IndividualForests-EnsembleSingle-E3SM_mgp.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", message=\".*The 'nopython' keyword.*\")\n",
    "\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "LAGS = list(range(1,60,5))\n",
    "top_percentile = 0.95\n",
    "incoming_edges = 5\n",
    "ens_member = \"ens1\"\n",
    "\n",
    "pathway = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from RFR import readRFRfeatures\n",
    "\n",
    "if pathway == 1:\n",
    "    RAW_DATA = {\"T050\":readRFRfeatures(\"Global_limvar_T050_dailymean.csv\"),\n",
    "                \"FLNT\":readRFRfeatures(\"Global_limvar_FLNT_dailymean.csv\"),\n",
    "                \"AEROD_v\":readRFRfeatures(\"Global_limvar_AEROD_v_dailymean.csv\")\n",
    "               }\n",
    "elif pathway == 2:\n",
    "    RAW_DATA = {\"TREFHT\":readRFRfeatures(\"Global_limvar_TREFHT_dailymean.csv\"),\n",
    "                \"FSDSC\":readRFRfeatures(\"Global_limvar_FSDSC_dailymean.csv\"),\n",
    "                \"AEROD_v\":readRFRfeatures(\"Global_limvar_AEROD_v_dailymean.csv\")\n",
    "               }\n",
    "else:\n",
    "    RAW_DATA = {\"T050\":readRFRfeatures(\"Global_limvar_T050_dailymean.csv\"),\n",
    "                \"FLNT\":readRFRfeatures(\"Global_limvar_FLNT_dailymean.csv\"),\n",
    "                \"TREFHT\":readRFRfeatures(\"Global_limvar_TREFHT_dailymean.csv\"),\n",
    "                \"FSDSC\":readRFRfeatures(\"Global_limvar_FSDSC_dailymean.csv\"),\n",
    "                \"AEROD_v\":readRFRfeatures(\"Global_limvar_AEROD_v_dailymean.csv\")\n",
    "               }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA ={}\n",
    "\n",
    "for data_key in RAW_DATA.keys():\n",
    "    DATA.update({key: RAW_DATA[data_key][key] for key in RAW_DATA[data_key].keys() if ens_member in key})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_subtract = {}\n",
    "\n",
    "for cd in DATA.keys():\n",
    "    if 'cf' in cd:\n",
    "        front,back = cd.split('cf')\n",
    "        for d in DATA.keys():\n",
    "            if front in d and back in d and 'cf' not in d:\n",
    "                DATA_subtract[d] = [a - b for a, b in zip(DATA[d], DATA[cd])][:750]\n",
    "\n",
    "DATA = DATA_subtract"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from RFR import normByFeat\n",
    "\n",
    "DATA,feat_ranges = normByFeat(DATA,feat_types=['_'+ft for ft in RAW_DATA],norm_range=(-1,1))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['Globe_ens1_TREFHT', 'Globe_ens1_FSDSC', 'Globe_ens1_AEROD_v'])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DATA.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Globe_ens1_TREFHT 0.944\n",
      "Globe_ens1_FSDSC 0.968\n",
      "Globe_ens1_AEROD_v 0.984\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from RFR import run\n",
    "from RFR import genCompleteMap\n",
    "\n",
    "df,run_results = run(DATA,\n",
    "                  genCompleteMap(list(DATA.keys()),LAGS),\n",
    "                  models=True\n",
    "                 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>lag</th>\n",
       "      <th>Target</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.23904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>97</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.12802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>49</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.12064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>31</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>11</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>6</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>61</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>21</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>85</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>36</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>31</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>89</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>21</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>26</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>83</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>108</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>53</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>21</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>6</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>21</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>26</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