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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "#my stuff\n",
+ "import icu_data_defs\n",
+ "import transformers\n",
+ "import utils\n",
+ "import features\n",
+ "from constants import column_names,variable_type,clinical_source\n",
+ "import units\n",
+ "import mimic\n",
+ "import logger\n",
+ "\n",
+ "#other stuff\n",
+ "from sklearn.model_selection import train_test_split,cross_val_score,ShuffleSplit\n",
+ "from sklearn.linear_model import LinearRegression,ElasticNet\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "from sklearn.pipeline import Pipeline\n",
+ "from sklearn.base import TransformerMixin,BaseEstimator,clone\n",
+ "\n",
+ "#make pretty pictures\n",
+ "import seaborn as sns\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "def test_train_val_split(all_ids=None,test_size=0.1,random_state=None,print_ids=False):\n",
+ " from sklearn.model_selection import train_test_split\n",
+ " if all_ids is None:\n",
+ " all_ids = mimic.get_all_hadm_ids()\n",
+ " \n",
+ " validate_size = test_size/(1-test_size)\n",
+ " train_size = (1-test_size)*(1-validate_size)\n",
+ " #these test IDs will never be touched again. They are sacred\n",
+ " train_val_ids,test_ids = train_test_split(all_ids,test_size=test_size,random_state=random_state)\n",
+ " train_ids,validate_ids = train_test_split(train_val_ids,test_size=validate_size,random_state=random_state)\n",
+ "\n",
+ " if print_ids:\n",
+ " print 'Train {}:'.format(int(train_size*100)), len(train_ids),'>',train_ids[:5],'...'\n",
+ " print 'Validate {}:'.format(int(train_size*100)), len(validate_ids),'>',validate_ids[:5],'...'\n",
+ " print 'Test {}:'.format(int(test_size*100)), len(test_ids),'>',test_ids[:5],'...'\n",
+ " return train_ids,validate_ids,test_ids"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Smart joins"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(2017-07-06 16:15:57) Smart join: n=10000, ['cleaned/heart rate', 'cleaned/blood pressure systolic', 'cleaned/blood pressure diastolic', 'cleaned/blood pressure mean', 'cleaned/respiratory rate', 'cleaned/temperature body', 'cleaned/oxygen saturation pulse oximetry', 'cleaned/weight body', 'cleaned/output urine', 'cleaned/glasgow coma scale motor', 'cleaned/glasgow coma scale eye opening', 'cleaned/glasgow coma scale verbal', 'cleaned/normal saline', 'cleaned/lactated ringers', 'cleaned/norepinephrine', 'cleaned/vasopressin', 'cleaned/lactate']\n",
+ "(2017-07-06 16:15:57)>> JOINING dataframes\n",
+ "index>=100001 & index<=108446\n",
+ "(2017-07-06 16:15:57)>>>> Slice & Join: 100001 --> 108446, n=5000\n",
+ "(2017-07-06 16:15:57)>>>>>> cleaned/heart rate\n",
+ "(2017-07-06 16:15:58)<<<<<< --- (1.0s)\n",
+ "(2017-07-06 16:15:58)>>>>>> cleaned/blood pressure systolic\n",
+ "(2017-07-06 16:16:00)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:16:00)>>>>>> cleaned/blood pressure diastolic\n",
+ "(2017-07-06 16:16:03)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:16:03)>>>>>> cleaned/blood pressure mean\n",
+ "(2017-07-06 16:16:04)<<<<<< --- (1.0s)\n",
+ "(2017-07-06 16:16:04)>>>>>> cleaned/respiratory rate\n",
+ "(2017-07-06 16:16:06)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:16:06)>>>>>> cleaned/temperature body\n",
+ "(2017-07-06 16:16:07)<<<<<< --- (1.0s)\n",
+ "(2017-07-06 16:16:07)>>>>>> cleaned/oxygen saturation pulse oximetry\n",
+ "(2017-07-06 16:16:09)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:16:09)>>>>>> cleaned/weight body\n",
+ "(2017-07-06 16:16:10)<<<<<< --- (1.0s)\n",
+ "(2017-07-06 16:16:10)>>>>>> cleaned/output urine\n",
+ "(2017-07-06 16:16:13)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:16:13)>>>>>> cleaned/glasgow coma scale motor\n",
+ "(2017-07-06 16:16:15)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:16:15)>>>>>> cleaned/glasgow coma scale eye opening\n",
+ "(2017-07-06 16:16:17)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:16:17)>>>>>> cleaned/glasgow coma scale verbal\n",
+ "(2017-07-06 16:16:19)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:16:19)>>>>>> cleaned/normal saline\n",
+ "(2017-07-06 16:16:22)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:16:22)>>>>>> cleaned/lactated ringers\n",
+ "(2017-07-06 16:16:24)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:16:24)>>>>>> cleaned/norepinephrine\n",
+ "(2017-07-06 16:16:27)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:16:27)>>>>>> cleaned/vasopressin\n",
+ "(2017-07-06 16:16:30)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:16:30)>>>>>> cleaned/lactate\n",
+ "(2017-07-06 16:16:34)<<<<<< --- (4.0s)\n",
+ "(2017-07-06 16:16:34)<<<< --- (37.0s)\n",
+ "(2017-07-06 16:16:34)>>>> Append slice\n",
+ "index>=108450 & index<=116855\n",
+ "(2017-07-06 16:16:52)<<<< --- (18.0s)\n",
+ "(2017-07-06 16:16:52)>>>> Slice & Join: 108450 --> 116855, n=5000\n",
+ "(2017-07-06 16:16:52)>>>>>> cleaned/heart rate\n",
+ "(2017-07-06 16:16:55)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:16:55)>>>>>> cleaned/blood pressure systolic\n",
+ "(2017-07-06 16:17:01)<<<<<< --- (6.0s)\n",
+ "(2017-07-06 16:17:01)>>>>>> cleaned/blood pressure diastolic\n",
+ "(2017-07-06 16:17:06)<<<<<< --- (5.0s)\n",
+ "(2017-07-06 16:17:06)>>>>>> cleaned/blood pressure mean\n",
+ "(2017-07-06 16:17:08)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:17:08)>>>>>> cleaned/respiratory rate\n",
+ "(2017-07-06 16:17:10)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:17:10)>>>>>> cleaned/temperature body\n",
+ "(2017-07-06 16:17:11)<<<<<< --- (1.0s)\n",
+ "(2017-07-06 16:17:11)>>>>>> cleaned/oxygen saturation pulse oximetry\n",
+ "(2017-07-06 16:17:13)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:17:13)>>>>>> cleaned/weight body\n",
+ "(2017-07-06 16:17:15)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:17:15)>>>>>> cleaned/output urine\n",
+ "(2017-07-06 16:17:18)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:17:18)>>>>>> cleaned/glasgow coma scale motor\n",
+ "(2017-07-06 16:17:20)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:17:20)>>>>>> cleaned/glasgow coma scale eye opening\n",
+ "(2017-07-06 16:17:22)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:17:22)>>>>>> cleaned/glasgow coma scale verbal\n",
+ "(2017-07-06 16:17:25)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:17:25)>>>>>> cleaned/normal saline\n",
+ "(2017-07-06 16:17:28)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:17:28)>>>>>> cleaned/lactated ringers\n",
+ "(2017-07-06 16:17:30)<<<<<< --- (2.0s)\n",
+ "(2017-07-06 16:17:30)>>>>>> cleaned/norepinephrine\n",
+ "(2017-07-06 16:17:33)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:17:33)>>>>>> cleaned/vasopressin\n",
+ "(2017-07-06 16:17:36)<<<<<< --- (3.0s)\n",
+ "(2017-07-06 16:17:36)>>>>>> cleaned/lactate\n",
+ "(2017-07-06 16:17:41)<<<<<< --- (5.0s)\n",
+ "(2017-07-06 16:17:41)<<<< --- (49.0s)\n",
+ "(2017-07-06 16:17:41)>>>> Append slice\n",
+ "(2017-07-06 16:18:09)<<<< --- (28.0s)\n",
+ "(2017-07-06 16:18:09)<< --- (132.0s)\n",
+ "(2017-07-06 16:18:09) --- (132.0s)\n"
+ ]
+ }
+ ],
+ "source": [
+ "reload(utils)\n",
+ "reload(logger)\n",
+ "data_dict = icu_data_defs.data_dictionary('config/data_definitions.xlsx')\n",
+ "ids = mimic.get_all_hadm_ids()\n",
+ "components = data_dict.get_panel_defintions(12).component.unique().tolist()\n",
+ "components.remove(data_dict.components.HEMOGLOBIN)\n",
+ "paths = ['cleaned/{}'.format(c) for c in components]\n",
+ "path_joined = ALL\n",
+ "store = utils.smart_join('data/mimic_data_noindex.h5',paths,path_joined,ids[:10000])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(1387786, 46)"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_all = store['all'].set_index([column_names.ID,column_names.DATETIME])\n",
+ "df_all.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<class 'pandas.core.frame.DataFrame'>\n",
+ "MultiIndex: 1387786 entries, (100001, 2117-09-11 12:57:00) to (116855, 2117-12-10 08:30:00)\n",
+ "Data columns (total 46 columns):\n",
+ "(heart rate, known, qn, beats/min, 211(BPM)) 592486 non-null float64\n",
+ "(heart rate, known, qn, beats/min, 211(bpm)) 287643 non-null float64\n",
+ "(heart rate, known, qn, beats/min, 220045(bpm)) 453108 non-null float64\n",
+ "(heart rate, unknown, qn, no_units, 1332) 0 non-null float64\n",
+ "(heart rate, unknown, qn, no_units, 1341) 0 non-null float64\n",
+ "(heart rate, unknown, qn, no_units, 1725) 0 non-null float64\n",
+ "(blood pressure systolic, known, qn, mmHg, 220050) 192231 non-null float64\n",
+ "(blood pressure systolic, known, qn, mmHg, 220179) 214853 non-null float64\n",
+ "(blood pressure systolic, known, qn, mmHg, 224167) 104 non-null float64\n",
+ "(blood pressure systolic, known, qn, mmHg, 225309) 15412 non-null float64\n",
+ "(blood pressure systolic, known, qn, mmHg, 227243) 80 non-null float64\n",
+ "(blood pressure systolic, known, qn, mmHg, 442) 384 non-null float64\n",
+ "(blood pressure systolic, known, qn, mmHg, 455) 274917 non-null float64\n",
+ "(blood pressure systolic, known, qn, mmHg, 51) 344578 non-null float64\n",
+ "(blood pressure systolic, known, qn, mmHg, 6) 1 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_108/56) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_110/56) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_113/55) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_113/60) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_115/56) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_116/54) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_119/55) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_120/54) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_120/56) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_121/55) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_122/55) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_122/57) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_123/54) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_124/56) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_125/56) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_126/58) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_129/57) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_130/58) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_131/60) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_132/59) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_133/59) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_139/64) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_141/59) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_143/63) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_152/68) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, nom, no_units, 6_185/79) 1010138 non-null float64\n",
+ "(blood pressure systolic, unknown, qn, cc/min, 3313) 24281 non-null float64\n",
+ "(blood pressure systolic, unknown, qn, cc/min, 3315) 279 non-null float64\n",
+ "(blood pressure systolic, unknown, qn, cc/min, 3317) 222 non-null float64\n",
+ "(blood pressure systolic, unknown, qn, cc/min, 3321) 215 non-null float64\n",
+ "(blood pressure systolic, unknown, qn, cc/min, 3323) 220 non-null float64\n",
+ "dtypes: float64(46)\n",
+ "memory usage: 502.2+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_all.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "lactate\n",
+ "OPENING...\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th>component</th>\n",
+ " <th>datetime</th>\n",
+ " <th colspan=\"20\" halign=\"left\">lactate</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>status</th>\n",
+ " <th></th>\n",
+ " <th colspan=\"4\" halign=\"left\">known</th>\n",
+ " <th colspan=\"16\" halign=\"left\">unknown</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>variable_type</th>\n",
+ " <th></th>\n",
+ " <th colspan=\"4\" halign=\"left\">qn</th>\n",
+ " <th colspan=\"13\" halign=\"left\">nom</th>\n",
+ " <th colspan=\"3\" halign=\"left\">qn</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>units</th>\n",
+ " <th></th>\n",
+ " <th colspan=\"4\" halign=\"left\">mmol/L</th>\n",
+ " <th colspan=\"13\" halign=\"left\">no_units</th>\n",
+ " <th colspan=\"3\" halign=\"left\">no_units</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>description</th>\n",
+ " <th></th>\n",
+ " <th>1531</th>\n",
+ " <th>225668</th>\n",
+ " <th>50813</th>\n",
+ " <th>818</th>\n",
+ " <th>1531(mmol/L)_.</th>\n",
+ " <th>1531(mmol/L)_5,0</th>\n",
+ " <th>1531(mmol/L)_>30</th>\n",
+ " <th>1531(mmol/L)_>30.0</th>\n",
+ " <th>1531(mmol/L)_CLOTTED</th>\n",
+ " <th>...</th>\n",
+ " <th>818(mmol/L)_7.9O1B</th>\n",
+ " <th>818(mmol/L)_>30</th>\n",
+ " <th>818(mmol/L)_>30.0</th>\n",
+ " <th>818(mmol/L)_CLOTTED</th>\n",
+ " <th>818(mmol/L)_ERROR</th>\n",
+ " <th>818(mmol/L)_VOIDED</th>\n",
+ " <th>818(mmol/L)_no data</th>\n",
+ " <th>225668</th>\n",
+ " <th>50813</th>\n",
+ " <th>818</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>id</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>100001</th>\n",
+ " <td>2117-09-11 09:32:00</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.9</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>100003</th>\n",
+ " <td>2150-04-17 19:12:00</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.1</td>\n",
+ " <td>1.1</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>100006</th>\n",
+ " <td>2108-04-08 10:58:00</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>4.5</td>\n",
+ " <td>4.5</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>100007</th>\n",
+ " <td>2145-03-31 00:44:00</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>3.1</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>100007</th>\n",
+ " <td>2145-04-02 14:10:00</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.9</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>5 rows × 64 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "component datetime lactate \\\n",
+ "status known unknown \n",
+ "variable_type qn nom \n",
+ "units mmol/L no_units \n",
+ "description 1531 225668 50813 818 1531(mmol/L)_. \n",
+ "id \n",
+ "100001 2117-09-11 09:32:00 NaN NaN 1.9 NaN 0 \n",
+ "100003 2150-04-17 19:12:00 NaN 1.1 1.1 NaN 0 \n",
+ "100006 2108-04-08 10:58:00 NaN NaN 4.5 4.5 0 \n",
+ "100007 2145-03-31 00:44:00 NaN NaN 3.1 NaN 0 \n",
+ "100007 2145-04-02 14:10:00 NaN NaN 1.9 NaN 0 \n",
+ "\n",
+ "component \\\n",
+ "status \n",
+ "variable_type \n",
+ "units \n",
+ "description 1531(mmol/L)_5,0 1531(mmol/L)_>30 1531(mmol/L)_>30.0 \n",
+ "id \n",
+ "100001 0 0 0 \n",
+ "100003 0 0 0 \n",
+ "100006 0 0 0 \n",
+ "100007 0 0 0 \n",
+ "100007 0 0 0 \n",
+ "\n",
+ "component ... \\\n",
+ "status ... \n",
+ "variable_type ... \n",
+ "units ... \n",
+ "description 1531(mmol/L)_CLOTTED ... 818(mmol/L)_7.9O1B 818(mmol/L)_>30 \n",
+ "id ... \n",
+ "100001 0 ... 0 0 \n",
+ "100003 0 ... 0 0 \n",
+ "100006 0 ... 0 0 \n",
+ "100007 0 ... 0 0 \n",
+ "100007 0 ... 0 0 \n",
+ "\n",
+ "component \\\n",
+ "status \n",
+ "variable_type \n",
+ "units \n",
+ "description 818(mmol/L)_>30.0 818(mmol/L)_CLOTTED 818(mmol/L)_ERROR \n",
+ "id \n",
+ "100001 0 0 0 \n",
+ "100003 0 0 0 \n",
+ "100006 0 0 0 \n",
+ "100007 0 0 0 \n",
+ "100007 0 0 0 \n",
+ "\n",
+ "component \n",
+ "status \n",
+ "variable_type qn \n",
+ "units no_units \n",
+ "description 818(mmol/L)_VOIDED 818(mmol/L)_no data 225668 50813 818 \n",
+ "id \n",
+ "100001 0 0 NaN NaN NaN \n",
+ "100003 0 0 NaN NaN NaN \n",
+ "100006 0 0 NaN NaN NaN \n",
+ "100007 0 0 NaN NaN NaN \n",
+ "100007 0 0 NaN NaN NaN \n",
+ "\n",
+ "[5 rows x 64 columns]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "SAVING...\n"
+ ]
+ }
+ ],
+ "source": [
+ "for component in data_dict.get_panel_defintions(12).component.unique().tolist():\n",
+ " print component\n",
+ " print 'OPENING...'\n",
+ " df = pd.read_hdf('data/mimic_data.h5','cleaned/{}'.format(component))\n",
+ " df.reset_index('datetime',drop=False,inplace=True)\n",
+ " display(df.head())\n",
+ " print 'SAVING...'\n",
+ " df.to_hdf('data/mimic_data_noindex.h5','cleaned/{}'.format(component),format='t')\n",
+ " del df\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " <thead>\n",
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+ " <th colspan=\"6\" halign=\"left\">heart rate</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>status</th>\n",
+ " <th colspan=\"3\" halign=\"left\">known</th>\n",
+ " <th colspan=\"3\" halign=\"left\">unknown</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>variable_type</th>\n",
+ " <th colspan=\"3\" halign=\"left\">qn</th>\n",
+ " <th colspan=\"3\" halign=\"left\">qn</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>units</th>\n",
+ " <th colspan=\"3\" halign=\"left\">beats/min</th>\n",
+ " <th colspan=\"3\" halign=\"left\">no_units</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>description</th>\n",
+ " <th>211(BPM)</th>\n",
+ " <th>211(bpm)</th>\n",
+ " <th>220045(bpm)</th>\n",
+ " <th>1332</th>\n",
+ " <th>1341</th>\n",
+ " <th>1725</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>id</th>\n",
+ " <th>datetime</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
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+ " <th>2117-09-12 06:00:00</th>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2117-09-12 07:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>113.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2117-09-12 08:00:00</th>\n",
+ " <td>NaN</td>\n",
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+ " <th>2117-09-12 09:00:00</th>\n",
+ " <td>NaN</td>\n",
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+ " <td>115.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2117-09-12 10:00:00</th>\n",
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+ " <th>2117-09-12 12:00:00</th>\n",
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+ " <td>NaN</td>\n",
+ " </tr>\n",
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+ " <th>2117-09-12 14:00:00</th>\n",
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+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2117-09-12 16:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <th>...</th>\n",
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+ " </tr>\n",
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+ " <td>NaN</td>\n",
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+ " <td>75.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-18 09:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>77.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-18 10:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>82.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-18 11:00:00</th>\n",
+ " <td>NaN</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-18 11:18:00</th>\n",
+ " <td>NaN</td>\n",
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+ " <td>76.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-18 12:00:00</th>\n",
