sst.data = standardise(indices.nino34_sst.data)\n",
    "indices.wholeP_i20.data = standardise(indices.wholeP_i20.data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameter fit for the whole period with various spacial changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 9.03 s, sys: 159 ms, total: 9.19 s\n",
      "Wall time: 5.21 s\n"
     ]
    },
    {
     "data": {
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       " \n",
       "         [[-0.05790623,  0.13733339],\n",
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       " \n",
       "         [[-0.08279298,  0.14973094],\n",
       "          [-0.19745207, -0.014608  ]]]]),\n",
       " array([[0.05301249, 0.08433496, 0.08613497, 0.08423653, 0.08279596,\n",
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       "         0.08803199, 0.08497057, 0.08446176, 0.08684178, 0.08624345,\n",
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       "         0.08286763, 0.08140825, 0.08573319, 0.08470675, 0.08929518,\n",
       "         0.08669088, 0.08787408, 0.09173166, 0.08474787, 0.08157261,\n",
       "         0.08963432, 0.08288027, 0.08599783, 0.09064162, 0.08695518,\n",
       "         0.09164707, 0.08301329, 0.08832996, 0.09480159, 0.08563397,\n",
       "         0.08279559, 0.0851206 , 0.08678622, 0.09110939, 0.08610315,\n",
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       "         0.08544073, 0.08467463, 0.08613966, 0.08147005, 0.08984542,\n",
       "         0.08945954, 0.08185346, 0.0876041 , 0.08775117, 0.07962846,\n",
       "         0.08235571, 0.08937054, 0.09210856, 0.08499862, 0.0851502 ,\n",
       "         0.08003165, 0.08573714, 0.08813944, 0.08448083, 0.08306419,\n",
       "         0.08323798, 0.08425511, 0.08302153, 0.08826934, 0.08587279,\n",
       "         0.08695447, 0.08431373, 0.08127081, 0.0841583 , 0.08346141,\n",
       "         0.08390756, 0.09289022, 0.08253412, 0.08586315, 0.08428074,\n",
       "         0.09124226, 0.08696001, 0.08352668, 0.08714003, 0.08049177,\n",
       "         0.08387845, 0.08400933]]))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "jcafe.fit_matrix_for_data_subset('fit_files/NINO34_SST__WHOLEPACIFIC_I20_STD',\n",
    "                                 sst_index = indices.nino34_sst,\n",
    "                                 i20_index = indices.wholeP_i20,\n",
    "                        ensemble = range(97))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Different time windows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.07273403  0.12881701]\n",
      " [-0.15990586 -0.02205835]]\n",
      "Eigenvalues:[-0.04739619+0.14126779j -0.04739619-0.14126779j]\n",
      "[[-0.09965202  0.12908299]\n",
      " [-0.16599498 -0.03946629]]\n",
      "Eigenvalues:[-0.06955916+0.14325344j -0.06955916-0.14325344j]\n",
      "Year 1965-1965, ensemble member slice(1, 97, None) finished\n",
      "[-0.09965202  0.12908299 -0.16599498 -0.03946629]\n",
      "----------------------------------------\n",
      "[[-0.01911992  0.34759456]\n",
      " [-0.27612472 -0.00505488]]\n",
      "Eigenvalues:[-0.0120874+0.30972567j -0.0120874-0.30972567j]\n",
      "[[-0.06794876  0.33323813]\n",
      " [-0.29218333 -0.14163347]]\n",
      "Eigenvalues:[-0.10479111+0.30985362j -0.10479111-0.30985362j]\n",
      "Year 1966-1966, ensemble member slice(1, 97, None) finished\n",
      "[-0.06794876  0.33323813 -0.29218333 -0.14163347]\n",
      "----------------------------------------\n",
      "[[ 0.03329653  0.05992539]\n",
      " [-0.11242299 -0.04653345]]\n",
      "Eigenvalues:[-0.00661846+0.07172019j -0.00661846-0.07172019j]\n",
      "[[-0.10173699 -0.05519071]\n",
      " [-0.22469603 -0.16552005]]\n",
      "Eigenvalues:[-0.01779155+0.j -0.24946549+0.j]\n",
      "Year 1967-1967, ensemble member slice(1, 97, None) finished\n",
      "[-0.10173699 -0.05519071 -0.22469603 -0.16552005]\n",
      "----------------------------------------\n",
      "[[-0.02623283  0.05663503]\n",
      " [-0.07851372  0.01652144]]\n",
      "Eigenvalues:[-0.0048557+0.06316364j -0.0048557-0.06316364j]\n",
      "[[-0.11572645  0.03653358]\n",
      " [-0.13506331 -0.01024283]]\n",
      "Eigenvalues:[-0.06298464+0.04639662j -0.06298464-0.04639662j]\n",
      "Year 1968-1968, ensemble member slice(1, 97, None) finished\n",
      "[-0.11572645  0.03653358 -0.13506331 -0.01024283]\n",
      "----------------------------------------\n",
      "[[-0.05051577  0.15080548]\n",
      " [-0.26610977 -0.09960423]]\n",
      "Eigenvalues:[-0.07506+0.19881748j -0.07506-0.19881748j]\n",
      "[[-0.11608599  0.16066253]\n",
      " [-0.26645823 -0.16099162]]\n",
      "Eigenvalues:[-0.13853881+0.20568355j -0.13853881-0.20568355j]\n",
      "Year 1969-1969, ensemble member slice(1, 97, None) finished\n",
      "[-0.11608599  0.16066253 -0.26645823 -0.16099162]\n",
      "----------------------------------------\n",
      "[[-0.0687768   0.2942849 ]\n",
      " [-0.11100181  0.13031609]]\n",
      "Eigenvalues:[0.03076965+0.15085312j 0.03076965-0.15085312j]\n",
      "[[-0.26305375  0.49905241]\n",
      " [-0.05724991  0.01309669]]\n",
      "Eigenvalues:[-0.12497853+0.0974984j -0.12497853-0.0974984j]\n",
      "Year 1970-1970, ensemble member slice(1, 97, None) finished\n",
      "[-0.26305375  0.49905241 -0.05724991  0.01309669]\n",
      "----------------------------------------\n",
      "[[-0.00345649  0.11677808]\n",
      " [-0.19570416 -0.14739295]]\n",
      "Eigenvalues:[-0.07542472+0.13294559j -0.07542472-0.13294559j]\n",
      "[[-0.05322319  0.04189003]\n",
      " [-0.24553862 -0.26103298]]\n",
      "Eigenvalues:[-0.13453145+0.j -0.17972471+0.j]\n",
      "Year 1971-1971, ensemble member slice(1, 97, None) finished\n",
      "[-0.05322319  0.04189003 -0.24553862 -0.26103298]\n",
      "----------------------------------------\n",
      "[[-0.03601709  0.24302906]\n",
      " [-0.16653395  0.05766072]]\n",
      "Eigenvalues:[0.01082182+0.19564944j 0.01082182-0.19564944j]\n",
      "[[-0.04926353  0.24296326]\n",
      " [-0.16268213  0.02725102]]\n",
      "Eigenvalues:[-0.01100625+0.19509526j -0.01100625-0.19509526j]\n",
      "Year 1972-1972, ensemble member slice(1, 97, None) finished\n",
      "[-0.04926353  0.24296326 -0.16268213  0.02725102]\n",
      "----------------------------------------\n",
      "[[-0.11249989  0.31128819]\n",
      " [-0.28038682  0.09379347]]\n",
      "Eigenvalues:[-0.00935321+0.27684268j -0.00935321-0.27684268j]\n",
      "[[-0.15266785  0.32299673]\n",
      " [-0.27808389  0.06177819]]\n",
      "Eigenvalues:[-0.04544483+0.2798632j -0.04544483-0.2798632j]\n",
      "Year 1973-1973, ensemble member slice(1, 97, None) finished\n",
      "[-0.15266785  0.32299673 -0.27808389  0.06177819]\n",
      "----------------------------------------\n",
      "[[-0.06960144  0.09938434]\n",
      " [-0.24893447 -0.0527417 ]]\n",
      "Eigenvalues:[-0.06117157+0.15706408j -0.06117157-0.15706408j]\n",
      "[[-0.12422342  0.07295251]\n",
      " [-0.27856928 -0.08943145]]\n",
      "Eigenvalues:[-0.10682743+0.14149102j -0.10682743-0.14149102j]\n",
      "Year 1974-1974, ensemble member slice(1, 97, None) finished\n",
      "[-0.12422342  0.07295251 -0.27856928 -0.08943145]\n",
      "----------------------------------------\n",
      "[[ 0.09306885  0.08439275]\n",
      " [-0.15317698 -0.05547625]]\n",
      "Eigenvalues:[0.0187963+0.08608492j 0.0187963-0.08608492j]\n",
      "[[ 0.00505832  0.04115824]\n",
      " [-0.20482279 -0.12396455]]\n",
      "Eigenvalues:[-0.05945312+0.06533315j -0.05945312-0.06533315j]\n",
      "Year 1975-1975, ensemble member slice(1, 97, None) finished\n",
      "[ 0.00505832  0.04115824 -0.20482279 -0.12396455]\n",
      "----------------------------------------\n",
      "[[-0.06898276  0.1598426 ]\n",
      " [-0.18138343 -0.00804781]]\n",
      "Eigenvalues:[-0.03851528+0.16752472j -0.03851528-0.16752472j]\n",
      "[[-0.10003926  0.15651258]\n",
      " [-0.19521809 -0.03093556]]\n",
      "Eigenvalues:[-0.06548741+0.17134835j -0.06548741-0.17134835j]\n",
      "Year 1976-1976, ensemble member slice(1, 97, None) finished\n",
      "[-0.10003926  0.15651258 -0.19521809 -0.03093556]\n",
      "----------------------------------------\n",
      "[[-0.06529636  0.22245986]\n",
      " [-0.24897882  0.01154111]]\n",
      "Eigenvalues:[-0.02687762+0.23218913j -0.02687762-0.23218913j]\n",
      "[[-0.13162984  0.21411414]\n",
      " [-0.27203066 -0.07609787]]\n",
      "Eigenvalues:[-0.10386386+0.23973873j -0.10386386-0.23973873j]\n",
      "Year 1977-1977, ensemble member slice(1, 97, None) finished\n",
      "[-0.13162984  0.21411414 -0.27203066 -0.07609787]\n",
      "----------------------------------------\n",
      "[[ 0.05666303  0.22937783]\n",
      " [-0.17811443  0.0716186 ]]\n",
      "Eigenvalues:[0.06414081+0.20198907j 0.06414081-0.20198907j]\n",
      "[[-0.00873007  0.19521157]\n",
      " [-0.22429976 -0.05711598]]\n",
      "Eigenvalues:[-0.03292302+0.20784756j -0.03292302-0.20784756j]\n",
      "Year 1978-1978, ensemble member slice(1, 97, None) finished\n",
      "[-0.00873007  0.19521157 -0.22429976 -0.05711598]\n",
      "----------------------------------------\n",
      "[[-0.03840847  0.20997898]\n",
      " [-0.15073224 -0.12247855]]\n",
      "Eigenvalues:[-0.08044351+0.1728689j -0.08044351-0.1728689j]\n",
      "[[-0.15401732  0.18171871]\n",
      " [-0.2191294  -0.24159718]]\n",
      "Eigenvalues:[-0.19780725+0.19468527j -0.19780725-0.19468527j]\n",
      "Year 1979-1979, ensemble member slice(1, 97, None) finished\n",
      "[-0.15401732  0.18171871 -0.2191294  -0.24159718]\n",
      "----------------------------------------\n",
      "[[-0.01726772  0.19902653]\n",
      " [-0.17197469  0.02190899]]\n",
      "Eigenvalues:[0.00232063+0.18396691j 0.00232063-0.18396691j]\n",
      "[[-0.13199628  0.20001448]\n",
      " [-0.19049462 -0.11449256]]\n",
      "Eigenvalues:[-0.12324442+0.19500022j -0.12324442-0.19500022j]\n",
      "Year 1980-1980, ensemble member slice(1, 97, None) finished\n",
      "[-0.13199628  0.20001448 -0.19049462 -0.11449256]\n",
      "----------------------------------------\n",
      "[[-0.01806692  0.24647008]\n",
      " [-0.17856396  0.06552608]]\n",
      "Eigenvalues:[0.02372958+0.20558143j 0.02372958-0.20558143j]\n",
      "[[-0.11450579  0.22666333]\n",
      " [-0.19980742 -0.07528023]]\n",
      "Eigenvalues:[-0.09489301+0.21190647j -0.09489301-0.21190647j]\n",
      "Year 1981-1981, ensemble member slice(1, 97, None) finished\n",
      "[-0.11450579  0.22666333 -0.19980742 -0.07528023]\n",
      "----------------------------------------\n",
      "[[ 0.00526316  0.27294463]\n",
      " [-0.11781582  0.124095  ]]\n",
      "Eigenvalues:[0.06467908+0.16919499j 0.06467908-0.16919499j]\n",
      "[[-0.02754113  0.28546401]\n",
      " [-0.08393177  0.02578579]]\n",
      "Eigenvalues:[-0.00087767+0.15247478j -0.00087767-0.15247478j]\n",
      "Year 1982-1982, ensemble member slice(1, 97, None) finished\n",
      "[-0.02754113  0.28546401 -0.08393177  0.02578579]\n",
      "----------------------------------------\n",
      "[[-0.05610615  0.1686324 ]\n",
      " [-0.25987561  0.06736083]]\n",
      "Eigenvalues:[0.00562734+0.20003106j 0.00562734-0.20003106j]\n",
      "[[-0.09321646  0.16862918]\n",
      " [-0.26956333  0.05619315]]\n",
      "Eigenvalues:[-0.01851165+0.19968835j -0.01851165-0.19968835j]\n",
      "Year 1983-1983, ensemble member slice(1, 97, None) finished\n",
      "[-0.09321646  0.16862918 -0.26956333  0.05619315]\n",
      "----------------------------------------\n",
      "[[-0.11554452  0.21965744]\n",
      " [-0.12368617 -0.07421625]]\n",
      "Eigenvalues:[-0.09488039+0.16352853j -0.09488039-0.16352853j]\n",
      "[[-0.15535506  0.25272879]\n",
      " [-0.09311657 -0.15914085]]\n",
      "Eigenvalues:[-0.15724796+0.15339379j -0.15724796-0.15339379j]\n",
      "Year 1984-1984, ensemble member slice(1, 97, None) finished\n",
      "[-0.15535506  0.25272879 -0.09311657 -0.15914085]\n",
      "----------------------------------------\n",
      "[[-0.04247533  0.17230702]\n",
      " [-0.15816827 -0.08630564]]\n",
      "Eigenvalues:[-0.06439049+0.16362527j -0.06439049-0.16362527j]\n",
      "[[-0.08330587  0.10720374]\n",
      " [-0.19687061 -0.21611032]]\n",
      "Eigenvalues:[-0.1497081+0.12921304j -0.1497081-0.12921304j]\n",
      "Year 1985-1985, ensemble member slice(1, 97, None) finished\n",
      "[-0.08330587  0.10720374 -0.19687061 -0.21611032]\n",
      "----------------------------------------\n",
      "[[-0.02713536  0.18802771]\n",
      " [-0.12458478  0.01176398]]\n",
      "Eigenvalues:[-0.00768569+0.15181272j -0.00768569-0.15181272j]\n",
      "[[-0.09405289  0.17846789]\n",
      " [-0.15051406 -0.04427505]]\n",
      "Eigenvalues:[-0.06916397+0.16199528j -0.06916397-0.16199528j]\n",
      "Year 1986-1986, ensemble member slice(1, 97, None) finished\n",
      "[-0.09405289  0.17846789 -0.15051406 -0.04427505]\n",
      "----------------------------------------\n",
      "[[ 0.02923744  0.09197644]\n",
      " [-0.3436222  -0.02130561]]\n",
      "Eigenvalues:[0.00396592+0.175973j 0.00396592-0.175973j]\n",
      "[[-0.05296666  0.07639622]\n",
      " [-0.37701691 -0.0506743 ]]\n",
      "Eigenvalues:[-0.05182048+0.16970961j -0.05182048-0.16970961j]\n",
      "Year 1987-1987, ensemble member slice(1, 97, None) finished\n",
      "[-0.05296666  0.07639622 -0.37701691 -0.0506743 ]\n",
      "----------------------------------------\n",
      "[[-0.02816466  0.21002663]\n",
      " [-0.05208664  0.01633017]]\n",
      "Eigenvalues:[-0.00591724+0.10219899j -0.00591724-0.10219899j]\n",
      "[[-0.12024557  0.29826798]\n",
      " [-0.00094363 -0.06595988]]\n",
      "Eigenvalues:[-0.11443999+0.j -0.07176545+0.j]\n",
      "Year 1988-1988, ensemble member slice(1, 97, None) finished\n",
      "[-0.12024557  0.29826798 -0.00094363 -0.06595988]\n",
      "----------------------------------------\n",
      "[[-0.11128332  0.13275516]\n",
      " [-0.28463339 -0.19593254]]\n",
      "Eigenvalues:[-0.15360793+0.18972395j -0.15360793-0.18972395j]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.13393522  0.10939657]\n",
      " [-0.30847212 -0.2520133 ]]\n",
      "Eigenvalues:[-0.19297426+0.17395454j -0.19297426-0.17395454j]\n",
      "Year 1989-1989, ensemble member slice(1, 97, None) finished\n",
      "[-0.13393522  0.10939657 -0.30847212 -0.2520133 ]\n",
      "----------------------------------------\n",
      "[[-0.06912015  0.16120861]\n",
      " [-0.16670193  0.01708279]]\n",
      "Eigenvalues:[-0.02601868+0.15816463j -0.02601868-0.15816463j]\n",
      "[[-0.1621472   0.16232256]\n",
      " [-0.19143658 -0.03269722]]\n",
      "Eigenvalues:[-0.09742221+0.16396692j -0.09742221-0.16396692j]\n",
      "Year 1990-1990, ensemble member slice(1, 97, None) finished\n",
      "[-0.1621472   0.16232256 -0.19143658 -0.03269722]\n",
      "----------------------------------------\n",
      "[[ 0.08873455  0.18538112]\n",
      " [ 0.0162132  -0.00598477]]\n",
      "Eigenvalues:[ 0.11382182+0.j -0.03107204+0.j]\n",
      "[[ 0.06615096  0.18666496]\n",
      " [ 0.04236015 -0.17209095]]\n",
      "Eigenvalues:[ 0.09568046+0.j -0.20162045+0.j]\n",
      "Year 1991-1991, ensemble member slice(1, 97, None) finished\n",
      "[ 0.06615096  0.18666496  0.04236015 -0.17209095]\n",
      "----------------------------------------\n",
      "[[-0.08453219  0.09392997]\n",
      " [-0.29118493 -0.0810471 ]]\n",
      "Eigenvalues:[-0.08278965+0.16537218j -0.08278965-0.16537218j]\n",
      "[[-0.13033076  0.07094624]\n",
      " [-0.32042394 -0.1042974 ]]\n",
      "Eigenvalues:[-0.11731408+0.15021132j -0.11731408-0.15021132j]\n",
      "Year 1992-1992, ensemble member slice(1, 97, None) finished\n",
      "[-0.13033076  0.07094624 -0.32042394 -0.1042974 ]\n",
      "----------------------------------------\n",
      "[[ 0.01871508  0.06374001]\n",
      " [-0.02292904 -0.11472178]]\n",
      "Eigenvalues:[ 0.00667618+0.j -0.10268289+0.j]\n",
      "[[-0.04252715 -0.10834736]\n",
      " [-0.09358358 -0.39666784]]\n",
      "Eigenvalues:[-0.0158981 +0.j -0.42329688+0.j]\n",
      "Year 1993-1993, ensemble member slice(1, 97, None) finished\n",
      "[-0.04252715 -0.10834736 -0.09358358 -0.39666784]\n",
      "----------------------------------------\n",
      "[[ 0.04095496  0.29280699]\n",
      " [ 0.04809595 -0.0542458 ]]\n",
      "Eigenvalues:[ 0.12121634+0.j -0.13450717+0.j]\n",
      "[[ 0.01334689  0.24812412]\n",
      " [ 0.04978928 -0.19632411]]\n",
      "Eigenvalues:[ 0.06130015+0.j -0.24427736+0.j]\n",
      "Year 1994-1994, ensemble member slice(1, 97, None) finished\n",
      "[ 0.01334689  0.24812412  0.04978928 -0.19632411]\n",
      "----------------------------------------\n",
      "[[-0.10406826  0.24266381]\n",
      " [-0.20006709 -0.09545232]]\n",
      "Eigenvalues:[-0.09976029+0.22029635j -0.09976029-0.22029635j]\n",
      "[[-0.13959986  0.20228891]\n",
      " [-0.24624936 -0.24760933]]\n",
      "Eigenvalues:[-0.1936046+0.21655716j -0.1936046-0.21655716j]\n",
      "Year 1995-1995, ensemble member slice(1, 97, None) finished\n",
      "[-0.13959986  0.20228891 -0.24624936 -0.24760933]\n",
      "----------------------------------------\n",
      "[[-0.13432797  0.11291043]\n",
      " [-0.26953889  0.17851253]]\n",
      "Eigenvalues:[0.02209228+0.07724284j 0.02209228-0.07724284j]\n",
      "[[-0.35390195  0.21333977]\n",
      " [-0.22055275  0.12161585]]\n",
      "Eigenvalues:[-0.21349098+0.j -0.01879512+0.j]\n",
      "Year 1996-1996, ensemble member slice(1, 97, None) finished\n",
      "[-0.35390195  0.21333977 -0.22055275  0.12161585]\n",
      "----------------------------------------\n",
      "[[ 0.01348752  0.19064722]\n",
      " [-0.18962634  0.16577754]]\n",
      "Eigenvalues:[0.08963253+0.17422305j 0.08963253-0.17422305j]\n",
      "[[ 0.00406732  0.1973608 ]\n",
      " [-0.17839973  0.12239331]]\n",
      "Eigenvalues:[0.06323031+0.1780698j 0.06323031-0.1780698j]\n",
      "Year 1997-1997, ensemble member slice(1, 97, None) finished\n",
      "[ 0.00406732  0.1973608  -0.17839973  0.12239331]\n",
      "----------------------------------------\n",
      "[[-0.14698088  0.17955062]\n",
      " [-0.28739152 -0.00739059]]\n",
      "Eigenvalues:[-0.07718573+0.21617115j -0.07718573-0.21617115j]\n",
      "[[-0.19207114  0.18086792]\n",
      " [-0.2914589  -0.01695951]]\n",
      "Eigenvalues:[-0.10451533+0.21224878j -0.10451533-0.21224878j]\n",
      "Year 1998-1998, ensemble member slice(1, 97, None) finished\n",
      "[-0.19207114  0.18086792 -0.2914589  -0.01695951]\n",
      "----------------------------------------\n",
      "[[-0.16986968  0.11931464]\n",
      " [-0.65286062  0.01079344]]\n",
      "Eigenvalues:[-0.07953812+0.26407583j -0.07953812-0.26407583j]\n",
      "[[-0.28408328  0.12319811]\n",
      " [-0.69090282 -0.02559718]]\n",
      "Eigenvalues:[-0.15484023+0.261561j -0.15484023-0.261561j]\n",
      "Year 1999-1999, ensemble member slice(1, 97, None) finished\n",
      "[-0.28408328  0.12319811 -0.69090282 -0.02559718]\n",
      "----------------------------------------\n",
      "[[-0.19797807  0.09085846]\n",
      " [-0.53196232  0.16196211]]\n",
      "Eigenvalues:[-0.01800798+0.12626973j -0.01800798-0.12626973j]\n",
      "[[-0.47650825  0.1676369 ]\n",
      " [-0.441703    0.11505509]]\n",
      "Eigenvalues:[-0.29666223+0.j -0.06479093+0.j]\n",
      "Year 2000-2000, ensemble member slice(1, 97, None) finished\n",
      "[-0.47650825  0.1676369  -0.441703    0.11505509]\n",
      "----------------------------------------\n",
      "[[-0.1371684   0.12126236]\n",
      " [-0.14391514  0.05929247]]\n",
      "Eigenvalues:[-0.03893797+0.08833047j -0.03893797-0.08833047j]\n",
      "[[-0.28829747  0.20608374]\n",
      " [-0.00762966 -0.05029476]]\n",
      "Eigenvalues:[-0.2814967 +0.j -0.05709552+0.j]\n",
      "Year 2001-2001, ensemble member slice(1, 97, None) finished\n",
      "[-0.28829747  0.20608374 -0.00762966 -0.05029476]\n",
      "----------------------------------------\n",
      "[[-0.21815429  0.47683882]\n",
      " [-0.29572881  0.37919704]]\n",
      "Eigenvalues:[0.08052137+0.22761332j 0.08052137-0.22761332j]\n",
      "[[-0.19202206  0.40943483]\n",
      " [-0.0412034  -0.07659373]]\n",
      "Eigenvalues:[-0.13430789+0.116358j -0.13430789-0.116358j]\n",
      "Year 2002-2002, ensemble member slice(1, 97, None) finished\n",
      "[-0.19202206  0.40943483 -0.0412034  -0.07659373]\n",
      "----------------------------------------\n",
      "[[-0.18554011  0.29053826]\n",
      " [-0.37921789  0.00821431]]\n",
      "Eigenvalues:[-0.0886629+0.31747773j -0.0886629-0.31747773j]\n",
      "[[-0.31935161  0.26225112]\n",
      " [-0.4448187  -0.06254277]]\n",
      "Eigenvalues:[-0.19094719+0.31649093j -0.19094719-0.31649093j]\n",
      "Year 2003-2003, ensemble member slice(1, 97, None) finished\n",
      "[-0.31935161  0.26225112 -0.4448187  -0.06254277]\n",
      "----------------------------------------\n",
      "[[-0.11768024  0.41857592]\n",
      " [-0.20267463  0.15578851]]\n",
      "Eigenvalues:[0.01905414+0.25717393j 0.01905414-0.25717393j]\n",
      "[[-0.31652756  0.46021385]\n",
      " [-0.21044795 -0.05619889]]\n",
      "Eigenvalues:[-0.18636323+0.28268057j -0.18636323-0.28268057j]\n",
      "Year 2004-2004, ensemble member slice(1, 97, None) finished\n",
      "[-0.31652756  0.46021385 -0.21044795 -0.05619889]\n",
      "----------------------------------------\n",
      "[[-0.15438652  0.1364726 ]\n",
      " [-0.2198645   0.00307214]]\n",
      "Eigenvalues:[-0.07565719+0.15429573j -0.07565719-0.15429573j]\n",
      "[[-0.31040002  0.05434708]\n",
      " [-0.33244632 -0.1235243 ]]\n",
      "Eigenvalues:[-0.21696216+0.09662739j -0.21696216-0.09662739j]\n",
      "Year 2005-2005, ensemble member slice(1, 97, None) finished\n",
      "[-0.31040002  0.05434708 -0.33244632 -0.1235243 ]\n",
      "----------------------------------------\n",
      "[[ 0.08999743  0.28574454]\n",
      " [-0.35982014  0.31321108]]\n",
      "Eigenvalues:[0.20160425+0.30060033j 0.20160425-0.30060033j]\n",
      "[[ 0.02730188  0.17002073]\n",
      " [-0.39103802  0.00186956]]\n",
      "Eigenvalues:[0.01458572+0.25753227j 0.01458572-0.25753227j]\n",
      "Year 2006-2006, ensemble member slice(1, 97, None) finished\n",
      "[ 0.02730188  0.17002073 -0.39103802  0.00186956]\n",
      "----------------------------------------\n",
      "[[-0.16550877  0.22975982]\n",
      " [-0.17982171  0.06731432]]\n",
      "Eigenvalues:[-0.04909723+0.1666258j -0.04909723-0.1666258j]\n",
      "[[-0.28564013  0.28820569]\n",
      " [-0.14654997  0.03397611]]\n",
      "Eigenvalues:[-0.12583201+0.12922035j -0.12583201-0.12922035j]\n",
      "Year 2007-2007, ensemble member slice(1, 97, None) finished\n",
      "[-0.28564013  0.28820569 -0.14654997  0.03397611]\n",
      "----------------------------------------\n",
      "[[-0.15864174  0.29055992]\n",
      " [-0.29285118  0.11419802]]\n",
      "Eigenvalues:[-0.02222186+0.25783799j -0.02222186-0.25783799j]\n",
      "[[-0.22597767  0.33346915]\n",
      " [-0.27391833 -0.00106547]]\n",