>26</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>48</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>16</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>16</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>21</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>36</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>86</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>6</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>16</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>40</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>16</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>11</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>101</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>21</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>36</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>11</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>65</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>21</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>66</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>26</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>47</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>39</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>11</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>31</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>60</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>6</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>21</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>42</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>26</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>52</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>16</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>80</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>36</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>62</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>6</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>38</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>6</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>63</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>11</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>75</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>11</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>54</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>26</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>103</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>31</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>68</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>36</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>74</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>6</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>11</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>43</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>31</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>93</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>72</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>100</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>16</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>88</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>16</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>59</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>95</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>84</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>99</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>11</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>55</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>31</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>44</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>36</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>57</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>82</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>37</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>73</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>50</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>6</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>87</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>11</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>64</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>16</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>76</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>16</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>102</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>26</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>67</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>31</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>91</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>31</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>105</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>58</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>70</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>106</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>94</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>71</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>96</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>36</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>104</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>36</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>107</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>98</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>6</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>77</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>21</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>90</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>26</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>78</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>26</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>79</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>31</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>92</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>36</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>45</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>69</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>81</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id              source  lag              Target   Weight\n",
       "0     1   Globe_ens1_TREFHT    1   Globe_ens1_TREFHT  0.23904\n",
       "24   97  Globe_ens1_AEROD_v    1  Globe_ens1_AEROD_v  0.12802\n",
       "12   49    Globe_ens1_FSDSC    1    Globe_ens1_FSDSC  0.12064\n",
       "23   24    Globe_ens1_FSDSC   56   Globe_ens1_TREFHT  0.00156\n",
       "6     7   Globe_ens1_TREFHT   31   Globe_ens1_TREFHT  0.00145\n",
       "2     3   Globe_ens1_TREFHT   11   Globe_ens1_TREFHT  0.00127\n",
       "1     2   Globe_ens1_TREFHT    6   Globe_ens1_TREFHT  0.00077\n",
       "24   61  Globe_ens1_AEROD_v    1    Globe_ens1_FSDSC  0.00068\n",
       "4     5   Globe_ens1_TREFHT   21   Globe_ens1_TREFHT  0.00068\n",
       "12   85    Globe_ens1_FSDSC    1  Globe_ens1_AEROD_v  0.00060\n",
       "32   33  Globe_ens1_AEROD_v   41   Globe_ens1_TREFHT  0.00058\n",
       "10   11   Globe_ens1_TREFHT   51   Globe_ens1_TREFHT  0.00049\n",
       "22   23    Globe_ens1_FSDSC   51   Globe_ens1_TREFHT  0.00046\n",
       "33   34  Globe_ens1_AEROD_v   46   Globe_ens1_TREFHT  0.00042\n",
       "9    10   Globe_ens1_TREFHT   46   Globe_ens1_TREFHT  0.00034\n",
       "11   12   Globe_ens1_TREFHT   56   Globe_ens1_TREFHT  0.00027\n",
       "7     8   Globe_ens1_TREFHT   36   Globe_ens1_TREFHT  0.00026\n",
       "30   31  Globe_ens1_AEROD_v   31   Globe_ens1_TREFHT  0.00025\n",
       "8     9   Globe_ens1_TREFHT   41   Globe_ens1_TREFHT  0.00025\n",
       "16   89    Globe_ens1_FSDSC   21  Globe_ens1_AEROD_v  0.00024\n",
       "29   30  Globe_ens1_AEROD_v   26   Globe_ens1_TREFHT  0.00022\n",
       "10   83   Globe_ens1_TREFHT   51  Globe_ens1_AEROD_v  0.00022\n",
       "35   36  Globe_ens1_AEROD_v   56   Globe_ens1_TREFHT  0.00021\n",
       "35  108  Globe_ens1_AEROD_v   56  Globe_ens1_AEROD_v  0.00020\n",
       "16   53    Globe_ens1_FSDSC   21    Globe_ens1_FSDSC  0.00019\n",
       "25   26  Globe_ens1_AEROD_v    6   Globe_ens1_TREFHT  0.00018\n",
       "16   17    Globe_ens1_FSDSC   21   Globe_ens1_TREFHT  0.00017\n",
       "17   18    Globe_ens1_FSDSC   26   Globe_ens1_TREFHT  0.00017\n",
       "5     6   Globe_ens1_TREFHT   26   Globe_ens1_TREFHT  0.00017\n",
       "9    46   Globe_ens1_TREFHT   46    Globe_ens1_FSDSC  0.00017\n",
       "11   48   Globe_ens1_TREFHT   56    Globe_ens1_FSDSC  0.00016\n",
       "15   16    Globe_ens1_FSDSC   16   Globe_ens1_TREFHT  0.00015\n",
       "3     4   Globe_ens1_TREFHT   16   Globe_ens1_TREFHT  0.00015\n",
       "28   29  Globe_ens1_AEROD_v   21   Globe_ens1_TREFHT  0.00015\n",