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+ " <tr>\n",
+ " <th>2150-04-18 14:00:00</th>\n",
+ " <td>NaN</td>\n",
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+ " <th>2150-04-18 18:00:00</th>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-19 03:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>76.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-19 04:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>81.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-19 05:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>74.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-19 06:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>80.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-19 07:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>85.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-19 08:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>86.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-19 09:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>93.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-19 10:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>87.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-19 11:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>75.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2150-04-19 12:00:00</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>94.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>141 rows × 6 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "component heart rate \n",
+ "status known unknown \n",
+ "variable_type qn qn \n",
+ "units beats/min no_units \n",
+ "description 211(BPM) 211(bpm) 220045(bpm) 1332 1341 1725\n",
+ "id datetime \n",
+ "100001 2117-09-11 12:57:00 NaN NaN 122.0 NaN NaN NaN\n",
+ " 2117-09-11 13:00:00 NaN NaN 118.0 NaN NaN NaN\n",
+ " 2117-09-11 13:50:00 NaN NaN 118.0 NaN NaN NaN\n",
+ " 2117-09-11 14:00:00 NaN NaN 118.0 NaN NaN NaN\n",
+ " 2117-09-11 15:00:00 NaN NaN 110.0 NaN NaN NaN\n",
+ " 2117-09-11 16:00:00 NaN NaN 104.0 NaN NaN NaN\n",
+ " 2117-09-11 17:00:00 NaN NaN 101.0 NaN NaN NaN\n",
+ " 2117-09-11 18:00:00 NaN NaN 112.0 NaN NaN NaN\n",
+ " 2117-09-11 19:00:00 NaN NaN 108.0 NaN NaN NaN\n",
+ " 2117-09-11 20:00:00 NaN NaN 116.0 NaN NaN NaN\n",
+ " 2117-09-11 21:00:00 NaN NaN 117.0 NaN NaN NaN\n",
+ " 2117-09-11 22:00:00 NaN NaN 124.0 NaN NaN NaN\n",
+ " 2117-09-11 23:00:00 NaN NaN 115.0 NaN NaN NaN\n",
+ " 2117-09-12 00:00:00 NaN NaN 115.0 NaN NaN NaN\n",
+ " 2117-09-12 01:00:00 NaN NaN 118.0 NaN NaN NaN\n",
+ " 2117-09-12 02:00:00 NaN NaN 114.0 NaN NaN NaN\n",
+ " 2117-09-12 03:00:00 NaN NaN 106.0 NaN NaN NaN\n",
+ " 2117-09-12 04:00:00 NaN NaN 90.0 NaN NaN NaN\n",
+ " 2117-09-12 05:00:00 NaN NaN 99.0 NaN NaN NaN\n",
+ " 2117-09-12 06:00:00 NaN NaN 103.0 NaN NaN NaN\n",
+ " 2117-09-12 07:00:00 NaN NaN 113.0 NaN NaN NaN\n",
+ " 2117-09-12 08:00:00 NaN NaN 107.0 NaN NaN NaN\n",
+ " 2117-09-12 09:00:00 NaN NaN 115.0 NaN NaN NaN\n",
+ " 2117-09-12 10:00:00 NaN NaN 114.0 NaN NaN NaN\n",
+ " 2117-09-12 11:00:00 NaN NaN 117.0 NaN NaN NaN\n",
+ " 2117-09-12 12:00:00 NaN NaN 115.0 NaN NaN NaN\n",
+ " 2117-09-12 13:00:00 NaN NaN 112.0 NaN NaN NaN\n",
+ " 2117-09-12 14:00:00 NaN NaN 117.0 NaN NaN NaN\n",
+ " 2117-09-12 15:00:00 NaN NaN 117.0 NaN NaN NaN\n",
+ " 2117-09-12 16:00:00 NaN NaN 124.0 NaN NaN NaN\n",
+ "... ... ... ... ... ... ...\n",
+ "100003 2150-04-18 08:00:00 NaN NaN 75.0 NaN NaN NaN\n",
+ " 2150-04-18 09:00:00 NaN NaN 77.0 NaN NaN NaN\n",
+ " 2150-04-18 10:00:00 NaN NaN 82.0 NaN NaN NaN\n",
+ " 2150-04-18 11:00:00 NaN NaN 74.0 NaN NaN NaN\n",
+ " 2150-04-18 11:18:00 NaN NaN 76.0 NaN NaN NaN\n",
+ " 2150-04-18 12:00:00 NaN NaN 77.0 NaN NaN NaN\n",
+ " 2150-04-18 13:00:00 NaN NaN 75.0 NaN NaN NaN\n",
+ " 2150-04-18 14:00:00 NaN NaN 80.0 NaN NaN NaN\n",
+ " 2150-04-18 15:00:00 NaN NaN 80.0 NaN NaN NaN\n",
+ " 2150-04-18 16:00:00 NaN NaN 89.0 NaN NaN NaN\n",
+ " 2150-04-18 17:00:00 NaN NaN 82.0 NaN NaN NaN\n",
+ " 2150-04-18 18:00:00 NaN NaN 85.0 NaN NaN NaN\n",
+ " 2150-04-18 19:00:00 NaN NaN 88.0 NaN NaN NaN\n",
+ " 2150-04-18 20:00:00 NaN NaN 87.0 NaN NaN NaN\n",
+ " 2150-04-18 21:00:00 NaN NaN 88.0 NaN NaN NaN\n",
+ " 2150-04-18 22:00:00 NaN NaN 84.0 NaN NaN NaN\n",
+ " 2150-04-18 23:00:00 NaN NaN 85.0 NaN NaN NaN\n",
+ " 2150-04-19 00:00:00 NaN NaN 86.0 NaN NaN NaN\n",
+ " 2150-04-19 01:00:00 NaN NaN 72.0 NaN NaN NaN\n",
+ " 2150-04-19 02:00:00 NaN NaN 89.0 NaN NaN NaN\n",
+ " 2150-04-19 03:00:00 NaN NaN 76.0 NaN NaN NaN\n",
+ " 2150-04-19 04:00:00 NaN NaN 81.0 NaN NaN NaN\n",
+ " 2150-04-19 05:00:00 NaN NaN 74.0 NaN NaN NaN\n",
+ " 2150-04-19 06:00:00 NaN NaN 80.0 NaN NaN NaN\n",
+ " 2150-04-19 07:00:00 NaN NaN 85.0 NaN NaN NaN\n",
+ " 2150-04-19 08:00:00 NaN NaN 86.0 NaN NaN NaN\n",
+ " 2150-04-19 09:00:00 NaN NaN 93.0 NaN NaN NaN\n",
+ " 2150-04-19 10:00:00 NaN NaN 87.0 NaN NaN NaN\n",
+ " 2150-04-19 11:00:00 NaN NaN 75.0 NaN NaN NaN\n",
+ " 2150-04-19 12:00:00 NaN NaN 94.0 NaN NaN NaN\n",
+ "\n",
+ "[141 rows x 6 columns]"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "store = pd.HDFStore('data/mimic_data_noindex.h5')\n",
+ "store.select('cleaned/heart rate',where=['index<=100003']).set_index('datetime',append=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "# smart join & featurizer refactoring"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "reload(utils)\n",
+ "\"\"\"\n",
+ "HELPER METHODS\n",
+ "\"\"\"\n",
+ "\n",
+ "def get_joined_df(components,ids,etl_manager,hdf5_fname_for_join=None):\n",
+ " id_key = utils.make_list_hash(ids)\n",
+ " component_key = utils.make_list_hash(components)\n",
+ "\n",
+ " joined_path = '{}/{}'.format(component_key,id_key)\n",
+ " if joined_path not in store:\n",
+ " paths = etl_manager.get_paths(components)\n",
+ " hdf5_fname_for_join = utils.smart_join(mimic_etlM.hdf5_fname,paths,joined_path,ids,\n",
+ " hdf5_fname_for_join=hdf5_fname_for_join,\n",
+ " overwrite=False)\n",
+ "\n",
+ " return utils.read_and_reconstruct(hdf5_fname_for_join,joined_path)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
+ "@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@\n",
+ "\n",
+ "DATA THAT IS CONSTANT FOR A GIVEN FACTORY\n",
+ "\n",
+ "@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@\n",
+ "\"\"\"\n",
+ "\n",
+ "\"\"\"\n",
+ "@@ 1. DATA DICTIONARY\n",
+ "\"\"\"\n",
+ "data_dict = icu_data_defs.data_dictionary('config/data_definitions.xlsx')\n",
+ "\n",
+ "\n",
+ "\"\"\"\n",
+ "@@ 2. Where intermediate data will be stored\n",
+ "\"\"\"\n",
+ "hdf5_fname = 'data/test.h5'\n",
+ "\n",
+ "\"\"\"\n",
+ "@@ 3. ETL manager if needed, and associated relevent args\n",
+ "\"\"\"\n",
+ "mimic_etlM = mimic.MimicETLManager('data/mimic_extract.h5','config/mimic_item_map.csv',data_dict)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
+ "@@@@@@@@@@@@@@@@@@@@@@\n",
+ "\n",
+ "HYPER-PARAMETERS THAT CAN (POSSIBLY) BE OPTIMIZED\n",
+ "\n",
+ "@@@@@@@@@@@@@@@@@@@@@@\n",
+ "\"\"\"\n",
+ "\n",
+ "\"\"\"\n",
+ "@@ 1. Info as to how we will get table\n",
+ "\"\"\"\n",
+ "hdf5_fname = mimic_extract\n",
+ "path = 'joined/{}'.format(utils.make_list_hash(data_dict.get_components(panel_id=12)))\n",
+ "data_set_info = (hdf5_fname,path)\n",
+ "\n",
+ "\"\"\"\n",
+ "@@ 2. PRE-PROCESSING of data before features are created\n",
+ "\"\"\"\n",
+ "pre_processors = Pipeline([\n",
+ " ('drop_small_columns',transformers.remove_small_columns(threshold=100)),\n",
+ " ('drop_low_id_count',transformers.record_threshold(threshold=25)),\n",
+ " ('combine_like_columns',transformers.combine_like_cols())\n",
+ " ])\n",
+ "\n",
+ "\"\"\"\n",
+ "@@ 3. FEATURES\n",
+ "\"\"\"\n",
+ "\"\"\"Data Specs\"\"\"\n",
+ "m_ureg = units.MedicalUreg()\n",
+ "is_summable = lambda x: m_ureg.is_volume(str(x)) or m_ureg.is_mass(str(x))\n",
+ "\n",
+ "qn_not_sum = {\n",
+ " column_names.VAR_TYPE : variable_type.QUANTITATIVE,\n",
+ " column_names.UNITS: lambda units: not is_summable(units)\n",
+ "}\n",
+ "\n",
+ "weight = {\n",
+ " column_names.COMPONENT : data_dict.components.WEIGHT_BODY\n",
+ "}\n",
+ "\n",
+ "intervention_summable = {\n",
+ " column_names.COMPONENT : lambda comp: comp not in [data_dict.components.WEIGHT_BODY],\n",
+ " column_names.UNITS: is_summable\n",
+ "}\n",
+ "\n",
+ "not_nominal = {\n",
+ " column_names.VAR_TYPE : [variable_type.QUANTITATIVE, variable_type.ORDINAL]\n",
+ "}\n",
+ "\n",
+ "is_nominal = {\n",
+ " column_names.VAR_TYPE : variable_type.NOMINAL\n",
+ "}\n",
+ "\n",
+ "\"\"\"Features\"\"\"\n",
+ "# MEAN & LAST\n",
+ "# For all non-summable quantities: \n",
+ "# 1. ffill values\n",
+ "# 2. Then resample and aggregate \n",
+ "# 3. Then fill with mean of means\n",
+ "f_qn_mean = features.Feature('MEAN','mean',\n",
+ " data_specs=[qn_not_sum,weight],\n",
+ " pre_processor=transformers.GroubyAndFFill(level=column_names.ID),\n",
+ " fillna_method=transformers.fill_mean()\n",
+ " )\n",
+ "\n",
+ "f_qn_most_recent = features.Feature('LAST','last',\n",
+ " data_specs=[qn_not_sum,weight],\n",
+ " pre_processor=transformers.GroubyAndFFill(level=column_names.ID),\n",
+ " fillna_method=transformers.fill_mean()\n",
+ " )\n",
+ "# STD - fill NaN with 0\n",
+ "f_qn_std = features.Feature('STD','std',\n",
+ " data_specs=[not_nominal],\n",
+ " fillna_method=transformers.fill_zero()\n",
+ " )\n",
+ "\n",
+ "# SUM - for UOP volumes and intervention volumes/masses\n",
+ "f_sum = features.Feature('SUM','sum',\n",
+ " data_specs=[intervention_summable],\n",
+ " fillna_method=transformers.fill_zero()\n",
+ " )\n",
+ "\n",
+ "#only COUNT ordinal or quantitative data\n",
+ "f_count = features.Feature('COUNT','count',\n",
+ " data_specs=[not_nominal],\n",
+ " fillna_method=transformers.fill_zero())\n",
+ "\n",
+ "#use SUM for nominal data (0's will be counted if we use count)\n",
+ "f_count_nom = features.Feature('COUNT','sum',\n",
+ " data_specs=[is_nominal],\n",
+ " fillna_method=transformers.fill_zero()\n",
+ " )\n",
+ "\n",
+ "\"\"\"Lactate Label\"\"\"\n",
+ "# Label is lactate. just resampling; no preprocessing or filling\n",
+ "label = features.Feature('LABEL','mean',{\n",
+ " column_names.COMPONENT : data_dict.components.LACTATE,\n",
+ " column_names.VAR_TYPE : variable_type.QUANTITATIVE\n",
+ " })\n",
+ "\n",
+ "\n",
+ "f_list = [f_qn_mean,f_qn_most_recent,f_qn_std,f_sum,f_count,f_count_nom,label]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "# Assume we are now getting our base data\n",
+ "\n",
+ "ids = test_train_val_split(random_state=42)[0][:1000]\n",
+ "y=None\n",
+ "fit_params = None"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "\"\"\"\n",
+ "@@@@@@@@@@@@@@\n",
+ "FIT UPDATES: updates to state that need to be performed for each time the factory is FIT\n",
+ "1. Hyperparameters might have been adjusted\n",
+ "2. New set of fit_ids\n",
+ "@@@@@@@@@@@@@@\n",
+ "\"\"\"\n",
+ "components = features.components_for_features(f_list,data_dict,panel_id=panel_id)\n",
+ "etl_info = mimic_etlM.etl(components,save_steps=save_ETL_steps)\n",
+ "\n",
+ "#get the joined data frame for this combination of components & ids\n",
+ "df_joined = get_joined_df(components,ids,mimic_etlM,hdf5_fname_target)\n",
+ "\n",
+ "preprocess_key = utils.make_list_hash(map(str,pre_processors.get_params().items()))\n",
+ "\n",
+ "fit_ids = ids\n",
+ "pre_processors.fit(df_joined,y,fit_params)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "id_key = utils.make_list_hash(ids)\n",
+ "if fit: \n",
+ " \n",
+ "\n",
+ "\n",
+ "processed_path = '{}/{}/{}'.format(joined_path,preprocess_key,fit_ids_key)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {
+ "collapsed": false,
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(2017-08-04 10:55:57) Smart join: n=1000, [u'glasgow coma scale eye opening', u'glasgow coma scale motor', u'blood pressure systolic', u'oxygen saturation pulse oximetry', u'lactate', u'hemoglobin', u'blood pressure mean', u'vasopressin', u'glasgow coma scale verbal', u'weight body', u'normal saline', u'norepinephrine', u'temperature body', u'blood pressure diastolic', u'heart rate', u'output urine', u'lactated ringers', u'respiratory rate']\n",
+ "(2017-08-04 10:55:57)>> JOINING dataframes\n",
+ "(2017-08-04 10:55:57)>>>> Slice & Join: 100379 --> 199940, n=1000\n",
+ "(2017-08-04 10:55:57)>>>>>> glasgow coma scale eye opening\n",
+ "(2017-08-04 10:55:58)<<<<<< --- (1.0s)\n",
+ "(2017-08-04 10:55:58)>>>>>> glasgow coma scale motor\n",
+ "(2017-08-04 10:55:59)<<<<<< --- (1.0s)\n",
+ "(2017-08-04 10:55:59)>>>>>> blood pressure systolic\n",
+ "(2017-08-04 10:56:18)<<<<<< --- (19.0s)\n",
+ "(2017-08-04 10:56:18)>>>>>> oxygen saturation pulse oximetry\n",
+ "(2017-08-04 10:56:24)<<<<<< --- (6.0s)\n",
+ "(2017-08-04 10:56:24)>>>>>> lactate\n",
+ "(2017-08-04 10:56:25)<<<<<< --- (1.0s)\n",
+ "(2017-08-04 10:56:25)>>>>>> hemoglobin\n",
+ "(2017-08-04 10:56:28)<<<<<< --- (3.0s)\n",
+ "(2017-08-04 10:56:28)>>>>>> blood pressure mean\n",
+ "(2017-08-04 10:56:32)<<<<<< --- (4.0s)\n",
+ "(2017-08-04 10:56:32)>>>>>> vasopressin\n",
+ "(2017-08-04 10:56:33)<<<<<< --- (1.0s)\n",
+ "(2017-08-04 10:56:33)>>>>>> glasgow coma scale verbal\n",
+ "(2017-08-04 10:56:35)<<<<<< --- (2.0s)\n",
+ "(2017-08-04 10:56:35)>>>>>> weight body\n",
+ "(2017-08-04 10:56:36)<<<<<< --- (1.0s)\n",
+ "(2017-08-04 10:56:36)>>>>>> normal saline\n",
+ "(2017-08-04 10:56:38)<<<<<< --- (2.0s)\n",
+ "(2017-08-04 10:56:38)>>>>>> norepinephrine\n",
+ "(2017-08-04 10:56:40)<<<<<< --- (2.0s)\n",
+ "(2017-08-04 10:56:40)>>>>>> temperature body\n",
+ "(2017-08-04 10:56:43)<<<<<< --- (3.0s)\n",
+ "(2017-08-04 10:56:43)>>>>>> blood pressure diastolic\n",
+ "(2017-08-04 10:56:56)<<<<<< --- (13.0s)\n",
+ "(2017-08-04 10:56:56)>>>>>> heart rate\n",
+ "(2017-08-04 10:57:01)<<<<<< --- (5.0s)\n",
+ "(2017-08-04 10:57:01)>>>>>> output urine\n",
+ "(2017-08-04 10:57:11)<<<<<< --- (10.0s)\n",
+ "(2017-08-04 10:57:11)>>>>>> lactated ringers\n",
+ "(2017-08-04 10:57:14)<<<<<< --- (3.0s)\n",
+ "(2017-08-04 10:57:14)>>>>>> respiratory rate\n",
+ "(2017-08-04 10:57:24)<<<<<< --- (10.0s)\n",
+ "(2017-08-04 10:57:24)<<<< --- (87.0s)\n",
+ "(2017-08-04 10:57:24)>>>> Append slice\n",
+ "(2017-08-04 10:57:29)<<<< --- (5.0s)\n",
+ "(2017-08-04 10:57:29)<< --- (92.0s)\n",
+ "(2017-08-04 10:57:29) --- (92.0s)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<class 'pandas.io.pytables.HDFStore'>\n",
+ "File path: data/test.h5\n",
+ "File is CLOSED"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "reload(logger)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "df_joined = utils.read_and_reconstruct(hdf5_fname_target,joined_path)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "if fit: df_processed = pre_processors.fit_transform(df_joined)\n",
+ "else: df_processed = pre_processors.transform(df_joined)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1709931874"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1709931874"
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "utils.make_list_hash(map(str,pre_processors.get_params().items()))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "collapsed": false,
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(2017-08-04 10:55:22) *fit* Filter columns (remove_small_columns) (24954, 356)\n",
+ "(2017-08-04 10:55:22) --- (0.0s)\n",
+ "(2017-08-04 10:55:22) *transform* Filter columns (remove_small_columns) (24954, 356)\n",
+ "(2017-08-04 10:55:22) --- (0.0s)\n",
+ "(2017-08-04 10:55:22) *fit* Filter columns (record_threshold) (24954, 226)\n",
+ "(2017-08-04 10:55:22) --- (0.0s)\n",
+ "(2017-08-04 10:55:22) *transform* Filter columns (record_threshold) (24954, 226)\n",
+ "(2017-08-04 10:55:22) --- (0.0s)\n",
+ "(2017-08-04 10:55:22) FIT Combine like columns (24954, 223)\n",
+ "(2017-08-04 10:55:22)>> ('blood pressure diastolic', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('blood pressure diastolic', 'unknown', 'nom', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('blood pressure diastolic', 'unknown', 'qn', 'cc/min')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('blood pressure mean', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('blood pressure systolic', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('blood pressure systolic', 'unknown', 'nom', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('blood pressure systolic', 'unknown', 'qn', 'cc/min')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('glasgow coma scale eye opening', 'known', 'ord', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('glasgow coma scale motor', 'known', 'ord', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('glasgow coma scale verbal', 'known', 'ord', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('heart rate', 'known', 'qn', 'beats/min')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('hemoglobin', 'known', 'qn', 'g/dL')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('hemoglobin', 'unknown', 'nom', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('lactate', 'unknown', 'nom', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('lactated ringers', 'known', 'qn', 'mL')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('norepinephrine', 'known', 'qn', 'mcg')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('norepinephrine', 'known', 'qn', 'mcg/kg/min')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('normal saline', 'known', 'qn', 'mL')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('normal saline', 'known', 'qn', 'mL/hr')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('normal saline', 'unknown', 'nom', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('output urine', 'known', 'qn', 'mL')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('output urine', 'unknown', 'nom', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('oxygen saturation pulse oximetry', 'known', 'qn', 'percent')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('respiratory rate', 'known', 'qn', 'insp/min')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('respiratory rate', 'unknown', 'nom', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('respiratory rate', 'unknown', 'qn', 'Breath')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('temperature body', 'known', 'qn', 'degF')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('vasopressin', 'known', 'qn', 'units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('vasopressin', 'known', 'qn', 'units/min')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('vasopressin', 'unknown', 'nom', 'no_units')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22)>> ('weight body', 'known', 'qn', 'kg')\n",
+ "(2017-08-04 10:55:22)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:22) --- (0.0s)\n",
+ "(2017-08-04 10:55:22) TRANSFORM Combine like columns (24954, 223)\n",
+ "(2017-08-04 10:55:22)>> ('blood pressure diastolic', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-04 10:55:23)<< --- (1.0s)\n",
+ "(2017-08-04 10:55:23)>> ('hemoglobin', 'known', 'qn', 'g/dL')\n",