      "Eigenvalues:[-0.11352157+0.28052974j -0.11352157-0.28052974j]\n",
      "Year 2008-2008, ensemble member slice(1, 97, None) finished\n",
      "[-0.22597767  0.33346915 -0.27391833 -0.00106547]\n",
      "----------------------------------------\n",
      "[[ 0.04879644  0.27177733]\n",
      " [-0.15398109  0.01326637]]\n",
      "Eigenvalues:[0.03103141+0.2037964j 0.03103141-0.2037964j]\n",
      "[[ 0.04016402  0.18970105]\n",
      " [-0.04540167 -0.42692188]]\n",
      "Eigenvalues:[ 0.02093291+0.j -0.40769077+0.j]\n",
      "Year 2009-2009, ensemble member slice(1, 97, None) finished\n",
      "[ 0.04016402  0.18970105 -0.04540167 -0.42692188]\n",
      "----------------------------------------\n",
      "[[-0.16635804  0.23638544]\n",
      " [-0.2394983   0.11684388]]\n",
      "Eigenvalues:[-0.02475708+0.19121475j -0.02475708-0.19121475j]\n",
      "[[-0.22298208  0.25947944]\n",
      " [-0.23657454  0.10553548]]\n",
      "Eigenvalues:[-0.0587233+0.18548661j -0.0587233-0.18548661j]\n",
      "Year 2010-2010, ensemble member slice(1, 97, None) finished\n",
      "[-0.22298208  0.25947944 -0.23657454  0.10553548]\n",
      "----------------------------------------\n",
      "[[-0.34468993  0.41029676]\n",
      " [-0.34157287  0.23629479]]\n",
      "Eigenvalues:[-0.05419757+0.23613647j -0.05419757-0.23613647j]\n",
      "[[-0.40002999  0.43143588]\n",
      " [-0.23255099 -0.01453263]]\n",
      "Eigenvalues:[-0.20728131+0.25135391j -0.20728131-0.25135391j]\n",
      "Year 2011-2011, ensemble member slice(1, 97, None) finished\n",
      "[-0.40002999  0.43143588 -0.23255099 -0.01453263]\n",
      "----------------------------------------\n",
      "[[-7.00787925e-02  1.07231625e-01]\n",
      " [-4.00053088e-01 -4.07304863e-05]]\n",
      "Eigenvalues:[-0.03505976+0.20413723j -0.03505976-0.20413723j]\n",
      "[[-0.18682596  0.02052095]\n",
      " [-0.48451642 -0.24786365]]\n",
      "Eigenvalues:[-0.21734481+0.09492807j -0.21734481-0.09492807j]\n",
      "Year 2012-2012, ensemble member slice(1, 97, None) finished\n",
      "[-0.18682596  0.02052095 -0.48451642 -0.24786365]\n",
      "----------------------------------------\n",
      "[[-0.10051862  0.10141987]\n",
      " [-0.23533348 -0.02999605]]\n",
      "Eigenvalues:[-0.06525734+0.15041321j -0.06525734-0.15041321j]\n",
      "[[-0.67729643  0.1163784 ]\n",
      " [-0.41854705 -0.0726094 ]]\n",
      "Eigenvalues:[-0.58159697+0.j -0.16830886+0.j]\n",
      "Year 2013-2013, ensemble member slice(1, 97, None) finished\n",
      "[-0.67729643  0.1163784  -0.41854705 -0.0726094 ]\n",
      "----------------------------------------\n",
      "[[ 0.11679148  0.20591977]\n",
      " [-0.13498084 -0.10071713]]\n",
      "Eigenvalues:[0.00803717+0.12636347j 0.00803717-0.12636347j]\n",
      "[[-0.08290831 -0.12946424]\n",
      " [-0.3518401  -0.57406114]]\n",
      "Eigenvalues:[-0.00312571+0.j -0.65384374+0.j]\n",
      "Year 2014-2014, ensemble member slice(1, 97, None) finished\n",
      "[-0.08290831 -0.12946424 -0.3518401  -0.57406114]\n",
      "----------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.12397013  0.24821346]\n",
      " [-0.04261965  0.21577401]]\n",
      "Eigenvalues:[0.16987207+0.09204228j 0.16987207-0.09204228j]\n",
      "[[ 0.02918761 -0.15060103]\n",
      " [-0.16714557 -0.39288299]]\n",
      "Eigenvalues:[ 0.0821754 +0.j -0.44587078+0.j]\n",
      "Year 2015-2015, ensemble member slice(1, 97, None) finished\n",
      "[ 0.02918761 -0.15060103 -0.16714557 -0.39288299]\n",
      "----------------------------------------\n",
      "[[-0.19912878  0.12412114]\n",
      " [-0.26153511  0.01774149]]\n",
      "Eigenvalues:[-0.09069365+0.14388835j -0.09069365-0.14388835j]\n",
      "[[-0.31659723  0.13752914]\n",
      " [-0.2489276   0.01046454]]\n",
      "Eigenvalues:[-0.15306634+0.08655892j -0.15306634-0.08655892j]\n",
      "Year 2016-2016, ensemble member slice(1, 97, None) finished\n",
      "[-0.31659723  0.13752914 -0.2489276   0.01046454]\n",
      "----------------------------------------\n",
      "[[-0.02316885  0.01957675]\n",
      " [-0.27348777 -0.01370639]]\n",
      "Eigenvalues:[-0.01843762+0.07301793j -0.01843762-0.07301793j]\n",
      "[[-0.5300503   0.06585416]\n",
      " [-0.48737313 -0.0212115 ]]\n",
      "Eigenvalues:[-0.45627886+0.j -0.09498294+0.j]\n",
      "Year 2017-2017, ensemble member slice(1, 97, None) finished\n",
      "[-0.5300503   0.06585416 -0.48737313 -0.0212115 ]\n",
      "----------------------------------------\n",
      "CPU times: user 4.94 s, sys: 135 ms, total: 5.08 s\n",
      "Wall time: 3.09 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([[[[-0.09965202,  0.12908299],\n",
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       "          [-0.19143658, -0.03269722]]],\n",
       " \n",
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       "        [[[ 0.06615096,  0.18666496],\n",
       "          [ 0.04236015, -0.17209095]]],\n",
       " \n",
       " \n",
       "        [[[-0.13033076,  0.07094624],\n",
       "          [-0.32042394, -0.1042974 ]]],\n",
       " \n",
       " \n",
       "        [[[-0.04252715, -0.10834736],\n",
       "          [-0.09358358, -0.39666784]]],\n",
       " \n",
       " \n",
       "        [[[ 0.01334689,  0.24812412],\n",
       "          [ 0.04978928, -0.19632411]]],\n",
       " \n",
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       "        [[[-0.13959986,  0.20228891],\n",
       "          [-0.24624936, -0.24760933]]],\n",
       " \n",
       " \n",
       "        [[[-0.35390195,  0.21333977],\n",
       "          [-0.22055275,  0.12161585]]],\n",
       " \n",
       " \n",
       "        [[[ 0.00406732,  0.1973608 ],\n",
       "          [-0.17839973,  0.12239331]]],\n",
       " \n",
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       "        [[[-0.19207114,  0.18086792],\n",
       "          [-0.2914589 , -0.01695951]]],\n",
       " \n",
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       "        [[[-0.28408328,  0.12319811],\n",
       "          [-0.69090282, -0.02559718]]],\n",
       " \n",
       " \n",
       "        [[[-0.47650825,  0.1676369 ],\n",
       "          [-0.441703  ,  0.11505509]]],\n",
       " \n",
       " \n",
       "        [[[-0.28829747,  0.20608374],\n",
       "          [-0.00762966, -0.05029476]]],\n",
       " \n",
       " \n",
       "        [[[-0.19202206,  0.40943483],\n",
       "          [-0.0412034 , -0.07659373]]],\n",
       " \n",
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       "        [[[-0.31935161,  0.26225112],\n",
       "          [-0.4448187 , -0.06254277]]],\n",
       " \n",
       " \n",
       "        [[[-0.31652756,  0.46021385],\n",
       "          [-0.21044795, -0.05619889]]],\n",
       " \n",
       " \n",
       "        [[[-0.31040002,  0.05434708],\n",
       "          [-0.33244632, -0.1235243 ]]],\n",
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       "        [[[ 0.02730188,  0.17002073],\n",
       "          [-0.39103802,  0.00186956]]],\n",
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       "        [[[-0.28564013,  0.28820569],\n",
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       " \n",
       "        [[[-0.22597767,  0.33346915],\n",
       "          [-0.27391833, -0.00106547]]],\n",
       " \n",
       " \n",
       "        [[[ 0.04016402,  0.18970105],\n",
       "          [-0.04540167, -0.42692188]]],\n",
       " \n",
       " \n",
       "        [[[-0.22298208,  0.25947944],\n",
       "          [-0.23657454,  0.10553548]]],\n",
       " \n",
       " \n",
       "        [[[-0.40002999,  0.43143588],\n",
       "          [-0.23255099, -0.01453263]]],\n",
       " \n",
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       "        [[[-0.18682596,  0.02052095],\n",
       "          [-0.48451642, -0.24786365]]],\n",
       " \n",
       " \n",
       "        [[[-0.67729643,  0.1163784 ],\n",
       "          [-0.41854705, -0.0726094 ]]],\n",
       " \n",
       " \n",
       "        [[[-0.08290831, -0.12946424],\n",
       "          [-0.3518401 , -0.57406114]]],\n",
       " \n",
       " \n",
       "        [[[ 0.02918761, -0.15060103],\n",
       "          [-0.16714557, -0.39288299]]],\n",
       " \n",
       " \n",
       "        [[[-0.31659723,  0.13752914],\n",
       "          [-0.2489276 ,  0.01046454]]],\n",
       " \n",
       " \n",
       "        [[[-0.5300503 ,  0.06585416],\n",
       "          [-0.48737313, -0.0212115 ]]]]),\n",
       " array([[0.06400097],\n",
       "        [0.0842207 ],\n",
       "        [0.05126252],\n",
       "        [0.04404464],\n",
       "        [0.05176359],\n",
       "        [0.1250256 ],\n",
       "        [0.05583472],\n",
       "        [0.05246081],\n",
       "        [0.10134814],\n",
       "        [0.055035  ],\n",
       "        [0.06659085],\n",
       "        [0.0544777 ],\n",
       "        [0.0492723 ],\n",
       "        [0.04631245],\n",
       "        [0.04009862],\n",
       "        [0.0481318 ],\n",
       "        [0.04870089],\n",
       "        [0.05388612],\n",
       "        [0.08758168],\n",
       "        [0.0731617 ],\n",
       "        [0.04246199],\n",
       "        [0.04057095],\n",
       "        [0.05869592],\n",
       "        [0.11645951],\n",
       "        [0.04042783],\n",
       "        [0.03728813],\n",
       "        [0.07545146],\n",
       "        [0.09431896],\n",
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       "        [0.05341983],\n",
       "        [0.03623898],\n",
       "        [0.07754394],\n",
       "        [0.11422314],\n",
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       "        [0.04185474],\n",
       "        [0.03213745],\n",
       "        [0.10210839],\n",
       "        [0.10925736],\n",
       "        [0.11451675],\n",
       "        [0.04842364],\n",
       "        [0.06611659],\n",
       "        [0.10481851],\n",
       "        [0.06005822],\n",
       "        [0.07577195],\n",
       "        [0.09369197],\n",
       "        [0.08445527],\n",
       "        [0.05289312],\n",
       "        [0.04694267],\n",
       "        [0.06505734],\n",
       "        [0.11907259],\n",
       "        [0.1972834 ],\n",
       "        [0.08362251]]))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "jcafe.fit_matrix_for_data_subset('fit_files/NINO34_SST__WHOLEPACIFIC_I20_individual_year_STD',\n",
    "                        sst_index = indices.nino34_sst,\n",
    "                        i20_index = indices.wholeP_i20,\n",
    "                        startyears = range(1965,2018),\n",
    "                        windowlength = 1,\n",
    "                                verbose = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[[[-4.80199476e-02,  1.60278431e-01],\n",
       "          [-1.34252638e-01, -2.13211245e-03]],\n",
       " \n",
       "         [[-7.82142556e-02,  1.83649736e-01],\n",
       "          [-1.43859484e-01, -7.88947447e-03]],\n",
       " \n",
       "         [[-9.01212618e-02,  1.92710178e-01],\n",
       "          [-1.59483537e-01, -2.16370866e-02]],\n",
       " \n",
       "         [[-9.58098607e-02,  1.61344981e-01],\n",
       "          [-1.73811167e-01, -2.58028102e-03]],\n",
       " \n",
       "         [[-7.21682852e-02,  1.82433968e-01],\n",
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       " \n",
       "         [[-7.42093794e-02,  2.00333096e-01],\n",
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       " \n",
       "         [[-7.41253278e-02,  1.65466088e-01],\n",
       "          [-1.57689067e-01, -1.05022753e-02]],\n",
       " \n",
       "         [[-7.62727406e-02,  1.82159024e-01],\n",
       "          [-1.42744205e-01, -9.75110675e-03]],\n",
       " \n",
       "         [[-1.05737644e-01,  1.74277079e-01],\n",
       "          [-1.61583738e-01,  1.73595620e-03]],\n",
       " \n",
       "         [[-8.55114530e-02,  1.93812167e-01],\n",
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       " \n",
       "         [[-8.07502915e-02,  1.72607120e-01],\n",
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       " \n",
       "         [[-6.93213050e-02,  1.72739277e-01],\n",
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       " \n",
       "         [[-8.24237475e-02,  1.96332558e-01],\n",
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       " \n",
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       " \n",
       "         [[-6.35460827e-02,  1.80085478e-01],\n",
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       " \n",
       "         [[-8.81149635e-02,  1.89129175e-01],\n",
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       " \n",
       "         [[-1.09160707e-01,  1.69469961e-01],\n",
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       "         [[-7.88356003e-02,  1.76505512e-01],\n",
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       "         [[-7.14959435e-02,  1.86141536e-01],\n",
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       " \n",
       "         [[-6.76553037e-02,  1.88177272e-01],\n",
       "          [-1.51099706e-01, -1.18409825e-02]],\n",
       " \n",
       "         [[-5.37600051e-02,  1.79243843e-01],\n",
       "          [-1.51376538e-01, -3.71154737e-02]],\n",
       " \n",
       "         [[-7.60198592e-02,  1.91117478e-01],\n",
       "          [-1.30807741e-01, -9.03228603e-03]],\n",
       " \n",
       "         [[-7.41786670e-02,  1.80536464e-01],\n",
       "          [-1.46178487e-01, -9.34832870e-03]],\n",
       " \n",
       "         [[-6.31602946e-02,  1.75026655e-01],\n",
       "          [-1.64191414e-01, -2.48589251e-02]],\n",
       " \n",
       "         [[-8.40305881e-02,  1.98080092e-01],\n",
       "          [-1.55993167e-01,  2.59748902e-03]],\n",
       " \n",
       "         [[-8.23670635e-02,  1.80079867e-01],\n",
       "          [-1.47037888e-01, -2.41464686e-02]],\n",
       " \n",
       "         [[-9.53155298e-02,  1.85805351e-01],\n",
       "          [-1.65884969e-01,  1.51559373e-02]],\n",
       " \n",
       "         [[-6.95402774e-02,  1.71407143e-01],\n",
       "          [-1.47673636e-01, -2.13752566e-02]],\n",
       " \n",
       "         [[-7.62585305e-02,  1.67822711e-01],\n",
       "          [-1.33457485e-01, -1.50745310e-02]],\n",
       " \n",
       "         [[-7.03531640e-02,  1.73192747e-01],\n",
       "          [-1.28400929e-01, -2.15673381e-02]],\n",
       " \n",
       "         [[-7.39873034e-02,  1.79968643e-01],\n",
       "          [-1.48031548e-01, -1.29088797e-02]],\n",
       " \n",
       "         [[-7.04348821e-02,  1.64075500e-01],\n",
       "          [-1.48529158e-01, -9.04005044e-03]],\n",
       " \n",
       "         [[-6.45551565e-02,  1.63818502e-01],\n",
       "          [-1.22555580e-01, -2.16226005e-02]],\n",
       " \n",
       "         [[-8.26371885e-02,  1.80110932e-01],\n",
       "          [-1.48776751e-01, -1.58463367e-02]],\n",
       " \n",
       "         [[-6.81943190e-02,  2.03850302e-01],\n",
       "          [-1.52012685e-01, -2.61173871e-02]],\n",
       " \n",
       "         [[-7.56301400e-02,  1.73826778e-01],\n",
       "          [-1.15831834e-01, -6.73455683e-03]],\n",
       " \n",
       "         [[-7.04341532e-02,  1.69208979e-01],\n",
       "          [-1.36639032e-01, -1.12234138e-02]],\n",
       " \n",
       "         [[-8.43320808e-02,  1.96098325e-01],\n",
       "          [-1.34932576e-01, -1.57556147e-02]],\n",
       " \n",
       "         [[-8.53635694e-02,  1.73241374e-01],\n",
       "          [-1.73286868e-01, -2.04232982e-02]],\n",
       " \n",
       "         [[-5.10260642e-02,  1.68731694e-01],\n",
       "          [-1.08324802e-01, -2.66856196e-02]],\n",
       " \n",
       "         [[-8.25539426e-02,  1.85255421e-01],\n",
       "          [-1.59629645e-01, -1.23789633e-02]],\n",
       " \n",
       "         [[-7.74060608e-02,  1.86027300e-01],\n",
       "          [-1.34860764e-01, -2.61012253e-02]],\n",
       " \n",
       "         [[-5.76453603e-02,  1.56007902e-01],\n",
       "          [-1.23955817e-01, -1.97333848e-02]],\n",
       " \n",
       "         [[-8.31360395e-02,  1.64252046e-01],\n",
       "          [-1.59537577e-01, -1.81736417e-03]],\n",
       " \n",
       "         [[-8.26595947e-02,  1.76122493e-01],\n",
       "          [-1.34081754e-01, -1.03681350e-02]],\n",
       " \n",
       "         [[-6.41302099e-02,  1.78483444e-01],\n",
       "          [-1.58899833e-01, -1.95505462e-02]],\n",
       " \n",
       "         [[-1.01899285e-01,  1.88573025e-01],\n",
       "          [-1.62213322e-01,  6.63620703e-04]],\n",
       " \n",
       "         [[-6.78267217e-02,  1.84519458e-01],\n",
       "          [-1.14264504e-01, -1.85421182e-02]],\n",
       " \n",
       "         [[-8.02783576e-02,  1.70551281e-01],\n",
       "          [-1.48672370e-01, -2.01169593e-02]],\n",
       " \n",
       "         [[-8.00602192e-02,  1.81911957e-01],\n",
       "          [-1.41082236e-01,  1.66285336e-03]],\n",
       " \n",
       "         [[-8.53377578e-02,  1.83911666e-01],\n",
       "          [-1.08751052e-01, -1.41579872e-02]],\n",
       " \n",
       "         [[-7.33797388e-02,  1.78581127e-01],\n",
       "          [-1.42803475e-01, -1.66200969e-02]],\n",
       " \n",
       "         [[-1.04075798e-01,  1.90600415e-01],\n",
       "          [-1.64150148e-01,  1.26495903e-02]],\n",
       " \n",
       "         [[-6.59416709e-02,  1.71427663e-01],\n",
       "          [-1.17364447e-01, -1.71110754e-02]],\n",
       " \n",
       "         [[-6.95398820e-02,  1.49734255e-01],\n",
       "          [-1.04063228e-01, -1.79996975e-02]],\n",
       " \n",
       "         [[-7.47596708e-02,  2.05210291e-01],\n",
       "          [-1.36557975e-01, -2.28495207e-02]],\n",
       " \n",
       "         [[-6.60877777e-02,  1.98884682e-01],\n",
       "          [-1.26290677e-01, -1.96510642e-02]],\n",
       " \n",
       "         [[-8.35993944e-02,  1.51177780e-01],\n",
       "          [-1.61602768e-01, -2.19145002e-02]],\n",
       " \n",
       "         [[-9.70509111e-02,  1.74132210e-01],\n",
       "          [-1.49292401e-01, -1.10818857e-02]],\n",
       " \n",
       "         [[-7.77899910e-02,  1.69957806e-01],\n",
       "          [-1.32441241e-01, -7.58465505e-03]],\n",
       " \n",
       "         [[-6.47044623e-02,  1.43419623e-01],\n",
       "          [-1.43907383e-01, -2.60064627e-02]],\n",
       " \n",
       "         [[-8.04463523e-02,  1.75386363e-01],\n",
       "          [-1.55269524e-01, -6.44775245e-03]],\n",
       " \n",
       "         [[-5.20002911e-02,  1.75903304e-01],\n",
       "          [-1.44486078e-01, -2.77696924e-02]],\n",
       " \n",
       "         [[-7.79678112e-02,  1.73950822e-01],\n",
       "          [-1.37513548e-01, -1.18597811e-02]],\n",
       " \n",
       "         [[-6.75640447e-02,  1.69051012e-01],\n",
       "          [-1.50055378e-01, -2.43324384e-02]],\n",
       " \n",
       "         [[-7.63136589e-02,  1.75337624e-01],\n",
       "          [-1.20401111e-01, -3.19734926e-02]],\n",
       " \n",
       "         [[-6.99958742e-02,  1.96681214e-01],\n",
       "          [-1.63697624e-01, -1.95644970e-02]],\n",
       " \n",
       "         [[-9.04189870e-02,  1.76028327e-01],\n",
       "          [-1.46061290e-01,  2.59129320e-03]],\n",
       " \n",
       "         [[-7.44250507e-02,  1.58574181e-01],\n",
       "          [-1.51926791e-01, -1.06800482e-02]],\n",
       " \n",
       "         [[-7.15259592e-02,  1.98971672e-01],\n",
       "          [-1.25706959e-01, -3.07959799e-02]],\n",
       " \n",
       "         [[-7.90041178e-02,  1.41825088e-01],\n",
       "          [-1.35431280e-01, -4.82876840e-03]],\n",
       " \n",
       "         [[-6.46748084e-02,  1.71831855e-01],\n",
       "          [-1.23301969e-01, -2.17518569e-02]],\n",
       " \n",
       "         [[-7.02013866e-02,  1.56000057e-01],\n",
       "          [-1.55679452e-01, -1.43658557e-02]],\n",
       " \n",
       "         [[-7.37216933e-02,  1.62423829e-01],\n",
       "          [-1.46798979e-01, -1.40425347e-02]],\n",
       " \n",
       "         [[-9.71477426e-02,  1.82105052e-01],\n",
       "          [-1.76477451e-01, -1.82693136e-03]],\n",
       " \n",
       "         [[-8.70185843e-02,  1.64651845e-01],\n",
       "          [-1.67506971e-01, -1.14613156e-02]],\n",
       " \n",
       "         [[-5.29327340e-02,  1.72222023e-01],\n",
       "          [-1.45316839e-01, -2.69331959e-02]],\n",
       " \n",
       "         [[-7.47285016e-02,  1.77191360e-01],\n",
       "          [-1.43324416e-01, -7.48346200e-03]],\n",
       " \n",
       "         [[-7.54638126e-02,  1.84547166e-01],\n",
       "          [-1.30698225e-01, -1.36060022e-02]],\n",
       " \n",
       "         [[-6.54176543e-02,  2.05680979e-01],\n",
       "          [-1.44545804e-01, -2.17311105e-02]],\n",
       " \n",
       "         [[-8.93135401e-02,  1.82291327e-01],\n",
       "          [-1.80218917e-01, -9.03845089e-03]],\n",
       " \n",
       "         [[-6.10644349e-02,  1.77240005e-01],\n",
       "          [-1.36307711e-01, -2.90243715e-02]],\n",
       " \n",
       "         [[-6.74569490e-02,  1.52789923e-01],\n",
       "          [-1.24422510e-01, -2.06254174e-02]],\n",
       " \n",
       "         [[-7.54760016e-02,  1.76259893e-01],\n",
       "          [-1.51495060e-01, -1.82578520e-03]],\n",
       " \n",
       "         [[-7.42103681e-02,  1.82833998e-01],\n",
       "          [-1.53965967e-01, -1.89227612e-02]],\n",
       " \n",
       "         [[-9.20475940e-02,  2.13011896e-01],\n",
       "          [-1.78325408e-01, -7.85054926e-03]],\n",
       " \n",
       "         [[-7.41704578e-02,  1.65546141e-01],\n",
       "          [-1.33919062e-01, -1.87246905e-02]],\n",
       " \n",
       "         [[-9.19323134e-02,  1.92486810e-01],\n",
       "          [-1.66673354e-01, -1.24510516e-02]],\n",
       " \n",
       "         [[-6.54451556e-02,  1.77350954e-01],\n",
       "          [-1.33970705e-01, -1.48861913e-02]],\n",
       " \n",
       "         [[-9.92315585e-02,  1.80418309e-01],\n",
       "          [-1.86365457e-01, -8.52232059e-04]],\n",
       " \n",
       "         [[-7.26571719e-02,  1.65822414e-01],\n",
       "          [-1.28190116e-01, -1.69055775e-02]],\n",
       " \n",
       "         [[-4.52706814e-02,  1.83541533e-01],\n",
       "          [-1.24813984e-01, -3.61494620e-02]],\n",
       " \n",
       "         [[-8.18299803e-02,  2.16866484e-01],\n",
       "          [-1.73852587e-01,  1.55572208e-04]]]]),\n",
       " array([[0.05050308, 0.10100749, 0.09138924, 0.10284361, 0.10074918,\n",
       "         0.10926553, 0.09263255, 0.10266374, 0.09278104, 0.10379012,\n",
       "         0.0946651 , 0.09248119, 0.09948425, 0.10516362, 0.1018759 ,\n",
       "         0.10171839, 0.10624666, 0.09458867, 0.12231258, 0.10681586,\n",
       "         0.10525412, 0.0951571 , 0.10364697, 0.10308165, 0.09428411,\n",
       "         0.0953487 , 0.09824487, 0.10030831, 0.0986909 , 0.10304291,\n",