       "19   20    Globe_ens1_FSDSC   36   Globe_ens1_TREFHT  0.00015\n",
       "20   21    Globe_ens1_FSDSC   41   Globe_ens1_TREFHT  0.00015\n",
       "34   35  Globe_ens1_AEROD_v   51   Globe_ens1_TREFHT  0.00015\n",
       "13   86    Globe_ens1_FSDSC    6  Globe_ens1_AEROD_v  0.00014\n",
       "27   28  Globe_ens1_AEROD_v   16   Globe_ens1_TREFHT  0.00014\n",
       "3    40   Globe_ens1_TREFHT   16    Globe_ens1_FSDSC  0.00014\n",
       "14   51    Globe_ens1_FSDSC   11    Globe_ens1_FSDSC  0.00013\n",
       "28  101  Globe_ens1_AEROD_v   21  Globe_ens1_AEROD_v  0.00013\n",
       "31   32  Globe_ens1_AEROD_v   36   Globe_ens1_TREFHT  0.00013\n",
       "14   15    Globe_ens1_FSDSC   11   Globe_ens1_TREFHT  0.00012\n",
       "28   65  Globe_ens1_AEROD_v   21    Globe_ens1_FSDSC  0.00012\n",
       "29   66  Globe_ens1_AEROD_v   26    Globe_ens1_FSDSC  0.00012\n",
       "10   47   Globe_ens1_TREFHT   51    Globe_ens1_FSDSC  0.00012\n",
       "2    39   Globe_ens1_TREFHT   11    Globe_ens1_FSDSC  0.00011\n",
       "18   19    Globe_ens1_FSDSC   31   Globe_ens1_TREFHT  0.00011\n",
       "23   60    Globe_ens1_FSDSC   56    Globe_ens1_FSDSC  0.00011\n",
       "13   14    Globe_ens1_FSDSC    6   Globe_ens1_TREFHT  0.00010\n",
       "24   25  Globe_ens1_AEROD_v    1   Globe_ens1_TREFHT  0.00009\n",
       "4    41   Globe_ens1_TREFHT   21    Globe_ens1_FSDSC  0.00009\n",
       "5    42   Globe_ens1_TREFHT   26    Globe_ens1_FSDSC  0.00009\n",
       "15   52    Globe_ens1_FSDSC   16    Globe_ens1_FSDSC  0.00008\n",
       "7    80   Globe_ens1_TREFHT   36  Globe_ens1_AEROD_v  0.00008\n",
       "12   13    Globe_ens1_FSDSC    1   Globe_ens1_TREFHT  0.00007\n",
       "25   62  Globe_ens1_AEROD_v    6    Globe_ens1_FSDSC  0.00007\n",
       "1    38   Globe_ens1_TREFHT    6    Globe_ens1_FSDSC  0.00007\n",
       "26   63  Globe_ens1_AEROD_v   11    Globe_ens1_FSDSC  0.00007\n",
       "2    75   Globe_ens1_TREFHT   11  Globe_ens1_AEROD_v  0.00006\n",
       "17   54    Globe_ens1_FSDSC   26    Globe_ens1_FSDSC  0.00006\n",
       "30  103  Globe_ens1_AEROD_v   31  Globe_ens1_AEROD_v  0.00006\n",
       "31   68  Globe_ens1_AEROD_v   36    Globe_ens1_FSDSC  0.00006\n",
       "1    74   Globe_ens1_TREFHT    6  Globe_ens1_AEROD_v  0.00005\n",
       "26   27  Globe_ens1_AEROD_v   11   Globe_ens1_TREFHT  0.00005\n",
       "6    43   Globe_ens1_TREFHT   31    Globe_ens1_FSDSC  0.00005\n",
       "20   93    Globe_ens1_FSDSC   41  Globe_ens1_AEROD_v  0.00005\n",
       "35   72  Globe_ens1_AEROD_v   56    Globe_ens1_FSDSC  0.00005\n",
       "27  100  Globe_ens1_AEROD_v   16  Globe_ens1_AEROD_v  0.00004\n",
       "15   88    Globe_ens1_FSDSC   16  Globe_ens1_AEROD_v  0.00004\n",
       "21   22    Globe_ens1_FSDSC   46   Globe_ens1_TREFHT  0.00004\n",
       "22   59    Globe_ens1_FSDSC   51    Globe_ens1_FSDSC  0.00004\n",
       "22   95    Globe_ens1_FSDSC   51  Globe_ens1_AEROD_v  0.00004\n",
       "11   84   Globe_ens1_TREFHT   56  Globe_ens1_AEROD_v  0.00004\n",
       "26   99  Globe_ens1_AEROD_v   11  Globe_ens1_AEROD_v  0.00003\n",
       "18   55    Globe_ens1_FSDSC   31    Globe_ens1_FSDSC  0.00003\n",
       "7    44   Globe_ens1_TREFHT   36    Globe_ens1_FSDSC  0.00003\n",
       "20   57    Globe_ens1_FSDSC   41    Globe_ens1_FSDSC  0.00003\n",
       "9    82   Globe_ens1_TREFHT   46  Globe_ens1_AEROD_v  0.00003\n",
       "0    37   Globe_ens1_TREFHT    1    Globe_ens1_FSDSC  0.00002\n",
       "0    73   Globe_ens1_TREFHT    1  Globe_ens1_AEROD_v  0.00002\n",
       "13   50    Globe_ens1_FSDSC    6    Globe_ens1_FSDSC  0.00002\n",
       "14   87    Globe_ens1_FSDSC   11  Globe_ens1_AEROD_v  0.00002\n",
       "27   64  Globe_ens1_AEROD_v   16    Globe_ens1_FSDSC  0.00002\n",
       "3    76   Globe_ens1_TREFHT   16  Globe_ens1_AEROD_v  0.00002\n",
       "29  102  Globe_ens1_AEROD_v   26  Globe_ens1_AEROD_v  0.00002\n",
       "30   67  Globe_ens1_AEROD_v   31    Globe_ens1_FSDSC  0.00002\n",
       "18   91    Globe_ens1_FSDSC   31  Globe_ens1_AEROD_v  0.00002\n",
       "32  105  Globe_ens1_AEROD_v   41  Globe_ens1_AEROD_v  0.00002\n",
       "21   58    Globe_ens1_FSDSC   46    Globe_ens1_FSDSC  0.00002\n",
       "33   70  Globe_ens1_AEROD_v   46    Globe_ens1_FSDSC  0.00002\n",
       "33  106  Globe_ens1_AEROD_v   46  Globe_ens1_AEROD_v  0.00002\n",
       "21   94    Globe_ens1_FSDSC   46  Globe_ens1_AEROD_v  0.00002\n",