+ "(2017-08-04 10:55:23)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:23)>> ('blood pressure diastolic', 'unknown', 'qn', 'cc/min')\n",
+ "(2017-08-04 10:55:23)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:23)>> ('vasopressin', 'known', 'qn', 'units/min')\n",
+ "(2017-08-04 10:55:24)<< --- (1.0s)\n",
+ "(2017-08-04 10:55:24)>> ('normal saline', 'known', 'qn', 'mL')\n",
+ "(2017-08-04 10:55:24)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:24)>> ('vasopressin', 'known', 'qn', 'units')\n",
+ "(2017-08-04 10:55:24)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:24)>> ('norepinephrine', 'known', 'qn', 'mcg/kg/min')\n",
+ "(2017-08-04 10:55:24)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:24)>> ('oxygen saturation pulse oximetry', 'known', 'qn', 'percent')\n",
+ "(2017-08-04 10:55:25)<< --- (1.0s)\n",
+ "(2017-08-04 10:55:25)>> ('respiratory rate', 'known', 'qn', 'insp/min')\n",
+ "(2017-08-04 10:55:25)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:25)>> ('blood pressure systolic', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-04 10:55:26)<< --- (1.0s)\n",
+ "(2017-08-04 10:55:26)>> ('weight body', 'known', 'qn', 'kg')\n",
+ "(2017-08-04 10:55:26)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:26)>> ('temperature body', 'known', 'qn', 'degF')\n",
+ "(2017-08-04 10:55:27)<< --- (1.0s)\n",
+ "(2017-08-04 10:55:27)>> ('respiratory rate', 'unknown', 'qn', 'Breath')\n",
+ "(2017-08-04 10:55:27)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:27)>> ('blood pressure systolic', 'unknown', 'qn', 'cc/min')\n",
+ "(2017-08-04 10:55:27)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:27)>> ('heart rate', 'known', 'qn', 'beats/min')\n",
+ "(2017-08-04 10:55:28)<< --- (1.0s)\n",
+ "(2017-08-04 10:55:28)>> ('glasgow coma scale eye opening', 'known', 'ord', 'no_units')\n",
+ "(2017-08-04 10:55:28)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:28)>> ('lactated ringers', 'known', 'qn', 'mL')\n",
+ "(2017-08-04 10:55:28)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:28)>> ('glasgow coma scale motor', 'known', 'ord', 'no_units')\n",
+ "(2017-08-04 10:55:29)<< --- (1.0s)\n",
+ "(2017-08-04 10:55:29)>> ('output urine', 'known', 'qn', 'mL')\n",
+ "(2017-08-04 10:55:29)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:29)>> ('normal saline', 'known', 'qn', 'mL/hr')\n",
+ "(2017-08-04 10:55:29)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:29)>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-04 10:55:30)<< --- (1.0s)\n",
+ "(2017-08-04 10:55:30)>> ('norepinephrine', 'known', 'qn', 'mcg')\n",
+ "(2017-08-04 10:55:30)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:30)>> ('glasgow coma scale verbal', 'known', 'ord', 'no_units')\n",
+ "(2017-08-04 10:55:30)<< --- (0.0s)\n",
+ "(2017-08-04 10:55:30)>> ('blood pressure mean', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-04 10:55:31)<< --- (1.0s)\n",
+ "(2017-08-04 10:55:31) --- (9.0s)\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_processed = pre_processors.fit_transform(df_joined)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(24954, 189)"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_processed.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "joined_path = utils.make_list_hash(components)\n",
+ "\n",
+ " if (joined_path not in store) or self.force_preprocessing:\n",
+ " utils.smart_join(self.hdf5_fname_target,paths,joined_path,ids)\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "for component in components:\n",
+ " df = ETL_manager.open_df(component,ids)\n",
+ " \n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
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+ " 144148]"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ " logger.log('{} - {}/{}'.format(component,components.index(component)+1,len(components)),new_level=True)\n",
+ "\n",
+ " paths.append(comp_path)\n",
+ "\n",
+ " #if we have already preprocessed this component for this factory,\n",
+ " # with these ids, no need to repeat\n",
+ " if (comp_path in store) and not self.force_preprocessing:\n",
+ " logger.end_log_level()\n",
+ " continue\n",
+ "\n",
+ " logger.log('READ DF...')\n",
+ " pre_processor = self.cleaner_map[component]\n",
+ "\n",
+ " logger.log('PREPROCESS...')\n",
+ " if fit: df_processed = pre_processor.fit_transform(df,y,**fit_params)\n",
+ " else: df_processed = pre_processor.transform(df)\n",
+ "\n",
+ " df_processed.dropna(how='all',axis=0, inplace=True)\n",
+ " df_processed.dropna(how='all',axis=1, inplace=True)\n",
+ " df_processed.sort_index(axis=0, inplace=True)\n",
+ " df_processed.sort_index(axis=1, inplace=True)\n",
+ "\n",
+ "\n",
+ " logger.log('SAVE DF... {} -> {}'.format(df_processed.shape,comp_path))\n",
+ " utils.deconstruct_and_write(df_processed,self.hdf5_fname_target,comp_path)\n",
+ " del df,df_processed\n",
+ "\n",
+ " logger.end_log_level()\n",
+ "\n",
+ "\n",
+ " #Join all pre-processed dataframes using pytables\n",
+ "\n",
+ " joined_path = '{}/{}'.format(root,utils.make_list_hash(components))\n",
+ " if (joined_path not in store) or self.force_preprocessing:\n",
+ " utils.smart_join(self.hdf5_fname_target,paths,joined_path,ids)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "import datetime\n",
+ "date_times = pd.date_range(datetime.datetime(2012, 4, 5, 8, 0),\n",
+ " datetime.datetime(2012, 4, 5, 12, 0),\n",
+ " freq='1min')\n",
+ "tamb = np.random.sample(date_times.size) * 10.0\n",
+ "radiation = np.random.sample(date_times.size) * 10.0\n",
+ "frame = pd.DataFrame(data={'tamb': tamb, 'radiation': radiation},\n",
+ " index=date_times)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": false,
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>4.395840</td>\n",
+ " <td>2.328175</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:01:00</th>\n",
+ " <td>6.973795</td>\n",
+ " <td>2.294382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:02:00</th>\n",
+ " <td>3.488426</td>\n",
+ " <td>1.777598</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:03:00</th>\n",
+ " <td>0.920942</td>\n",
+ " <td>5.651255</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:04:00</th>\n",
+ " <td>5.539357</td>\n",
+ " <td>5.026899</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>2.626207</td>\n",
+ " <td>6.072502</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:06:00</th>\n",
+ " <td>5.015794</td>\n",
+ " <td>4.095029</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.788991</td>\n",
+ " <td>0.137189</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>6.711154</td>\n",
+ " <td>5.791726</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>0.787575</td>\n",
+ " <td>9.700408</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>4.360875</td>\n",
+ " <td>2.878682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>6.190284</td>\n",
+ " <td>3.448838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>2.076498</td>\n",
+ " <td>6.720323</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>8.741572</td>\n",
+ " <td>7.127236</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>6.073471</td>\n",
+ " <td>8.908969</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>9.311380</td>\n",
+ " <td>2.118503</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>9.362561</td>\n",
+ " <td>7.958151</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>0.846766</td>\n",
+ " <td>2.413203</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>0.688412</td>\n",
+ " <td>4.189749</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>5.966725</td>\n",
+ " <td>6.241028</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>2.445371</td>\n",
+ " <td>3.669895</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>5.894304</td>\n",
+ " <td>4.802287</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>7.655295</td>\n",
+ " <td>3.944456</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>9.728009</td>\n",
+ " <td>5.971919</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>9.899244</td>\n",
+ " <td>2.737831</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>4.091438</td>\n",
+ " <td>1.379839</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>7.789243</td>\n",
+ " <td>1.581590</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>5.402477</td>\n",
+ " <td>1.238280</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>1.071233</td>\n",
+ " <td>1.563490</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>4.361580</td>\n",
+ " <td>9.592729</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>8.790879</td>\n",
+ " <td>0.610865</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.206108</td>\n",
+ " <td>8.588157</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>6.595432</td>\n",
+ " <td>0.970133</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>3.270211</td>\n",
+ " <td>4.909781</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>5.496887</td>\n",
+ " <td>5.602397</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>0.955139</td>\n",
+ " <td>8.984936</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>2.757415</td>\n",
+ " <td>7.141076</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.699999</td>\n",
+ " <td>1.527692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>7.672517</td>\n",
+ " <td>8.747916</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>6.683253</td>\n",
+ " <td>5.607075</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>5.089220</td>\n",
+ " <td>0.755786</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.849975</td>\n",
+ " <td>2.824065</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>9.994226</td>\n",
+ " <td>8.179958</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>5.403646</td>\n",
+ " <td>4.864610</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.768850</td>\n",
+ " <td>5.614152</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>4.689829</td>\n",
+ " <td>9.638878</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>0.185383</td>\n",
+ " <td>0.466766</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>0.883917</td>\n",
+ " <td>7.018805</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.824307</td>\n",
+ " <td>1.138941</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>3.229892</td>\n",
+ " <td>7.050070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>1.745371</td>\n",
+ " <td>9.990108</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>5.632322</td>\n",
+ " <td>0.032839</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>0.894114</td>\n",
+ " <td>9.622544</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.702795</td>\n",
+ " <td>5.539510</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>7.413514</td>\n",
+ " <td>8.512080</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>2.752037</td>\n",
+ " <td>1.620459</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>8.710796</td>\n",
+ " <td>1.508803</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>1.214068</td>\n",
+ " <td>9.688462</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>0.830575</td>\n",
+ " <td>2.181627</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>6.140628</td>\n",
+ " <td>0.195548</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb\n",
+ "2012-04-05 08:00:00 4.395840 2.328175\n",
+ "2012-04-05 08:01:00 6.973795 2.294382\n",
+ "2012-04-05 08:02:00 3.488426 1.777598\n",
+ "2012-04-05 08:03:00 0.920942 5.651255\n",
+ "2012-04-05 08:04:00 5.539357 5.026899\n",
+ "2012-04-05 08:05:00 2.626207 6.072502\n",
+ "2012-04-05 08:06:00 5.015794 4.095029\n",
+ "2012-04-05 08:07:00 1.788991 0.137189\n",
+ "2012-04-05 08:08:00 6.711154 5.791726\n",
+ "2012-04-05 08:09:00 0.787575 9.700408\n",
+ "2012-04-05 08:10:00 4.360875 2.878682\n",
+ "2012-04-05 08:11:00 6.190284 3.448838\n",
+ "2012-04-05 08:12:00 2.076498 6.720323\n",
+ "2012-04-05 08:13:00 8.741572 7.127236\n",
+ "2012-04-05 08:14:00 6.073471 8.908969\n",
+ "2012-04-05 08:15:00 9.311380 2.118503\n",
+ "2012-04-05 08:16:00 9.362561 7.958151\n",
+ "2012-04-05 08:17:00 0.846766 2.413203\n",
+ "2012-04-05 08:18:00 0.688412 4.189749\n",
+ "2012-04-05 08:19:00 5.966725 6.241028\n",
+ "2012-04-05 08:20:00 2.445371 3.669895\n",
+ "2012-04-05 08:21:00 5.894304 4.802287\n",
+ "2012-04-05 08:22:00 7.655295 3.944456\n",
+ "2012-04-05 08:23:00 9.728009 5.971919\n",
+ "2012-04-05 08:24:00 9.899244 2.737831\n",
+ "2012-04-05 08:25:00 4.091438 1.379839\n",
+ "2012-04-05 08:26:00 7.789243 1.581590\n",
+ "2012-04-05 08:27:00 5.402477 1.238280\n",
+ "2012-04-05 08:28:00 1.071233 1.563490\n",
+ "2012-04-05 08:29:00 4.361580 9.592729\n",
+ "... ... ...\n",
+ "2012-04-05 11:31:00 8.790879 0.610865\n",
+ "2012-04-05 11:32:00 1.206108 8.588157\n",
+ "2012-04-05 11:33:00 6.595432 0.970133\n",
+ "2012-04-05 11:34:00 3.270211 4.909781\n",
+ "2012-04-05 11:35:00 5.496887 5.602397\n",
+ "2012-04-05 11:36:00 0.955139 8.984936\n",
+ "2012-04-05 11:37:00 2.757415 7.141076\n",
+ "2012-04-05 11:38:00 9.699999 1.527692\n",
+ "2012-04-05 11:39:00 7.672517 8.747916\n",
+ "2012-04-05 11:40:00 6.683253 5.607075\n",
+ "2012-04-05 11:41:00 5.089220 0.755786\n",
+ "2012-04-05 11:42:00 7.849975 2.824065\n",
+ "2012-04-05 11:43:00 9.994226 8.179958\n",
+ "2012-04-05 11:44:00 5.403646 4.864610\n",
+ "2012-04-05 11:45:00 9.768850 5.614152\n",
+ "2012-04-05 11:46:00 4.689829 9.638878\n",
+ "2012-04-05 11:47:00 0.185383 0.466766\n",
+ "2012-04-05 11:48:00 0.883917 7.018805\n",
+ "2012-04-05 11:49:00 8.824307 1.138941\n",
+ "2012-04-05 11:50:00 3.229892 7.050070\n",
+ "2012-04-05 11:51:00 1.745371 9.990108\n",
+ "2012-04-05 11:52:00 5.632322 0.032839\n",
+ "2012-04-05 11:53:00 0.894114 9.622544\n",
+ "2012-04-05 11:54:00 4.702795 5.539510\n",
+ "2012-04-05 11:55:00 7.413514 8.512080\n",
+ "2012-04-05 11:56:00 2.752037 1.620459\n",
+ "2012-04-05 11:57:00 8.710796 1.508803\n",
+ "2012-04-05 11:58:00 1.214068 9.688462\n",
+ "2012-04-05 11:59:00 0.830575 2.181627\n",
+ "2012-04-05 12:00:00 6.140628 0.195548\n",
+ "\n",
+ "[241 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "frame"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "resampled = frame.resample('1H')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "2012-04-05 08:00:00 4.873616\n",
+ "2012-04-05 09:00:00 5.030507\n",
+ "2012-04-05 10:00:00 5.049514\n",
+ "2012-04-05 11:00:00 5.187241\n",
+ "2012-04-05 12:00:00 6.140628\n",
+ "Freq: H, Name: radiation, dtype: float64"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "resampled['radiation'].mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "False"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "resampled.empty"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(5, 2)"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "resampled.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1000 loops, best of 3: 1.03 ms per loop\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%timeit\n",
+ "frame.resample('1H').mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1000 loops, best of 3: 390 µs per loop\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%timeit\n",
+ "resampled.mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
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+ " <th colspan=\"2\" halign=\"left\">tamb</th>\n",
+ " <th colspan=\"2\" halign=\"left\">radiation</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>sum</th>\n",
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+ " <th>sum</th>\n",
+ " <th>mean</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>326.890142</td>\n",
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+ " <td>312.025156</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 09:00:00</th>\n",
+ " <td>294.657090</td>\n",
+ " <td>4.910951</td>\n",
+ " <td>294.680218</td>\n",
+ " <td>4.911337</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 10:00:00</th>\n",
+ " <td>321.037528</td>\n",
+ " <td>5.350625</td>\n",
+ " <td>320.292647</td>\n",
+ " <td>5.338211</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:00:00</th>\n",
+ " <td>305.122660</td>\n",
+ " <td>5.085378</td>\n",
+ " <td>287.270681</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>8.944267</td>\n",
+ " <td>8.944267</td>\n",
+ " <td>2.622743</td>\n",
+ " <td>2.622743</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " tamb radiation \n",
+ " sum mean sum mean\n",
+ "2012-04-05 08:00:00 326.890142 5.448169 312.025156 5.200419\n",
+ "2012-04-05 09:00:00 294.657090 4.910951 294.680218 4.911337\n",
+ "2012-04-05 10:00:00 321.037528 5.350625 320.292647 5.338211\n",
+ "2012-04-05 11:00:00 305.122660 5.085378 287.270681 4.787845\n",
+ "2012-04-05 12:00:00 8.944267 8.944267 2.622743 2.622743"
+ ]
+ },
+ "execution_count": 85,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "frame.resample('1H').agg({'radiation': [np.sum,np.mean], 'tamb': [np.sum,np.mean]})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 94,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "data": {
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+ " <thead>\n",
+ " <tr>\n",
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+ " <th></th>\n",
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+ " <th>mean</th>\n",
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+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>5.200419</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 09:00:00</th>\n",
+ " <td>4.911337</td>\n",
+ " <td>294.680218</td>\n",
+ " <td>4.910951</td>\n",
+ " <td>294.657090</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 10:00:00</th>\n",
+ " <td>5.338211</td>\n",
+ " <td>320.292647</td>\n",
+ " <td>5.350625</td>\n",
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+ " <th>2012-04-05 11:00:00</th>\n",
+ " <td>4.787845</td>\n",
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+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>2.622743</td>\n",
+ " <td>2.622743</td>\n",
+ " <td>8.944267</td>\n",
+ " <td>8.944267</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb \n",
+ " mean sum mean sum\n",
+ "2012-04-05 08:00:00 5.200419 312.025156 5.448169 326.890142\n",
+ "2012-04-05 09:00:00 4.911337 294.680218 4.910951 294.657090\n",
+ "2012-04-05 10:00:00 5.338211 320.292647 5.350625 321.037528\n",
+ "2012-04-05 11:00:00 4.787845 287.270681 5.085378 305.122660\n",
+ "2012-04-05 12:00:00 2.622743 2.622743 8.944267 8.944267"
+ ]
+ },
+ "execution_count": 94,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "frame.resample('1H').agg([np.mean,np.sum])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 115,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
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+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:01:00</th>\n",
+ " <td>2.144675</td>\n",
+ " <td>2.869588</td>\n",
+ " <td>2.144675</td>\n",
+ " <td>2.869588</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:02:00</th>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:03:00</th>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:04:00</th>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:06:00</th>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