       "         0.09187246, 0.10186219, 0.09905046, 0.08970754, 0.09968795,\n",
       "         0.09633563, 0.09341624, 0.10507678, 0.10018305, 0.1054791 ,\n",
       "         0.10051368, 0.09162683, 0.09762197, 0.09862007, 0.10257612,\n",
       "         0.10083255, 0.09889434, 0.09795965, 0.11417988, 0.09608681,\n",
       "         0.0958345 , 0.10059602, 0.09089238, 0.09606351, 0.10704372,\n",
       "         0.09534013, 0.10493301, 0.09166608, 0.0958397 , 0.11580492,\n",
       "         0.10433688, 0.10136595, 0.11066406, 0.09568882, 0.08555253,\n",
       "         0.09676176, 0.10813436, 0.10627432, 0.09369131, 0.10123239,\n",
       "         0.09114918, 0.09280187, 0.10181876, 0.10857721, 0.0875899 ,\n",
       "         0.10136013, 0.09049973, 0.09309097, 0.10915674, 0.09518827,\n",
       "         0.09728241, 0.08834992, 0.09200986, 0.09594746, 0.09303176,\n",
       "         0.10816925, 0.10797559, 0.09366233, 0.10033996, 0.10482749,\n",
       "         0.10659463, 0.10664016, 0.09989815, 0.09982686, 0.10231795,\n",
       "         0.09737951, 0.09303145]]))"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jcafe.fit_matrix_for_data_subset('fit_files/NINO3_SST__WHOLEPACIFIC_I20_1980_2002_STD', \n",
    "                        sst_index = indices.nino3_sst,\n",
    "                                 i20_index = indices.wholeP_i20,\n",
    "                            startyears = [1980], #Anything iterable\n",
    "                            windowlength = 23, #Inclusive\n",
    "                            ensemble = range(97), #also has to be iterable\n",
    "                            season = None, #None or one of 'DJF','MAM','SON','JJA'\n",
    "                           )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[[[-0.04609506,  0.1465477 ],\n",
       "          [-0.14126005,  0.00163203]],\n",
       " \n",
       "         [[-0.06770396,  0.16871132],\n",
       "          [-0.1559841 , -0.00154321]],\n",
       " \n",
       "         [[-0.07276803,  0.16968974],\n",
       "          [-0.1706715 , -0.01814768]],\n",
       " \n",
       "         [[-0.07198497,  0.13437696],\n",
       "          [-0.18093907, -0.0011865 ]],\n",
       " \n",
       "         [[-0.05031256,  0.15291926],\n",
       "          [-0.15243317, -0.02378281]],\n",
       " \n",
       "         [[-0.06682717,  0.17444471],\n",
       "          [-0.14363431, -0.00882835]],\n",
       " \n",
       "         [[-0.06276441,  0.14225692],\n",
       "          [-0.16228715, -0.00739161]],\n",
       " \n",
       "         [[-0.06108948,  0.15805164],\n",
       "          [-0.14632088, -0.00792661]],\n",
       " \n",
       "         [[-0.0800206 ,  0.14645007],\n",
       "          [-0.16334118, -0.00247225]],\n",
       " \n",
       "         [[-0.0712209 ,  0.1683943 ],\n",
       "          [-0.14634257, -0.00936312]],\n",
       " \n",
       "         [[-0.06159428,  0.16168508],\n",
       "          [-0.15094812, -0.01689226]],\n",
       " \n",
       "         [[-0.05927181,  0.14877007],\n",
       "          [-0.14631702, -0.01580779]],\n",
       " \n",
       "         [[-0.05737388,  0.17010007],\n",
       "          [-0.18928873, -0.01916351]],\n",
       " \n",
       "         [[-0.07472999,  0.16957597],\n",
       "          [-0.18433702,  0.00123307]],\n",
       " \n",
       "         [[-0.04640076,  0.12816213],\n",
       "          [-0.12965087, -0.02670774]],\n",
       " \n",
       "         [[-0.07105069,  0.14084673],\n",
       "          [-0.16069598, -0.01464412]],\n",
       " \n",
       "         [[-0.05024785,  0.16036404],\n",
       "          [-0.12135306, -0.02442674]],\n",
       " \n",
       "         [[-0.06329611,  0.1584276 ],\n",
       "          [-0.15515379, -0.00755648]],\n",
       " \n",
       "         [[-0.08352212,  0.14516777],\n",
       "          [-0.18468754,  0.01150006]],\n",
       " \n",
       "         [[-0.06472126,  0.15369565],\n",
       "          [-0.14105684, -0.0196196 ]],\n",
       " \n",
       "         [[-0.07834644,  0.16023159],\n",
       "          [-0.14464536, -0.0075558 ]],\n",
       " \n",
       "         [[-0.06432439,  0.15509802],\n",
       "          [-0.13250048, -0.01257223]],\n",
       " \n",
       "         [[-0.05222295,  0.16181136],\n",
       "          [-0.14212603, -0.02351163]],\n",
       " \n",
       "         [[-0.06095593,  0.16187327],\n",
       "          [-0.16453521, -0.00866048]],\n",
       " \n",
       "         [[-0.0325592 ,  0.15125417],\n",
       "          [-0.15736905, -0.03851555]],\n",
       " \n",
       "         [[-0.0575375 ,  0.16171252],\n",
       "          [-0.13284496, -0.01060071]],\n",
       " \n",
       "         [[-0.06015334,  0.16355793],\n",
       "          [-0.1497676 , -0.00723923]],\n",
       " \n",
       "         [[-0.05565682,  0.15444651],\n",
       "          [-0.17159684, -0.01688067]],\n",
       " \n",
       "         [[-0.07315238,  0.17890005],\n",
       "          [-0.1546795 ,  0.00977818]],\n",
       " \n",
       "         [[-0.06981968,  0.15251681],\n",
       "          [-0.15656155, -0.0153903 ]],\n",
       " \n",
       "         [[-0.07743247,  0.16433287],\n",
       "          [-0.16500946,  0.01448644]],\n",
       " \n",
       "         [[-0.05959826,  0.15945794],\n",
       "          [-0.14698067, -0.01418934]],\n",
       " \n",
       "         [[-0.06297994,  0.14787742],\n",
       "          [-0.13255757, -0.01236327]],\n",
       " \n",
       "         [[-0.05807825,  0.15028848],\n",
       "          [-0.13921226, -0.01902923]],\n",
       " \n",
       "         [[-0.06139601,  0.1563162 ],\n",
       "          [-0.15987132, -0.00979906]],\n",
       " \n",
       "         [[-0.05391951,  0.1437393 ],\n",
       "          [-0.15490585, -0.00773161]],\n",
       " \n",
       "         [[-0.04491821,  0.12885233],\n",
       "          [-0.12298577, -0.02429212]],\n",
       " \n",
       "         [[-0.06415756,  0.15630391],\n",
       "          [-0.15164902, -0.01621435]],\n",
       " \n",
       "         [[-0.06318956,  0.17981699],\n",
       "          [-0.16068467, -0.01924417]],\n",
       " \n",
       "         [[-0.06205381,  0.15031679],\n",
       "          [-0.12638056, -0.00337275]],\n",
       " \n",
       "         [[-0.05897229,  0.14040015],\n",
       "          [-0.14600668, -0.01048888]],\n",
       " \n",
       "         [[-0.06642622,  0.18077   ],\n",
       "          [-0.13415612, -0.01234301]],\n",
       " \n",
       "         [[-0.06503128,  0.15594523],\n",
       "          [-0.17902074, -0.01895873]],\n",
       " \n",
       "         [[-0.04336774,  0.14087327],\n",
       "          [-0.11390223, -0.02379981]],\n",
       " \n",
       "         [[-0.06624411,  0.16570108],\n",
       "          [-0.16377826, -0.00813607]],\n",
       " \n",
       "         [[-0.06213725,  0.15910095],\n",
       "          [-0.14012594, -0.02299714]],\n",
       " \n",
       "         [[-0.04041366,  0.13566519],\n",
       "          [-0.12920863, -0.01868801]],\n",
       " \n",
       "         [[-0.06826461,  0.14331114],\n",
       "          [-0.15742024,  0.00247799]],\n",
       " \n",
       "         [[-0.06525834,  0.14694866],\n",
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       " \n",
       "         [[-0.05470195,  0.15243168],\n",
       "          [-0.16800689, -0.01385992]],\n",
       " \n",
       "         [[-0.08586753,  0.16675673],\n",
       "          [-0.16492927,  0.00142698]],\n",
       " \n",
       "         [[-0.05449534,  0.14781013],\n",
       "          [-0.12195529, -0.01958271]],\n",
       " \n",
       "         [[-0.06396917,  0.15295466],\n",
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       " \n",
       "         [[-0.06212652,  0.16356061],\n",
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       " \n",
       "         [[-0.06480547,  0.15617773],\n",
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       " \n",
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       " \n",
       "         [[-0.07998791,  0.16475039],\n",
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       " \n",
       "         [[-0.05105405,  0.14619176],\n",
       "          [-0.12342159, -0.01648759]],\n",
       " \n",
       "         [[-0.05755532,  0.13577398],\n",
       "          [-0.11812702, -0.01325368]],\n",
       " \n",
       "         [[-0.05869635,  0.16768196],\n",
       "          [-0.14097541, -0.02534709]],\n",
       " \n",
       "         [[-0.04920705,  0.16589364],\n",
       "          [-0.13488604, -0.02179847]],\n",
       " \n",
       "         [[-0.05815111,  0.12586298],\n",
       "          [-0.16772209, -0.01939565]],\n",
       " \n",
       "         [[-0.07098169,  0.14603497],\n",
       "          [-0.14506539, -0.01073454]],\n",
       " \n",
       "         [[-0.06268167,  0.15137903],\n",
       "          [-0.13109327, -0.00611127]],\n",
       " \n",
       "         [[-0.04757702,  0.13261531],\n",
       "          [-0.15112514, -0.01863553]],\n",
       " \n",
       "         [[-0.0667424 ,  0.15167996],\n",
       "          [-0.16742596, -0.00220107]],\n",
       " \n",
       "         [[-0.04480254,  0.14428764],\n",
       "          [-0.15989952, -0.02239932]],\n",
       " \n",
       "         [[-0.06767618,  0.1455838 ],\n",
       "          [-0.14817597, -0.01057205]],\n",
       " \n",
       "         [[-0.05377824,  0.1386426 ],\n",
       "          [-0.15270878, -0.02244062]],\n",
       " \n",
       "         [[-0.05530899,  0.14975192],\n",
       "          [-0.1203349 , -0.02938077]],\n",
       " \n",
       "         [[-0.05405315,  0.16575605],\n",
       "          [-0.16085887, -0.01778133]],\n",
       " \n",
       "         [[-0.0757145 ,  0.15390225],\n",
       "          [-0.15401703,  0.00227616]],\n",
       " \n",
       "         [[-0.0610608 ,  0.13580035],\n",
       "          [-0.16580608, -0.01066534]],\n",
       " \n",
       "         [[-0.05537229,  0.17296108],\n",
       "          [-0.13001368, -0.02936973]],\n",
       " \n",
       "         [[-0.06036378,  0.11749263],\n",
       "          [-0.14152298, -0.00516737]],\n",
       " \n",
       "         [[-0.05617417,  0.14653812],\n",
       "          [-0.13634193, -0.01500901]],\n",
       " \n",
       "         [[-0.05901039,  0.13531417],\n",
       "          [-0.16564633, -0.01010965]],\n",
       " \n",
       "         [[-0.06558724,  0.14560101],\n",
       "          [-0.15266223, -0.0059342 ]],\n",
       " \n",
       "         [[-0.07925148,  0.14942666],\n",
       "          [-0.18178875,  0.00055131]],\n",
       " \n",
       "         [[-0.06786755,  0.14190093],\n",
       "          [-0.17369985, -0.0095491 ]],\n",
       " \n",
       "         [[-0.03835069,  0.14014132],\n",
       "          [-0.14877726, -0.02547653]],\n",
       " \n",
       "         [[-0.05960302,  0.16233589],\n",
       "          [-0.13703193, -0.01009439]],\n",
       " \n",
       "         [[-0.0642137 ,  0.16619155],\n",
       "          [-0.1420057 , -0.01098215]],\n",
       " \n",
       "         [[-0.05805404,  0.17093931],\n",
       "          [-0.15344502, -0.01576988]],\n",
       " \n",
       "         [[-0.07606303,  0.15250314],\n",
       "          [-0.193774  , -0.00118254]],\n",
       " \n",
       "         [[-0.04094148,  0.15095014],\n",
       "          [-0.13983363, -0.02879391]],\n",
       " \n",
       "         [[-0.05225244,  0.1308391 ],\n",
       "          [-0.12804602, -0.02329804]],\n",
       " \n",
       "         [[-0.06037627,  0.15466974],\n",
       "          [-0.15843784, -0.00266439]],\n",
       " \n",
       "         [[-0.05905624,  0.15311285],\n",
       "          [-0.1647412 , -0.01939244]],\n",
       " \n",
       "         [[-0.06980009,  0.17417804],\n",
       "          [-0.18869296, -0.01195837]],\n",
       " \n",
       "         [[-0.05833392,  0.14035689],\n",
       "          [-0.13961339, -0.01701793]],\n",
       " \n",
       "         [[-0.06011675,  0.1612725 ],\n",
       "          [-0.17373461, -0.01990885]],\n",
       " \n",
       "         [[-0.05441692,  0.15015281],\n",
       "          [-0.14565528, -0.01395267]],\n",
       " \n",
       "         [[-0.07288182,  0.15571834],\n",
       "          [-0.18192081, -0.00498798]],\n",
       " \n",
       "         [[-0.05362685,  0.1413499 ],\n",
       "          [-0.13808378, -0.01598057]],\n",
       " \n",
       "         [[-0.03846004,  0.15147714],\n",
       "          [-0.13504632, -0.02988531]],\n",
       " \n",
       "         [[-0.06880316,  0.18137104],\n",
       "          [-0.18585377, -0.00211349]]]]),\n",
       " array([[0.04445228, 0.07745051, 0.07296624, 0.07599502, 0.07701111,\n",
       "         0.08982637, 0.07440536, 0.07909334, 0.07401377, 0.08481364,\n",
       "         0.06995491, 0.07463699, 0.07412773, 0.08208293, 0.07914615,\n",
       "         0.07427203, 0.08111078, 0.06615049, 0.09188129, 0.08057038,\n",
       "         0.08190129, 0.07417606, 0.08122684, 0.08531061, 0.06891818,\n",
       "         0.07420883, 0.07742863, 0.08164646, 0.07564254, 0.07852718,\n",
       "         0.07018658, 0.08094966, 0.07951852, 0.0719734 , 0.07694331,\n",
       "         0.07701001, 0.06994637, 0.08413053, 0.08063694, 0.07762032,\n",
       "         0.07912062, 0.0718419 , 0.07587145, 0.07872082, 0.07929365,\n",
       "         0.07811923, 0.07276008, 0.07790124, 0.08880435, 0.07652052,\n",
       "         0.08056368, 0.07876833, 0.07046165, 0.0734735 , 0.08290432,\n",
       "         0.07637705, 0.07988257, 0.07017008, 0.07432446, 0.09276821,\n",
       "         0.08075314, 0.07409097, 0.08219035, 0.07679129, 0.06451696,\n",
       "         0.07507879, 0.0833497 , 0.08672618, 0.07520803, 0.07590064,\n",
       "         0.07154468, 0.07721421, 0.08026794, 0.08413965, 0.06967169,\n",
       "         0.07680224, 0.07262209, 0.07444033, 0.08481727, 0.07426227,\n",
       "         0.07217678, 0.0738047 , 0.07379275, 0.07483069, 0.06959108,\n",
       "         0.07948969, 0.08739719, 0.07430601, 0.08103904, 0.08146026,\n",
       "         0.08394277, 0.07919565, 0.08204497, 0.07977291, 0.07512947,\n",
       "         0.0736764 , 0.0765636 ]]))"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jcafe.fit_matrix_for_data_subset('fit_files/NINO34_SST__WHOLEPACIFIC_I20_1980_2002_STD', \n",
    "                        sst_index = indices.nino34_sst,\n",
    "                                 i20_index = indices.wholeP_i20,\n",
    "                            startyears = [1980], #Anything iterable\n",
    "                            windowlength = 23, #Inclusive\n",
    "                            ensemble = range(97), #also has to be iterable\n",
    "                            season = None, #None or one of 'DJF','MAM','SON','JJA'\n",
    "                           )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 16.3 s, sys: 275 ms, total: 16.5 s\n",
      "Wall time: 8.73 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([[[[-0.058896  ,  0.14808284],\n",
       "          [-0.18440751, -0.03958216]]],\n",
       " \n",
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       "        [[[-0.04928421,  0.14503001],\n",
       "          [-0.18550683, -0.04550993]]],\n",
       " \n",
       " \n",
       "        [[[-0.05200498,  0.13932743],\n",
       "          [-0.17619377, -0.03880313]]],\n",
       " \n",
       " \n",
       "        [[[-0.06577973,  0.15687162],\n",
       "          [-0.18542253, -0.03178103]]],\n",
       " \n",
       " \n",
       "        [[[-0.06749376,  0.18134803],\n",
       "          [-0.18761533, -0.03439555]]],\n",
       " \n",
       " \n",
       "        [[[-0.06728411,  0.18422419],\n",
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       " \n",
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       "        [[[-0.06197593,  0.17505155],\n",
       "          [-0.20538146, -0.04181309]]],\n",
       " \n",
       " \n",
       "        [[[-0.07389782,  0.18601278],\n",
       "          [-0.21075526, -0.03023561]]],\n",
       " \n",
       " \n",
       "        [[[-0.07126408,  0.18253004],\n",
       "          [-0.20534237, -0.03416094]]],\n",
       " \n",
       " \n",
       "        [[[-0.06369292,  0.15474781],\n",
       "          [-0.20488347, -0.01355726]]],\n",
       " \n",
       " \n",
       "        [[[-0.07460823,  0.16455821],\n",
       "          [-0.18777665, -0.01305301]]],\n",
       " \n",
       " \n",
       "        [[[-0.08651182,  0.17905256],\n",
       "          [-0.18717278, -0.00996638]]],\n",
       " \n",
       " \n",
       "        [[[-0.0860159 ,  0.18456547],\n",
       "          [-0.18474652, -0.0076831 ]]],\n",
       " \n",
       " \n",
       "        [[[-0.07393465,  0.15934827],\n",
       "          [-0.19057713, -0.00505833]]],\n",
       " \n",
       " \n",
       "        [[[-0.07279461,  0.17401318],\n",
       "          [-0.15540823,  0.00061173]]],\n",
       " \n",
       " \n",
       "        [[[-0.07752604,  0.17221154],\n",
       "          [-0.16720435, -0.00244556]]],\n",
       " \n",
       " \n",
       "        [[[-0.07799882,  0.17092044],\n",
       "          [-0.16725976, -0.00133115]]],\n",
       " \n",
       " \n",
       "        [[[-0.05093561,  0.16739394],\n",
       "          [-0.13418227, -0.00750675]]],\n",
       " \n",
       " \n",
       "        [[[-0.06110736,  0.14486804],\n",
       "          [-0.16145854, -0.01934931]]],\n",
       " \n",
       " \n",
       "        [[[-0.04899574,  0.12768834],\n",
       "          [-0.13111533, -0.06031784]]],\n",
       " \n",
       " \n",
       "        [[[-0.03509177,  0.13064988],\n",
       "          [-0.11803068, -0.0564045 ]]],\n",
       " \n",
       " \n",
       "        [[[-0.04022774,  0.13468799],\n",
       "          [-0.12077082, -0.05880131]]],\n",
       " \n",
       " \n",
       "        [[[-0.04309293,  0.12620479],\n",
       "          [-0.11653005, -0.04912379]]],\n",
       " \n",
       " \n",
       "        [[[-0.0277828 ,  0.15157082],\n",
       "          [-0.11383809, -0.03646767]]],\n",
       " \n",
       " \n",
       "        [[[-0.048482  ,  0.1548755 ],\n",
       "          [-0.14964878, -0.03565702]]],\n",
       " \n",
       " \n",
       "        [[[-0.04514972,  0.15170634],\n",
       "          [-0.14892569, -0.03102799]]],\n",
       " \n",
       " \n",
       "        [[[-0.0475218 ,  0.14091119],\n",
       "          [-0.1480386 , -0.02392564]]],\n",
       " \n",
       " \n",
       "        [[[-0.07112959,  0.13597619],\n",
       "          [-0.17147002, -0.01868203]]],\n",
       " \n",
       " \n",
       "        [[[-0.06407248,  0.15300216],\n",
       "          [-0.14146211, -0.00750478]]],\n",
       " \n",
       " \n",
       "        [[[-0.09490173,  0.17353552],\n",
       "          [-0.18002111,  0.00948918]]],\n",
       " \n",
       " \n",
       "        [[[-0.11162693,  0.17892376],\n",
       "          [-0.20028174,  0.01702196]]],\n",
       " \n",
       " \n",
       "        [[[-0.11204486,  0.17607472],\n",
       "          [-0.20470234,  0.02259341]]],\n",
       " \n",
       " \n",
       "        [[[-0.10244215,  0.1789976 ],\n",
       "          [-0.21451942,  0.01858022]]],\n",
       " \n",
       " \n",
       "        [[[-0.18683192,  0.19392526],\n",
       "          [-0.23905121,  0.01534826]]],\n",
       " \n",
       " \n",
       "        [[[-0.19585681,  0.21199524],\n",
       "          [-0.23528676,  0.03406326]]],\n",
       " \n",
       " \n",
       "        [[[-0.16411878,  0.21670673],\n",
       "          [-0.2087717 ,  0.02725909]]],\n",
       " \n",
       " \n",
       "        [[[-0.17953278,  0.2537642 ],\n",
       "          [-0.2148964 ,  0.05005251]]],\n",
       " \n",
       " \n",
       "        [[[-0.18902925,  0.26714441],\n",
       "          [-0.22118405,  0.0467013 ]]],\n",
       " \n",
       " \n",
       "        [[[-0.20300807,  0.25483213],\n",
       "          [-0.25361305,  0.04154029]]],\n",
       " \n",
       " \n",
       "        [[[-0.19169864,  0.24086041],\n",
       "          [-0.23675473,  0.03936055]]],\n",
       " \n",
       " \n",
       "        [[[-0.16586994,  0.2170453 ],\n",
       "          [-0.22800774,  0.02695076]]],\n",
       " \n",
       " \n",
       "        [[[-0.06616012,  0.15866487],\n",
       "          [-0.17483117, -0.00556311]]],\n",
       " \n",
       " \n",
       "        [[[-0.10915681,  0.14704508],\n",
       "          [-0.17923015,  0.0021664 ]]],\n",
       " \n",
       " \n",
       "        [[[-0.10342539,  0.12099412],\n",
       "          [-0.18811899, -0.00992096]]],\n",
       " \n",
       " \n",
       "        [[[-0.09510997,  0.11894993],\n",
       "          [-0.18924512, -0.01359605]]]]),\n",
       " array([[0.08047823],\n",
       "        [0.0812875 ],\n",
       "        [0.07717796],\n",
       "        [0.07585608],\n",
       "        [0.07494346],\n",
       "        [0.07353198],\n",
       "        [0.06338087],\n",
       "        [0.06158548],\n",
       "        [0.06239089],\n",
       "        [0.06003273],\n",
       "        [0.06201453],\n",
       "        [0.05884642],\n",
       "        [0.05740926],\n",
       "        [0.0593141 ],\n",
       "        [0.06844414],\n",
       "        [0.06983057],\n",
       "        [0.06868057],\n",
       "        [0.07546825],\n",
       "        [0.08191568],\n",
       "        [0.08070384],\n",
       "        [0.07955006],\n",
       "        [0.08146975],\n",
       "        [0.08185421],\n",
       "        [0.08446074],\n",
       "        [0.08666988],\n",
       "        [0.08849331],\n",
       "        [0.09016557],\n",
       "        [0.08182338],\n",
       "        [0.08067147],\n",
       "        [0.08467275],\n",
       "        [0.08871751],\n",
       "        [0.08796104],\n",
       "        [0.09132634],\n",
       "        [0.0898307 ],\n",
       "        [0.08400856],\n",
       "        [0.08678915],\n",
       "        [0.09107601],\n",
       "        [0.09639642],\n",
       "        [0.09099748],\n",
       "        [0.08417678],\n",
       "        [0.08143067],\n",
       "        [0.09597918],\n",
       "        [0.11173479],\n",
       "        [0.10978942],\n",
       "        [0.1144773 ]]))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "jcafe.fit_matrix_for_data_subset('fit_files/NINO34_SST__WHOLEPACIFIC_I20_sliding_decade_all_ensemble_STD', \n",
    "                        sst_index = indices.nino34_sst,\n",
    "                        i20_index = indices.wholeP_i20,\n",
    "                            startyears = range(1965,2010), #Anything iterable\n",
    "                            windowlength = 10, #Inclusive\n",
    "                            ensemble = [slice(1,97)], #also has to be iterable\n",
    "                            season = None, #None or one of 'DJF','MAM','SON','JJA'\n",