       "34   71  Globe_ens1_AEROD_v   51    Globe_ens1_FSDSC  0.00002\n",
       "23   96    Globe_ens1_FSDSC   56  Globe_ens1_AEROD_v  0.00002\n",
       "19   56    Globe_ens1_FSDSC   36    Globe_ens1_FSDSC  0.00001\n",
       "31  104  Globe_ens1_AEROD_v   36  Globe_ens1_AEROD_v  0.00001\n",
       "34  107  Globe_ens1_AEROD_v   51  Globe_ens1_AEROD_v  0.00001\n",
       "25   98  Globe_ens1_AEROD_v    6  Globe_ens1_AEROD_v  0.00000\n",
       "4    77   Globe_ens1_TREFHT   21  Globe_ens1_AEROD_v  0.00000\n",
       "17   90    Globe_ens1_FSDSC   26  Globe_ens1_AEROD_v  0.00000\n",
       "5    78   Globe_ens1_TREFHT   26  Globe_ens1_AEROD_v  0.00000\n",
       "6    79   Globe_ens1_TREFHT   31  Globe_ens1_AEROD_v  0.00000\n",
       "19   92    Globe_ens1_FSDSC   36  Globe_ens1_AEROD_v  0.00000\n",
       "8    45   Globe_ens1_TREFHT   41    Globe_ens1_FSDSC  0.00000\n",
       "32   69  Globe_ens1_AEROD_v   41    Globe_ens1_FSDSC  0.00000\n",
       "8    81   Globe_ens1_TREFHT   41  Globe_ens1_AEROD_v  0.00000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from RFR import plotGraphNetwork\n",
    "from RFR import bestLag\n",
    "\n",
    "# plotGraphNetwork(bestLag(df),\"Connected_Fully.png\",edge_cmap=plt.cm.coolwarm)\n",
    "plotGraphNetwork(bestLag(df.loc[df['Target'] != df['source']]),\n",
    "                 \"Connected_Fully.png\",edge_cmap=plt.cm.coolwarm)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>source</th>\n",
       "      <th>lag</th>\n",
       "      <th>Target</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.23904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>97</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.12802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>49</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.12064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>56</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>61</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>85</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>1</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>41</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>0.00058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>83</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>51</td>\n",
       "      <td>Globe_ens1_AEROD_v</td>\n",
       "      <td>0.00022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_TREFHT</td>\n",
       "      <td>46</td>\n",
       "      <td>Globe_ens1_FSDSC</td>\n",
       "      <td>0.00017</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id              source  lag              Target   Weight\n",
       "0    1   Globe_ens1_TREFHT    1   Globe_ens1_TREFHT  0.23904\n",
       "24  97  Globe_ens1_AEROD_v    1  Globe_ens1_AEROD_v  0.12802\n",
       "12  49    Globe_ens1_FSDSC    1    Globe_ens1_FSDSC  0.12064\n",
       "23  24    Globe_ens1_FSDSC   56   Globe_ens1_TREFHT  0.00156\n",
       "24  61  Globe_ens1_AEROD_v    1    Globe_ens1_FSDSC  0.00068\n",
       "12  85    Globe_ens1_FSDSC    1  Globe_ens1_AEROD_v  0.00060\n",
       "32  33  Globe_ens1_AEROD_v   41   Globe_ens1_TREFHT  0.00058\n",
       "10  83   Globe_ens1_TREFHT   51  Globe_ens1_AEROD_v  0.00022\n",
       "9   46   Globe_ens1_TREFHT   46    Globe_ens1_FSDSC  0.00017"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from RFR import pruneEdges\n",
    "from RFR import pruneIncomingEdges\n",
    "\n",
    "# df_pruned = pruneEdges(bestLag(df),percentile=top_percentile)\n",
    "df_pruned = pruneIncomingEdges(bestLag(df),top=incoming_edges,minVal=.00001)\n",
    "df_pruned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#RUN WITH ONLY GOOD EDGES\n",
    "\n",
    "from RFR import dfToMap\n",
    "\n",
    "MAP = dfToMap(df_pruned)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Globe_ens1_TREFHT 0.94\n",
      "Globe_ens1_AEROD_v 0.983\n",
      "Globe_ens1_FSDSC 0.966\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df_pruned,results_pruned = run(DATA,\n",
    "                                MAP,\n",
    "                                models=True\n",
    "                               )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as plt\n",
    "\n",
    "# plotGraphNetwork(df_pruned,\"Connected_Pruned.png\",edge_cmap=plt.cm.coolwarm)\n",
    "plotGraphNetwork(df_pruned.loc[df_pruned['Target'] != df_pruned['source']],\n",
    "                 \"Connected_Pruned.png\",edge_cmap=plt.cm.coolwarm)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}