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+ " <th>radiation</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <td>0.608180</td>\n",
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+ " <td>9.817992</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
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+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
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+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
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+ " <td>5.055692</td>\n",
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+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
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+ " <td>9.005622</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
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+ " <td>1.092682</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
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+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
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+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
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+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
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+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
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+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
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+ " <td>3.600385</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
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+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:04:00</th>\n",
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+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:06:00</th>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
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+ " <th>2012-04-05 08:09:00</th>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <td>8.440731</td>\n",
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+ " <td>4.988947</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "data": {
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
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+ " <td>2.336828</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <td>3.013559</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <td>5.736605</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
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+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "data": {
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
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+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
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+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
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+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
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+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
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+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
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+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "data": {
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+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
+ " </tr>\n",
+ " </thead>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:02:00</th>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:03:00</th>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:04:00</th>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:06:00</th>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>tambRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
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+ " <td>2.163854</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
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+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
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+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
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+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
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+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
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+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
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+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
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+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
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+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:04:00</th>\n",
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+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:06:00</th>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " <th>2012-04-05 08:09:00</th>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>radiation</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
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+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <td>2.289560</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
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+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ },
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <td>9.099116</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
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+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
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+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "data": {
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+ "<div>\n",
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <td>9.099116</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
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+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
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+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
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+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
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+ "data": {
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+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:01:00</th>\n",
+ " <td>2.144675</td>\n",
+ " <td>2.869588</td>\n",
+ " <td>2.144675</td>\n",
+ " <td>2.869588</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:02:00</th>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:03:00</th>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:04:00</th>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:06:00</th>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
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+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
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+ " <td>3.196334</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
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+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
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+ " <td>2.163854</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
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+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
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+ " <td>1.092682</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " <th>2012-04-05 08:09:00</th>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
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+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <td>5.055692</td>\n",
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+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
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+ " <thead>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
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+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
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+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
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+ " <td>9.099116</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <td>8.640397</td>\n",
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+ " <td>9.099116</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <td>5.184110</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
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+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
+ " <td>7.117447</td>\n",
+ " <td>7.348858</td>\n",
+ " <td>7.117447</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:01:00</th>\n",
+ " <td>2.144675</td>\n",
+ " <td>2.869588</td>\n",
+ " <td>2.144675</td>\n",
+ " <td>2.869588</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:02:00</th>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:03:00</th>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:04:00</th>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:06:00</th>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
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+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
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+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
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+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
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+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
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+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <td>7.147155</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
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+ " <td>7.023747</td>\n",
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+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
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+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
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+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
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+ " <th>2012-04-05 08:09:00</th>\n",
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+ " <td>1.182135</td>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <td>4.216591</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
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+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "10 loops, best of 3: 32.6 ms per loop\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%timeit\n",
+ "frame2 = frame.copy()\n",
+ "frame2[['radiationRIGHT','tambRIGHT']] = frame\n",
+ "display(frame2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 116,
+ "metadata": {
+ "collapsed": false,
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
+ " <td>7.117447</td>\n",
+ " <td>7.348858</td>\n",
+ " <td>7.117447</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:01:00</th>\n",
+ " <td>2.144675</td>\n",
+ " <td>2.869588</td>\n",
+ " <td>2.144675</td>\n",
+ " <td>2.869588</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:02:00</th>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " <td>3.447171</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:03:00</th>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " <td>5.405834</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:04:00</th>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:06:00</th>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
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+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "data": {
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+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
+ " </tr>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:04:00</th>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:06:00</th>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <td>0.608180</td>\n",
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+ " <td>9.817992</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
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+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
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+ " <td>5.055692</td>\n",
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+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <td>7.206620</td>\n",
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+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
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+ " <td>9.005622</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
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+ " <td>1.092682</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
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+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
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+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
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+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
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+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:03:00</th>\n",
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+ " <th>2012-04-05 08:04:00</th>\n",
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+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:06:00</th>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
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+ " <th>2012-04-05 08:09:00</th>\n",
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+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <td>7.909099</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
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+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <td>9.712219</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>2.838503</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <td>5.055692</td>\n",
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+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
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+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
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+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <td>4.988947</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <td>3.013559</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
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+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
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+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
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+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
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+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
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+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "data": {
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+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
+ " </tr>\n",
+ " </thead>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:03:00</th>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:04:00</th>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:06:00</th>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
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+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>6.406397</td>\n",
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+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <td>7.147155</td>\n",
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+ " <td>7.841712</td>\n",
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+ " <td>0.608180</td>\n",
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+ " <td>9.817992</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
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+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
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+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
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+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
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+ " <td>5.055692</td>\n",
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+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
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+ " <td>9.005622</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
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+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
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+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
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+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
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+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <td>6.250570</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
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+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:03:00</th>\n",
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+ " <th>2012-04-05 08:04:00</th>\n",
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+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:06:00</th>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
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+ " <th>2012-04-05 08:09:00</th>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <tr>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "data": {
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
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+ " <td>2.336828</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <td>3.013559</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <td>5.736605</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
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+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "data": {
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
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+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
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+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
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+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
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+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
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+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