    "                           )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4min 37s, sys: 3.77 s, total: 4min 41s\n",
      "Wall time: 2min 40s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([[[[-0.04656234,  0.14145793],\n",
       "          [-0.18961503, -0.02926959]],\n",
       " \n",
       "         [[-0.05256676,  0.13662617],\n",
       "          [-0.15076802, -0.04523602]],\n",
       " \n",
       "         [[-0.08233752,  0.19801083],\n",
       "          [-0.2327783 ,  0.01381894]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.08374821,  0.13572683],\n",
       "          [-0.18609291, -0.02994718]],\n",
       " \n",
       "         [[-0.03892191,  0.14791316],\n",
       "          [-0.22203916, -0.04865344]],\n",
       " \n",
       "         [[-0.0594323 ,  0.10223908],\n",
       "          [-0.21648581, -0.04788799]]],\n",
       " \n",
       " \n",
       "        [[[-0.03283044,  0.13534206],\n",
       "          [-0.19065935, -0.03319493]],\n",
       " \n",
       "         [[-0.05479346,  0.14209687],\n",
       "          [-0.15187518, -0.0346163 ]],\n",
       " \n",
       "         [[-0.07873403,  0.21542862],\n",
       "          [-0.24856967,  0.00394478]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.07057164,  0.15038686],\n",
       "          [-0.18529862, -0.04420934]],\n",
       " \n",
       "         [[-0.0261894 ,  0.1264865 ],\n",
       "          [-0.22149254, -0.06719596]],\n",
       " \n",
       "         [[-0.05742073,  0.11439667],\n",
       "          [-0.23542849, -0.03978771]]],\n",
       " \n",
       " \n",
       "        [[[-0.03975659,  0.13208271],\n",
       "          [-0.18234202, -0.02751695]],\n",
       " \n",
       "         [[-0.08472805,  0.14579996],\n",
       "          [-0.17239691, -0.02903179]],\n",
       " \n",
       "         [[-0.08146767,  0.2054347 ],\n",
       "          [-0.23224038,  0.01258704]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.07287755,  0.13702942],\n",
       "          [-0.16474713, -0.05013568]],\n",
       " \n",
       "         [[-0.03158859,  0.10203205],\n",
       "          [-0.19996243, -0.0647065 ]],\n",
       " \n",
       "         [[-0.06869415,  0.11583588],\n",
       "          [-0.24970536, -0.03193424]]],\n",
       " \n",
       " \n",
       "        ...,\n",
       " \n",
       " \n",
       "        [[[-0.09174191,  0.14486617],\n",
       "          [-0.17275719,  0.01146693]],\n",
       " \n",
       "         [[-0.10481318,  0.16062174],\n",
       "          [-0.18297976, -0.00449023]],\n",
       " \n",
       "         [[-0.10986821,  0.15414622],\n",
       "          [-0.17403945, -0.00295938]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.09778063,  0.13168384],\n",
       "          [-0.18993642,  0.00477848]],\n",
       " \n",
       "         [[-0.10836203,  0.14736601],\n",
       "          [-0.18994938, -0.00544382]],\n",
       " \n",
       "         [[-0.12218974,  0.14245771],\n",
       "          [-0.1843829 ,  0.00262213]]],\n",
       " \n",
       " \n",
       "        [[[-0.08512759,  0.11991705],\n",
       "          [-0.18055534, -0.00064227]],\n",
       " \n",
       "         [[-0.09880535,  0.13100031],\n",
       "          [-0.19532983, -0.0192387 ]],\n",
       " \n",
       "         [[-0.10746273,  0.13475829],\n",
       "          [-0.19031759, -0.01565428]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.08917799,  0.10889129],\n",
       "          [-0.19735614, -0.003106  ]],\n",
       " \n",
       "         [[-0.10143895,  0.11677364],\n",
       "          [-0.19736046, -0.02105693]],\n",
       " \n",
       "         [[-0.10853042,  0.10882114],\n",
       "          [-0.18801872, -0.00399679]]],\n",
       " \n",
       " \n",
       "        [[[-0.07662541,  0.11768084],\n",
       "          [-0.18194158, -0.00441139]],\n",
       " \n",
       "         [[-0.08997523,  0.12928049],\n",
       "          [-0.19120882, -0.02143563]],\n",
       " \n",
       "         [[-0.10020338,  0.13057977],\n",
       "          [-0.19099679, -0.01641906]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.08354713,  0.10867816],\n",
       "          [-0.21030714, -0.00936597]],\n",
       " \n",
       "         [[-0.09679028,  0.1137772 ],\n",
       "          [-0.20438025, -0.02936802]],\n",
       " \n",
       "         [[-0.09260372,  0.10388426],\n",
       "          [-0.17899568, -0.01056825]]]]),\n",
       " array([[0.04509107, 0.07532687, 0.08515555, ..., 0.07542893, 0.06775296,\n",
       "         0.06596182],\n",
       "        [0.04567482, 0.07415391, 0.09206292, ..., 0.07687193, 0.06757963,\n",
       "         0.06938745],\n",
       "        [0.04282209, 0.0704295 , 0.08882061, ..., 0.07211227, 0.06049959,\n",
       "         0.0690928 ],\n",
       "        ...,\n",
       "        [0.08052796, 0.11148862, 0.11702975, ..., 0.09481611, 0.12264688,\n",
       "         0.13422069],\n",
       "        [0.07933305, 0.10935427, 0.11725824, ..., 0.09227073, 0.11886398,\n",
       "         0.12216074],\n",
       "        [0.08387897, 0.1103489 , 0.12107183, ..., 0.10005498, 0.12876444,\n",
       "         0.1197486 ]]))"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "jcafe.fit_matrix_for_data_subset('fit_files/NINO34_SST__WHOLEPACIFIC_I20_sliding_decade_each_ensemble_STD', \n",
    "                        sst_index = indices.nino34_sst,\n",
    "                        i20_index = indices.wholeP_i20,\n",
    "                            startyears = range(1965,2010), #Anything iterable\n",
    "                            windowlength = 10, #Inclusive\n",
    "                            ensemble = range(97), #also has to be iterable\n",
    "                            season = None, #None or one of 'DJF','MAM','SON','JJA'\n",
    "                                )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4min 5s, sys: 2.74 s, total: 4min 8s\n",
      "Wall time: 2min 10s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([[[[-0.04474756,  0.1375362 ],\n",
       "          [-0.19830003, -0.03603298]],\n",
       " \n",
       "         [[-0.05462288,  0.14686914],\n",
       "          [-0.15164575, -0.05357246]],\n",
       " \n",
       "         [[-0.0905154 ,  0.20362225],\n",
       "          [-0.23403031,  0.00638678]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.08806587,  0.13533361],\n",
       "          [-0.18696037, -0.03670249]],\n",
       " \n",
       "         [[-0.03132203,  0.12684547],\n",
       "          [-0.20387769, -0.0739222 ]],\n",
       " \n",
       "         [[-0.06215041,  0.11937194],\n",
       "          [-0.23830312, -0.04716078]]],\n",
       " \n",
       " \n",
       "        [[[-0.039595  ,  0.14017386],\n",
       "          [-0.2005362 , -0.03763946]],\n",
       " \n",
       "         [[-0.0585059 ,  0.15476031],\n",
       "          [-0.1573053 , -0.04641628]],\n",
       " \n",
       "         [[-0.08672925,  0.21421266],\n",
       "          [-0.24068717,  0.00129276]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.0807389 ,  0.14877777],\n",
       "          [-0.17966506, -0.04586819]],\n",
       " \n",
       "         [[-0.03077304,  0.12173484],\n",
       "          [-0.2045407 , -0.0817984 ]],\n",
       " \n",
       "         [[-0.05848844,  0.12930273],\n",
       "          [-0.24236703, -0.03646227]]],\n",
       " \n",
       " \n",
       "        [[[-0.04157972,  0.13502032],\n",
       "          [-0.1901076 , -0.03315198]],\n",
       " \n",
       "         [[-0.07943262,  0.15406595],\n",
       "          [-0.1702744 , -0.04095219]],\n",
       " \n",
       "         [[-0.09163379,  0.20598287],\n",
       "          [-0.23613552,  0.00290411]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.07569271,  0.14340608],\n",
       "          [-0.16203968, -0.04284728]],\n",
       " \n",
       "         [[-0.03403348,  0.1048052 ],\n",
       "          [-0.18543477, -0.07767045]],\n",
       " \n",
       "         [[-0.06736785,  0.12750764],\n",
       "          [-0.24398245, -0.03738301]]],\n",
       " \n",
       " \n",
       "        ...,\n",
       " \n",
       " \n",
       "        [[[-0.09727293,  0.15783693],\n",
       "          [-0.18270204,  0.01365349]],\n",
       " \n",
       "         [[-0.11668343,  0.175601  ],\n",
       "          [-0.19441367, -0.00159179]],\n",
       " \n",
       "         [[-0.11510868,  0.17064037],\n",
       "          [-0.19459272, -0.00316233]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.10755208,  0.14365176],\n",
       "          [-0.20057997,  0.00041546]],\n",
       " \n",
       "         [[-0.11021764,  0.15557076],\n",
       "          [-0.19171473, -0.01077428]],\n",
       " \n",
       "         [[-0.11763982,  0.15214275],\n",
       "          [-0.18719247, -0.003911  ]]],\n",
       " \n",
       " \n",
       "        [[[-0.10788538,  0.14130778],\n",
       "          [-0.19769244,  0.00468346]],\n",
       " \n",
       "         [[-0.13583877,  0.15472149],\n",
       "          [-0.21496375, -0.01395861]],\n",
       " \n",
       "         [[-0.12818083,  0.15640325],\n",
       "          [-0.21286017, -0.01066572]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.120071  ,  0.12792256],\n",
       "          [-0.21845744, -0.00244434]],\n",
       " \n",
       "         [[-0.12510421,  0.13658442],\n",
       "          [-0.20867718, -0.01496386]],\n",
       " \n",
       "         [[-0.13579161,  0.13669016],\n",
       "          [-0.19928238, -0.00317247]]],\n",
       " \n",
       " \n",
       "        [[[-0.09374492,  0.13750378],\n",
       "          [-0.18985832,  0.00372086]],\n",
       " \n",
       "         [[-0.11804935,  0.15369058],\n",
       "          [-0.19926465, -0.01349488]],\n",
       " \n",
       "         [[-0.11584233,  0.15138638],\n",
       "          [-0.2043581 , -0.0114518 ]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[-0.10766958,  0.12771848],\n",
       "          [-0.21832375, -0.00097964]],\n",
       " \n",
       "         [[-0.11732127,  0.13415249],\n",
       "          [-0.20170047, -0.018217  ]],\n",
       " \n",
       "         [[-0.12089996,  0.13259953],\n",
       "          [-0.19871657, -0.00445085]]]]),\n",
       " array([[0.03714975, 0.0663403 , 0.08001292, ..., 0.06774622, 0.06261545,\n",
       "         0.05772718],\n",
       "        [0.03587379, 0.06733809, 0.08009651, ..., 0.06735478, 0.06072516,\n",
       "         0.05846499],\n",
       "        [0.03347021, 0.06392736, 0.07949042, ..., 0.06533055, 0.05645366,\n",
       "         0.05868148],\n",
       "        ...,\n",
       "        [0.0779251 , 0.10413417, 0.10933092, ..., 0.0978175 , 0.11228562,\n",
       "         0.12196711],\n",
       "        [0.07724818, 0.10987286, 0.10842829, ..., 0.09479449, 0.11125245,\n",
       "         0.11831651],\n",
       "        [0.0760149 , 0.10677037, 0.10713219, ..., 0.09385001, 0.11617109,\n",
       "         0.11705407]]))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "jcafe.fit_matrix_for_data_subset('fit_files/NINO34_SST__WHOLEPACIFIC_I20_sliding_15yr_each_ensemble_STD', \n",
    "                        sst_index = indices.nino34_sst,\n",
    "                        i20_index = indices.wholeP_i20,\n",
    "                            startyears = range(1965,2005), #Anything iterable\n",
    "                            windowlength = 15, #Inclusive\n",
    "                            ensemble = range(97), #also has to be iterable\n",
    "                            season = None, #None or one of 'DJF','MAM','SON','JJA'\n",
    "                                )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seasonal fits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 27.5 s, sys: 365 ms, total: 27.9 s\n",
      "Wall time: 15.6 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "for s in ('DJF','MAM','JJA','SON'):\n",
    "    jcafe.fit_matrix_for_data_subset('fit_files/NINO34_SST__WHOLEPACIFIC_I20_'+s+'_STD', \n",
    "                            sst_index = indices.nino34_sst,\n",
    "                                 i20_index = indices.wholeP_i20,\n",
    "                            startyears = np.array((1965,)), #Anything iterable\n",
    "                            windowlength = 2019-1965, #That's a subtraction deliberately \n",
    "                            ensemble = range(97), #also has to be iterable\n",
    "                            season = s,\n",
    "                                     verbose = False,\n",
    "                           )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.18479683  0.0695107 ]\n",
      " [-0.56774296  0.05195202]]\n",
      "Eigenvalues:[-0.0664224+0.15953591j -0.0664224-0.15953591j]\n",
      "[[-0.2037572   0.07144338]\n",
      " [-0.50024946 -0.10353027]]\n",
      "Eigenvalues:[-0.15364373+0.18228592j -0.15364373-0.18228592j]\n",
      "Year 1965-1965, ensemble member slice(1, 97, None) finished\n",
      "[-0.2037572   0.07144338 -0.50024946 -0.10353027]\n",
      "----------------------------------------\n",
      "[[-0.13453121 -0.00229321]\n",
      " [-0.23637381 -0.07035689]]\n",
      "Eigenvalues:[-0.14208797+0.j -0.06280013+0.j]\n",
      "[[-0.20251009 -0.09888444]\n",
      " [-0.32873354 -0.2276995 ]]\n",
      "Eigenvalues:[-0.03436947+0.j -0.39584012+0.j]\n",
      "Year 1966-1966, ensemble member slice(1, 97, None) finished\n",
      "[-0.20251009 -0.09888444 -0.32873354 -0.2276995 ]\n",
      "----------------------------------------\n",
      "[[-0.1271889   0.06293142]\n",
      " [-0.25045596 -0.09820867]]\n",
      "Eigenvalues:[-0.11269879+0.124706j -0.11269879-0.124706j]\n",
      "[[-0.22142177 -0.00556812]\n",
      " [-0.424219   -0.23628112]]\n",
      "Eigenvalues:[-0.17968537+0.j -0.27801753+0.j]\n",
      "Year 1967-1967, ensemble member slice(1, 97, None) finished\n",
      "[-0.22142177 -0.00556812 -0.424219   -0.23628112]\n",
      "----------------------------------------\n",
      "[[-0.07849772  0.11993825]\n",
      " [-0.27095384 -0.02252624]]\n",
      "Eigenvalues:[-0.05051198+0.17808573j -0.05051198-0.17808573j]\n",
      "[[-0.11497601  0.12131512]\n",
      " [-0.28857069 -0.0370882 ]]\n",
      "Eigenvalues:[-0.0760321+0.18300645j -0.0760321-0.18300645j]\n",
      "Year 1968-1968, ensemble member slice(1, 97, None) finished\n",
      "[-0.11497601  0.12131512 -0.28857069 -0.0370882 ]\n",
      "----------------------------------------\n",
      "[[-0.08541052  0.15030038]\n",
      " [-0.2384372   0.09360491]]\n",
      "Eigenvalues:[0.0040972+0.16680999j 0.0040972-0.16680999j]\n",
      "[[-0.14451135  0.13048586]\n",
      " [-0.29329191 -0.16504329]]\n",
      "Eigenvalues:[-0.15477732+0.19535879j -0.15477732-0.19535879j]\n",
      "Year 1969-1969, ensemble member slice(1, 97, None) finished\n",
      "[-0.14451135  0.13048586 -0.29329191 -0.16504329]\n",
      "----------------------------------------\n",
      "[[-0.09169333  0.04855076]\n",
      " [-0.29633653  0.22049337]]\n",
      "Eigenvalues:[-0.03548877+0.j  0.1642888 +0.j]\n",
      "[[-0.10810869  0.0863227 ]\n",
      " [-0.26309746  0.06790277]]\n",
      "Eigenvalues:[-0.02010296+0.12233672j -0.02010296-0.12233672j]\n",
      "Year 1970-1970, ensemble member slice(1, 97, None) finished\n",
      "[-0.10810869  0.0863227  -0.26309746  0.06790277]\n",
      "----------------------------------------\n",
      "[[-0.16574016  0.15601057]\n",
      " [-0.27585187  0.02051343]]\n",
      "Eigenvalues:[-0.07261336+0.18537316j -0.07261336-0.18537316j]\n",
      "[[-0.19200586  0.13022783]\n",
      " [-0.33492926 -0.04971501]]\n",
      "Eigenvalues:[-0.12086043+0.19635539j -0.12086043-0.19635539j]\n",
      "Year 1971-1971, ensemble member slice(1, 97, None) finished\n",
      "[-0.19200586  0.13022783 -0.33492926 -0.04971501]\n",
      "----------------------------------------\n",
      "[[-0.13512489  0.33956631]\n",
      " [-0.36085852  0.24336202]]\n",
      "Eigenvalues:[0.05411856+0.29448653j 0.05411856-0.29448653j]\n",
      "[[-0.15056964  0.30321829]\n",
      " [-0.37948356  0.15965798]]\n",
      "Eigenvalues:[0.00454417+0.30167211j 0.00454417-0.30167211j]\n",
      "Year 1972-1972, ensemble member slice(1, 97, None) finished\n",
      "[-0.15056964  0.30321829 -0.37948356  0.15965798]\n",
      "----------------------------------------\n",
      "[[-0.11567753  0.03012162]\n",
      " [-0.29857271  0.05985001]]\n",
      "Eigenvalues:[-0.02791376+0.0359307j -0.02791376-0.0359307j]\n",
      "[[-0.12042302  0.02203286]\n",
      " [-0.29909062 -0.02039419]]\n",
      "Eigenvalues:[-0.07040861+0.06394044j -0.07040861-0.06394044j]\n",
      "Year 1973-1973, ensemble member slice(1, 97, None) finished\n",
      "[-0.12042302  0.02203286 -0.29909062 -0.02039419]\n",
      "----------------------------------------\n",
      "[[-0.07370604  0.1234644 ]\n",
      " [-0.2115044  -0.06138775]]\n",
      "Eigenvalues:[-0.0675469+0.16147857j -0.0675469-0.16147857j]\n",
      "[[-0.11274487  0.10416204]\n",
      " [-0.27031056 -0.11058344]]\n",
      "Eigenvalues:[-0.11166416+0.16779431j -0.11166416-0.16779431j]\n",
      "Year 1974-1974, ensemble member slice(1, 97, None) finished\n",
      "[-0.11274487  0.10416204 -0.27031056 -0.11058344]\n",
      "----------------------------------------\n",
      "[[-0.10151611  0.08908945]\n",
      " [-0.29277953  0.04616404]]\n",
      "Eigenvalues:[-0.02767603+0.14363569j -0.02767603-0.14363569j]\n",
      "[[-0.12326011  0.07036825]\n",
      " [-0.33730302 -0.00274485]]\n",
      "Eigenvalues:[-0.06300248+0.14179013j -0.06300248-0.14179013j]\n",
      "Year 1975-1975, ensemble member slice(1, 97, None) finished\n",
      "[-0.12326011  0.07036825 -0.33730302 -0.00274485]\n",
      "----------------------------------------\n",
      "[[-0.18847279 -0.04430733]\n",
      " [-0.48434244 -0.02934987]]\n",
      "Eigenvalues:[-0.27561449+0.j  0.05779183+0.j]\n",
      "[[-0.22398003 -0.08038021]\n",
      " [-0.48150708 -0.24841568]]\n",
      "Eigenvalues:[-0.03908642+0.j -0.43330929+0.j]\n",
      "Year 1976-1976, ensemble member slice(1, 97, None) finished\n",
      "[-0.22398003 -0.08038021 -0.48150708 -0.24841568]\n",
      "----------------------------------------\n",
      "[[-0.06478347  0.11837148]\n",
      " [-0.17010646  0.07012101]]\n",
      "Eigenvalues:[0.00266877+0.1248437j 0.00266877-0.1248437j]\n",
      "[[-0.12685055  0.01807596]\n",
      " [-0.19828987 -0.2726381 ]]\n",
      "Eigenvalues:[-0.1581604 +0.j -0.24132825+0.j]\n",
      "Year 1977-1977, ensemble member slice(1, 97, None) finished\n",
      "[-0.12685055  0.01807596 -0.19828987 -0.2726381 ]\n",
      "----------------------------------------\n",
      "[[-0.17323831  0.20707503]\n",
      " [-0.30813029 -0.09162515]]\n",
      "Eigenvalues:[-0.13243173+0.24928079j -0.13243173-0.24928079j]\n",
      "[[-0.21857518  0.17950958]\n",
      " [-0.42100853 -0.19163437]]\n",
      "Eigenvalues:[-0.20510478+0.27457898j -0.20510478-0.27457898j]\n",
      "Year 1978-1978, ensemble member slice(1, 97, None) finished\n",
      "[-0.21857518  0.17950958 -0.42100853 -0.19163437]\n",
      "----------------------------------------\n",
      "[[-0.0140495   0.31791842]\n",
      " [-0.31557735 -0.01896423]]\n",
      "Eigenvalues:[-0.01650687+0.31673619j -0.01650687-0.31673619j]\n",
      "[[-0.09834731  0.33534504]\n",
      " [-0.37103153 -0.3046731 ]]\n",
      "Eigenvalues:[-0.2015102+0.33731439j -0.2015102-0.33731439j]\n",
      "Year 1979-1979, ensemble member slice(1, 97, None) finished\n",
      "[-0.09834731  0.33534504 -0.37103153 -0.3046731 ]\n",
      "----------------------------------------\n",
      "[[-0.05108689  0.09049383]\n",
      " [-0.27290558  0.04990338]]\n",
      "Eigenvalues:[-0.00059176+0.14881705j -0.00059176-0.14881705j]\n",
      "[[-0.15701889  0.1000227 ]\n",
      " [-0.27134149 -0.11714923]]\n",
      "Eigenvalues:[-0.13708406+0.1635326j -0.13708406-0.1635326j]\n",
      "Year 1980-1980, ensemble member slice(1, 97, None) finished\n",
      "[-0.15701889  0.1000227  -0.27134149 -0.11714923]\n",
      "----------------------------------------\n",
      "[[-0.18193405  0.22388787]\n",
      " [-0.28771838  0.02273583]]\n",
      "Eigenvalues:[-0.07959911+0.23225894j -0.07959911-0.23225894j]\n",
      "[[-0.23320118  0.18304781]\n",
      " [-0.35860086 -0.10956447]]\n",
      "Eigenvalues:[-0.17138283+0.24863546j -0.17138283-0.24863546j]\n",
      "Year 1981-1981, ensemble member slice(1, 97, None) finished\n",
      "[-0.23320118  0.18304781 -0.35860086 -0.10956447]\n",
      "----------------------------------------\n",
      "[[-0.04532     0.30782382]\n",
      " [-0.33220012  0.26700384]]\n",
      "Eigenvalues:[0.11084192+0.27905656j 0.11084192-0.27905656j]\n",
      "[[-0.05032009  0.27242195]\n",
      " [-0.32691118  0.12720763]]\n",
      "Eigenvalues:[0.03844377+0.28491886j 0.03844377-0.28491886j]\n",
      "Year 1982-1982, ensemble member slice(1, 97, None) finished\n",
      "[-0.05032009  0.27242195 -0.32691118  0.12720763]\n",
      "----------------------------------------\n",
      "[[ 0.11946352 -0.09838377]\n",
      " [-0.34223783  0.10774174]]\n",
      "Eigenvalues:[ 0.29719184+0.j -0.06998658+0.j]\n",
      "[[-0.10509226  0.09908614]\n",
      " [-0.24479755  0.01685969]]\n",
      "Eigenvalues:[-0.04411629+0.14331076j -0.04411629-0.14331076j]\n",
      "Year 1983-1983, ensemble member slice(1, 97, None) finished\n",
      "[-0.10509226  0.09908614 -0.24479755  0.01685969]\n",
      "----------------------------------------\n",
      "[[-0.10085376  0.06425446]\n",
      " [-0.19208978  0.0599237 ]]\n",
      "Eigenvalues:[-0.02046503+0.07668297j -0.02046503-0.07668297j]\n",
      "[[-0.11112703  0.07578845]\n",
      " [-0.16290127 -0.07767523]]\n",
      "Eigenvalues:[-0.09440113+0.10984662j -0.09440113-0.10984662j]\n",
      "Year 1984-1984, ensemble member slice(1, 97, None) finished\n",
      "[-0.11112703  0.07578845 -0.16290127 -0.07767523]\n",
      "----------------------------------------\n",
      "[[-0.10921755  0.15354183]\n",
      " [-0.19503935 -0.018927  ]]\n",
      "Eigenvalues:[-0.06407227+0.16705868j -0.06407227-0.16705868j]\n",
      "[[-0.15007518  0.08845715]\n",
      " [-0.29129953 -0.21476025]]\n",
      "Eigenvalues:[-0.18241771+0.15723068j -0.18241771-0.15723068j]\n",
      "Year 1985-1985, ensemble member slice(1, 97, None) finished\n",
      "[-0.15007518  0.08845715 -0.29129953 -0.21476025]\n",
      "----------------------------------------\n",
      "[[-0.01942252  0.1412811 ]\n",
      " [-0.48424617  0.04125337]]\n",
      "Eigenvalues:[0.01091543+0.25979692j 0.01091543-0.25979692j]\n",
      "[[-0.0428581   0.14754847]\n",
      " [-0.4456658  -0.10733196]]\n",
      "Eigenvalues:[-0.07509503+0.2543975j -0.07509503-0.2543975j]\n",
      "Year 1986-1986, ensemble member slice(1, 97, None) finished\n",
      "[-0.0428581   0.14754847 -0.4456658  -0.10733196]\n",
      "----------------------------------------\n",
      "[[-0.00749307  0.07816219]\n",
      " [-0.18137173 -0.0092538 ]]\n",
      "Eigenvalues:[-0.00837343+0.11906148j -0.00837343-0.11906148j]\n",