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+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "data": {
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+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
+ " </tr>\n",
+ " </thead>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:02:00</th>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:03:00</th>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:04:00</th>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:06:00</th>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>tambRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
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+ " <td>2.163854</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
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+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
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+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
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+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
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+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
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+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
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+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
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+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
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+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:04:00</th>\n",
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+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:06:00</th>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " <th>2012-04-05 08:09:00</th>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>radiation</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
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+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <td>2.289560</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
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+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
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+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ },
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <td>9.099116</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
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+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
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+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
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+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ "output_type": "display_data"
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+ "data": {
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+ "<div>\n",
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
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+ " <td>8.640397</td>\n",
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+ " <td>9.099116</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
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+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
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+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
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+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
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+ "data": {
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+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
+ " <th>tamb</th>\n",
+ " <th>radiationRIGHT</th>\n",
+ " <th>tambRIGHT</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:01:00</th>\n",
+ " <td>2.144675</td>\n",
+ " <td>2.869588</td>\n",
+ " <td>2.144675</td>\n",
+ " <td>2.869588</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:02:00</th>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " <td>3.447171</td>\n",
+ " <td>5.041280</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:03:00</th>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " <td>5.405834</td>\n",
+ " <td>8.389916</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:04:00</th>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " <td>0.532557</td>\n",
+ " <td>4.515382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " <td>8.640397</td>\n",
+ " <td>1.725294</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:06:00</th>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " <td>9.099116</td>\n",
+ " <td>9.426689</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:07:00</th>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " <td>1.962370</td>\n",
+ " <td>7.585138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:08:00</th>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " <td>2.328679</td>\n",
+ " <td>1.890979</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:09:00</th>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " <td>5.608482</td>\n",
+ " <td>5.981279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:10:00</th>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " <td>1.182135</td>\n",
+ " <td>5.277603</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " <td>3.443349</td>\n",
+ " <td>8.077089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " <td>7.909099</td>\n",
+ " <td>3.165047</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " <td>5.184110</td>\n",
+ " <td>4.678795</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " <td>8.440731</td>\n",
+ " <td>5.670249</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " <td>3.600385</td>\n",
+ " <td>5.879539</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " <td>3.013559</td>\n",
+ " <td>4.216591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " <td>9.712219</td>\n",
+ " <td>3.441322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " <td>2.838503</td>\n",
+ " <td>2.336828</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " <td>4.336872</td>\n",
+ " <td>7.741694</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " <td>8.601900</td>\n",
+ " <td>5.736605</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>radiationRIGHT</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
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+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
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+ " <td>3.196334</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
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+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
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+ " <td>2.163854</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
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+ " <td>2.960614</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
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+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
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+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
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+ " <thead>\n",
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+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>6.406397</td>\n",
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+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
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+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
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+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
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+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
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+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
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+ " <td>5.430516</td>\n",
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+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
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+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
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+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
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+ " <td>7.841712</td>\n",
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+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
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+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
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+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
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+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
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+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
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+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
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+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
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+ " <td>1.092682</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
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+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
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+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
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+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
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+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
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+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>radiation</th>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:00:00</th>\n",
+ " <td>7.348858</td>\n",
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+ " <th>2012-04-05 08:05:00</th>\n",
+ " <td>8.640397</td>\n",
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+ " <th>2012-04-05 08:07:00</th>\n",
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+ " <th>2012-04-05 08:08:00</th>\n",
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+ " <th>2012-04-05 08:09:00</th>\n",
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+ " <th>2012-04-05 08:11:00</th>\n",
+ " <td>3.443349</td>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>4.988947</td>\n",
+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <th>2012-04-05 08:20:00</th>\n",
+ " <td>4.336872</td>\n",
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+ " <th>2012-04-05 08:21:00</th>\n",
+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
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+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
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+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
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+ " <thead>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
+ " <td>5.184110</td>\n",
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+ " <th>2012-04-05 08:14:00</th>\n",
+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <td>8.076838</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
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+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
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+ " <td>5.055692</td>\n",
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+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
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+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
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+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
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+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
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+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
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+ " <thead>\n",
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+ " <th>2012-04-05 08:12:00</th>\n",
+ " <td>7.909099</td>\n",
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+ " <th>2012-04-05 08:13:00</th>\n",
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+ " <td>8.440731</td>\n",
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+ " <th>2012-04-05 08:15:00</th>\n",
+ " <td>4.988947</td>\n",
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+ " <th>2012-04-05 08:16:00</th>\n",
+ " <td>3.600385</td>\n",
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+ " <th>2012-04-05 08:17:00</th>\n",
+ " <td>3.013559</td>\n",
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+ " <th>2012-04-05 08:18:00</th>\n",
+ " <td>9.712219</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:19:00</th>\n",
+ " <td>2.838503</td>\n",
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+ " <td>4.336872</td>\n",
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+ " <td>7.741694</td>\n",
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+ " <td>8.601900</td>\n",
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+ " <th>2012-04-05 08:22:00</th>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " <td>6.406397</td>\n",
+ " <td>9.039525</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:23:00</th>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " <td>6.549001</td>\n",
+ " <td>7.424328</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:24:00</th>\n",
+ " <td>7.810908</td>\n",
+ " <td>3.175070</td>\n",
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+ " <td>3.175070</td>\n",
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+ " <tr>\n",
+ " <th>2012-04-05 08:25:00</th>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " <td>1.263196</td>\n",
+ " <td>1.563018</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:26:00</th>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " <td>4.244364</td>\n",
+ " <td>9.143346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:27:00</th>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " <td>1.998993</td>\n",
+ " <td>7.987913</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:28:00</th>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " <td>0.576854</td>\n",
+ " <td>8.558052</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 08:29:00</th>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " <td>9.033220</td>\n",
+ " <td>8.147394</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:31:00</th>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " <td>5.430516</td>\n",
+ " <td>3.196334</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:32:00</th>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " <td>1.694012</td>\n",
+ " <td>8.369825</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:33:00</th>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " <td>0.170623</td>\n",
+ " <td>5.165211</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:34:00</th>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " <td>7.147155</td>\n",
+ " <td>2.400411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:35:00</th>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " <td>7.841712</td>\n",
+ " <td>4.812939</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:36:00</th>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " <td>1.713780</td>\n",
+ " <td>1.977316</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:37:00</th>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " <td>0.608180</td>\n",
+ " <td>0.171173</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:38:00</th>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " <td>9.817992</td>\n",
+ " <td>2.289560</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:39:00</th>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " <td>1.367452</td>\n",
+ " <td>7.621905</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:40:00</th>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " <td>9.608906</td>\n",
+ " <td>4.682637</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:41:00</th>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " <td>9.749052</td>\n",
+ " <td>5.173048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:42:00</th>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " <td>7.023747</td>\n",
+ " <td>6.840826</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:43:00</th>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " <td>1.570454</td>\n",
+ " <td>6.250570</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:44:00</th>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " <td>8.410753</td>\n",
+ " <td>2.163854</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:45:00</th>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " <td>9.478709</td>\n",
+ " <td>4.713553</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:46:00</th>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " <td>8.527182</td>\n",
+ " <td>5.055692</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:47:00</th>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " <td>5.555638</td>\n",
+ " <td>7.206620</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:48:00</th>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " <td>6.434564</td>\n",
+ " <td>9.005622</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:49:00</th>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " <td>8.839207</td>\n",
+ " <td>1.092682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:50:00</th>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " <td>4.822422</td>\n",
+ " <td>6.583587</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:51:00</th>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " <td>6.060439</td>\n",
+ " <td>8.499331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:52:00</th>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " <td>6.136021</td>\n",
+ " <td>3.450341</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:53:00</th>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " <td>2.174187</td>\n",
+ " <td>5.334541</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:54:00</th>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " <td>4.683978</td>\n",
+ " <td>7.767103</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:55:00</th>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " <td>6.430616</td>\n",
+ " <td>2.960614</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:56:00</th>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " <td>9.337923</td>\n",
+ " <td>6.879604</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:57:00</th>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " <td>2.301911</td>\n",
+ " <td>9.998744</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:58:00</th>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " <td>8.854566</td>\n",
+ " <td>6.650760</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 11:59:00</th>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " <td>3.021238</td>\n",
+ " <td>0.536851</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2012-04-05 12:00:00</th>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " <td>4.116898</td>\n",
+ " <td>6.635839</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>241 rows × 4 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " radiation tamb radiationRIGHT tambRIGHT\n",
+ "2012-04-05 08:00:00 7.348858 7.117447 7.348858 7.117447\n",
+ "2012-04-05 08:01:00 2.144675 2.869588 2.144675 2.869588\n",
+ "2012-04-05 08:02:00 3.447171 5.041280 3.447171 5.041280\n",
+ "2012-04-05 08:03:00 5.405834 8.389916 5.405834 8.389916\n",
+ "2012-04-05 08:04:00 0.532557 4.515382 0.532557 4.515382\n",
+ "2012-04-05 08:05:00 8.640397 1.725294 8.640397 1.725294\n",
+ "2012-04-05 08:06:00 9.099116 9.426689 9.099116 9.426689\n",
+ "2012-04-05 08:07:00 1.962370 7.585138 1.962370 7.585138\n",
+ "2012-04-05 08:08:00 2.328679 1.890979 2.328679 1.890979\n",
+ "2012-04-05 08:09:00 5.608482 5.981279 5.608482 5.981279\n",
+ "2012-04-05 08:10:00 1.182135 5.277603 1.182135 5.277603\n",
+ "2012-04-05 08:11:00 3.443349 8.077089 3.443349 8.077089\n",
+ "2012-04-05 08:12:00 7.909099 3.165047 7.909099 3.165047\n",
+ "2012-04-05 08:13:00 5.184110 4.678795 5.184110 4.678795\n",
+ "2012-04-05 08:14:00 8.440731 5.670249 8.440731 5.670249\n",
+ "2012-04-05 08:15:00 4.988947 8.076838 4.988947 8.076838\n",
+ "2012-04-05 08:16:00 3.600385 5.879539 3.600385 5.879539\n",
+ "2012-04-05 08:17:00 3.013559 4.216591 3.013559 4.216591\n",
+ "2012-04-05 08:18:00 9.712219 3.441322 9.712219 3.441322\n",
+ "2012-04-05 08:19:00 2.838503 2.336828 2.838503 2.336828\n",
+ "2012-04-05 08:20:00 4.336872 7.741694 4.336872 7.741694\n",
+ "2012-04-05 08:21:00 8.601900 5.736605 8.601900 5.736605\n",
+ "2012-04-05 08:22:00 6.406397 9.039525 6.406397 9.039525\n",
+ "2012-04-05 08:23:00 6.549001 7.424328 6.549001 7.424328\n",
+ "2012-04-05 08:24:00 7.810908 3.175070 7.810908 3.175070\n",
+ "2012-04-05 08:25:00 1.263196 1.563018 1.263196 1.563018\n",
+ "2012-04-05 08:26:00 4.244364 9.143346 4.244364 9.143346\n",
+ "2012-04-05 08:27:00 1.998993 7.987913 1.998993 7.987913\n",
+ "2012-04-05 08:28:00 0.576854 8.558052 0.576854 8.558052\n",
+ "2012-04-05 08:29:00 9.033220 8.147394 9.033220 8.147394\n",
+ "... ... ... ... ...\n",
+ "2012-04-05 11:31:00 5.430516 3.196334 5.430516 3.196334\n",
+ "2012-04-05 11:32:00 1.694012 8.369825 1.694012 8.369825\n",
+ "2012-04-05 11:33:00 0.170623 5.165211 0.170623 5.165211\n",
+ "2012-04-05 11:34:00 7.147155 2.400411 7.147155 2.400411\n",
+ "2012-04-05 11:35:00 7.841712 4.812939 7.841712 4.812939\n",
+ "2012-04-05 11:36:00 1.713780 1.977316 1.713780 1.977316\n",
+ "2012-04-05 11:37:00 0.608180 0.171173 0.608180 0.171173\n",
+ "2012-04-05 11:38:00 9.817992 2.289560 9.817992 2.289560\n",
+ "2012-04-05 11:39:00 1.367452 7.621905 1.367452 7.621905\n",
+ "2012-04-05 11:40:00 9.608906 4.682637 9.608906 4.682637\n",
+ "2012-04-05 11:41:00 9.749052 5.173048 9.749052 5.173048\n",
+ "2012-04-05 11:42:00 7.023747 6.840826 7.023747 6.840826\n",
+ "2012-04-05 11:43:00 1.570454 6.250570 1.570454 6.250570\n",
+ "2012-04-05 11:44:00 8.410753 2.163854 8.410753 2.163854\n",
+ "2012-04-05 11:45:00 9.478709 4.713553 9.478709 4.713553\n",
+ "2012-04-05 11:46:00 8.527182 5.055692 8.527182 5.055692\n",
+ "2012-04-05 11:47:00 5.555638 7.206620 5.555638 7.206620\n",
+ "2012-04-05 11:48:00 6.434564 9.005622 6.434564 9.005622\n",
+ "2012-04-05 11:49:00 8.839207 1.092682 8.839207 1.092682\n",
+ "2012-04-05 11:50:00 4.822422 6.583587 4.822422 6.583587\n",
+ "2012-04-05 11:51:00 6.060439 8.499331 6.060439 8.499331\n",
+ "2012-04-05 11:52:00 6.136021 3.450341 6.136021 3.450341\n",
+ "2012-04-05 11:53:00 2.174187 5.334541 2.174187 5.334541\n",
+ "2012-04-05 11:54:00 4.683978 7.767103 4.683978 7.767103\n",
+ "2012-04-05 11:55:00 6.430616 2.960614 6.430616 2.960614\n",
+ "2012-04-05 11:56:00 9.337923 6.879604 9.337923 6.879604\n",
+ "2012-04-05 11:57:00 2.301911 9.998744 2.301911 9.998744\n",
+ "2012-04-05 11:58:00 8.854566 6.650760 8.854566 6.650760\n",
+ "2012-04-05 11:59:00 3.021238 0.536851 3.021238 0.536851\n",
+ "2012-04-05 12:00:00 4.116898 6.635839 4.116898 6.635839\n",
+ "\n",
+ "[241 rows x 4 columns]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "10 loops, best of 3: 32.7 ms per loop\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%timeit\n",
+ "frame2 = frame.join(frame[['radiation','tamb']],rsuffix='RIGHT')\n",
+ "display(frame2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 194,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "df = pd.DataFrame([[np.nan, 2, np.nan, 0], [3, 4, np.nan, 1],\n",
+ " [np.nan, np.nan, np.nan, 5]],\n",
+ "columns=list('ABCD'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>A</th>\n",
+ " <th>B</th>\n",
+ " <th>C</th>\n",
+ " <th>D</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>NaN</td>\n",
+ " <td>2.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>3.0</td>\n",
+ " <td>4.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " A B C D\n",
+ "0 NaN 2.0 NaN 0\n",
+ "1 3.0 4.0 NaN 1\n",
+ "2 NaN NaN NaN 5"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>A</th>\n",
+ " <th>B</th>\n",
+ " <th>C</th>\n",
+ " <th>D</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>NaN</td>\n",
+ " <td>2.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>3.0</td>\n",
+ " <td>4.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " A B C D\n",
+ "0 NaN 2.0 NaN 0\n",
+ "1 3.0 4.0 NaN 1\n",
+ "2 NaN NaN NaN 5"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.dropna(how='all')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>A</th>\n",
+ " <th>B</th>\n",
+ " <th>C</th>\n",
+ " <th>D</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>3.0</td>\n",
+ " <td>4.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " A B C D\n",
+ "1 3.0 4.0 NaN 1"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.dropna(how='any',thresh=3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 197,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>A</th>\n",
+ " <th>B</th>\n",
+ " <th>C</th>\n",
+ " <th>D</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>NaN</td>\n",
+ " <td>2.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>3.0</td>\n",
+ " <td>4.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " A B C D\n",
+ "0 NaN 2.0 NaN 0\n",
+ "1 3.0 4.0 NaN 1"
+ ]
+ },
+ "execution_count": 197,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.dropna(how='any',thresh=2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Test: Join Function of ETL manager"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<module 'utils' from 'utils.py'>"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "reload(icu_data_defs)\n",
+ "reload(mimic)\n",
+ "reload(utils)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Test: Standalone Featurizers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "data_dict = icu_data_defs.data_dictionary('config/data_definitions.xlsx')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "etl_manager = mimic.MimicETLManager('data/mimic_extract.h5','config/mimic_item_map.csv',data_dict)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "ids = test_train_val_split(random_state=42)[0][:1000]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "df_lactate = etl_manager.open_df(data_dict.components.LACTATE,ids)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "reload(features)\n",
+ "reload(transformers)\n",
+ "\n",
+ "pre_processor = Pipeline([\n",
+ " ('drop_small_columns',transformers.remove_small_columns(threshold=50)),\n",
+ " ('drop_low_id_count',transformers.record_threshold(threshold=20)),\n",
+ " ('quantitative only',transformers.filter_var_type([variable_type.QUANTITATIVE])),\n",
+ " ('combine_like_columns',transformers.combine_like_cols())\n",
+ " ])\n",
+ "\n",
+ "\n",
+ "next_lac_featurizer = features.DataSpecsFeaturizer(agg_func='first',\n",
+ " resample_freq='2H',\n",
+ " data_specs={column_names.COMPONENT : data_dict.components.LACTATE},\n",
+ " pre_processor=pre_processor,\n",
+ " post_processor=transformers.Shifter(-1)\n",
+ " )\n",
+ "\n",
+ "delta_lac_featurizer = features.DataSpecsFeaturizer(agg_func='last',\n",
+ " resample_freq='2H',\n",
+ " data_specs={column_names.COMPONENT : data_dict.components.LACTATE},\n",
+ " pre_processor=pre_processor,\n",
+ " post_processor=transformers.Delta()\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(2017-08-10 03:50:34) *fit* Filter columns (DataSpecFilter) (2925, 63)\n",
+ "(2017-08-10 03:50:34) --- (0.0s)\n",
+ "(2017-08-10 03:50:34) *transform* Filter columns (DataSpecFilter) (2925, 63)\n",
+ "(2017-08-10 03:50:34) --- (0.0s)\n",
+ "(2017-08-10 03:50:34) *fit* Filter columns (remove_small_columns) (2925, 63)\n",
+ "(2017-08-10 03:50:34) --- (0.0s)\n",
+ "(2017-08-10 03:50:34) *transform* Filter columns (remove_small_columns) (2925, 63)\n",
+ "(2017-08-10 03:50:34) --- (0.0s)\n",
+ "(2017-08-10 03:50:34) *fit* Filter columns (record_threshold) (2925, 4)\n",
+ "(2017-08-10 03:50:34) --- (0.0s)\n",
+ "(2017-08-10 03:50:34) *transform* Filter columns (record_threshold) (2925, 4)\n",
+ "(2017-08-10 03:50:34) --- (0.0s)\n",
+ "(2017-08-10 03:50:34) *fit* Filter columns (filter_var_type) (2925, 4)\n",
+ "(2017-08-10 03:50:34) --- (0.0s)\n",
+ "(2017-08-10 03:50:34) *transform* Filter columns (filter_var_type) (2925, 4)\n",
+ "(2017-08-10 03:50:34) --- (0.0s)\n",
+ "(2017-08-10 03:50:34) FIT Combine like columns (2925, 4)\n",
+ "(2017-08-10 03:50:34)>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-10 03:50:34)<< --- (0.0s)\n",
+ "(2017-08-10 03:50:34) --- (0.0s)\n",
+ "(2017-08-10 03:50:34) TRANSFORM Combine like columns (2925, 4)\n",
+ "(2017-08-10 03:50:34)>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-10 03:50:34)<< --- (0.0s)\n",
+ "(2017-08-10 03:50:34) --- (0.0s)\n"
+ ]
+ },
+ {
+ "data": {
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+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>component</th>\n",
+ " <th>lactate</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>status</th>\n",
+ " <th>known</th>\n",
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+ " <tr>\n",
+ " <th></th>\n",
+ " <th>variable_type</th>\n",
+ " <th>qn</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>units</th>\n",
+ " <th>mmol/L</th>\n",
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+ " <th></th>\n",
+ " <th>description</th>\n",
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+ " <tr>\n",
+ " <th>id</th>\n",
+ " <th>datetime</th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th rowspan=\"12\" valign=\"top\">100379</th>\n",
+ " <th>2115-10-01 04:00:00</th>\n",
+ " <td>1.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-01 14:00:00</th>\n",
+ " <td>1.57</td>\n",
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+ " <th>2115-10-02 14:00:00</th>\n",
+ " <td>1.10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-03 06:00:00</th>\n",
+ " <td>1.50</td>\n",
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+ " <th>2115-10-04 02:00:00</th>\n",
+ " <td>1.40</td>\n",
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+ " <tr>\n",
+ " <th>2115-10-07 16:00:00</th>\n",
+ " <td>4.50</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-07 18:00:00</th>\n",
+ " <td>3.10</td>\n",
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+ " <tr>\n",
+ " <th>2115-10-07 22:00:00</th>\n",
+ " <td>2.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-10 14:00:00</th>\n",
+ " <td>2.10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-13 12:00:00</th>\n",
+ " <td>1.30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-16 10:00:00</th>\n",
+ " <td>2.40</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-16 12:00:00</th>\n",
+ " <td>5.80</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"3\" valign=\"top\">101106</th>\n",
+ " <th>2130-09-14 12:00:00</th>\n",
+ " <td>6.40</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2130-09-14 14:00:00</th>\n",
+ " <td>4.90</td>\n",
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+ " <tr>\n",
+ " <th>2130-09-14 16:00:00</th>\n",
+ " <td>2.20</td>\n",
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+ " <tr>\n",
+ " <th>101212</th>\n",
+ " <th>2120-10-15 12:00:00</th>\n",
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+ " <tr>\n",
+ " <th rowspan=\"4\" valign=\"top\">101244</th>\n",
+ " <th>2162-01-26 10:00:00</th>\n",
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+ " <th>2162-01-26 16:00:00</th>\n",
+ " <td>0.90</td>\n",
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+ " <th>2162-01-26 22:00:00</th>\n",
+ " <td>1.10</td>\n",
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+ " <th>2162-01-27 00:00:00</th>\n",
+ " <td>0.90</td>\n",
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+ " <th rowspan=\"8\" valign=\"top\">101277</th>\n",
+ " <th>2114-10-22 08:00:00</th>\n",
+ " <td>1.10</td>\n",
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+ " <tr>\n",
+ " <th>2114-10-22 12:00:00</th>\n",
+ " <td>2.10</td>\n",
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+ " <tr>\n",
+ " <th>2114-10-22 18:00:00</th>\n",
+ " <td>1.50</td>\n",
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+ " <tr>\n",
+ " <th>2114-10-22 20:00:00</th>\n",
+ " <td>3.70</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2114-10-22 22:00:00</th>\n",
+ " <td>3.30</td>\n",
+ " </tr>\n",
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+ " <th>2114-10-23 02:00:00</th>\n",
+ " <td>2.50</td>\n",
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+ " <th>2114-10-23 06:00:00</th>\n",
+ " <td>1.30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2114-10-23 08:00:00</th>\n",
+ " <td>2.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>101435</th>\n",
+ " <th>2156-11-10 22:00:00</th>\n",
+ " <td>2.50</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>101630</th>\n",
+ " <th>2141-07-26 22:00:00</th>\n",
+ " <td>1.40</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
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+ " <th rowspan=\"8\" valign=\"top\">198653</th>\n",
+ " <th>2181-01-16 22:00:00</th>\n",
+ " <td>5.50</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2181-01-17 00:00:00</th>\n",
+ " <td>5.80</td>\n",
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+ " <th>2181-01-17 02:00:00</th>\n",
+ " <td>4.90</td>\n",
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+ " <td>4.50</td>\n",
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+ " <td>3.80</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2181-01-18 00:00:00</th>\n",
+ " <td>2.70</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2181-01-19 00:00:00</th>\n",
+ " <td>1.40</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2181-01-19 02:00:00</th>\n",
+ " <td>1.10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>198741</th>\n",
+ " <th>2196-06-23 12:00:00</th>\n",
+ " <td>1.40</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>198838</th>\n",
+ " <th>2139-07-16 16:00:00</th>\n",
+ " <td>1.10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>199029</th>\n",
+ " <th>2110-09-28 00:00:00</th>\n",
+ " <td>0.70</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"5\" valign=\"top\">199066</th>\n",
+ " <th>2106-08-24 12:00:00</th>\n",
+ " <td>2.50</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2106-08-24 16:00:00</th>\n",
+ " <td>2.30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2106-08-24 18:00:00</th>\n",
+ " <td>2.10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2106-08-24 22:00:00</th>\n",
+ " <td>1.20</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2106-08-25 00:00:00</th>\n",
+ " <td>2.90</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"4\" valign=\"top\">199199</th>\n",
+ " <th>2192-07-31 02:00:00</th>\n",
+ " <td>2.70</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2192-08-01 04:00:00</th>\n",
+ " <td>3.60</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2192-08-01 18:00:00</th>\n",
+ " <td>4.30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2192-08-01 20:00:00</th>\n",
+ " <td>1.40</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"8\" valign=\"top\">199488</th>\n",
+ " <th>2107-09-08 18:00:00</th>\n",
+ " <td>1.70</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2107-09-09 12:00:00</th>\n",
+ " <td>1.80</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2107-09-10 22:00:00</th>\n",
+ " <td>2.60</td>\n",
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+ " <tr>\n",
+ " <th>2107-09-11 04:00:00</th>\n",
+ " <td>2.30</td>\n",
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+ " <tr>\n",
+ " <th>2107-09-12 04:00:00</th>\n",
+ " <td>3.30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2107-09-14 16:00:00</th>\n",
+ " <td>1.70</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2107-09-15 04:00:00</th>\n",
+ " <td>1.30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2107-09-15 06:00:00</th>\n",
+ " <td>1.50</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>199912</th>\n",
+ " <th>2198-09-19 04:00:00</th>\n",
+ " <td>1.50</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>199940</th>\n",
+ " <th>2108-01-11 16:00:00</th>\n",
+ " <td>1.30</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>2669 rows × 1 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "component lactate\n",
+ "status known\n",
+ "variable_type qn\n",
+ "units mmol/L\n",
+ "description all\n",
+ "id datetime \n",
+ "100379 2115-10-01 04:00:00 1.00\n",
+ " 2115-10-01 14:00:00 1.57\n",
+ " 2115-10-02 14:00:00 1.10\n",
+ " 2115-10-03 06:00:00 1.50\n",
+ " 2115-10-04 02:00:00 1.40\n",
+ " 2115-10-07 16:00:00 4.50\n",
+ " 2115-10-07 18:00:00 3.10\n",
+ " 2115-10-07 22:00:00 2.00\n",
+ " 2115-10-10 14:00:00 2.10\n",
+ " 2115-10-13 12:00:00 1.30\n",
+ " 2115-10-16 10:00:00 2.40\n",
+ " 2115-10-16 12:00:00 5.80\n",
+ "101106 2130-09-14 12:00:00 6.40\n",
+ " 2130-09-14 14:00:00 4.90\n",
+ " 2130-09-14 16:00:00 2.20\n",
+ "101212 2120-10-15 12:00:00 1.00\n",
+ "101244 2162-01-26 10:00:00 2.10\n",
+ " 2162-01-26 16:00:00 0.90\n",
+ " 2162-01-26 22:00:00 1.10\n",
+ " 2162-01-27 00:00:00 0.90\n",
+ "101277 2114-10-22 08:00:00 1.10\n",
+ " 2114-10-22 12:00:00 2.10\n",
+ " 2114-10-22 18:00:00 1.50\n",
+ " 2114-10-22 20:00:00 3.70\n",
+ " 2114-10-22 22:00:00 3.30\n",
+ " 2114-10-23 02:00:00 2.50\n",
+ " 2114-10-23 06:00:00 1.30\n",
+ " 2114-10-23 08:00:00 2.00\n",
+ "101435 2156-11-10 22:00:00 2.50\n",
+ "101630 2141-07-26 22:00:00 1.40\n",
+ "... ...\n",
+ "198653 2181-01-16 22:00:00 5.50\n",
+ " 2181-01-17 00:00:00 5.80\n",
+ " 2181-01-17 02:00:00 4.90\n",
+ " 2181-01-17 04:00:00 4.50\n",
+ " 2181-01-17 14:00:00 3.80\n",
+ " 2181-01-18 00:00:00 2.70\n",
+ " 2181-01-19 00:00:00 1.40\n",