      "[[-0.15265371  0.07638305]\n",
      " [-0.24670842 -0.02165748]]\n",
      "Eigenvalues:[-0.08715559+0.12064137j -0.08715559-0.12064137j]\n",
      "Year 1987-1987, ensemble member slice(1, 97, None) finished\n",
      "[-0.15265371  0.07638305 -0.24670842 -0.02165748]\n",
      "----------------------------------------\n",
      "[[-0.10819699 -0.0009235 ]\n",
      " [-0.38650274  0.47475144]]\n",
      "Eigenvalues:[-0.10880864+0.j  0.47536309+0.j]\n",
      "[[-0.13055626  0.05964896]\n",
      " [-0.32127517  0.25530361]]\n",
      "Eigenvalues:[-0.07200724+0.j  0.19675459+0.j]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year 1988-1988, ensemble member slice(1, 97, None) finished\n",
      "[-0.13055626  0.05964896 -0.32127517  0.25530361]\n",
      "----------------------------------------\n",
      "[[-0.0336601   0.22074444]\n",
      " [-0.25022339  0.07392829]]\n",
      "Eigenvalues:[0.0201341+0.22878288j 0.0201341-0.22878288j]\n",
      "[[-0.10476538  0.18246669]\n",
      " [-0.33865218 -0.00223855]]\n",
      "Eigenvalues:[-0.05350196+0.24323817j -0.05350196-0.24323817j]\n",
      "Year 1989-1989, ensemble member slice(1, 97, None) finished\n",
      "[-0.10476538  0.18246669 -0.33865218 -0.00223855]\n",
      "----------------------------------------\n",
      "[[-0.05877268  0.27051565]\n",
      " [-0.28078906  0.12459678]]\n",
      "Eigenvalues:[0.03291205+0.25990719j 0.03291205-0.25990719j]\n",
      "[[-0.11277242  0.27306584]\n",
      " [-0.27683818  0.0350076 ]]\n",
      "Eigenvalues:[-0.03888241+0.26483073j -0.03888241-0.26483073j]\n",
      "Year 1990-1990, ensemble member slice(1, 97, None) finished\n",
      "[-0.11277242  0.27306584 -0.27683818  0.0350076 ]\n",
      "----------------------------------------\n",
      "[[-0.0326988   0.36075142]\n",
      " [-0.21869234  0.41649914]]\n",
      "Eigenvalues:[0.19190017+0.16866794j 0.19190017-0.16866794j]\n",
      "[[-0.0311633   0.25848   ]\n",
      " [-0.20621973  0.19338699]]\n",
      "Eigenvalues:[0.08111185+0.20173737j 0.08111185-0.20173737j]\n",
      "Year 1991-1991, ensemble member slice(1, 97, None) finished\n",
      "[-0.0311633   0.25848    -0.20621973  0.19338699]\n",
      "----------------------------------------\n",
      "[[ 0.09059223 -0.07483465]\n",
      " [ 0.03196023 -0.11240696]]\n",
      "Eigenvalues:[ 0.07803327+0.j -0.09984799+0.j]\n",
      "[[ 0.0013932  -0.16839948]\n",
      " [-0.082511   -0.25703477]]\n",
      "Eigenvalues:[ 0.04708223+0.j -0.3027238 +0.j]\n",
      "Year 1992-1992, ensemble member slice(1, 97, None) finished\n",
      "[ 0.0013932  -0.16839948 -0.082511   -0.25703477]\n",
      "----------------------------------------\n",
      "[[-0.20613319  0.17770625]\n",
      " [-0.20418398 -0.17571911]]\n",
      "Eigenvalues:[-0.19092615+0.18987763j -0.19092615-0.18987763j]\n",
      "[[-0.30065718  0.00716707]\n",
      " [-0.39357509 -0.55794613]]\n",
      "Eigenvalues:[-0.31213246+0.j -0.54647084+0.j]\n",
      "Year 1993-1993, ensemble member slice(1, 97, None) finished\n",
      "[-0.30065718  0.00716707 -0.39357509 -0.55794613]\n",
      "----------------------------------------\n",
      "[[-0.04882773  0.32288749]\n",
      " [-0.1931558   0.26717867]]\n",
      "Eigenvalues:[0.10917547+0.19339746j 0.10917547-0.19339746j]\n",
      "[[-0.04778682  0.24831451]\n",
      " [-0.17244626  0.07727673]]\n",
      "Eigenvalues:[0.01474496+0.19725791j 0.01474496-0.19725791j]\n",
      "Year 1994-1994, ensemble member slice(1, 97, None) finished\n",
      "[-0.04778682  0.24831451 -0.17244626  0.07727673]\n",
      "----------------------------------------\n",
      "[[-0.1601148   0.27764187]\n",
      " [-0.33339155  0.39398998]]\n",
      "Eigenvalues:[0.11693759+0.12571963j 0.11693759-0.12571963j]\n",
      "[[-0.33961838  0.29296773]\n",
      " [-0.36264017  0.24363812]]\n",
      "Eigenvalues:[-0.04799013+0.14558443j -0.04799013-0.14558443j]\n",
      "Year 1995-1995, ensemble member slice(1, 97, None) finished\n",
      "[-0.33961838  0.29296773 -0.36264017  0.24363812]\n",
      "----------------------------------------\n",
      "[[-0.09138824  0.18260967]\n",
      " [-0.2285857   0.25491562]]\n",
      "Eigenvalues:[0.08176369+0.10844523j 0.08176369-0.10844523j]\n",
      "[[-0.19876939  0.23007061]\n",
      " [-0.14591746  0.19189014]]\n",
      "Eigenvalues:[-0.07113304+0.j  0.06425379+0.j]\n",
      "Year 1996-1996, ensemble member slice(1, 97, None) finished\n",
      "[-0.19876939  0.23007061 -0.14591746  0.19189014]\n",
      "----------------------------------------\n",
      "[[ 0.08624965  0.38740983]\n",
      " [-0.25967691  0.05484968]]\n",
      "Eigenvalues:[0.07054967+0.31678841j 0.07054967-0.31678841j]\n",
      "[[ 0.06302483  0.35372099]\n",
      " [-0.28975567  0.00095684]]\n",
      "Eigenvalues:[0.03199084+0.31863702j 0.03199084-0.31863702j]\n",
      "Year 1997-1997, ensemble member slice(1, 97, None) finished\n",
      "[ 0.06302483  0.35372099 -0.28975567  0.00095684]\n",
      "----------------------------------------\n",
      "[[-0.21359905 -0.08681413]\n",
      " [-0.86708824  0.13811128]]\n",
      "Eigenvalues:[-0.36362815+0.j  0.28814038+0.j]\n",
      "[[-0.24814527 -0.0684426 ]\n",
      " [-0.82969939  0.04811845]]\n",
      "Eigenvalues:[-0.38060178+0.j  0.18057496+0.j]\n",
      "Year 1998-1998, ensemble member slice(1, 97, None) finished\n",
      "[-0.24814527 -0.0684426  -0.82969939  0.04811845]\n",
      "----------------------------------------\n",
      "[[-0.14101088  0.14654682]\n",
      " [-0.48821979  0.24336216]]\n",
      "Eigenvalues:[0.05117564+0.18604139j 0.05117564-0.18604139j]\n",
      "[[-0.27610929  0.13795981]\n",
      " [-0.67468962  0.20004081]]\n",
      "Eigenvalues:[-0.03803424+0.19078869j -0.03803424-0.19078869j]\n",
      "Year 1999-1999, ensemble member slice(1, 97, None) finished\n",
      "[-0.27610929  0.13795981 -0.67468962  0.20004081]\n",
      "----------------------------------------\n",
      "[[-0.02027628  0.09879468]\n",
      " [-0.04406341 -0.04023466]]\n",
      "Eigenvalues:[-0.03025547+0.06521999j -0.03025547-0.06521999j]\n",
      "[[-0.1239111   0.12758556]\n",
      " [ 0.01861953 -0.08702334]]\n",
      "Eigenvalues:[-0.15758018+0.j -0.05335427+0.j]\n",
      "Year 2000-2000, ensemble member slice(1, 97, None) finished\n",
      "[-0.1239111   0.12758556  0.01861953 -0.08702334]\n",
      "----------------------------------------\n",
      "[[ 0.07677879  0.12736998]\n",
      " [-0.22593434  0.0899379 ]]\n",
      "Eigenvalues:[0.08335835+0.16951095j 0.08335835-0.16951095j]\n",
      "[[ 0.00772137  0.17069123]\n",
      " [-0.14828891 -0.01226594]]\n",
      "Eigenvalues:[-0.00227228+0.15878206j -0.00227228-0.15878206j]\n",
      "Year 2001-2001, ensemble member slice(1, 97, None) finished\n",
      "[ 0.00772137  0.17069123 -0.14828891 -0.01226594]\n",
      "----------------------------------------\n",
      "[[-0.29989066  0.27828188]\n",
      " [-0.5352239   0.18005762]]\n",
      "Eigenvalues:[-0.05991652+0.30225077j -0.05991652-0.30225077j]\n",
      "[[-0.30153168  0.26217575]\n",
      " [-0.53113236  0.12381357]]\n",
      "Eigenvalues:[-0.08885906+0.30662743j -0.08885906-0.30662743j]\n",
      "Year 2002-2002, ensemble member slice(1, 97, None) finished\n",
      "[-0.30153168  0.26217575 -0.53113236  0.12381357]\n",
      "----------------------------------------\n",
      "[[-0.28152939  0.08273817]\n",
      " [-0.4215653   0.29405554]]\n",
      "Eigenvalues:[-0.2127003 +0.j  0.22522645+0.j]\n",
      "[[-0.32519126  0.04398298]\n",
      " [-0.41257142  0.07223599]]\n",
      "Eigenvalues:[-0.27256317+0.j  0.0196079 +0.j]\n",
      "Year 2003-2003, ensemble member slice(1, 97, None) finished\n",
      "[-0.32519126  0.04398298 -0.41257142  0.07223599]\n",
      "----------------------------------------\n",
      "[[-0.27532651  0.09509448]\n",
      " [-0.34491149  0.21395854]]\n",
      "Eigenvalues:[-0.19515522+0.j  0.13378725+0.j]\n",
      "[[-0.28274586  0.06295295]\n",
      " [-0.30075246 -0.09426639]]\n",
      "Eigenvalues:[-0.18850612+0.1002603j -0.18850612-0.1002603j]\n",
      "Year 2004-2004, ensemble member slice(1, 97, None) finished\n",
      "[-0.28274586  0.06295295 -0.30075246 -0.09426639]\n",
      "----------------------------------------\n",
      "[[-0.65788543  0.67099654]\n",
      " [-1.08426995  0.45477441]]\n",
      "Eigenvalues:[-0.10155551+0.6465589j -0.10155551-0.6465589j]\n",
      "[[-0.9509372   0.77526972]\n",
      " [-1.24545856  0.46673552]]\n",
      "Eigenvalues:[-0.24210084+0.68052724j -0.24210084-0.68052724j]\n",
      "Year 2005-2005, ensemble member slice(1, 97, None) finished\n",
      "[-0.9509372   0.77526972 -1.24545856  0.46673552]\n",
      "----------------------------------------\n",
      "[[-0.03708119  0.19514489]\n",
      " [-0.86667836 -0.27029271]]\n",
      "Eigenvalues:[-0.15368695+0.39437412j -0.15368695-0.39437412j]\n",
      "[[-0.09807659  0.15116308]\n",
      " [-0.96447786 -0.340291  ]]\n",
      "Eigenvalues:[-0.21918379+0.36211391j -0.21918379-0.36211391j]\n",
      "Year 2006-2006, ensemble member slice(1, 97, None) finished\n",
      "[-0.09807659  0.15116308 -0.96447786 -0.340291  ]\n",
      "----------------------------------------\n",
      "[[-0.08988371  0.14629198]\n",
      " [-0.35091562  0.04135788]]\n",
      "Eigenvalues:[-0.02426291+0.21686413j -0.02426291-0.21686413j]\n",
      "[[-0.15540504  0.23485224]\n",
      " [-0.28235541 -0.07267202]]\n",
      "Eigenvalues:[-0.11403853+0.25416651j -0.11403853-0.25416651j]\n",
      "Year 2007-2007, ensemble member slice(1, 97, None) finished\n",
      "[-0.15540504  0.23485224 -0.28235541 -0.07267202]\n",
      "----------------------------------------\n",
      "[[-0.64666824  0.4415698 ]\n",
      " [-1.36530818  0.30535375]]\n",
      "Eigenvalues:[-0.17065724+0.61342676j -0.17065724-0.61342676j]\n",
      "[[-0.8232478   0.51272691]\n",
      " [-1.38741496  0.29081797]]\n",
      "Eigenvalues:[-0.26621492+0.63330826j -0.26621492-0.63330826j]\n",
      "Year 2008-2008, ensemble member slice(1, 97, None) finished\n",
      "[-0.8232478   0.51272691 -1.38741496  0.29081797]\n",
      "----------------------------------------\n",
      "[[-0.0270386   0.2592486 ]\n",
      " [-0.3501127   0.06155295]]\n",
      "Eigenvalues:[0.01725717+0.29800019j 0.01725717-0.29800019j]\n",
      "[[-0.03949785  0.23251134]\n",
      " [-0.38027673 -0.06668007]]\n",
      "Eigenvalues:[-0.05308896+0.29704197j -0.05308896-0.29704197j]\n",
      "Year 2009-2009, ensemble member slice(1, 97, None) finished\n",
      "[-0.03949785  0.23251134 -0.38027673 -0.06668007]\n",
      "----------------------------------------\n",
      "[[-0.33491443  0.2133219 ]\n",
      " [-0.43041319  0.07592648]]\n",
      "Eigenvalues:[-0.12949397+0.22275321j -0.12949397-0.22275321j]\n",
      "[[-0.40658696  0.30852279]\n",
      " [-0.3379528  -0.0532787 ]]\n",
      "Eigenvalues:[-0.22993283+0.27029513j -0.22993283-0.27029513j]\n",
      "Year 2010-2010, ensemble member slice(1, 97, None) finished\n",
      "[-0.40658696  0.30852279 -0.3379528  -0.0532787 ]\n",
      "----------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.69442632  0.43337829]\n",
      " [-1.14419538  0.77446765]]\n",
      "Eigenvalues:[-0.16864879+0.j  0.24869012+0.j]\n",
      "[[-0.73266833  0.4374485 ]\n",
      " [-0.78356004  0.30868849]]\n",
      "Eigenvalues:[-0.21198992+0.26769602j -0.21198992-0.26769602j]\n",
      "Year 2011-2011, ensemble member slice(1, 97, None) finished\n",
      "[-0.73266833  0.4374485  -0.78356004  0.30868849]\n",
      "----------------------------------------\n",
      "[[-0.13940815  0.26177623]\n",
      " [-0.79068009 -0.08124913]]\n",
      "Eigenvalues:[-0.11032864+0.45402162j -0.11032864-0.45402162j]\n",
      "[[-0.31121996  0.21740598]\n",
      " [-0.95001014 -0.1444928 ]]\n",
      "Eigenvalues:[-0.22785638+0.44675318j -0.22785638-0.44675318j]\n",
      "Year 2012-2012, ensemble member slice(1, 97, None) finished\n",
      "[-0.31121996  0.21740598 -0.95001014 -0.1444928 ]\n",
      "----------------------------------------\n",
      "[[-0.13552984  0.08738987]\n",
      " [-0.49580782 -0.14270193]]\n",
      "Eigenvalues:[-0.13911588+0.20812429j -0.13911588-0.20812429j]\n",
      "[[-0.71641434 -0.14463793]\n",
      " [-1.17140053 -0.47530496]]\n",
      "Eigenvalues:[-1.02476801+0.j -0.16695129+0.j]\n",
      "Year 2013-2013, ensemble member slice(1, 97, None) finished\n",
      "[-0.71641434 -0.14463793 -1.17140053 -0.47530496]\n",
      "----------------------------------------\n",
      "[[-0.05480221  0.09758199]\n",
      " [-0.22338188 -0.23374263]]\n",
      "Eigenvalues:[-0.14427242+0.11744416j -0.14427242-0.11744416j]\n",
      "[[-0.26577714 -0.2121173 ]\n",
      " [-0.76919208 -1.06995758]]\n",
      "Eigenvalues:[-0.09792395+0.j -1.23781078+0.j]\n",
      "Year 2014-2014, ensemble member slice(1, 97, None) finished\n",
      "[-0.26577714 -0.2121173  -0.76919208 -1.06995758]\n",
      "----------------------------------------\n",
      "[[ 0.06203121  0.33856833]\n",
      " [-0.31255747  0.01478577]]\n",
      "Eigenvalues:[0.03840849+0.32444418j 0.03840849-0.32444418j]\n",
      "[[ 0.02222832  0.285989  ]\n",
      " [-0.36226772 -0.05525937]]\n",
      "Eigenvalues:[-0.01651552+0.31953638j -0.01651552-0.31953638j]\n",
      "Year 2015-2015, ensemble member slice(1, 97, None) finished\n",
      "[ 0.02222832  0.285989   -0.36226772 -0.05525937]\n",
      "----------------------------------------\n",
      "[[-0.08642638 -0.06881121]\n",
      " [-0.07619148 -0.21396978]]\n",
      "Eigenvalues:[-0.05371152+0.j -0.24668465+0.j]\n",
      "[[-0.85530665  0.08983409]\n",
      " [-0.13735096 -0.20978041]]\n",
      "Eigenvalues:[-0.83559012+0.j -0.22949695+0.j]\n",
      "Year 2016-2016, ensemble member slice(1, 97, None) finished\n",
      "[-0.85530665  0.08983409 -0.13735096 -0.20978041]\n",
      "----------------------------------------\n",
      "[[ 0.16446925 -0.00919217]\n",
      " [-0.65890181 -0.03784249]]\n",
      "Eigenvalues:[ 0.19094272+0.j -0.06431596+0.j]\n",
      "[[-0.21912947  0.1361929 ]\n",
      " [-0.67038407 -0.04687405]]\n",
      "Eigenvalues:[-0.13300176+0.2896266j -0.13300176-0.2896266j]\n",
      "Year 2017-2017, ensemble member slice(1, 97, None) finished\n",
      "[-0.21912947  0.1361929  -0.67038407 -0.04687405]\n",
      "----------------------------------------\n",
      "[[-0.23619527  0.07268818]\n",
      " [-0.40387852 -0.18184292]]\n",
      "Eigenvalues:[-0.2090191+0.16917048j -0.2090191-0.16917048j]\n",
      "[[-0.261093    0.00914603]\n",
      " [-0.44192909 -0.3159504 ]]\n",
      "Eigenvalues:[-0.2885217+0.05735472j -0.2885217-0.05735472j]\n",
      "Year 2018-2018, ensemble member slice(1, 97, None) finished\n",
      "[-0.261093    0.00914603 -0.44192909 -0.3159504 ]\n",
      "----------------------------------------\n",
      "[[ 0.13263641  0.15143493]\n",
      " [-0.35048356 -0.15094219]]\n",
      "Eigenvalues:[-0.00915289+0.18157986j -0.00915289-0.18157986j]\n",
      "[[ 0.06844714  0.14198681]\n",
      " [-0.40148683 -0.16650684]]\n",
      "Eigenvalues:[-0.04902985+0.20785811j -0.04902985-0.20785811j]\n",
      "Year 1965-1965, ensemble member slice(1, 97, None) finished\n",
      "[ 0.06844714  0.14198681 -0.40148683 -0.16650684]\n",
      "----------------------------------------\n",
      "[[ 0.02384923  0.45318388]\n",
      " [-0.53040745  0.06966973]]\n",
      "Eigenvalues:[0.04675948+0.489742j 0.04675948-0.489742j]\n",
      "[[-0.06624914  0.44826179]\n",
      " [-0.56647698  0.01723634]]\n",
      "Eigenvalues:[-0.0245064+0.50218276j -0.0245064-0.50218276j]\n",
      "Year 1966-1966, ensemble member slice(1, 97, None) finished\n",
      "[-0.06624914  0.44826179 -0.56647698  0.01723634]\n",
      "----------------------------------------\n",
      "[[ 0.10278628  0.24686258]\n",
      " [-0.16553251 -0.02784357]]\n",
      "Eigenvalues:[0.03747136+0.19130537j 0.03747136-0.19130537j]\n",
      "[[ 0.04267432  0.1991237 ]\n",
      " [-0.31389301 -0.16295573]]\n",
      "Eigenvalues:[-0.0601407+0.22788727j -0.0601407-0.22788727j]\n",
      "Year 1967-1967, ensemble member slice(1, 97, None) finished\n",
      "[ 0.04267432  0.1991237  -0.31389301 -0.16295573]\n",
      "----------------------------------------\n",
      "[[ 0.12766983  0.16861813]\n",
      " [-0.12473309 -0.00992491]]\n",
      "Eigenvalues:[0.05887246+0.12766826j 0.05887246-0.12766826j]\n",
      "[[ 0.0347631   0.11985548]\n",
      " [-0.3307915  -0.13016171]]\n",
      "Eigenvalues:[-0.0476993+0.18123776j -0.0476993-0.18123776j]\n",
      "Year 1968-1968, ensemble member slice(1, 97, None) finished\n",
      "[ 0.0347631   0.11985548 -0.3307915  -0.13016171]\n",
      "----------------------------------------\n",
      "[[ 0.0017378   0.13967688]\n",
      " [-0.60352562 -0.03928366]]\n",
      "Eigenvalues:[-0.01877293+0.2896168j -0.01877293-0.2896168j]\n",
      "[[-0.02332679  0.13843814]\n",
      " [-0.57579182 -0.11998203]]\n",
      "Eigenvalues:[-0.07165441+0.2781654j -0.07165441-0.2781654j]\n",
      "Year 1969-1969, ensemble member slice(1, 97, None) finished\n",
      "[-0.02332679  0.13843814 -0.57579182 -0.11998203]\n",
      "----------------------------------------\n",
      "[[ 0.0760436   0.29502397]\n",
      " [-0.24992192  0.19379823]]\n",
      "Eigenvalues:[0.13492091+0.26507814j 0.13492091-0.26507814j]\n",
      "[[-0.01760569  0.29346769]\n",
      " [-0.29868996  0.11918965]]\n",
      "Eigenvalues:[0.05079198+0.28805835j 0.05079198-0.28805835j]\n",
      "Year 1970-1970, ensemble member slice(1, 97, None) finished\n",
      "[-0.01760569  0.29346769 -0.29868996  0.11918965]\n",
      "----------------------------------------\n",
      "[[-0.0133443   0.27469962]\n",
      " [-0.15934355 -0.0015075 ]]\n",
      "Eigenvalues:[-0.0074259+0.20913294j -0.0074259-0.20913294j]\n",
      "[[-0.03704315  0.23554881]\n",
      " [-0.21526117 -0.10770551]]\n",
      "Eigenvalues:[-0.07237433+0.22238755j -0.07237433-0.22238755j]\n",
      "Year 1971-1971, ensemble member slice(1, 97, None) finished\n",
      "[-0.03704315  0.23554881 -0.21526117 -0.10770551]\n",
      "----------------------------------------\n",
      "[[ 0.14928545  0.22894205]\n",
      " [-0.19528008 -0.00417599]]\n",
      "Eigenvalues:[0.07255473+0.19702847j 0.07255473-0.19702847j]\n",
      "[[ 0.08824871  0.22238134]\n",
      " [-0.23690849 -0.02074045]]\n",
      "Eigenvalues:[0.03375413+0.22296719j 0.03375413-0.22296719j]\n",
      "Year 1972-1972, ensemble member slice(1, 97, None) finished\n",
      "[ 0.08824871  0.22238134 -0.23690849 -0.02074045]\n",
      "----------------------------------------\n",
      "[[ 0.11100906  0.3181484 ]\n",
      " [-0.48026235  0.02768257]]\n",
      "Eigenvalues:[0.06934581+0.38866293j 0.06934581-0.38866293j]\n",
      "[[ 0.00663924  0.3123449 ]\n",
      " [-0.49856694  0.01591932]]\n",
      "Eigenvalues:[0.01127928+0.39459259j 0.01127928-0.39459259j]\n",
      "Year 1973-1973, ensemble member slice(1, 97, None) finished\n",
      "[ 0.00663924  0.3123449  -0.49856694  0.01591932]\n",
      "----------------------------------------\n",
      "[[-0.04574566  0.25424241]\n",
      " [-0.32298692 -0.09357685]]\n",
      "Eigenvalues:[-0.06966126+0.28556088j -0.06966126-0.28556088j]\n",
      "[[-0.06689963  0.2364986 ]\n",
      " [-0.3902657  -0.15512463]]\n",
      "Eigenvalues:[-0.11101213+0.30058506j -0.11101213-0.30058506j]\n",
      "Year 1974-1974, ensemble member slice(1, 97, None) finished\n",
      "[-0.06689963  0.2364986  -0.3902657  -0.15512463]\n",
      "----------------------------------------\n",
      "[[ 0.01338248  0.13813913]\n",
      " [-0.25044594 -0.09591371]]\n",
      "Eigenvalues:[-0.04126562+0.17779193j -0.04126562-0.17779193j]\n",
      "[[-0.03450332  0.12407053]\n",
      " [-0.32961546 -0.15527218]]\n",
      "Eigenvalues:[-0.09488775+0.19300074j -0.09488775-0.19300074j]\n",
      "Year 1975-1975, ensemble member slice(1, 97, None) finished\n",
      "[-0.03450332  0.12407053 -0.32961546 -0.15527218]\n",
      "----------------------------------------\n",
      "[[ 0.07933695  0.20726421]\n",
      " [-0.18996686 -0.05899813]]\n",
      "Eigenvalues:[0.01016941+0.18598167j 0.01016941-0.18598167j]\n",
      "[[ 0.04243318  0.19895505]\n",
      " [-0.234079   -0.07642518]]\n",
      "Eigenvalues:[-0.016996+0.20745933j -0.016996-0.20745933j]\n",
      "Year 1976-1976, ensemble member slice(1, 97, None) finished\n",
      "[ 0.04243318  0.19895505 -0.234079   -0.07642518]\n",
      "----------------------------------------\n",
      "[[-0.01524763  0.28367737]\n",
      " [-0.36480927 -0.01936528]]\n",
      "Eigenvalues:[-0.01730646+0.32168913j -0.01730646-0.32168913j]\n",
      "[[-0.07869298  0.26263086]\n",
      " [-0.43359579 -0.08011105]]\n",
      "Eigenvalues:[-0.07940202+0.3374539j -0.07940202-0.3374539j]\n",
      "Year 1977-1977, ensemble member slice(1, 97, None) finished\n",
      "[-0.07869298  0.26263086 -0.43359579 -0.08011105]\n",
      "----------------------------------------\n",
      "[[ 0.05242432  0.32668277]\n",
      " [-0.28696783  0.04910145]]\n",
      "Eigenvalues:[0.05076288+0.30617754j 0.05076288-0.30617754j]\n",
      "[[-0.01776804  0.32035778]\n",
      " [-0.32208912 -0.05880609]]\n",
      "Eigenvalues:[-0.03828706+0.32056626j -0.03828706-0.32056626j]\n",
      "Year 1978-1978, ensemble member slice(1, 97, None) finished\n",
      "[-0.01776804  0.32035778 -0.32208912 -0.05880609]\n",
      "----------------------------------------\n",
      "[[-0.01586031  0.20415752]\n",
      " [-0.2827949  -0.20518953]]\n",
      "Eigenvalues:[-0.11052492+0.22084682j -0.11052492-0.22084682j]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.08464588  0.18470025]\n",
      " [-0.3557823  -0.38106087]]\n",
      "Eigenvalues:[-0.23285337+0.20915932j -0.23285337-0.20915932j]\n",
      "Year 1979-1979, ensemble member slice(1, 97, None) finished\n",
      "[-0.08464588  0.18470025 -0.3557823  -0.38106087]\n",
      "----------------------------------------\n",
      "[[ 0.12429001  0.13256611]\n",
      " [-0.2513133  -0.02003074]]\n",
      "Eigenvalues:[0.05212963+0.16765591j 0.05212963-0.16765591j]\n",
      "[[ 0.01804396  0.07052918]\n",
      " [-0.37646535 -0.17060134]]\n",
      "Eigenvalues:[-0.07627869+0.13287223j -0.07627869-0.13287223j]\n",
      "Year 1980-1980, ensemble member slice(1, 97, None) finished\n",
      "[ 0.01804396  0.07052918 -0.37646535 -0.17060134]\n",
      "----------------------------------------\n",
      "[[-0.0948537   0.26093581]\n",
      " [-0.20802725  0.04986355]]\n",
      "Eigenvalues:[-0.02249507+0.22146329j -0.02249507-0.22146329j]\n",
      "[[-0.16591687  0.24248653]\n",
      " [-0.2433008  -0.0642193 ]]\n",
      "Eigenvalues:[-0.11506808+0.2375112j -0.11506808-0.2375112j]\n",
      "Year 1981-1981, ensemble member slice(1, 97, None) finished\n",
      "[-0.16591687  0.24248653 -0.2433008  -0.0642193 ]\n",
      "----------------------------------------\n",
      "[[ 0.12236791  0.31943979]\n",
      " [-0.12725202  0.0652843 ]]\n",