+ " 2181-01-19 02:00:00 1.10\n",
+ "198741 2196-06-23 12:00:00 1.40\n",
+ "198838 2139-07-16 16:00:00 1.10\n",
+ "199029 2110-09-28 00:00:00 0.70\n",
+ "199066 2106-08-24 12:00:00 2.50\n",
+ " 2106-08-24 16:00:00 2.30\n",
+ " 2106-08-24 18:00:00 2.10\n",
+ " 2106-08-24 22:00:00 1.20\n",
+ " 2106-08-25 00:00:00 2.90\n",
+ "199199 2192-07-31 02:00:00 2.70\n",
+ " 2192-08-01 04:00:00 3.60\n",
+ " 2192-08-01 18:00:00 4.30\n",
+ " 2192-08-01 20:00:00 1.40\n",
+ "199488 2107-09-08 18:00:00 1.70\n",
+ " 2107-09-09 12:00:00 1.80\n",
+ " 2107-09-10 22:00:00 2.60\n",
+ " 2107-09-11 04:00:00 2.30\n",
+ " 2107-09-12 04:00:00 3.30\n",
+ " 2107-09-14 16:00:00 1.70\n",
+ " 2107-09-15 04:00:00 1.30\n",
+ " 2107-09-15 06:00:00 1.50\n",
+ "199912 2198-09-19 04:00:00 1.50\n",
+ "199940 2108-01-11 16:00:00 1.30\n",
+ "\n",
+ "[2669 rows x 1 columns]"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "next_lac_featurizer.fit_transform(df_lactate).dropna()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "collapsed": false,
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(2017-08-10 03:50:44) *fit* Filter columns (DataSpecFilter) (2925, 63)\n",
+ "(2017-08-10 03:50:44) --- (0.0s)\n",
+ "(2017-08-10 03:50:44) *transform* Filter columns (DataSpecFilter) (2925, 63)\n",
+ "(2017-08-10 03:50:44) --- (0.0s)\n",
+ "(2017-08-10 03:50:44) *fit* Filter columns (remove_small_columns) (2925, 63)\n",
+ "(2017-08-10 03:50:44) --- (0.0s)\n",
+ "(2017-08-10 03:50:44) *transform* Filter columns (remove_small_columns) (2925, 63)\n",
+ "(2017-08-10 03:50:44) --- (0.0s)\n",
+ "(2017-08-10 03:50:44) *fit* Filter columns (record_threshold) (2925, 4)\n",
+ "(2017-08-10 03:50:44) --- (0.0s)\n",
+ "(2017-08-10 03:50:44) *transform* Filter columns (record_threshold) (2925, 4)\n",
+ "(2017-08-10 03:50:44) --- (0.0s)\n",
+ "(2017-08-10 03:50:44) *fit* Filter columns (filter_var_type) (2925, 4)\n",
+ "(2017-08-10 03:50:44) --- (0.0s)\n",
+ "(2017-08-10 03:50:44) *transform* Filter columns (filter_var_type) (2925, 4)\n",
+ "(2017-08-10 03:50:44) --- (0.0s)\n",
+ "(2017-08-10 03:50:44) FIT Combine like columns (2925, 4)\n",
+ "(2017-08-10 03:50:44)>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-10 03:50:44)<< --- (0.0s)\n",
+ "(2017-08-10 03:50:44) --- (0.0s)\n",
+ "(2017-08-10 03:50:44) TRANSFORM Combine like columns (2925, 4)\n",
+ "(2017-08-10 03:50:44)>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-10 03:50:44)<< --- (0.0s)\n",
+ "(2017-08-10 03:50:44) --- (0.0s)\n"
+ ]
+ },
+ {
+ "data": {
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+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>component</th>\n",
+ " <th>lactate</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>status</th>\n",
+ " <th>known</th>\n",
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+ " <th></th>\n",
+ " <th>units</th>\n",
+ " <th>mmol/L</th>\n",
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+ " <th></th>\n",
+ " <th>description</th>\n",
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+ " <th>id</th>\n",
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+ " <th></th>\n",
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+ " <tbody>\n",
+ " <tr>\n",
+ " <th rowspan=\"12\" valign=\"top\">100379</th>\n",
+ " <th>2115-10-01 04:00:00</th>\n",
+ " <td>-1.70</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-01 14:00:00</th>\n",
+ " <td>0.57</td>\n",
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+ " <th>2115-10-02 14:00:00</th>\n",
+ " <td>-0.47</td>\n",
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+ " <tr>\n",
+ " <th>2115-10-03 06:00:00</th>\n",
+ " <td>0.40</td>\n",
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+ " <th>2115-10-04 02:00:00</th>\n",
+ " <td>-0.10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-07 16:00:00</th>\n",
+ " <td>3.10</td>\n",
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+ " <tr>\n",
+ " <th>2115-10-07 18:00:00</th>\n",
+ " <td>-1.40</td>\n",
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+ " <tr>\n",
+ " <th>2115-10-07 22:00:00</th>\n",
+ " <td>-1.10</td>\n",
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+ " <tr>\n",
+ " <th>2115-10-10 14:00:00</th>\n",
+ " <td>0.10</td>\n",
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+ " <tr>\n",
+ " <th>2115-10-13 12:00:00</th>\n",
+ " <td>-0.80</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-16 10:00:00</th>\n",
+ " <td>1.10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-16 12:00:00</th>\n",
+ " <td>3.40</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"3\" valign=\"top\">101106</th>\n",
+ " <th>2130-09-14 12:00:00</th>\n",
+ " <td>0.60</td>\n",
+ " </tr>\n",
+ " <tr>\n",
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+ " <td>-0.70</td>\n",
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+ " <td>-0.20</td>\n",
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+ " <th>2114-10-22 08:00:00</th>\n",
+ " <td>0.20</td>\n",
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+ " <td>1.00</td>\n",
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+ " <td>-0.60</td>\n",
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+ " <td>1.90</td>\n",
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+ " <td>-0.70</td>\n",
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+ " <td>-0.30</td>\n",
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+ " <th>2106-08-24 12:00:00</th>\n",
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+ " <th>2106-08-24 16:00:00</th>\n",
+ " <td>-0.20</td>\n",
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+ " <tr>\n",
+ " <th>2106-08-24 18:00:00</th>\n",
+ " <td>-0.20</td>\n",
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+ " <th>2106-08-24 22:00:00</th>\n",
+ " <td>-0.90</td>\n",
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+ " <tr>\n",
+ " <th>2106-08-25 00:00:00</th>\n",
+ " <td>1.70</td>\n",
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+ " <tr>\n",
+ " <th rowspan=\"4\" valign=\"top\">199199</th>\n",
+ " <th>2192-07-31 02:00:00</th>\n",
+ " <td>-0.20</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2192-08-01 04:00:00</th>\n",
+ " <td>0.90</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2192-08-01 18:00:00</th>\n",
+ " <td>0.70</td>\n",
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+ " <tr>\n",
+ " <th>2192-08-01 20:00:00</th>\n",
+ " <td>-2.90</td>\n",
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+ " <th rowspan=\"8\" valign=\"top\">199488</th>\n",
+ " <th>2107-09-08 18:00:00</th>\n",
+ " <td>0.30</td>\n",
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+ " <tr>\n",
+ " <th>2107-09-09 12:00:00</th>\n",
+ " <td>0.10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2107-09-10 22:00:00</th>\n",
+ " <td>0.80</td>\n",
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+ " <tr>\n",
+ " <th>2107-09-11 04:00:00</th>\n",
+ " <td>-0.30</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2107-09-12 04:00:00</th>\n",
+ " <td>1.00</td>\n",
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+ " <tr>\n",
+ " <th>2107-09-14 16:00:00</th>\n",
+ " <td>-1.60</td>\n",
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+ " <tr>\n",
+ " <th>2107-09-15 04:00:00</th>\n",
+ " <td>-0.40</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2107-09-15 06:00:00</th>\n",
+ " <td>0.20</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>199912</th>\n",
+ " <th>2198-09-19 04:00:00</th>\n",
+ " <td>0.00</td>\n",
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+ " <th>199940</th>\n",
+ " <th>2108-01-11 16:00:00</th>\n",
+ " <td>-0.20</td>\n",
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+ " </tbody>\n",
+ "</table>\n",
+ "<p>2669 rows × 1 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "component lactate\n",
+ "status known\n",
+ "variable_type qn\n",
+ "units mmol/L\n",
+ "description all\n",
+ "id datetime \n",
+ "100379 2115-10-01 04:00:00 -1.70\n",
+ " 2115-10-01 14:00:00 0.57\n",
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+ " 2115-10-03 06:00:00 0.40\n",
+ " 2115-10-04 02:00:00 -0.10\n",
+ " 2115-10-07 16:00:00 3.10\n",
+ " 2115-10-07 18:00:00 -1.40\n",
+ " 2115-10-07 22:00:00 -1.10\n",
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+ " 2115-10-13 12:00:00 -0.80\n",
+ " 2115-10-16 10:00:00 1.10\n",
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+ "101106 2130-09-14 12:00:00 0.60\n",
+ " 2130-09-14 14:00:00 -1.50\n",
+ " 2130-09-14 16:00:00 -2.70\n",
+ "101212 2120-10-15 12:00:00 -1.20\n",
+ "101244 2162-01-26 10:00:00 0.60\n",
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+ " 2162-01-26 22:00:00 0.20\n",
+ " 2162-01-27 00:00:00 -0.20\n",
+ "101277 2114-10-22 08:00:00 0.20\n",
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+ "101435 2156-11-10 22:00:00 0.50\n",
+ "101630 2141-07-26 22:00:00 -1.10\n",
+ "... ...\n",
+ "198653 2181-01-16 22:00:00 0.40\n",
+ " 2181-01-17 00:00:00 -0.50\n",
+ " 2181-01-17 02:00:00 -0.10\n",
+ " 2181-01-17 04:00:00 -0.40\n",
+ " 2181-01-17 14:00:00 -0.70\n",
+ " 2181-01-18 00:00:00 -1.10\n",
+ " 2181-01-19 00:00:00 -1.30\n",
+ " 2181-01-19 02:00:00 -0.30\n",
+ "198741 2196-06-23 12:00:00 0.30\n",
+ "198838 2139-07-16 16:00:00 -0.30\n",
+ "199029 2110-09-28 00:00:00 -0.40\n",
+ "199066 2106-08-24 12:00:00 1.80\n",
+ " 2106-08-24 16:00:00 -0.20\n",
+ " 2106-08-24 18:00:00 -0.20\n",
+ " 2106-08-24 22:00:00 -0.90\n",
+ " 2106-08-25 00:00:00 1.70\n",
+ "199199 2192-07-31 02:00:00 -0.20\n",
+ " 2192-08-01 04:00:00 0.90\n",
+ " 2192-08-01 18:00:00 0.70\n",
+ " 2192-08-01 20:00:00 -2.90\n",
+ "199488 2107-09-08 18:00:00 0.30\n",
+ " 2107-09-09 12:00:00 0.10\n",
+ " 2107-09-10 22:00:00 0.80\n",
+ " 2107-09-11 04:00:00 -0.30\n",
+ " 2107-09-12 04:00:00 1.00\n",
+ " 2107-09-14 16:00:00 -1.60\n",
+ " 2107-09-15 04:00:00 -0.40\n",
+ " 2107-09-15 06:00:00 0.20\n",
+ "199912 2198-09-19 04:00:00 0.00\n",
+ "199940 2108-01-11 16:00:00 -0.20\n",
+ "\n",
+ "[2669 rows x 1 columns]"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "delta_lac_featurizer.fit_transform(df_lactate)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 99,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "data": {
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-07 23:06:00</th>\n",
+ " <td>2.0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2.00</td>\n",
+ " <td>2.0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-10 15:27:00</th>\n",
+ " <td>2.1</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2.10</td>\n",
+ " <td>2.1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-13 13:52:00</th>\n",
+ " <td>1.3</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.30</td>\n",
+ " <td>1.3</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-16 10:52:00</th>\n",
+ " <td>2.4</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2.40</td>\n",
+ " <td>2.4</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>12 rows × 63 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "component lactate \\\n",
+ "status known unknown \n",
+ "variable_type qn nom \n",
+ "units mmol/L no_units \n",
+ "description 1531 225668 50813 818 1531(mmol/L)_. 1531(mmol/L)_5,0 \n",
+ "datetime \n",
+ "2115-09-30 16:36:00 NaN NaN 2.70 NaN 0 0 \n",
+ "2115-10-01 05:55:00 NaN NaN 1.00 NaN 0 0 \n",
+ "2115-10-01 15:04:00 NaN NaN 1.57 NaN 0 0 \n",
+ "2115-10-02 14:30:00 1.1 NaN 1.10 1.1 0 0 \n",
+ "2115-10-03 06:30:00 1.5 NaN 1.50 1.5 0 0 \n",
+ "2115-10-04 03:04:00 1.4 NaN 1.40 1.4 0 0 \n",
+ "2115-10-07 16:49:00 4.5 NaN 4.50 4.5 0 0 \n",
+ "2115-10-07 19:26:00 3.1 NaN 3.10 3.1 0 0 \n",
+ "2115-10-07 23:06:00 2.0 NaN 2.00 2.0 0 0 \n",
+ "2115-10-10 15:27:00 2.1 NaN 2.10 2.1 0 0 \n",
+ "2115-10-13 13:52:00 1.3 NaN 1.30 1.3 0 0 \n",
+ "2115-10-16 10:52:00 2.4 NaN 2.40 2.4 0 0 \n",
+ "\n",
+ "component \\\n",
+ "status \n",
+ "variable_type \n",
+ "units \n",
+ "description 1531(mmol/L)_>30 1531(mmol/L)_>30.0 1531(mmol/L)_CLOTTED \n",
+ "datetime \n",
+ "2115-09-30 16:36:00 0 0 0 \n",
+ "2115-10-01 05:55:00 0 0 0 \n",
+ "2115-10-01 15:04:00 0 0 0 \n",
+ "2115-10-02 14:30:00 0 0 0 \n",
+ "2115-10-03 06:30:00 0 0 0 \n",
+ "2115-10-04 03:04:00 0 0 0 \n",
+ "2115-10-07 16:49:00 0 0 0 \n",
+ "2115-10-07 19:26:00 0 0 0 \n",
+ "2115-10-07 23:06:00 0 0 0 \n",
+ "2115-10-10 15:27:00 0 0 0 \n",
+ "2115-10-13 13:52:00 0 0 0 \n",
+ "2115-10-16 10:52:00 0 0 0 \n",
+ "\n",
+ "component ... \\\n",
+ "status ... \n",
+ "variable_type ... \n",
+ "units ... \n",
+ "description 1531(mmol/L)_ERROR ... 818(mmol/L)_7.9O1B 818(mmol/L)_>30 \n",
+ "datetime ... \n",
+ "2115-09-30 16:36:00 0 ... 0 0 \n",
+ "2115-10-01 05:55:00 0 ... 0 0 \n",
+ "2115-10-01 15:04:00 0 ... 0 0 \n",
+ "2115-10-02 14:30:00 0 ... 0 0 \n",
+ "2115-10-03 06:30:00 0 ... 0 0 \n",
+ "2115-10-04 03:04:00 0 ... 0 0 \n",
+ "2115-10-07 16:49:00 0 ... 0 0 \n",
+ "2115-10-07 19:26:00 0 ... 0 0 \n",
+ "2115-10-07 23:06:00 0 ... 0 0 \n",
+ "2115-10-10 15:27:00 0 ... 0 0 \n",
+ "2115-10-13 13:52:00 0 ... 0 0 \n",
+ "2115-10-16 10:52:00 0 ... 0 0 \n",
+ "\n",
+ "component \\\n",
+ "status \n",
+ "variable_type \n",
+ "units \n",
+ "description 818(mmol/L)_>30.0 818(mmol/L)_CLOTTED 818(mmol/L)_ERROR \n",
+ "datetime \n",
+ "2115-09-30 16:36:00 0 0 0 \n",
+ "2115-10-01 05:55:00 0 0 0 \n",
+ "2115-10-01 15:04:00 0 0 0 \n",
+ "2115-10-02 14:30:00 0 0 0 \n",
+ "2115-10-03 06:30:00 0 0 0 \n",
+ "2115-10-04 03:04:00 0 0 0 \n",
+ "2115-10-07 16:49:00 0 0 0 \n",
+ "2115-10-07 19:26:00 0 0 0 \n",
+ "2115-10-07 23:06:00 0 0 0 \n",
+ "2115-10-10 15:27:00 0 0 0 \n",
+ "2115-10-13 13:52:00 0 0 0 \n",
+ "2115-10-16 10:52:00 0 0 0 \n",
+ "\n",
+ "component \n",
+ "status \n",
+ "variable_type qn \n",
+ "units no_units \n",
+ "description 818(mmol/L)_VOIDED 818(mmol/L)_no data 225668 50813 818 \n",
+ "datetime \n",
+ "2115-09-30 16:36:00 0 0 NaN NaN NaN \n",
+ "2115-10-01 05:55:00 0 0 NaN NaN NaN \n",
+ "2115-10-01 15:04:00 0 0 NaN NaN NaN \n",
+ "2115-10-02 14:30:00 0 0 NaN NaN NaN \n",
+ "2115-10-03 06:30:00 0 0 NaN NaN NaN \n",
+ "2115-10-04 03:04:00 0 0 NaN NaN NaN \n",
+ "2115-10-07 16:49:00 0 0 NaN NaN NaN \n",
+ "2115-10-07 19:26:00 0 0 NaN NaN NaN \n",
+ "2115-10-07 23:06:00 0 0 NaN NaN NaN \n",
+ "2115-10-10 15:27:00 0 0 NaN NaN NaN \n",
+ "2115-10-13 13:52:00 0 0 NaN NaN NaN \n",
+ "2115-10-16 10:52:00 0 0 NaN NaN NaN \n",
+ "\n",
+ "[12 rows x 63 columns]"
+ ]
+ },
+ "execution_count": 99,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_lactate.loc[100379]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'agg_func': 'first',\n",
+ " 'data_specs': {'component': 'lactate'},\n",
+ " 'dropna': True,\n",
+ " 'fillna_transformer': do_nothing(),\n",
+ " 'post_processor': Shifter(shift_amount=-1),\n",
+ " 'post_processor__shift_amount': -1,\n",
+ " 'pre_processor': Pipeline(steps=[('drop_small_columns', remove_small_columns(threshold=50)), ('drop_low_id_count', record_threshold(threshold=20)), ('quantitative only', filter_var_type(var_types=['qn'])), ('combine_like_columns', combine_like_cols())]),\n",
+ " 'pre_processor__combine_like_columns': combine_like_cols(),\n",
+ " 'pre_processor__drop_low_id_count': record_threshold(threshold=20),\n",
+ " 'pre_processor__drop_low_id_count__threshold': 20,\n",
+ " 'pre_processor__drop_small_columns': remove_small_columns(threshold=50),\n",
+ " 'pre_processor__drop_small_columns__threshold': 50,\n",
+ " 'pre_processor__quantitative only': filter_var_type(var_types=['qn']),\n",
+ " 'pre_processor__quantitative only__var_types': ['qn'],\n",
+ " 'pre_processor__steps': [('drop_small_columns',\n",
+ " remove_small_columns(threshold=50)),\n",
+ " ('drop_low_id_count', record_threshold(threshold=20)),\n",
+ " ('quantitative only', filter_var_type(var_types=['qn'])),\n",
+ " ('combine_like_columns', combine_like_cols())],\n",
+ " 'resample_freq': '2H'}"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "next_lac_featurizer.get_params()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Test: DataSetFactory"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "reload(features)\n",
+ "reload(transformers)\n",
+ "pre_processor = Pipeline([\n",
+ " ('drop_small_columns',transformers.remove_small_columns(threshold=50)),\n",
+ " ('drop_low_id_count',transformers.record_threshold(threshold=20)),\n",
+ " ('quantitative only',transformers.filter_var_type([variable_type.QUANTITATIVE])),\n",
+ " ('combine_like_columns',transformers.combine_like_cols())\n",
+ " ])\n",
+ "\n",
+ "\n",
+ "L_next_lac = features.DataSpecsFeaturizer(agg_func='first',\n",
+ " resample_freq='2H',\n",
+ " data_specs={column_names.COMPONENT : data_dict.components.LACTATE},\n",
+ " post_processor=transformers.Shifter(-1)\n",
+ " )\n",
+ "\n",
+ "L_delta_lac = features.DataSpecsFeaturizer(agg_func='last',\n",
+ " resample_freq='2H',\n",
+ " data_specs={column_names.COMPONENT : data_dict.components.LACTATE},\n",
+ " post_processor=transformers.Delta()\n",
+ " )\n",
+ "F_last_lac = features.DataSpecsFeaturizer(agg_func='last',\n",
+ " resample_freq='2H',\n",
+ " data_specs={column_names.COMPONENT : data_dict.components.LACTATE},\n",
+ " pre_processor=transformers.GroupbyAndFFill(level=column_names.ID)\n",
+ " )\n",
+ "\n",
+ "dsl_labels = features.DataSetFactory(\n",
+ " featurizers=[\n",
+ " ('LAST_LACTATE',F_last_lac),\n",
+ " ('NEXT_LACTATE',L_next_lac),\n",
+ " ('DELTA_LACTATE',L_delta_lac)\n",
+ " ],\n",
+ " resample_freq='2H',\n",
+ " components=[data_dict.components.LACTATE],\n",
+ " etl_manager = etl_manager,\n",
+ " pre_processor=pre_processor,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(2017-08-10 03:53:04) *fit* Filter columns (remove_small_columns) (2925, 63)\n",
+ "(2017-08-10 03:53:04) --- (0.0s)\n",
+ "(2017-08-10 03:53:04) *transform* Filter columns (remove_small_columns) (2925, 63)\n",
+ "(2017-08-10 03:53:04) --- (0.0s)\n",
+ "(2017-08-10 03:53:04) *fit* Filter columns (record_threshold) (2925, 4)\n",
+ "(2017-08-10 03:53:04) --- (0.0s)\n",
+ "(2017-08-10 03:53:04) *transform* Filter columns (record_threshold) (2925, 4)\n",
+ "(2017-08-10 03:53:04) --- (0.0s)\n",
+ "(2017-08-10 03:53:04) *fit* Filter columns (filter_var_type) (2925, 4)\n",
+ "(2017-08-10 03:53:04) --- (0.0s)\n",
+ "(2017-08-10 03:53:04) *transform* Filter columns (filter_var_type) (2925, 4)\n",
+ "(2017-08-10 03:53:04) --- (0.0s)\n",
+ "(2017-08-10 03:53:04) FIT Combine like columns (2925, 4)\n",
+ "(2017-08-10 03:53:04)>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-10 03:53:04)<< --- (0.0s)\n",
+ "(2017-08-10 03:53:04) --- (0.0s)\n",
+ "(2017-08-10 03:53:04) TRANSFORM Combine like columns (2925, 4)\n",
+ "(2017-08-10 03:53:04)>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-10 03:53:04)<< --- (0.0s)\n",
+ "(2017-08-10 03:53:04) --- (0.0s)\n",
+ "(2017-08-10 03:53:04) *fit* Filter columns (DataSpecFilter) (2925, 1)\n",
+ "(2017-08-10 03:53:04) --- (0.0s)\n",
+ "(2017-08-10 03:53:04) *transform* Filter columns (DataSpecFilter) (2925, 1)\n",
+ "(2017-08-10 03:53:04) --- (0.0s)\n",