      "Eigenvalues:[0.09382611+0.19958639j 0.09382611-0.19958639j]\n",
      "[[ 0.03084704  0.29739042]\n",
      " [-0.20342837 -0.03703087]]\n",
      "Eigenvalues:[-0.00309192+0.24360993j -0.00309192-0.24360993j]\n",
      "Year 1982-1982, ensemble member slice(1, 97, None) finished\n",
      "[ 0.03084704  0.29739042 -0.20342837 -0.03703087]\n",
      "----------------------------------------\n",
      "[[-0.00306177  0.18761499]\n",
      " [-0.30009713  0.03477744]]\n",
      "Eigenvalues:[0.01585784+0.23652647j 0.01585784-0.23652647j]\n",
      "[[-0.0769549   0.1381211 ]\n",
      " [-0.38904772 -0.03955588]]\n",
      "Eigenvalues:[-0.05825539+0.23105417j -0.05825539-0.23105417j]\n",
      "Year 1983-1983, ensemble member slice(1, 97, None) finished\n",
      "[-0.0769549   0.1381211  -0.38904772 -0.03955588]\n",
      "----------------------------------------\n",
      "[[-0.16368054  0.07133569]\n",
      " [-0.23105064 -0.07150353]]\n",
      "Eigenvalues:[-0.11759204+0.1198249j -0.11759204-0.1198249j]\n",
      "[[-0.18147767  0.10402117]\n",
      " [-0.21382192 -0.12840857]]\n",
      "Eigenvalues:[-0.15494312+0.14675804j -0.15494312-0.14675804j]\n",
      "Year 1984-1984, ensemble member slice(1, 97, None) finished\n",
      "[-0.18147767  0.10402117 -0.21382192 -0.12840857]\n",
      "----------------------------------------\n",
      "[[-0.01391452  0.28384661]\n",
      " [-0.19215544 -0.02129777]]\n",
      "Eigenvalues:[-0.01760615+0.23351455j -0.01760615-0.23351455j]\n",
      "[[-0.03081487  0.25227711]\n",
      " [-0.23624221 -0.14013582]]\n",
      "Eigenvalues:[-0.08547534+0.23793011j -0.08547534-0.23793011j]\n",
      "Year 1985-1985, ensemble member slice(1, 97, None) finished\n",
      "[-0.03081487  0.25227711 -0.23624221 -0.14013582]\n",
      "----------------------------------------\n",
      "[[ 0.0540912   0.27130157]\n",
      " [-0.16081949 -0.01722857]]\n",
      "Eigenvalues:[0.01843132+0.20581291j 0.01843132-0.20581291j]\n",
      "[[-0.03769688  0.19936972]\n",
      " [-0.31791558 -0.18459578]]\n",
      "Eigenvalues:[-0.11114633+0.24080681j -0.11114633-0.24080681j]\n",
      "Year 1986-1986, ensemble member slice(1, 97, None) finished\n",
      "[-0.03769688  0.19936972 -0.31791558 -0.18459578]\n",
      "----------------------------------------\n",
      "[[ 0.15517293  0.16007771]\n",
      " [-0.48215624 -0.00649347]]\n",
      "Eigenvalues:[0.07433973+0.26579778j 0.07433973-0.26579778j]\n",
      "[[ 0.08753914  0.12122356]\n",
      " [-0.56799447 -0.08840859]]\n",
      "Eigenvalues:[-0.00043473+0.2472143j -0.00043473-0.2472143j]\n",
      "Year 1987-1987, ensemble member slice(1, 97, None) finished\n",
      "[ 0.08753914  0.12122356 -0.56799447 -0.08840859]\n",
      "----------------------------------------\n",
      "[[ 0.38816172  0.19311817]\n",
      " [-0.29665851  0.00981453]]\n",
      "Eigenvalues:[0.19898813+0.14664072j 0.19898813-0.14664072j]\n",
      "[[ 0.17576441  0.27527842]\n",
      " [-0.28679298 -0.01180075]]\n",
      "Eigenvalues:[0.08198183+0.26486364j 0.08198183-0.26486364j]\n",
      "Year 1988-1988, ensemble member slice(1, 97, None) finished\n",
      "[ 0.17576441  0.27527842 -0.28679298 -0.01180075]\n",
      "----------------------------------------\n",
      "[[-0.07120128  0.27770803]\n",
      " [-0.26044494 -0.14116735]]\n",
      "Eigenvalues:[-0.10618432+0.26665303j -0.10618432-0.26665303j]\n",
      "[[-0.08795373  0.25198571]\n",
      " [-0.31903417 -0.23365758]]\n",
      "Eigenvalues:[-0.16080565+0.27401578j -0.16080565-0.27401578j]\n",
      "Year 1989-1989, ensemble member slice(1, 97, None) finished\n",
      "[-0.08795373  0.25198571 -0.31903417 -0.23365758]\n",
      "----------------------------------------\n",
      "[[ 0.10558302  0.17185861]\n",
      " [-0.24715685 -0.04958765]]\n",
      "Eigenvalues:[0.02799769+0.19093598j 0.02799769-0.19093598j]\n",
      "[[ 0.00972933  0.16811219]\n",
      " [-0.31962404 -0.08947721]]\n",
      "Eigenvalues:[-0.03987394+0.22643369j -0.03987394-0.22643369j]\n",
      "Year 1990-1990, ensemble member slice(1, 97, None) finished\n",
      "[ 0.00972933  0.16811219 -0.31962404 -0.08947721]\n",
      "----------------------------------------\n",
      "[[ 0.36946836  0.0740633 ]\n",
      " [-0.17357421 -0.00122924]]\n",
      "Eigenvalues:[0.3307439 +0.j 0.03749522+0.j]\n",
      "[[ 0.27982888  0.01877104]\n",
      " [-0.21195185 -0.14708353]]\n",
      "Eigenvalues:[ 0.27029667+0.j -0.13755132+0.j]\n",
      "Year 1991-1991, ensemble member slice(1, 97, None) finished\n",
      "[ 0.27982888  0.01877104 -0.21195185 -0.14708353]\n",
      "----------------------------------------\n",
      "[[ 0.00046812  0.22518674]\n",
      " [-0.30696322 -0.00629249]]\n",
      "Eigenvalues:[-0.00291219+0.26289279j -0.00291219-0.26289279j]\n",
      "[[-0.0438112   0.17883972]\n",
      " [-0.36960862 -0.07754627]]\n",
      "Eigenvalues:[-0.06067874+0.25654666j -0.06067874-0.25654666j]\n",
      "Year 1992-1992, ensemble member slice(1, 97, None) finished\n",
      "[-0.0438112   0.17883972 -0.36960862 -0.07754627]\n",
      "----------------------------------------\n",
      "[[ 0.11525404  0.03624873]\n",
      " [ 0.07812175 -0.18766161]]\n",
      "Eigenvalues:[ 0.12433059+0.j -0.19673816+0.j]\n",
      "[[ 0.08780528 -0.049637  ]\n",
      " [ 0.01720129 -0.57100904]]\n",
      "Eigenvalues:[ 0.08650673+0.j -0.56971049+0.j]\n",
      "Year 1993-1993, ensemble member slice(1, 97, None) finished\n",
      "[ 0.08780528 -0.049637    0.01720129 -0.57100904]\n",
      "----------------------------------------\n",
      "[[ 0.08786962  0.20605929]\n",
      " [ 0.14926177 -0.03727901]]\n",
      "Eigenvalues:[ 0.21150036+0.j -0.16090974+0.j]\n",
      "[[ 0.00717434  0.05768623]\n",
      " [ 0.03231217 -0.33630929]]\n",
      "Eigenvalues:[ 0.01251787+0.j -0.34165282+0.j]\n",
      "Year 1994-1994, ensemble member slice(1, 97, None) finished\n",
      "[ 0.00717434  0.05768623  0.03231217 -0.33630929]\n",
      "----------------------------------------\n",
      "[[-0.13588728  0.17290011]\n",
      " [-0.37620855 -0.22913375]]\n",
      "Eigenvalues:[-0.18251051+0.25074443j -0.18251051-0.25074443j]\n",
      "[[-0.20061859  0.09350059]\n",
      " [-0.51745567 -0.41370669]]\n",
      "Eigenvalues:[-0.30716264+0.19243382j -0.30716264-0.19243382j]\n",
      "Year 1995-1995, ensemble member slice(1, 97, None) finished\n",
      "[-0.20061859  0.09350059 -0.51745567 -0.41370669]\n",
      "----------------------------------------\n",
      "[[-0.12862406  0.09360011]\n",
      " [-0.30577299  0.21125268]]\n",
      "Eigenvalues:[0.02523127+0.j 0.05739735+0.j]\n",
      "[[-0.24542266  0.13526241]\n",
      " [-0.2196187   0.14346013]]\n",
      "Eigenvalues:[-0.1409885 +0.j  0.03902596+0.j]\n",
      "Year 1996-1996, ensemble member slice(1, 97, None) finished\n",
      "[-0.24542266  0.13526241 -0.2196187   0.14346013]\n",
      "----------------------------------------\n",
      "[[ 0.29403437  0.01985156]\n",
      " [-0.28531479  0.28717122]]\n",
      "Eigenvalues:[0.2906028+0.0751809j 0.2906028-0.0751809j]\n",
      "[[ 0.05773806  0.16685621]\n",
      " [-0.03685909  0.11704237]]\n",
      "Eigenvalues:[0.08739021+0.07260108j 0.08739021-0.07260108j]\n",
      "Year 1997-1997, ensemble member slice(1, 97, None) finished\n",
      "[ 0.05773806  0.16685621 -0.03685909  0.11704237]\n",
      "----------------------------------------\n",
      "[[ 0.12608123  0.29770938]\n",
      " [-0.27959543 -0.03741328]]\n",
      "Eigenvalues:[0.04433398+0.27668677j 0.04433398-0.27668677j]\n",
      "[[ 0.04627498  0.27652208]\n",
      " [-0.32846335 -0.05322447]]\n",
      "Eigenvalues:[-0.00347474+0.2972412j -0.00347474-0.2972412j]\n",
      "Year 1998-1998, ensemble member slice(1, 97, None) finished\n",
      "[ 0.04627498  0.27652208 -0.32846335 -0.05322447]\n",
      "----------------------------------------\n",
      "[[ 0.02430103  0.20001585]\n",
      " [-0.52196585 -0.03781028]]\n",
      "Eigenvalues:[-0.00675462+0.32161621j -0.00675462-0.32161621j]\n",
      "[[-0.04935435  0.17661954]\n",
      " [-0.59315476 -0.08044683]]\n",
      "Eigenvalues:[-0.06490059+0.32329713j -0.06490059-0.32329713j]\n",
      "Year 1999-1999, ensemble member slice(1, 97, None) finished\n",
      "[-0.04935435  0.17661954 -0.59315476 -0.08044683]\n",
      "----------------------------------------\n",
      "[[-0.04707892  0.07799216]\n",
      " [-0.99777388  0.23605521]]\n",
      "Eigenvalues:[0.09448815+0.24036911j 0.09448815-0.24036911j]\n",
      "[[-0.21932994  0.10950799]\n",
      " [-0.7489616   0.16597227]]\n",
      "Eigenvalues:[-0.02667883+0.21190287j -0.02667883-0.21190287j]\n",
      "Year 2000-2000, ensemble member slice(1, 97, None) finished\n",
      "[-0.21932994  0.10950799 -0.7489616   0.16597227]\n",
      "----------------------------------------\n",
      "[[-0.05638155  0.07484843]\n",
      " [-0.45709602  0.1486613 ]]\n",
      "Eigenvalues:[0.04613988+0.15395543j 0.04613988-0.15395543j]\n",
      "[[-0.12239924  0.1051623 ]\n",
      " [-0.32280278  0.05289054]]\n",
      "Eigenvalues:[-0.03475435+0.16206497j -0.03475435-0.16206497j]\n",
      "Year 2001-2001, ensemble member slice(1, 97, None) finished\n",
      "[-0.12239924  0.1051623  -0.32280278  0.05289054]\n",
      "----------------------------------------\n",
      "[[-0.03900493  0.15932664]\n",
      " [-0.15341541  0.08449875]]\n",
      "Eigenvalues:[0.02274691+0.14363103j 0.02274691-0.14363103j]\n",
      "[[-0.02575327  0.11420473]\n",
      " [-0.03513216 -0.19384727]]\n",
      "Eigenvalues:[-0.05455863+0.j -0.16504191+0.j]\n",
      "Year 2002-2002, ensemble member slice(1, 97, None) finished\n",
      "[-0.02575327  0.11420473 -0.03513216 -0.19384727]\n",
      "----------------------------------------\n",
      "[[ 0.06643292  0.35590662]\n",
      " [-0.657585   -0.08507161]]\n",
      "Eigenvalues:[-0.00931934+0.47780797j -0.00931934-0.47780797j]\n",
      "[[-0.0957881   0.33532666]\n",
      " [-0.72431417 -0.09695687]]\n",
      "Eigenvalues:[-0.09637249+0.4928301j -0.09637249-0.4928301j]\n",
      "Year 2003-2003, ensemble member slice(1, 97, None) finished\n",
      "[-0.0957881   0.33532666 -0.72431417 -0.09695687]\n",
      "----------------------------------------\n",
      "[[-0.40883418  0.08459132]\n",
      " [-0.41447508 -0.19972109]]\n",
      "Eigenvalues:[-0.30427763+0.15533488j -0.30427763-0.15533488j]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.90152954 -0.06908904]\n",
      " [-0.85021795 -0.38536194]]\n",
      "Eigenvalues:[-0.99749092+0.j -0.28940056+0.j]\n",
      "Year 2004-2004, ensemble member slice(1, 97, None) finished\n",
      "[-0.90152954 -0.06908904 -0.85021795 -0.38536194]\n",
      "----------------------------------------\n",
      "[[-0.05409394  0.21069483]\n",
      " [-0.29096325 -0.15749553]]\n",
      "Eigenvalues:[-0.10579473+0.24213938j -0.10579473-0.24213938j]\n",
      "[[-0.1529034   0.12464591]\n",
      " [-0.47292168 -0.38060739]]\n",
      "Eigenvalues:[-0.2667554+0.21444225j -0.2667554-0.21444225j]\n",
      "Year 2005-2005, ensemble member slice(1, 97, None) finished\n",
      "[-0.1529034   0.12464591 -0.47292168 -0.38060739]\n",
      "----------------------------------------\n",
      "[[-0.44479735  0.46425471]\n",
      " [-0.72014257  0.08094728]]\n",
      "Eigenvalues:[-0.18192503+0.51500265j -0.18192503-0.51500265j]\n",
      "[[-0.68565417  0.47856072]\n",
      " [-0.85138669 -0.08756225]]\n",
      "Eigenvalues:[-0.38660821+0.5639253j -0.38660821-0.5639253j]\n",
      "Year 2006-2006, ensemble member slice(1, 97, None) finished\n",
      "[-0.68565417  0.47856072 -0.85138669 -0.08756225]\n",
      "----------------------------------------\n",
      "[[ 0.00965794  0.27515151]\n",
      " [-0.49944021  0.06171088]]\n",
      "Eigenvalues:[0.03568441+0.3697896j 0.03568441-0.3697896j]\n",
      "[[-0.13304102  0.28891689]\n",
      " [-0.53271528  0.05991069]]\n",
      "Eigenvalues:[-0.03656517+0.38026682j -0.03656517-0.38026682j]\n",
      "Year 2007-2007, ensemble member slice(1, 97, None) finished\n",
      "[-0.13304102  0.28891689 -0.53271528  0.05991069]\n",
      "----------------------------------------\n",
      "[[-0.17189026  0.31989516]\n",
      " [-0.37860324 -0.45994933]]\n",
      "Eigenvalues:[-0.3159198+0.31681041j -0.3159198-0.31681041j]\n",
      "[[-0.18181814  0.31307236]\n",
      " [-0.46899174 -0.70111972]]\n",
      "Eigenvalues:[-0.44146893+0.28179748j -0.44146893-0.28179748j]\n",
      "Year 2008-2008, ensemble member slice(1, 97, None) finished\n",
      "[-0.18181814  0.31307236 -0.46899174 -0.70111972]\n",
      "----------------------------------------\n",
      "[[-0.01555975  0.63004746]\n",
      " [-0.70972514  0.23704233]]\n",
      "Eigenvalues:[0.11074129+0.65666474j 0.11074129-0.65666474j]\n",
      "[[-0.50260902  0.63929018]\n",
      " [-0.98378038  0.10720776]]\n",
      "Eigenvalues:[-0.19770063+0.73208743j -0.19770063-0.73208743j]\n",
      "Year 2009-2009, ensemble member slice(1, 97, None) finished\n",
      "[-0.50260902  0.63929018 -0.98378038  0.10720776]\n",
      "----------------------------------------\n",
      "[[ 0.40242479  0.52288616]\n",
      " [-0.17943442  0.10359026]]\n",
      "Eigenvalues:[0.25300752+0.26739158j 0.25300752-0.26739158j]\n",
      "[[ 0.26140676  0.4739574 ]\n",
      " [-0.27032962  0.06296467]]\n",
      "Eigenvalues:[0.16218572+0.34391846j 0.16218572-0.34391846j]\n",
      "Year 2010-2010, ensemble member slice(1, 97, None) finished\n",
      "[ 0.26140676  0.4739574  -0.27032962  0.06296467]\n",
      "----------------------------------------\n",
      "[[-0.35283038  0.3127764 ]\n",
      " [-0.71564188 -0.5526597 ]]\n",
      "Eigenvalues:[-0.45274504+0.46244237j -0.45274504-0.46244237j]\n",
      "[[-0.34912339  0.32133067]\n",
      " [-0.8375336  -0.72803356]]\n",
      "Eigenvalues:[-0.53857847+0.482941j -0.53857847-0.482941j]\n",
      "Year 2011-2011, ensemble member slice(1, 97, None) finished\n",
      "[-0.34912339  0.32133067 -0.8375336  -0.72803356]\n",
      "----------------------------------------\n",
      "[[-0.07829403  0.31245884]\n",
      " [-0.90980928 -0.0587791 ]]\n",
      "Eigenvalues:[-0.06853656+0.53308793j -0.06853656-0.53308793j]\n",
      "[[-0.4409422   0.31528265]\n",
      " [-1.16369226 -0.19898428]]\n",
      "Eigenvalues:[-0.31996324+0.59351164j -0.31996324-0.59351164j]\n",
      "Year 2012-2012, ensemble member slice(1, 97, None) finished\n",
      "[-0.4409422   0.31528265 -1.16369226 -0.19898428]\n",
      "----------------------------------------\n",
      "[[-0.29072794 -0.00289287]\n",
      " [-0.33627694 -0.12244375]]\n",
      "Eigenvalues:[-0.29632266+0.j -0.11684903+0.j]\n",
      "[[-1.27488448 -0.00495839]\n",
      " [-0.6614267  -0.15012945]]\n",
      "Eigenvalues:[-1.27779281+0.j -0.14722112+0.j]\n",
      "Year 2013-2013, ensemble member slice(1, 97, None) finished\n",
      "[-1.27488448 -0.00495839 -0.6614267  -0.15012945]\n",
      "----------------------------------------\n",
      "[[ 0.25375529 -0.08450128]\n",
      " [ 0.01585814 -0.51355675]]\n",
      "Eigenvalues:[ 0.2520049 +0.j -0.51180636+0.j]\n",
      "[[ 0.19875056 -0.64821864]\n",
      " [-0.04554752 -2.01857868]]\n",
      "Eigenvalues:[ 0.21198701+0.j -2.03181512+0.j]\n",
      "Year 2014-2014, ensemble member slice(1, 97, None) finished\n",
      "[ 0.19875056 -0.64821864 -0.04554752 -2.01857868]\n",
      "----------------------------------------\n",
      "[[ 0.17786927  0.04003813]\n",
      " [ 0.06728463 -0.0233418 ]]\n",
      "Eigenvalues:[ 0.19046897+0.j -0.03594149+0.j]\n",
      "[[ 0.01024241 -0.32654048]\n",
      " [-0.23216901 -0.74292598]]\n",
      "Eigenvalues:[ 0.10016463+0.j -0.8328482 +0.j]\n",
      "Year 2015-2015, ensemble member slice(1, 97, None) finished\n",
      "[ 0.01024241 -0.32654048 -0.23216901 -0.74292598]\n",
      "----------------------------------------\n",
      "[[ 0.22713808  0.30837673]\n",
      " [-0.2768333  -0.0003242 ]]\n",
      "Eigenvalues:[0.11340694+0.26913598j 0.11340694-0.26913598j]\n",
      "[[ 0.09191962  0.29012856]\n",
      " [-0.30327805 -0.00618485]]\n",
      "Eigenvalues:[0.04286738+0.29254658j 0.04286738-0.29254658j]\n",
      "Year 2016-2016, ensemble member slice(1, 97, None) finished\n",
      "[ 0.09191962  0.29012856 -0.30327805 -0.00618485]\n",
      "----------------------------------------\n",
      "[[-0.16101153 -0.39808005]\n",
      " [-0.56535286 -0.51407283]]\n",
      "Eigenvalues:[ 0.16863839+0.j -0.84372275+0.j]\n",
      "[[-0.4542734  -0.52418012]\n",
      " [-0.76466472 -0.66951806]]\n",
      "Eigenvalues:[ 0.08029164+0.j -1.20408309+0.j]\n",
      "Year 2017-2017, ensemble member slice(1, 97, None) finished\n",
      "[-0.4542734  -0.52418012 -0.76466472 -0.66951806]\n",
      "----------------------------------------\n",
      "[[-0.61899189  0.35340514]\n",
      " [-0.94958607 -0.13461801]]\n",
      "Eigenvalues:[-0.37680495+0.52624527j -0.37680495-0.52624527j]\n",
      "[[-0.71107936  0.3914916 ]\n",
      " [-1.0190445  -0.30932358]]\n",
      "Eigenvalues:[-0.51020147+0.59882839j -0.51020147-0.59882839j]\n",
      "Year 2018-2018, ensemble member slice(1, 97, None) finished\n",
      "[-0.71107936  0.3914916  -1.0190445  -0.30932358]\n",
      "----------------------------------------\n",
      "[[-0.09037262  0.17987905]\n",
      " [ 0.01959529 -0.10971785]]\n",
      "Eigenvalues:[-0.03989259+0.j -0.16019788+0.j]\n",
      "[[-0.22566546  0.24339915]\n",
      " [ 0.0905724  -0.15520562]]\n",
      "Eigenvalues:[-0.34303433+0.j -0.03783675+0.j]\n",
      "Year 1965-1965, ensemble member slice(1, 97, None) finished\n",
      "[-0.22566546  0.24339915  0.0905724  -0.15520562]\n",
      "----------------------------------------\n",
      "[[-0.06839594  0.47444997]\n",
      " [-0.19371099 -0.23375096]]\n",
      "Eigenvalues:[-0.15107345+0.29166865j -0.15107345-0.29166865j]\n",
      "[[-0.11580334  0.52913527]\n",
      " [-0.17288204 -0.37607639]]\n",
      "Eigenvalues:[-0.24593986+0.27302467j -0.24593986-0.27302467j]\n",
      "Year 1966-1966, ensemble member slice(1, 97, None) finished\n",
      "[-0.11580334  0.52913527 -0.17288204 -0.37607639]\n",
      "----------------------------------------\n",
      "[[ 0.22125767 -0.0061424 ]\n",
      " [-0.13352203 -0.09379538]]\n",
      "Eigenvalues:[ 0.22383971+0.j -0.09637742+0.j]\n",
      "[[-0.01763033 -0.12923573]\n",
      " [-0.19490444 -0.14305325]]\n",
      "Eigenvalues:[ 0.09030798+0.j -0.25099157+0.j]\n",
      "Year 1967-1967, ensemble member slice(1, 97, None) finished\n",
      "[-0.01763033 -0.12923573 -0.19490444 -0.14305325]\n",
      "----------------------------------------\n",
      "[[ 0.01167718  0.04223613]\n",
      " [-0.17250266  0.04206098]]\n",
      "Eigenvalues:[0.02686908+0.08399435j 0.02686908-0.08399435j]\n",
      "[[-0.19120564  0.02757944]\n",
      " [-0.21756454  0.02932771]]\n",
      "Eigenvalues:[-0.15941464+0.j -0.0024633 +0.j]\n",
      "Year 1968-1968, ensemble member slice(1, 97, None) finished\n",
      "[-0.19120564  0.02757944 -0.21756454  0.02932771]\n",
      "----------------------------------------\n",
      "[[-0.08877806  0.33854135]\n",
      " [-0.16963348 -0.11731177]]\n",
      "Eigenvalues:[-0.10304491+0.23921623j -0.10304491-0.23921623j]\n",
      "[[-0.16747584  0.34936554]\n",
      " [-0.1859203  -0.23691043]]\n",
      "Eigenvalues:[-0.20219314+0.25248536j -0.20219314-0.25248536j]\n",
      "Year 1969-1969, ensemble member slice(1, 97, None) finished\n",
      "[-0.16747584  0.34936554 -0.1859203  -0.23691043]\n",
      "----------------------------------------\n",
      "[[ 0.10134334  0.23944187]\n",
      " [-0.07200691  0.04455882]]\n",
      "Eigenvalues:[0.07295108+0.12820042j 0.07295108-0.12820042j]\n",
      "[[-1.40126949  1.50683755]\n",
      " [ 0.01403673 -0.05989596]]\n",
      "Eigenvalues:[-1.41685658+0.j -0.04430886+0.j]\n",
      "Year 1970-1970, ensemble member slice(1, 97, None) finished\n",
      "[-1.40126949  1.50683755  0.01403673 -0.05989596]\n",
      "----------------------------------------\n",
      "[[ 0.09232115  0.12835934]\n",
      " [-0.03384257 -0.12666592]]\n",
      "Eigenvalues:[ 0.0702623 +0.j -0.10460707+0.j]\n",
      "[[-0.06734303  0.02035427]\n",
      " [-0.1071417  -0.19997519]]\n",
      "Eigenvalues:[-0.08657375+0.j -0.18074447+0.j]\n",
      "Year 1971-1971, ensemble member slice(1, 97, None) finished\n",
      "[-0.06734303  0.02035427 -0.1071417  -0.19997519]\n",
      "----------------------------------------\n",
      "[[-0.04802653  0.3143072 ]\n",
      " [ 0.10788127 -0.12634998]]\n",
      "Eigenvalues:[ 0.10107087+0.j -0.27544739+0.j]\n",
      "[[-0.15023395  0.39827373]\n",
      " [ 0.17195765 -0.19866908]]\n",
      "Eigenvalues:[ 0.08836535+0.j -0.43726838+0.j]\n",
      "Year 1972-1972, ensemble member slice(1, 97, None) finished\n",
      "[-0.15023395  0.39827373  0.17195765 -0.19866908]\n",
      "----------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.21977529  0.30504448]\n",
      " [-0.08343142 -0.16684647]]\n",
      "Eigenvalues:[-0.19331088+0.1573211j -0.19331088-0.1573211j]\n",
      "[[-0.3843332   0.4620196 ]\n",
      " [-0.03573133 -0.22332164]]\n",
      "Eigenvalues:[-0.30382742+0.10013689j -0.30382742-0.10013689j]\n",
      "Year 1973-1973, ensemble member slice(1, 97, None) finished\n",
      "[-0.3843332   0.4620196  -0.03573133 -0.22332164]\n",
      "----------------------------------------\n",
      "[[ 0.02514259  0.11532844]\n",
      " [-0.01379426 -0.10111182]]\n",
      "Eigenvalues:[ 0.01094567+0.j -0.0869149 +0.j]\n",
      "[[-0.21061344  0.11255309]\n",
      " [-0.07081721 -0.11365343]]\n",
      "Eigenvalues:[-0.16213344+0.07496922j -0.16213344-0.07496922j]\n",
      "Year 1974-1974, ensemble member slice(1, 97, None) finished\n",
      "[-0.21061344  0.11255309 -0.07081721 -0.11365343]\n",
      "----------------------------------------\n",
      "[[ 0.21983516 -0.10065851]\n",
      " [-0.04049234 -0.06624335]]\n",
      "Eigenvalues:[ 0.23343602+0.j -0.07984421+0.j]\n",
      "[[-0.00560884 -0.10262693]\n",
      " [-0.05133314 -0.10094423]]\n",
      "Eigenvalues:[ 0.03355878+0.j -0.14011185+0.j]\n",
      "Year 1975-1975, ensemble member slice(1, 97, None) finished\n",
      "[-0.00560884 -0.10262693 -0.05133314 -0.10094423]\n",
      "----------------------------------------\n",
      "[[-0.08474242  0.20952764]\n",
      " [-0.01929422 -0.12466267]]\n",
      "Eigenvalues:[-0.10470254+0.06036775j -0.10470254-0.06036775j]\n",
      "[[-0.19927222  0.26489312]\n",
      " [ 0.00643048 -0.15222576]]\n",
      "Eigenvalues:[-0.22325407+0.j -0.12824392+0.j]\n",
      "Year 1976-1976, ensemble member slice(1, 97, None) finished\n",
      "[-0.19927222  0.26489312  0.00643048 -0.15222576]\n",
      "----------------------------------------\n",
      "[[-0.04633607  0.22826834]\n",
      " [-0.10777135 -0.14138568]]\n",
      "Eigenvalues:[-0.09386087+0.14947301j -0.09386087-0.14947301j]\n",
      "[[-0.18080735  0.27122602]\n",
      " [-0.12018328 -0.1868852 ]]\n",
      "Eigenvalues:[-0.18384627+0.18052035j -0.18384627-0.18052035j]\n",
      "Year 1977-1977, ensemble member slice(1, 97, None) finished\n",
      "[-0.18080735  0.27122602 -0.12018328 -0.1868852 ]\n",
      "----------------------------------------\n",
      "[[ 0.15345108  0.18319477]\n",
      " [-0.21187264 -0.0967755 ]]\n",
      "Eigenvalues:[0.02833779+0.15218615j 0.02833779-0.15218615j]\n",
      "[[ 0.07093166  0.17813647]\n",
      " [-0.23078543 -0.20535739]]\n",
      "Eigenvalues:[-0.06721286+0.14841628j -0.06721286-0.14841628j]\n",
      "Year 1978-1978, ensemble member slice(1, 97, None) finished\n",
      "[ 0.07093166  0.17813647 -0.23078543 -0.20535739]\n",
      "----------------------------------------\n",
      "[[ 0.00687968  0.29391889]\n",
      " [-0.11539217 -0.04589912]]\n",
      "Eigenvalues:[-0.01950972+0.18226228j -0.01950972-0.18226228j]\n",
      "[[-0.16403396  0.27312597]\n",
      " [-0.16762273 -0.17689325]]\n",
      "Eigenvalues:[-0.17046361+0.21387094j -0.17046361-0.21387094j]\n",
      "Year 1979-1979, ensemble member slice(1, 97, None) finished\n",
      "[-0.16403396  0.27312597 -0.16762273 -0.17689325]\n",
      "----------------------------------------\n",
      "[[-0.02793588  0.41327484]\n",
      " [-0.12287636 -0.02266493]]\n",
      "Eigenvalues:[-0.02530041+0.22533256j -0.02530041-0.22533256j]\n",
      "[[-0.18189847  0.39601471]\n",
      " [-0.16577153 -0.08968082]]\n",
      "Eigenvalues:[-0.13578964+0.25203559j -0.13578964-0.25203559j]\n",
      "Year 1980-1980, ensemble member slice(1, 97, None) finished\n",
      "[-0.18189847  0.39601471 -0.16577153 -0.08968082]\n",
      "----------------------------------------\n",
      "[[ 0.05778653  0.32127115]\n",
      " [-0.11581014 -0.04258727]]\n",
      "Eigenvalues:[0.00759963+0.18624642j 0.00759963-0.18624642j]\n",
      "[[-0.15028291  0.32529278]\n",
      " [-0.15870385 -0.13432252]]\n",
      "Eigenvalues:[-0.14230272+0.22707165j -0.14230272-0.22707165j]\n",
      "Year 1981-1981, ensemble member slice(1, 97, None) finished\n",
      "[-0.15028291  0.32529278 -0.15870385 -0.13432252]\n",
      "----------------------------------------\n",
      "[[-0.00761653  0.14768693]\n",
      " [-0.00949589  0.06538612]]\n",
      "Eigenvalues:[0.02888479+0.00837088j 0.02888479-0.00837088j]\n",
      "[[-0.1151366   0.23238201]\n",
      " [ 0.01420603  0.00738074]]\n",
      "Eigenvalues:[-0.13786514+0.j  0.03010927+0.j]\n",
      "Year 1982-1982, ensemble member slice(1, 97, None) finished\n",
      "[-0.1151366   0.23238201  0.01420603  0.00738074]\n",
      "----------------------------------------\n",
      "[[-0.08151603  0.1319335 ]\n",
      " [-0.17527735 -0.00888828]]\n",
      "Eigenvalues:[-0.04520215+0.14766942j -0.04520215-0.14766942j]\n",
      "[[-0.20451733  0.12232701]\n",
      " [-0.2031101  -0.0142145 ]]\n",
      "Eigenvalues:[-0.10936591+0.12566646j -0.10936591-0.12566646j]\n",
      "Year 1983-1983, ensemble member slice(1, 97, None) finished\n",
      "[-0.20451733  0.12232701 -0.2031101  -0.0142145 ]\n",
      "----------------------------------------\n",
      "[[-0.1427029   0.41203204]\n",
      " [ 0.00977882  0.04793882]]\n",
      "Eigenvalues:[-0.16190389+0.j  0.06713981+0.j]\n",
      "[[-0.1680819   0.39165102]\n",
      " [-0.0101093  -0.17847589]]\n",
      "Eigenvalues:[-0.17327889+0.06270812j -0.17327889-0.06270812j]\n",
      "Year 1984-1984, ensemble member slice(1, 97, None) finished\n",
      "[-0.1680819   0.39165102 -0.0101093  -0.17847589]\n",
      "----------------------------------------\n",
      "[[-0.00103655  0.21632593]\n",
      " [-0.04205741 -0.1540601 ]]\n",
      "Eigenvalues:[-0.07754832+0.05695662j -0.07754832-0.05695662j]\n",
      "[[-0.23751172  0.05017488]\n",
      " [-0.2356762  -0.31773603]]\n",
      "Eigenvalues:[-0.27762388+0.10107443j -0.27762388-0.10107443j]\n",
      "Year 1985-1985, ensemble member slice(1, 97, None) finished\n",
      "[-0.23751172  0.05017488 -0.2356762  -0.31773603]\n",
      "----------------------------------------\n",
      "[[ 0.01976232  0.10403229]\n",
      " [-0.1007875  -0.00625954]]\n",
      "Eigenvalues:[0.00675139+0.10156707j 0.00675139-0.10156707j]\n",
      "[[-0.29171801  0.14338258]\n",
      " [-0.11255493 -0.0378643 ]]\n",
      "Eigenvalues:[-0.16479116+0.00529047j -0.16479116-0.00529047j]\n",
      "Year 1986-1986, ensemble member slice(1, 97, None) finished\n",
      "[-0.29171801  0.14338258 -0.11255493 -0.0378643 ]\n",
      "----------------------------------------\n",
      "[[ 0.02981327  0.1676241 ]\n",
      " [-0.16362927 -0.03913695]]\n",
      "Eigenvalues:[-0.00466184+0.16198665j -0.00466184-0.16198665j]\n",
      "[[-0.09260181  0.14452337]\n",
      " [-0.20768354 -0.05316185]]\n",
      "Eigenvalues:[-0.07288183+0.17212277j -0.07288183-0.17212277j]\n",
      "Year 1987-1987, ensemble member slice(1, 97, None) finished\n",
      "[-0.09260181  0.14452337 -0.20768354 -0.05316185]\n",
      "----------------------------------------\n",
      "[[-0.14589231  0.26279595]\n",
      " [-0.08799138  0.23727399]]\n",
      "Eigenvalues:[-0.07084382+0.j  0.1622255 +0.j]\n",
      "[[-0.31506837  0.5993825 ]\n",
      " [ 0.10682618 -0.20969197]]\n",
      "Eigenvalues:[-0.52084833+0.j -0.00391202+0.j]\n",
      "Year 1988-1988, ensemble member slice(1, 97, None) finished\n",
      "[-0.31506837  0.5993825   0.10682618 -0.20969197]\n",
      "----------------------------------------\n",
      "[[-0.02866075  0.17234956]\n",
      " [-0.08368998 -0.18218971]]\n",
      "Eigenvalues:[-0.10542523+0.09236421j -0.10542523-0.09236421j]\n",
      "[[-0.34213097  0.04183435]\n",
      " [-0.27219045 -0.27168105]]\n",
      "Eigenvalues:[-0.30690601+0.10072792j -0.30690601-0.10072792j]\n",
      "Year 1989-1989, ensemble member slice(1, 97, None) finished\n",
      "[-0.34213097  0.04183435 -0.27219045 -0.27168105]\n",
      "----------------------------------------\n",
      "[[-0.03808927  0.08172092]\n",
      " [-0.09115036 -0.09856979]]\n",
      "Eigenvalues:[-0.06832953+0.08083575j -0.06832953-0.08083575j]\n",
      "[[-0.2787835   0.21483509]\n",
      " [-0.096678   -0.14621534]]\n",
      "Eigenvalues:[-0.21249942+0.12796972j -0.21249942-0.12796972j]\n",
      "Year 1990-1990, ensemble member slice(1, 97, None) finished\n",
      "[-0.2787835   0.21483509 -0.096678   -0.14621534]\n",
      "----------------------------------------\n",
      "[[ 0.03545553  0.17307726]\n",
      " [ 0.04095017 -0.07770806]]\n",
      "Eigenvalues:[ 0.08030865+0.j -0.12256118+0.j]\n",
      "[[ 0.00463299  0.18611235]\n",
      " [ 0.04725245 -0.21046776]]\n",
      "Eigenvalues:[ 0.03977581+0.j -0.24561058+0.j]\n",
      "Year 1991-1991, ensemble member slice(1, 97, None) finished\n",
      "[ 0.00463299  0.18611235  0.04725245 -0.21046776]\n",
      "----------------------------------------\n",
      "[[-0.39820126  0.13809197]\n",
      " [-0.23931443 -0.06553451]]\n",
      "Eigenvalues:[-0.23186789+0.07335264j -0.23186789-0.07335264j]\n",
      "[[-0.67388339  0.11193677]\n",
      " [-0.35037383 -0.07659941]]\n",
      "Eigenvalues:[-0.59877512+0.j -0.15170768+0.j]\n",
      "Year 1992-1992, ensemble member slice(1, 97, None) finished\n",
      "[-0.67388339  0.11193677 -0.35037383 -0.07659941]\n",
      "----------------------------------------\n",
      "[[-0.10594106  0.27283082]\n",
      " [-0.09005117 -0.07317343]]\n",
      "Eigenvalues:[-0.08955725+0.15588555j -0.08955725-0.15588555j]\n",
      "[[-0.1293074   0.19460952]\n",
      " [-0.12149328 -0.24258931]]\n",
      "Eigenvalues:[-0.18594835+0.14295297j -0.18594835-0.14295297j]\n",
      "Year 1993-1993, ensemble member slice(1, 97, None) finished\n",
      "[-0.1293074   0.19460952 -0.12149328 -0.24258931]\n",
      "----------------------------------------\n",
      "[[-0.08632471  0.42839784]\n",
      " [ 0.01065476  0.05107182]]\n",
      "Eigenvalues:[-0.11397959+0.j  0.07872671+0.j]\n",
      "[[-0.17365314  0.37705998]\n",
      " [ 0.01919381 -0.17410198]]\n",
      "Eigenvalues:[-0.08880542+0.j -0.25894969+0.j]\n",
      "Year 1994-1994, ensemble member slice(1, 97, None) finished\n",
      "[-0.17365314  0.37705998  0.01919381 -0.17410198]\n",
      "----------------------------------------\n",
      "[[-0.15123788  0.35248867]\n",
      " [ 0.03636251 -0.32461486]]\n",
      "Eigenvalues:[-0.09533511+0.j -0.38051763+0.j]\n",
      "[[-0.28637189  0.29394879]\n",
      " [-0.02237616 -0.41050257]]\n",
      "Eigenvalues:[-0.34843723+0.05220478j -0.34843723-0.05220478j]\n",
      "Year 1995-1995, ensemble member slice(1, 97, None) finished\n",
      "[-0.28637189  0.29394879 -0.02237616 -0.41050257]\n",
      "----------------------------------------\n",
      "[[-0.17202264  0.13840629]\n",
      " [-0.16760582  0.0730419 ]]\n",
      "Eigenvalues:[-0.04949037+0.09046295j -0.04949037-0.09046295j]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.46697486  0.3020186 ]\n",
      " [-0.15184242  0.04737394]]\n",
      "Eigenvalues:[-0.35220634+0.j -0.06739457+0.j]\n",
      "Year 1996-1996, ensemble member slice(1, 97, None) finished\n",
      "[-0.46697486  0.3020186  -0.15184242  0.04737394]\n",
      "----------------------------------------\n",
      "[[-0.18647532  0.54781894]\n",
      " [-0.14671119 -0.10268757]]\n",
      "Eigenvalues:[-0.14458144+0.28038558j -0.14458144-0.28038558j]\n",
      "[[-0.20575061  0.58487824]\n",
      " [-0.12340268 -0.15135211]]\n",
      "Eigenvalues:[-0.17855136+0.26727466j -0.17855136-0.26727466j]\n",
      "Year 1997-1997, ensemble member slice(1, 97, None) finished\n",
      "[-0.20575061  0.58487824 -0.12340268 -0.15135211]\n",
      "----------------------------------------\n",
      "[[-0.45211242  0.2905594 ]\n",
      " [-0.11378601 -0.11351255]]\n",
      "Eigenvalues:[-0.28281249+0.06632592j -0.28281249-0.06632592j]\n",
      "[[-0.90878146  0.53110054]\n",
      " [-0.00583242 -0.17121601]]\n",
      "Eigenvalues:[-0.9045575 +0.j -0.17543997+0.j]\n",
      "Year 1998-1998, ensemble member slice(1, 97, None) finished\n",
      "[-0.90878146  0.53110054 -0.00583242 -0.17121601]\n",
      "----------------------------------------\n",
      "[[-0.57193693  0.31866353]\n",
      " [-0.24189822 -0.03262992]]\n",
      "Eigenvalues:[-0.30228342+0.06611452j -0.30228342-0.06611452j]\n",
      "[[-1.09180086  0.49726731]\n",
      " [-0.35207122 -0.00457837]]\n",
      "Eigenvalues:[-0.89523381+0.j -0.20114542+0.j]\n",
      "Year 1999-1999, ensemble member slice(1, 97, None) finished\n",
      "[-1.09180086  0.49726731 -0.35207122 -0.00457837]\n",
      "----------------------------------------\n",
      "[[-0.20203789  0.10299219]\n",
      " [-0.3500253   0.08118639]]\n",
      "Eigenvalues:[-0.06042575+0.12647479j -0.06042575-0.12647479j]\n",
      "[[-0.92748545  0.41022971]\n",
      " [-0.18311256 -0.00496648]]\n",
      "Eigenvalues:[-0.83722745+0.j -0.09522448+0.j]\n",
      "Year 2000-2000, ensemble member slice(1, 97, None) finished\n",
      "[-0.92748545  0.41022971 -0.18311256 -0.00496648]\n",
      "----------------------------------------\n",
      "[[-0.13372448  0.10126574]\n",
      " [-0.10814469  0.11275762]]\n",
      "Eigenvalues:[-0.07557572+0.j  0.05460886+0.j]\n",
      "[[-0.42701584  0.34278272]\n",
      " [ 0.02051096 -0.02361069]]\n",
      "Eigenvalues:[-0.44375028+0.j -0.00687624+0.j]\n",
      "Year 2001-2001, ensemble member slice(1, 97, None) finished\n",
      "[-0.42701584  0.34278272  0.02051096 -0.02361069]\n",
      "----------------------------------------\n",
      "[[-0.19514095  0.481364  ]\n",
      " [ 0.01570374  0.38694663]]\n",
      "Eigenvalues:[-0.20784986+0.j  0.39965554+0.j]\n",
      "[[-0.15902891  0.33619365]\n",
      " [ 0.19372256 -0.06465502]]\n",
      "Eigenvalues:[-0.3713702 +0.j  0.14768627+0.j]\n",
      "Year 2002-2002, ensemble member slice(1, 97, None) finished\n",
      "[-0.15902891  0.33619365  0.19372256 -0.06465502]\n",
      "----------------------------------------\n",
      "[[ 0.08300911 -0.28518657]\n",
      " [-0.0433012  -0.41883704]]\n",
      "Eigenvalues:[ 0.1065151 +0.j -0.44234303+0.j]\n",
      "[[-4.05341768  3.05932432]\n",
      " [-0.43651578 -0.13635822]]\n",
      "Eigenvalues:[-3.6761518+0.j -0.5136241+0.j]\n",
      "Year 2003-2003, ensemble member slice(1, 97, None) finished\n",
      "[-4.05341768  3.05932432 -0.43651578 -0.13635822]\n",
      "----------------------------------------\n",
      "[[ 0.60155783  0.46723876]\n",
      " [ 0.19628034 -0.19557719]]\n",
      "Eigenvalues:[ 0.70355585+0.j -0.29757521+0.j]\n",
      "[[-0.39300742  0.39830119]\n",
      " [-0.53241982 -0.52113495]]\n",
      "Eigenvalues:[-0.45707119+0.45602553j -0.45707119-0.45602553j]\n",
      "Year 2004-2004, ensemble member slice(1, 97, None) finished\n",
      "[-0.39300742  0.39830119 -0.53241982 -0.52113495]\n",
      "----------------------------------------\n",
      "[[-0.18545546  0.13810375]\n",
      " [-0.46630612 -0.0224756 ]]\n",
      "Eigenvalues:[-0.10396553+0.24032897j -0.10396553-0.24032897j]\n",
      "[[-0.85678599  0.09596719]\n",
      " [-0.85932247 -0.07173057]]\n",
      "Eigenvalues:[-0.73186104+0.j -0.19665552+0.j]\n",
      "Year 2005-2005, ensemble member slice(1, 97, None) finished\n",
      "[-0.85678599  0.09596719 -0.85932247 -0.07173057]\n",
      "----------------------------------------\n",
      "[[ 0.47773357  0.08920338]\n",
      " [ 0.11342528 -0.19827372]]\n",
      "Eigenvalues:[ 0.49238327+0.j -0.21292342+0.j]\n",
      "[[ 0.30326337  0.10556933]\n",
      " [ 0.18044581 -0.58549983]]\n",
      "Eigenvalues:[ 0.32420376+0.j -0.60644021+0.j]\n",
      "Year 2006-2006, ensemble member slice(1, 97, None) finished\n",
      "[ 0.30326337  0.10556933  0.18044581 -0.58549983]\n",
      "----------------------------------------\n",
      "[[-0.17076697  0.14102654]\n",
      " [-0.16997941  0.08422212]]\n",
      "Eigenvalues:[-0.04327243+0.08784502j -0.04327243-0.08784502j]\n",
      "[[-15.4992836   16.4081303 ]\n",
      " [  2.26468157  -2.5006081 ]]\n",
      "Eigenvalues:[-17.91064624+0.j  -0.08924546+0.j]\n",
      "Year 2007-2007, ensemble member slice(1, 97, None) finished\n",
      "[-15.4992836   16.4081303    2.26468157  -2.5006081 ]\n",
      "----------------------------------------\n",
      "[[-0.28622766  0.69496805]\n",
      " [-0.23007944 -0.11982522]]\n",
      "Eigenvalues:[-0.20302644+0.39112072j -0.20302644-0.39112072j]\n",
      "[[-0.62614903  0.85003607]\n",
      " [-0.54281071 -0.75217301]]\n",
      "Eigenvalues:[-0.68916102+0.67634176j -0.68916102-0.67634176j]\n",
      "Year 2008-2008, ensemble member slice(1, 97, None) finished\n",
      "[-0.62614903  0.85003607 -0.54281071 -0.75217301]\n",
      "----------------------------------------\n",
      "[[-0.06523633  0.69552971]\n",
      " [-0.02903561  0.01502723]]\n",
      "Eigenvalues:[-0.02510455+0.13632524j -0.02510455-0.13632524j]\n",
      "[[-0.15468705  0.83790277]\n",
      " [ 0.07437063 -0.28628117]]\n",
      "Eigenvalues:[ 0.03767206+0.j -0.47864028+0.j]\n",
      "Year 2009-2009, ensemble member slice(1, 97, None) finished\n",
      "[-0.15468705  0.83790277  0.07437063 -0.28628117]\n",
      "----------------------------------------\n",
      "[[-0.97834633  0.71420758]\n",
      " [ 0.02599585 -0.06454263]]\n",
      "Eigenvalues:[-0.99823136+0.j -0.0446576 +0.j]\n",
      "[[-18.36207583  12.87833449]\n",
      " [  2.36613015  -1.69980357]]\n",
      "Eigenvalues:[-20.02492013+0.j  -0.03695927+0.j]\n",
      "Year 2010-2010, ensemble member slice(1, 97, None) finished\n",
      "[-18.36207583  12.87833449   2.36613015  -1.69980357]\n",
      "----------------------------------------\n",
      "[[-0.00263074  0.81286991]\n",
      " [ 0.29208144  0.14734268]]\n",
      "Eigenvalues:[-0.42064223+0.j  0.56535416+0.j]\n",
      "[[-0.89923075  1.37803698]\n",
      " [ 0.48287846 -0.53089184]]\n",
      "Eigenvalues:[-1.55132845+0.j  0.12120586+0.j]\n",
      "Year 2011-2011, ensemble member slice(1, 97, None) finished\n",
      "[-0.89923075  1.37803698  0.48287846 -0.53089184]\n",
      "----------------------------------------\n",
      "[[ 0.25749364  0.20905245]\n",
      " [-0.18408808 -0.14555098]]\n",
      "Eigenvalues:[0.10209265+0.j 0.00985001+0.j]\n",
      "[[ 0.1956084   0.11783949]\n",
      " [-0.20574598 -0.49272158]]\n",
      "Eigenvalues:[ 0.15837099+0.j -0.45548417+0.j]\n",
      "Year 2012-2012, ensemble member slice(1, 97, None) finished\n",
      "[ 0.1956084   0.11783949 -0.20574598 -0.49272158]\n",
      "----------------------------------------\n",
      "[[-0.22332681  0.24389907]\n",
      " [-0.19403395  0.01627836]]\n",
      "Eigenvalues:[-0.10352423+0.18158205j -0.10352423-0.18158205j]\n",
      "[[-1.16271795  0.74813363]\n",
      " [-0.16622765 -0.06033122]]\n",
      "Eigenvalues:[-1.03514426+0.j -0.18790491+0.j]\n",
      "Year 2013-2013, ensemble member slice(1, 97, None) finished\n",
      "[-1.16271795  0.74813363 -0.16622765 -0.06033122]\n",
      "----------------------------------------\n",
      "[[-0.07315238  0.17355805]\n",
      " [-0.26104552 -0.20604929]]\n",
      "Eigenvalues:[-0.13960084+0.20221562j -0.13960084-0.20221562j]\n",
      "[[-0.6978245  -0.58001935]\n",
      " [-0.67600187 -0.75341266]]\n",
      "Eigenvalues:[-0.0988278 +0.j -1.35240936+0.j]\n",
      "Year 2014-2014, ensemble member slice(1, 97, None) finished\n",
      "[-0.6978245  -0.58001935 -0.67600187 -0.75341266]\n",
      "----------------------------------------\n",
      "[[0.24470158 0.04792044]\n",
      " [0.06871029 0.15621777]]\n",
      "Eigenvalues:[0.27291638+0.j 0.12800297+0.j]\n",
      "[[ 0.16552804 -0.38155349]\n",
      " [-0.03036066 -0.45612902]]\n",
      "Eigenvalues:[ 0.18363506+0.j -0.47423603+0.j]\n",
      "Year 2015-2015, ensemble member slice(1, 97, None) finished\n",
      "[ 0.16552804 -0.38155349 -0.03036066 -0.45612902]\n",
      "----------------------------------------\n",
      "[[ 0.19114955 -0.14912119]\n",
      " [-0.48886365  0.17903678]]\n",
      "Eigenvalues:[ 0.45516095+0.j -0.08497463+0.j]\n",
      "[[-21.69046093   9.84767316]\n",
      " [  3.90419553  -1.83649436]]\n",
      "Eigenvalues:[-23.467846  +0.j  -0.05910928+0.j]\n",
      "Year 2016-2016, ensemble member slice(1, 97, None) finished\n",
      "[-21.69046093   9.84767316   3.90419553  -1.83649436]\n",
      "----------------------------------------\n",
      "[[ 0.32274565  0.37361131]\n",
      " [-0.03011448  0.33137769]]\n",
      "Eigenvalues:[0.32706167+0.1059834j 0.32706167-0.1059834j]\n",
      "[[-0.37238687  0.19880365]\n",
      " [-0.46641997  0.21304006]]\n",
      "Eigenvalues:[-0.0796734+0.08393343j -0.0796734-0.08393343j]\n",
      "Year 2017-2017, ensemble member slice(1, 97, None) finished\n",
      "[-0.37238687  0.19880365 -0.46641997  0.21304006]\n",
      "----------------------------------------\n",
      "[[ 0.29249423  0.3232561 ]\n",
      " [ 0.35791909 -0.23271404]]\n",
      "Eigenvalues:[ 0.45961147+0.j -0.39983128+0.j]\n",
      "[[-0.19464365  0.61481911]\n",
      " [ 0.41661715 -0.56358085]]\n",
      "Eigenvalues:[ 0.15956469+0.j -0.9177892 +0.j]\n",
      "Year 2018-2018, ensemble member slice(1, 97, None) finished\n",
      "[-0.19464365  0.61481911  0.41661715 -0.56358085]\n",
      "----------------------------------------\n",
      "[[ 0.00631303  0.05946007]\n",
      " [-0.05562268  0.03479361]]\n",
      "Eigenvalues:[0.02055332+0.05571842j 0.02055332-0.05571842j]\n",
      "[[-0.03215745  0.07819487]\n",
      " [-0.03258438  0.00458678]]\n",
      "Eigenvalues:[-0.01378534+0.04701486j -0.01378534-0.04701486j]\n",
      "Year 1965-1965, ensemble member slice(1, 97, None) finished\n",
      "[-0.03215745  0.07819487 -0.03258438  0.00458678]\n",
      "----------------------------------------\n",
      "[[ 0.12007858  0.09768884]\n",
      " [-0.09307936  0.09383948]]\n",
      "Eigenvalues:[0.10695903+0.09444942j 0.10695903-0.09444942j]\n",
      "[[ 0.08985832  0.06782274]\n",
      " [-0.09547335 -0.09295184]]\n",
      "Eigenvalues:[ 0.04180787+0.j -0.0449014 +0.j]\n",
      "Year 1966-1966, ensemble member slice(1, 97, None) finished\n",
      "[ 0.08985832  0.06782274 -0.09547335 -0.09295184]\n",
      "----------------------------------------\n",
      "[[ 0.05432602  0.01438144]\n",
      " [-0.03046195 -0.07992511]]\n",
      "Eigenvalues:[ 0.05097941+0.j -0.0765785 +0.j]\n",
      "[[-0.02280288 -0.07576469]\n",
      " [-0.11674596 -0.20090368]]\n",
      "Eigenvalues:[ 0.01766582+0.j -0.24137237+0.j]\n",
      "Year 1967-1967, ensemble member slice(1, 97, None) finished\n",
      "[-0.02280288 -0.07576469 -0.11674596 -0.20090368]\n",
      "----------------------------------------\n",
      "[[ 0.01319566  0.00942639]\n",
      " [-0.05766253 -0.01504772]]\n",
      "Eigenvalues:[-0.00092603+0.01855066j -0.00092603-0.01855066j]\n",
      "[[-0.10978117  0.00246413]\n",
      " [-0.08701098 -0.0246023 ]]\n",
      "Eigenvalues:[-0.10718491+0.j -0.02719857+0.j]\n",
      "Year 1968-1968, ensemble member slice(1, 97, None) finished\n",
      "[-0.10978117  0.00246413 -0.08701098 -0.0246023 ]\n",
      "----------------------------------------\n",
      "[[ 0.01060131  0.0806263 ]\n",
      " [-0.03755886  0.0450479 ]]\n",
      "Eigenvalues:[0.0278246+0.05226461j 0.0278246-0.05226461j]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.05715829  0.03610673]\n",
      " [-0.0452794  -0.10652677]]\n",
      "Eigenvalues:[-0.08184253+0.03202467j -0.08184253-0.03202467j]\n",
      "Year 1969-1969, ensemble member slice(1, 97, None) finished\n",
      "[-0.05715829  0.03610673 -0.0452794  -0.10652677]\n",
      "----------------------------------------\n",
      "[[-0.05430783  0.28823799]\n",
      " [ 0.00805906 -0.02402478]]\n",
      "Eigenvalues:[-0.08968555+0.j  0.01135294+0.j]\n",
      "[[-0.22612984  0.61556048]\n",
      " [ 0.1411109  -0.29384864]]\n",
      "Eigenvalues:[ 0.03667345+0.j -0.55665193+0.j]\n",
      "Year 1970-1970, ensemble member slice(1, 97, None) finished\n",
      "[-0.22612984  0.61556048  0.1411109  -0.29384864]\n",
      "----------------------------------------\n",
      "[[ 0.15640525 -0.04711259]\n",
      " [-0.00291906 -0.1026624 ]]\n",
      "Eigenvalues:[ 0.15693501+0.j -0.10319216+0.j]\n",
      "[[ 0.0988469  -0.16145116]\n",
      " [-0.05620349 -0.27603275]]\n",
      "Eigenvalues:[ 0.12166361+0.j -0.29884946+0.j]\n",
      "Year 1971-1971, ensemble member slice(1, 97, None) finished\n",
      "[ 0.0988469  -0.16145116 -0.05620349 -0.27603275]\n",
      "----------------------------------------\n",
      "[[-0.08958193  0.31122668]\n",
      " [-0.2702066   0.27050451]]\n",
      "Eigenvalues:[0.09046129+0.22733223j 0.09046129-0.22733223j]\n",
      "[[-0.0838619   0.28907151]\n",
      " [-0.18337884  0.10636155]]\n",
      "Eigenvalues:[0.01124983+0.20967441j 0.01124983-0.20967441j]\n",
      "Year 1972-1972, ensemble member slice(1, 97, None) finished\n",
      "[-0.0838619   0.28907151 -0.18337884  0.10636155]\n",
      "----------------------------------------\n",
      "[[ 0.05744921  0.25714453]\n",
      " [-0.12979298  0.13981483]]\n",
      "Eigenvalues:[0.09863202+0.17798744j 0.09863202-0.17798744j]\n",
      "[[-0.05235583  0.40489628]\n",
      " [-0.0690666   0.02833645]]\n",
      "Eigenvalues:[-0.01200969+0.16228678j -0.01200969-0.16228678j]\n",
      "Year 1973-1973, ensemble member slice(1, 97, None) finished\n",
      "[-0.05235583  0.40489628 -0.0690666   0.02833645]\n",
      "----------------------------------------\n",
      "[[ 0.13971512 -0.14775725]\n",
      " [-0.06402634 -0.0283413 ]]\n",
      "Eigenvalues:[ 0.18422133+0.j -0.07284751+0.j]\n",
      "[[ 0.04391268 -0.17836141]\n",
      " [-0.10145242 -0.06432901]]\n",
      "Eigenvalues:[ 0.13478929+0.j -0.15520562+0.j]\n",
      "Year 1974-1974, ensemble member slice(1, 97, None) finished\n",
      "[ 0.04391268 -0.17836141 -0.10145242 -0.06432901]\n",
      "----------------------------------------\n",
      "[[ 0.20160694 -0.09545126]\n",
      " [-0.0538116  -0.1234357 ]]\n",
      "Eigenvalues:[ 0.21670759+0.j -0.13853635+0.j]\n",
      "[[ 0.15026349 -0.16254194]\n",
      " [-0.0877118  -0.22523015]]\n",
      "Eigenvalues:[ 0.18501546+0.j -0.25998213+0.j]\n",
      "Year 1975-1975, ensemble member slice(1, 97, None) finished\n",
      "[ 0.15026349 -0.16254194 -0.0877118  -0.22523015]\n",
      "----------------------------------------\n",
      "[[-0.03275569  0.13748807]\n",
      " [-0.05141211 -0.00166423]]\n",
      "Eigenvalues:[-0.01720996+0.08262495j -0.01720996-0.08262495j]\n",
      "[[-0.06508779  0.15671353]\n",
      " [-0.0142908  -0.06146888]]\n",
      "Eigenvalues:[-0.06327834+0.0472894j -0.06327834-0.0472894j]\n",
      "Year 1976-1976, ensemble member slice(1, 97, None) finished\n",
      "[-0.06508779  0.15671353 -0.0142908  -0.06146888]\n",
      "----------------------------------------\n",
      "[[-0.00569371 -0.00871419]\n",
      " [-0.05039657 -0.02479601]]\n",
      "Eigenvalues:[ 0.00778534+0.j -0.03827505+0.j]\n",
      "[[-0.06409866 -0.00270648]\n",
      " [-0.02964874 -0.14062119]]\n",
      "Eigenvalues:[-0.06306402+0.j -0.14165583+0.j]\n",
      "Year 1977-1977, ensemble member slice(1, 97, None) finished\n",
      "[-0.06409866 -0.00270648 -0.02964874 -0.14062119]\n",
      "----------------------------------------\n",
      "[[ 0.03934603  0.05903265]\n",
      " [-0.05336825  0.09908826]]\n",
      "Eigenvalues:[0.06921715+0.04752037j 0.06921715-0.04752037j]\n",
      "[[ 0.00498748  0.02792608]\n",
      " [-0.08073907  0.00934229]]\n",
      "Eigenvalues:[0.00716488+0.047434j 0.00716488-0.047434j]\n",
      "Year 1978-1978, ensemble member slice(1, 97, None) finished\n",
      "[ 0.00498748  0.02792608 -0.08073907  0.00934229]\n",
      "----------------------------------------\n",
      "[[-0.01617894  0.04930767]\n",
      " [-0.18453599  0.16905568]]\n",
      "Eigenvalues:[0.07643837+0.02282703j 0.07643837-0.02282703j]\n",
      "[[-0.16231451  0.01868273]\n",
      " [-0.21331773 -0.00561205]]\n",
      "Eigenvalues:[-0.13036972+0.j -0.03755684+0.j]\n",
      "Year 1979-1979, ensemble member slice(1, 97, None) finished\n",
      "[-0.16231451  0.01868273 -0.21331773 -0.00561205]\n",
      "----------------------------------------\n",
      "[[-0.03153342  0.17188908]\n",
      " [-0.09009252  0.07379329]]\n",
      "Eigenvalues:[0.02112994+0.11274969j 0.02112994-0.11274969j]\n",
      "[[-0.11946734  0.21648663]\n",
      " [-0.04687864 -0.04657554]]\n",
      "Eigenvalues:[-0.08302144+0.09391643j -0.08302144-0.09391643j]\n",
      "Year 1980-1980, ensemble member slice(1, 97, None) finished\n",
      "[-0.11946734  0.21648663 -0.04687864 -0.04657554]\n",
      "----------------------------------------\n",
      "[[ 0.0500299   0.01936924]\n",
      " [-0.08305631  0.05357914]]\n",
      "Eigenvalues:[0.05180452+0.04006979j 0.05180452-0.04006979j]\n",
      "[[ 0.00305699  0.00303776]\n",
      " [-0.06668755 -0.11178943]]\n",
      "Eigenvalues:[ 0.0012651 +0.j -0.10999754+0.j]\n",
      "Year 1981-1981, ensemble member slice(1, 97, None) finished\n",
      "[ 0.00305699  0.00303776 -0.06668755 -0.11178943]\n",
      "----------------------------------------\n",
      "[[ 0.01572204  0.31522193]\n",
      " [-0.12897443  0.19945965]]\n",
      "Eigenvalues:[0.10759084+0.1794873j 0.10759084-0.1794873j]\n",
      "[[-0.00092684  0.3256622 ]\n",
      " [-0.05043121  0.06556637]]\n",
      "Eigenvalues:[0.03231977+0.12376673j 0.03231977-0.12376673j]\n",
      "Year 1982-1982, ensemble member slice(1, 97, None) finished\n",
      "[-0.00092684  0.3256622  -0.05043121  0.06556637]\n",
      "----------------------------------------\n",
      "[[ 0.06405454  0.22132625]\n",
      " [-0.17995329  0.10091062]]\n",
      "Eigenvalues:[0.08248258+0.19871787j 0.08248258-0.19871787j]\n",
      "[[-0.0743437   0.27350986]\n",
      " [-0.1953903   0.10311028]]\n",
      "Eigenvalues:[0.01438329+0.21346825j 0.01438329-0.21346825j]\n",
      "Year 1983-1983, ensemble member slice(1, 97, None) finished\n",
      "[-0.0743437   0.27350986 -0.1953903   0.10311028]\n",
      "----------------------------------------\n",
      "[[0.04915026 0.32288281]\n",
      " [0.02068792 0.09085516]]\n",
      "Eigenvalues:[-0.01434538+0.j  0.1543508 +0.j]\n",
      "[[-0.06279371  0.4586043 ]\n",
      " [ 0.12772917 -0.15409011]]\n",
      "Eigenvalues:[ 0.13785244+0.j -0.35473626+0.j]\n",
      "Year 1984-1984, ensemble member slice(1, 97, None) finished\n",
      "[-0.06279371  0.4586043   0.12772917 -0.15409011]\n",
      "----------------------------------------\n",
      "[[ 0.1718376   0.06797115]\n",
      " [ 0.00629921 -0.0943028 ]]\n",
      "Eigenvalues:[ 0.17343678+0.j -0.09590198+0.j]\n",
      "[[ 0.12735677 -0.00954913]\n",
      " [-0.01788924 -0.32939315]]\n",
      "Eigenvalues:[ 0.12773047+0.j -0.32976685+0.j]\n",
      "Year 1985-1985, ensemble member slice(1, 97, None) finished\n",
      "[ 0.12735677 -0.00954913 -0.01788924 -0.32939315]\n",
      "----------------------------------------\n",
      "[[-0.04806346  0.26504139]\n",
      " [-0.126918    0.1246829 ]]\n",
      "Eigenvalues:[0.03830972+0.16179677j 0.03830972-0.16179677j]\n",
      "[[-0.10424481  0.28128661]\n",
      " [-0.11843005  0.08894279]]\n",
      "Eigenvalues:[-0.00765101+0.15486259j -0.00765101-0.15486259j]\n",
      "Year 1986-1986, ensemble member slice(1, 97, None) finished\n",
      "[-0.10424481  0.28128661 -0.11843005  0.08894279]\n",
      "----------------------------------------\n",
      "[[-0.06541955 -0.03694379]\n",
      " [-0.09250088 -0.01836518]]\n",
      "Eigenvalues:[-0.10490714+0.j  0.0211224 +0.j]\n",
      "[[-0.16602613 -0.04974452]\n",
      " [-0.1142723  -0.03061007]]\n",
      "Eigenvalues:[-0.19965318+0.j  0.00301697+0.j]\n",
      "Year 1987-1987, ensemble member slice(1, 97, None) finished\n",
      "[-0.16602613 -0.04974452 -0.1142723  -0.03061007]\n",
      "----------------------------------------\n",
      "[[-0.01497859  0.32191337]\n",
      " [-0.34090182  0.4663833 ]]\n",
      "Eigenvalues:[0.22570236+0.22762587j 0.22570236-0.22762587j]\n",
      "[[-0.24881554  0.62966385]\n",
      " [-0.12399545  0.15955708]]\n",
      "Eigenvalues:[-0.04462923+0.19074434j -0.04462923-0.19074434j]\n",
      "Year 1988-1988, ensemble member slice(1, 97, None) finished\n",
      "[-0.24881554  0.62966385 -0.12399545  0.15955708]\n",
      "----------------------------------------\n",
      "[[ 0.0621011  -0.04688816]\n",
      " [-0.02307114 -0.15554006]]\n",
      "Eigenvalues:[ 0.0669629 +0.j -0.16040185+0.j]\n",
      "[[-0.0308298  -0.15342109]\n",
      " [-0.1176498  -0.32815903]]\n",
      "Eigenvalues:[ 0.02088305+0.j -0.37987188+0.j]\n",
      "Year 1989-1989, ensemble member slice(1, 97, None) finished\n",
      "[-0.0308298  -0.15342109 -0.1176498  -0.32815903]\n",
      "----------------------------------------\n",
      "[[-0.02283598  0.02906847]\n",
      " [-0.08161347  0.06841304]]\n",
      "Eigenvalues:[0.02278853+0.01705235j 0.02278853-0.01705235j]\n",
      "[[-0.08474976  0.04659944]\n",
      " [-0.05897777 -0.01586637]]\n",
      "Eigenvalues:[-0.05030807+0.03952342j -0.05030807-0.03952342j]\n",
      "Year 1990-1990, ensemble member slice(1, 97, None) finished\n",
      "[-0.08474976  0.04659944 -0.05897777 -0.01586637]\n",
      "----------------------------------------\n",
      "[[0.08393532 0.2058849 ]\n",
      " [0.04528764 0.03818829]]\n",
      "Eigenvalues:[ 0.16029506+0.j -0.03817145+0.j]\n",
      "[[ 0.09766427  0.13123308]\n",
      " [ 0.10741799 -0.21851901]]\n",
      "Eigenvalues:[ 0.13728394+0.j -0.25813867+0.j]\n",
      "Year 1991-1991, ensemble member slice(1, 97, None) finished\n",
      "[ 0.09766427  0.13123308  0.10741799 -0.21851901]\n",
      "----------------------------------------\n",
      "[[ 0.23762973 -0.08562123]\n",
      " [ 0.09992668 -0.19712791]]\n",
      "Eigenvalues:[ 0.21696823+0.j -0.17646642+0.j]\n",
      "[[ 0.02764159 -0.09887765]\n",
      " [-0.00238551 -0.2103352 ]]\n",
      "Eigenvalues:[ 0.02862866+0.j -0.21132227+0.j]\n",
      "Year 1992-1992, ensemble member slice(1, 97, None) finished\n",
      "[ 0.02764159 -0.09887765 -0.00238551 -0.2103352 ]\n",
      "----------------------------------------\n",
      "[[ 0.11173551 -0.0898817 ]\n",
      " [ 0.00362243 -0.0742159 ]]\n",
      "Eigenvalues:[ 0.10996777+0.j -0.07244815+0.j]\n",
      "[[ 0.08557365 -0.18385439]\n",
      " [-0.01744211 -0.24620071]]\n",
      "Eigenvalues:[ 0.09497299+0.j -0.25560005+0.j]\n",
      "Year 1993-1993, ensemble member slice(1, 97, None) finished\n",
      "[ 0.08557365 -0.18385439 -0.01744211 -0.24620071]\n",
      "----------------------------------------\n",
      "[[ 0.12688884  0.12225528]\n",
      " [-0.0086095   0.1137811 ]]\n",
      "Eigenvalues:[0.12033497+0.03177427j 0.12033497-0.03177427j]\n",
      "[[ 0.13900172  0.04036653]\n",
      " [ 0.10960156 -0.22525925]]\n",
      "Eigenvalues:[ 0.15076746+0.j -0.237025  +0.j]\n",
      "Year 1994-1994, ensemble member slice(1, 97, None) finished\n",
      "[ 0.13900172  0.04036653  0.10960156 -0.22525925]\n",
      "----------------------------------------\n",
      "[[-0.15592458  0.23023608]\n",
      " [-0.15713903  0.0346309 ]]\n",
      "Eigenvalues:[-0.06064684+0.1646245j -0.06064684-0.1646245j]\n",
      "[[-0.41081942  0.33350551]\n",
      " [-0.11259839 -0.17598581]]\n",
      "Eigenvalues:[-0.29340262+0.15416056j -0.29340262-0.15416056j]\n",
      "Year 1995-1995, ensemble member slice(1, 97, None) finished\n",
      "[-0.41081942  0.33350551 -0.11259839 -0.17598581]\n",
      "----------------------------------------\n",
      "[[-0.0493121  -0.00250172]\n",
      " [-0.23277384  0.09354602]]\n",
      "Eigenvalues:[-0.05327831+0.j  0.09751223+0.j]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.37576485  0.17678019]\n",
      " [-0.11106053  0.00260572]]\n",
      "Eigenvalues:[-0.31369279+0.j -0.05946635+0.j]\n",
      "Year 1996-1996, ensemble member slice(1, 97, None) finished\n",
      "[-0.37576485  0.17678019 -0.11106053  0.00260572]\n",
      "----------------------------------------\n",
      "[[ 0.00761173  0.34414097]\n",
      " [-0.13575039  0.23880039]]\n",
      "Eigenvalues:[0.12320606+0.18263413j 0.12320606-0.18263413j]\n",
      "[[ 0.01087676  0.27563614]\n",
      " [-0.1194254   0.02042931]]\n",
      "Eigenvalues:[0.01565304+0.18137018j 0.01565304-0.18137018j]\n",
      "Year 1997-1997, ensemble member slice(1, 97, None) finished\n",
      "[ 0.01087676  0.27563614 -0.1194254   0.02042931]\n",
      "----------------------------------------\n",
      "[[-0.01097288  0.11099732]\n",
      " [-0.51877329  0.23163743]]\n",
      "Eigenvalues:[0.11033228+0.20704469j 0.11033228-0.20704469j]\n",
      "[[-0.46925536  0.33869472]\n",
      " [-0.43421092  0.18107127]]\n",
      "Eigenvalues:[-0.14409204+0.20330707j -0.14409204-0.20330707j]\n",
      "Year 1998-1998, ensemble member slice(1, 97, None) finished\n",
      "[-0.46925536  0.33869472 -0.43421092  0.18107127]\n",
      "----------------------------------------\n",
      "[[ 0.17446873 -0.21758391]\n",
      " [-0.45640632 -0.09383711]]\n",
      "Eigenvalues:[ 0.38281205+0.j -0.30218043+0.j]\n",
      "[[-0.4275781  -0.04691055]\n",
      " [-0.54435449 -0.11895204]]\n",
      "Eigenvalues:[-0.49541025+0.j -0.05111989+0.j]\n",
      "Year 1999-1999, ensemble member slice(1, 97, None) finished\n",
      "[-0.4275781  -0.04691055 -0.54435449 -0.11895204]\n",
      "----------------------------------------\n",
      "[[ 0.01034102 -0.05610085]\n",
      " [-0.53941566  0.21507396]]\n",
      "Eigenvalues:[-0.08913545+0.j  0.31455043+0.j]\n",
      "[[-0.71014966  0.21823682]\n",
      " [-0.46374938  0.17034644]]\n",
      "Eigenvalues:[-0.57422242+0.j  0.0344192 +0.j]\n",
      "Year 2000-2000, ensemble member slice(1, 97, None) finished\n",
      "[-0.71014966  0.21823682 -0.46374938  0.17034644]\n",
      "----------------------------------------\n",
      "[[-0.12876608  0.10107486]\n",
      " [-0.27551221  0.2299801 ]]\n",
      "Eigenvalues:[-0.01517557+0.j  0.11638959+0.j]\n",
      "[[-0.44706408  0.29659085]\n",
      " [-0.11300865  0.10822687]]\n",
      "Eigenvalues:[-0.37815211+0.j  0.03931491+0.j]\n",
      "Year 2001-2001, ensemble member slice(1, 97, None) finished\n",
      "[-0.44706408  0.29659085 -0.11300865  0.10822687]\n",
      "----------------------------------------\n",
      "[[-0.19148251  0.49966119]\n",
      " [-0.78077105  1.0577245 ]]\n",
      "Eigenvalues:[0.43019728+0.j 0.43604471+0.j]\n",
      "[[-0.27698109  0.6038124 ]\n",
      " [ 0.33115457 -0.38084281]]\n",
      "Eigenvalues:[ 0.12125696+0.j -0.77908086+0.j]\n",
      "Year 2002-2002, ensemble member slice(1, 97, None) finished\n",
      "[-0.27698109  0.6038124   0.33115457 -0.38084281]\n",
      "----------------------------------------\n",
      "[[ 0.46169977 -0.13325754]\n",
      " [ 0.2756915   0.03172731]]\n",
      "Eigenvalues:[0.34408452+0.j 0.14934255+0.j]\n",
      "[[ 0.39805505 -0.43116183]\n",
      " [ 0.36859257 -0.46228574]]\n",
      "Eigenvalues:[ 0.12951237+0.j -0.19374306+0.j]\n",
      "Year 2003-2003, ensemble member slice(1, 97, None) finished\n",
      "[ 0.39805505 -0.43116183  0.36859257 -0.46228574]\n",
      "----------------------------------------\n",
      "[[-0.41508814  1.14466103]\n",
      " [-0.54391565  0.95418453]]\n",
      "Eigenvalues:[0.2695482+0.39226538j 0.2695482-0.39226538j]\n",
      "[[-3.38994806  6.1152423 ]\n",
      " [-0.35793111  0.63857972]]\n",
      "Eigenvalues:[-2.74258709+0.j -0.00878125+0.j]\n",
      "Year 2004-2004, ensemble member slice(1, 97, None) finished\n",
      "[-3.38994806  6.1152423  -0.35793111  0.63857972]\n",
      "----------------------------------------\n",
      "[[-0.02199224 -0.09909513]\n",
      " [ 0.07499106 -0.05373617]]\n",
      "Eigenvalues:[-0.03786421+0.08473092j -0.03786421-0.08473092j]\n",
      "[[-0.4753834  -0.2721305 ]\n",
      " [-0.14470161 -0.18821056]]\n",
      "Eigenvalues:[-0.57673531+0.j -0.08685866+0.j]\n",
      "Year 2005-2005, ensemble member slice(1, 97, None) finished\n",
      "[-0.4753834  -0.2721305  -0.14470161 -0.18821056]\n",
      "----------------------------------------\n",
      "[[ 0.12221419  0.27859538]\n",
      " [-0.24000641  0.63004612]]\n",
      "Eigenvalues:[0.37613016+0.04890152j 0.37613016-0.04890152j]\n",
      "[[ 0.14245423 -0.04719761]\n",
      " [-0.11582485 -0.29285157]]\n",
      "Eigenvalues:[ 0.15466965+0.j -0.30506698+0.j]\n",
      "Year 2006-2006, ensemble member slice(1, 97, None) finished\n",
      "[ 0.14245423 -0.04719761 -0.11582485 -0.29285157]\n",
      "----------------------------------------\n",
      "[[-0.48112608  0.58205268]\n",
      " [-0.10880602  0.1281006 ]]\n",
      "Eigenvalues:[-0.34814738+0.j -0.0048781 +0.j]\n",
      "[[-1.19981052  1.24922707]\n",
      " [ 0.22455879 -0.18449415]]\n",
      "Eigenvalues:[-1.42580195+0.j  0.04149728+0.j]\n",
      "Year 2007-2007, ensemble member slice(1, 97, None) finished\n",
      "[-1.19981052  1.24922707  0.22455879 -0.18449415]\n",
      "----------------------------------------\n",
      "[[-0.1778281   0.1064496 ]\n",
      " [-0.30664417  0.36464505]]\n",
      "Eigenvalues:[-0.10889608+0.j  0.29571303+0.j]\n",
      "[[-2.33637736  0.48735566]\n",
      " [-0.73010327  0.4163058 ]]\n",
      "Eigenvalues:[-2.20039709+0.j  0.28032553+0.j]\n",
      "Year 2008-2008, ensemble member slice(1, 97, None) finished\n",
      "[-2.33637736  0.48735566 -0.73010327  0.4163058 ]\n",
      "----------------------------------------\n",
      "[[ 0.03136977  0.4105324 ]\n",
      " [-0.11754901  0.39860108]]\n",
      "Eigenvalues:[0.21498543+0.12059424j 0.21498543-0.12059424j]\n",
      "[[ 0.07270398  0.25701104]\n",
      " [ 0.18459466 -0.44158648]]\n",
      "Eigenvalues:[ 0.15255509+0.j -0.52143759+0.j]\n",
      "Year 2009-2009, ensemble member slice(1, 97, None) finished\n",
      "[ 0.07270398  0.25701104  0.18459466 -0.44158648]\n",
      "----------------------------------------\n",
      "[[-0.11548187  0.22101137]\n",
      " [-0.22394258  0.18090371]]\n",
      "Eigenvalues:[0.03271092+0.16592997j 0.03271092-0.16592997j]\n",
      "[[-0.36221296  0.41556032]\n",
      " [-0.17570201  0.14070827]]\n",
      "Eigenvalues:[-0.11075234+0.09890574j -0.11075234-0.09890574j]\n",
      "Year 2010-2010, ensemble member slice(1, 97, None) finished\n",
      "[-0.36221296  0.41556032 -0.17570201  0.14070827]\n",
      "----------------------------------------\n",
      "[[-0.02945072  0.14941262]\n",
      " [-0.07744633  0.24717876]]\n",
      "Eigenvalues:[0.02191859+0.j 0.19580944+0.j]\n",
      "[[-0.74362123  0.94866862]\n",
      " [ 0.35662574 -0.26144481]]\n",
      "Eigenvalues:[-1.13217035+0.j  0.12710431+0.j]\n",
      "Year 2011-2011, ensemble member slice(1, 97, None) finished\n",
      "[-0.74362123  0.94866862  0.35662574 -0.26144481]\n",
      "----------------------------------------\n",
      "[[ 0.05081549  0.23506554]\n",
      " [-0.09817365  0.37251188]]\n",
      "Eigenvalues:[0.15879686+0.j 0.26453051+0.j]\n",
      "[[-0.05622822  0.05734672]\n",
      " [-0.20340571 -0.08446976]]\n",
      "Eigenvalues:[-0.07034899+0.10707592j -0.07034899-0.10707592j]\n",
      "Year 2012-2012, ensemble member slice(1, 97, None) finished\n",
      "[-0.05622822  0.05734672 -0.20340571 -0.08446976]\n",
      "----------------------------------------\n",
      "[[ 0.55198396 -0.49343766]\n",
      " [ 0.02157276 -0.05586509]]\n",
      "Eigenvalues:[ 0.53393582+0.j -0.03781695+0.j]\n",
      "[[-0.17998314 -0.34988424]\n",
      " [-0.16029959 -0.09299154]]\n",
      "Eigenvalues:[-0.37727393+0.j  0.10429925+0.j]\n",
      "Year 2013-2013, ensemble member slice(1, 97, None) finished\n",
      "[-0.17998314 -0.34988424 -0.16029959 -0.09299154]\n",
      "----------------------------------------\n",
      "[[ 0.18170095  0.12078888]\n",
      " [-0.05926296  0.02060588]]\n",
      "Eigenvalues:[0.10115341+0.0258921j 0.10115341-0.0258921j]\n",
      "[[ 0.02753795 -0.45660694]\n",
      " [-0.31376594 -1.03389722]]\n",
      "Eigenvalues:[ 0.14868604+0.j -1.15504531+0.j]\n",
      "Year 2014-2014, ensemble member slice(1, 97, None) finished\n",
      "[ 0.02753795 -0.45660694 -0.31376594 -1.03389722]\n",
      "----------------------------------------\n",
      "[[ 0.10812106  0.55399657]\n",
      " [-0.02454805  0.5425863 ]]\n",
      "Eigenvalues:[0.14207663+0.j 0.50863073+0.j]\n",
      "[[ 0.01733986 -0.52257369]\n",
      " [-0.08850148 -0.37192042]]\n",
      "Eigenvalues:[ 0.11276047+0.j -0.46734103+0.j]\n",
      "Year 2015-2015, ensemble member slice(1, 97, None) finished\n",
      "[ 0.01733986 -0.52257369 -0.08850148 -0.37192042]\n",
      "----------------------------------------\n",
      "[[-0.44526196  0.15432609]\n",
      " [-0.57792707  0.0954216 ]]\n",
      "Eigenvalues:[-0.17492018+0.12690369j -0.17492018-0.12690369j]\n",
      "[[-2.25985506  0.71161548]\n",
      " [-1.15914671  0.27310801]]\n",
      "Eigenvalues:[-1.87604489+0.j -0.11070216+0.j]\n",
      "Year 2016-2016, ensemble member slice(1, 97, None) finished\n",
      "[-2.25985506  0.71161548 -1.15914671  0.27310801]\n",
      "----------------------------------------\n",
      "[[-0.06309484  0.04308791]\n",
      " [-0.08586026  0.03113191]]\n",
      "Eigenvalues:[-0.01598147+0.03846906j -0.01598147-0.03846906j]\n",
      "[[-3.39379813  0.92070524]\n",
      " [ 0.43386764 -0.11299398]]\n",
      "Eigenvalues:[-3.51134462+0.j  0.00455251+0.j]\n",
      "Year 2017-2017, ensemble member slice(1, 97, None) finished\n",
      "[-3.39379813  0.92070524  0.43386764 -0.11299398]\n",
      "----------------------------------------\n",
      "[[-0.28096283  1.17792653]\n",
      " [-0.55541763  1.09000291]]\n",
      "Eigenvalues:[0.40452004+0.42936511j 0.40452004-0.42936511j]\n",
      "[[-0.8376499   2.10571723]\n",
      " [-0.5217162   0.93697103]]\n",
      "Eigenvalues:[0.04966056+0.55791301j 0.04966056-0.55791301j]\n",
      "Year 2018-2018, ensemble member slice(1, 97, None) finished\n",
      "[-0.8376499   2.10571723 -0.5217162   0.93697103]\n",
      "----------------------------------------\n"
     ]
    }
   ],
   "source": [
    "#Seasonal fits for each year\n",
    "for s in ('DJF','MAM','JJA','SON'):\n",
    "    jcafe.fit_matrix_for_data_subset('fit_files/NINO34_SST__WHOLEPACIFIC_I20_yearly_'+s+'_STD', \n",
    "                            sst_index = indices.nino34_sst,\n",
    "                            i20_index = indices.wholeP_i20,\n",
    "                                startyears = range(1965,2019), #Anything iterable\n",
    "                                windowlength = 1,\n",
    "                                ensemble = [slice(1,97)], #also has to be iterable\n",
    "                                season = s,\n",
    "                                     verbose = True,\n",
    "                               )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for s in ('DJF','MAM','JJA','SON'):\n",
    "    jcafe.fit_matrix_for_data_subset('fit_files/NINO34_SST__WHOLEPACIFIC_I20_10y_'+s+'_STD', \n",
    "                            sst_index = indices.nino34_sst,\n",
    "                                 i20_index = indices.wholeP_i20,\n",
    "                            startyears = range(1965,2010), #Anything iterable\n",
    "                            windowlength = 10, \n",
    "                            ensemble =  range(97), #also has to be iterable\n",
    "                            season = s,\n",
    "                           )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "for s in ('DJF','MAM','JJA','SON'):\n",
    "    jcafe.fit_matrix_for_data_subset('fit_files/NINO34_SST__WHOLEPACIFIC_I20_15y_'+s+'_STD', \n",
    "                            sst_index = indices.nino34_sst,\n",
    "                                 i20_index = indices.wholeP_i20,\n",
    "                            startyears = range(1965,2005), #Anything iterable\n",
    "                            windowlength = 15, \n",
    "                            ensemble =  range(97), #also has to be iterable\n",
    "                            season = s,\n",
    "                           )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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