+ "(2017-08-10 03:53:06) *fit* Filter columns (DataSpecFilter) (2925, 1)\n",
+ "(2017-08-10 03:53:06) --- (0.0s)\n",
+ "(2017-08-10 03:53:06) *transform* Filter columns (DataSpecFilter) (2925, 1)\n",
+ "(2017-08-10 03:53:06) --- (0.0s)\n",
+ "(2017-08-10 03:53:07) *fit* Filter columns (DataSpecFilter) (2925, 1)\n",
+ "(2017-08-10 03:53:07) --- (0.0s)\n",
+ "(2017-08-10 03:53:07) *transform* Filter columns (DataSpecFilter) (2925, 1)\n",
+ "(2017-08-10 03:53:07) --- (0.0s)\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_labels = dsl_labels.fit_transform(ids)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th>feature</th>\n",
+ " <th>LAST_LACTATE</th>\n",
+ " <th>NEXT_LACTATE</th>\n",
+ " <th>DELTA_LACTATE</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>feature</th>\n",
+ " <th>lactate</th>\n",
+ " <th>lactate</th>\n",
+ " <th>lactate</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>component</th>\n",
+ " <th>lactate</th>\n",
+ " <th>lactate</th>\n",
+ " <th>lactate</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>status</th>\n",
+ " <th>known</th>\n",
+ " <th>known</th>\n",
+ " <th>known</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>variable_type</th>\n",
+ " <th>qn</th>\n",
+ " <th>qn</th>\n",
+ " <th>qn</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>units</th>\n",
+ " <th>mmol/L</th>\n",
+ " <th>mmol/L</th>\n",
+ " <th>mmol/L</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>description</th>\n",
+ " <th>all</th>\n",
+ " <th>all</th>\n",
+ " <th>all</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>1130.000000</td>\n",
+ " <td>1130.000000</td>\n",
+ " <td>1130.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>3.057248</td>\n",
+ " <td>3.225425</td>\n",
+ " <td>0.168177</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>3.458342</td>\n",
+ " <td>3.394432</td>\n",
+ " <td>2.567690</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>0.400000</td>\n",
+ " <td>0.400000</td>\n",
+ " <td>-21.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>1.200000</td>\n",
+ " <td>1.300000</td>\n",
+ " <td>-0.500000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>1.800000</td>\n",
+ " <td>2.100000</td>\n",
+ " <td>0.100000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>3.300000</td>\n",
+ " <td>3.500000</td>\n",
+ " <td>0.800000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>25.100000</td>\n",
+ " <td>29.300000</td>\n",
+ " <td>21.300000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "feature LAST_LACTATE NEXT_LACTATE DELTA_LACTATE\n",
+ "feature lactate lactate lactate\n",
+ "component lactate lactate lactate\n",
+ "status known known known\n",
+ "variable_type qn qn qn\n",
+ "units mmol/L mmol/L mmol/L\n",
+ "description all all all\n",
+ "count 1130.000000 1130.000000 1130.000000\n",
+ "mean 3.057248 3.225425 0.168177\n",
+ "std 3.458342 3.394432 2.567690\n",
+ "min 0.400000 0.400000 -21.000000\n",
+ "25% 1.200000 1.300000 -0.500000\n",
+ "50% 1.800000 2.100000 0.100000\n",
+ "75% 3.300000 3.500000 0.800000\n",
+ "max 25.100000 29.300000 21.300000"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_labels.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>feature</th>\n",
+ " <th>LAST_LACTATE</th>\n",
+ " <th>NEXT_LACTATE</th>\n",
+ " <th>DELTA_LACTATE</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>feature</th>\n",
+ " <th>lactate</th>\n",
+ " <th>lactate</th>\n",
+ " <th>lactate</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>component</th>\n",
+ " <th>lactate</th>\n",
+ " <th>lactate</th>\n",
+ " <th>lactate</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>status</th>\n",
+ " <th>known</th>\n",
+ " <th>known</th>\n",
+ " <th>known</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>variable_type</th>\n",
+ " <th>qn</th>\n",
+ " <th>qn</th>\n",
+ " <th>qn</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>units</th>\n",
+ " <th>mmol/L</th>\n",
+ " <th>mmol/L</th>\n",
+ " <th>mmol/L</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th>description</th>\n",
+ " <th>all</th>\n",
+ " <th>all</th>\n",
+ " <th>all</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>id</th>\n",
+ " <th>datetime</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th rowspan=\"2\" valign=\"top\">100379</th>\n",
+ " <th>2115-10-07 18:00:00</th>\n",
+ " <td>4.5</td>\n",
+ " <td>3.1</td>\n",
+ " <td>-1.4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2115-10-16 12:00:00</th>\n",
+ " <td>2.4</td>\n",
+ " <td>5.8</td>\n",
+ " <td>3.4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th rowspan=\"3\" valign=\"top\">101106</th>\n",
+ " <th>2130-09-14 12:00:00</th>\n",
+ " <td>5.8</td>\n",
+ " <td>6.4</td>\n",
+ " <td>0.6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2130-09-14 14:00:00</th>\n",
+ " <td>6.4</td>\n",
+ " <td>4.9</td>\n",
+ " <td>-1.5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2130-09-14 16:00:00</th>\n",
+ " <td>4.9</td>\n",
+ " <td>2.2</td>\n",
+ " <td>-2.7</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "feature LAST_LACTATE NEXT_LACTATE DELTA_LACTATE\n",
+ "feature lactate lactate lactate\n",
+ "component lactate lactate lactate\n",
+ "status known known known\n",
+ "variable_type qn qn qn\n",
+ "units mmol/L mmol/L mmol/L\n",
+ "description all all all\n",
+ "id datetime \n",
+ "100379 2115-10-07 18:00:00 4.5 3.1 -1.4\n",
+ " 2115-10-16 12:00:00 2.4 5.8 3.4\n",
+ "101106 2130-09-14 12:00:00 5.8 6.4 0.6\n",
+ " 2130-09-14 14:00:00 6.4 4.9 -1.5\n",
+ " 2130-09-14 16:00:00 4.9 2.2 -2.7"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_labels.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Test: DataSetFactory with many components"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 140,
+ "metadata": {
+ "collapsed": false,
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Train 80: 47180 > [139698, 127590, 178959, 139276, 196600] ...\n",
+ "Validate 80: 5898 > [112338, 107467, 158733, 144544, 115417] ...\n",
+ "Test 10: 5898 > [167957, 164747, 124147, 184424, 136508] ...\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>component</th>\n",
+ " <th>units</th>\n",
+ " <th>variable_type</th>\n",
+ " <th>clinical_source</th>\n",
+ " <th>lower</th>\n",
+ " <th>upper</th>\n",
+ " <th>list_id</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>def_id</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>heart rate</td>\n",
+ " <td>beats/min</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>500.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>blood pressure systolic</td>\n",
+ " <td>mmHg</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>500.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>blood pressure diastolic</td>\n",
+ " <td>mmHg</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>500.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>blood pressure mean</td>\n",
+ " <td>mmHg</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>500.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>respiratory rate</td>\n",
+ " <td>insp/min</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>150.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>temperature body</td>\n",
+ " <td>degF</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>150.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>oxygen saturation pulse oximetry</td>\n",
+ " <td>percent</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>weight body</td>\n",
+ " <td>kg</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>700.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>output urine</td>\n",
+ " <td>mL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>30000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>output urine</td>\n",
+ " <td>mL/hr</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>5000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>output urine</td>\n",
+ " <td>mL/kg/hr</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>glasgow coma scale motor</td>\n",
+ " <td>no_units</td>\n",
+ " <td>ord</td>\n",
+ " <td>observation</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>glasgow coma scale eye opening</td>\n",
+ " <td>no_units</td>\n",
+ " <td>ord</td>\n",
+ " <td>observation</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>glasgow coma scale verbal</td>\n",
+ " <td>no_units</td>\n",
+ " <td>ord</td>\n",
+ " <td>observation</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>normal saline</td>\n",
+ " <td>mL</td>\n",
+ " <td>qn</td>\n",
+ " <td>intervention</td>\n",
+ " <td>0.0</td>\n",
+ " <td>30000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>normal saline</td>\n",
+ " <td>mL/hr</td>\n",
+ " <td>qn</td>\n",
+ " <td>intervention</td>\n",
+ " <td>0.0</td>\n",
+ " <td>10000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>lactated ringers</td>\n",
+ " <td>mL</td>\n",
+ " <td>qn</td>\n",
+ " <td>intervention</td>\n",
+ " <td>0.0</td>\n",
+ " <td>30000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>lactated ringers</td>\n",
+ " <td>mL/hr</td>\n",
+ " <td>qn</td>\n",
+ " <td>intervention</td>\n",
+ " <td>0.0</td>\n",
+ " <td>10000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>norepinephrine</td>\n",
+ " <td>mcg</td>\n",
+ " <td>qn</td>\n",
+ " <td>intervention</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>norepinephrine</td>\n",
+ " <td>mcg/min</td>\n",
+ " <td>qn</td>\n",
+ " <td>intervention</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>norepinephrine</td>\n",
+ " <td>mcg/kg/min</td>\n",
+ " <td>qn</td>\n",
+ " <td>intervention</td>\n",
+ " <td>0.0</td>\n",
+ " <td>10.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21</th>\n",
+ " <td>vasopressin</td>\n",
+ " <td>units</td>\n",
+ " <td>qn</td>\n",
+ " <td>intervention</td>\n",
+ " <td>0.0</td>\n",
+ " <td>300.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>vasopressin</td>\n",
+ " <td>units/min</td>\n",
+ " <td>qn</td>\n",
+ " <td>intervention</td>\n",
+ " <td>0.0</td>\n",
+ " <td>5.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>lactate</td>\n",
+ " <td>mmol/L</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>50.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>lactate</td>\n",
+ " <td>mg/dL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>50.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>hemoglobin</td>\n",
+ " <td>g/dL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>white blood cell count</td>\n",
+ " <td>x10e3/uL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>red blood cell count</td>\n",
+ " <td>x10e6/uL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>hematocrit</td>\n",
+ " <td>percent</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>mean corpuscular volume</td>\n",
+ " <td>fL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>200.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>44</th>\n",
+ " <td>glucose serum</td>\n",
+ " <td>mmol/L</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>500.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>45</th>\n",
+ " <td>glucose serum</td>\n",
+ " <td>mg/dL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>10000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>46</th>\n",
+ " <td>glucose fingerstick</td>\n",
+ " <td>mmol/L</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>500.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>47</th>\n",
+ " <td>glucose fingerstick</td>\n",
+ " <td>mg/dL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>10000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>48</th>\n",
+ " <td>calcium total serum</td>\n",
+ " <td>mmol/L</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>25.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>49</th>\n",
+ " <td>calcium total serum</td>\n",
+ " <td>mg/dL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50</th>\n",
+ " <td>calcium ionized serum</td>\n",
+ " <td>mmol/L</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>25.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>51</th>\n",
+ " <td>calcium ionized serum</td>\n",
+ " <td>mg/dL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>52</th>\n",
+ " <td>magnesium serum</td>\n",
+ " <td>mg/dL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>53</th>\n",
+ " <td>phosphorous serum</td>\n",
+ " <td>mg/dL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>54</th>\n",
+ " <td>prothrombin time</td>\n",
+ " <td>seconds</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>55</th>\n",
+ " <td>partial thromboplastin time</td>\n",
+ " <td>seconds</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>56</th>\n",
+ " <td>international normalized ratio</td>\n",
+ " <td>no_units</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>57</th>\n",
+ " <td>partial pressure of oxygen arterial</td>\n",
+ " <td>mmHg</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>58</th>\n",
+ " <td>partial pressure of carbon dioxide arterial</td>\n",
+ " <td>mmHg</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>59</th>\n",
+ " <td>oxygen saturation arterial</td>\n",
+ " <td>percent</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>60</th>\n",
+ " <td>pH arterial</td>\n",
+ " <td>no_units</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>14.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>61</th>\n",
+ " <td>pH other</td>\n",
+ " <td>no_units</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>14.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>62</th>\n",
+ " <td>bicarbonate arterial</td>\n",
+ " <td>mEq/L</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>200.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>63</th>\n",
+ " <td>bicarbonate other</td>\n",
+ " <td>mEq/L</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>200.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>64</th>\n",
+ " <td>alanine aminotransferase serum</td>\n",
+ " <td>U/L</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>65</th>\n",
+ " <td>aspartate aminotransferase serum</td>\n",
+ " <td>U/L</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>66</th>\n",
+ " <td>alkaline phosphatase serum</td>\n",
+ " <td>IU/L</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>10000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>67</th>\n",
+ " <td>fraction of inspired oxygen</td>\n",
+ " <td>percent</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>68</th>\n",
+ " <td>fraction of inspired oxygen</td>\n",
+ " <td>no_units</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>69</th>\n",
+ " <td>positive end expiratory pressure</td>\n",
+ " <td>cmH2O</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>70</th>\n",
+ " <td>tidal volume</td>\n",
+ " <td>mL</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>10000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>71</th>\n",
+ " <td>central venous pressure</td>\n",
+ " <td>mm/Hg</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>500.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>72</th>\n",
+ " <td>central venous oxygen saturation</td>\n",
+ " <td>percent</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>100.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>73</th>\n",
+ " <td>end tidal cardon dioxide</td>\n",
+ " <td>mmHg</td>\n",
+ " <td>qn</td>\n",
+ " <td>observation</td>\n",
+ " <td>0.0</td>\n",
+ " <td>1000.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>74 rows × 7 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " component units variable_type \\\n",
+ "def_id \n",
+ "0 heart rate beats/min qn \n",
+ "1 blood pressure systolic mmHg qn \n",
+ "2 blood pressure diastolic mmHg qn \n",
+ "3 blood pressure mean mmHg qn \n",
+ "4 respiratory rate insp/min qn \n",
+ "5 temperature body degF qn \n",
+ "6 oxygen saturation pulse oximetry percent qn \n",
+ "7 weight body kg qn \n",
+ "8 output urine mL qn \n",
+ "9 output urine mL/hr qn \n",
+ "10 output urine mL/kg/hr qn \n",
+ "11 glasgow coma scale motor no_units ord \n",
+ "12 glasgow coma scale eye opening no_units ord \n",
+ "13 glasgow coma scale verbal no_units ord \n",
+ "14 normal saline mL qn \n",
+ "15 normal saline mL/hr qn \n",
+ "16 lactated ringers mL qn \n",
+ "17 lactated ringers mL/hr qn \n",
+ "18 norepinephrine mcg qn \n",
+ "19 norepinephrine mcg/min qn \n",
+ "20 norepinephrine mcg/kg/min qn \n",
+ "21 vasopressin units qn \n",
+ "22 vasopressin units/min qn \n",
+ "23 lactate mmol/L qn \n",
+ "24 lactate mg/dL qn \n",
+ "25 hemoglobin g/dL qn \n",
+ "26 white blood cell count x10e3/uL qn \n",
+ "27 red blood cell count x10e6/uL qn \n",
+ "28 hematocrit percent qn \n",
+ "29 mean corpuscular volume fL qn \n",
+ "... ... ... ... \n",
+ "44 glucose serum mmol/L qn \n",
+ "45 glucose serum mg/dL qn \n",
+ "46 glucose fingerstick mmol/L qn \n",
+ "47 glucose fingerstick mg/dL qn \n",
+ "48 calcium total serum mmol/L qn \n",
+ "49 calcium total serum mg/dL qn \n",
+ "50 calcium ionized serum mmol/L qn \n",
+ "51 calcium ionized serum mg/dL qn \n",
+ "52 magnesium serum mg/dL qn \n",
+ "53 phosphorous serum mg/dL qn \n",
+ "54 prothrombin time seconds qn \n",
+ "55 partial thromboplastin time seconds qn \n",
+ "56 international normalized ratio no_units qn \n",
+ "57 partial pressure of oxygen arterial mmHg qn \n",
+ "58 partial pressure of carbon dioxide arterial mmHg qn \n",
+ "59 oxygen saturation arterial percent qn \n",
+ "60 pH arterial no_units qn \n",
+ "61 pH other no_units qn \n",
+ "62 bicarbonate arterial mEq/L qn \n",
+ "63 bicarbonate other mEq/L qn \n",
+ "64 alanine aminotransferase serum U/L qn \n",
+ "65 aspartate aminotransferase serum U/L qn \n",
+ "66 alkaline phosphatase serum IU/L qn \n",
+ "67 fraction of inspired oxygen percent qn \n",
+ "68 fraction of inspired oxygen no_units qn \n",
+ "69 positive end expiratory pressure cmH2O qn \n",
+ "70 tidal volume mL qn \n",
+ "71 central venous pressure mm/Hg qn \n",
+ "72 central venous oxygen saturation percent qn \n",
+ "73 end tidal cardon dioxide mmHg qn \n",
+ "\n",
+ " clinical_source lower upper list_id \n",
+ "def_id \n",
+ "0 observation 0.0 500.0 NaN \n",
+ "1 observation 0.0 500.0 NaN \n",
+ "2 observation 0.0 500.0 NaN \n",
+ "3 observation 0.0 500.0 NaN \n",
+ "4 observation 0.0 150.0 NaN \n",
+ "5 observation 0.0 150.0 NaN \n",
+ "6 observation 0.0 100.0 NaN \n",
+ "7 observation 0.0 700.0 NaN \n",
+ "8 observation 0.0 30000.0 NaN \n",
+ "9 observation 0.0 5000.0 NaN \n",
+ "10 observation 0.0 100.0 NaN \n",
+ "11 observation NaN NaN 0.0 \n",
+ "12 observation NaN NaN 2.0 \n",
+ "13 observation NaN NaN 1.0 \n",
+ "14 intervention 0.0 30000.0 NaN \n",
+ "15 intervention 0.0 10000.0 NaN \n",
+ "16 intervention 0.0 30000.0 NaN \n",
+ "17 intervention 0.0 10000.0 NaN \n",
+ "18 intervention 0.0 100000.0 NaN \n",
+ "19 intervention 0.0 100.0 NaN \n",
+ "20 intervention 0.0 10.0 NaN \n",
+ "21 intervention 0.0 300.0 NaN \n",
+ "22 intervention 0.0 5.0 NaN \n",
+ "23 observation 0.0 50.0 NaN \n",
+ "24 observation 0.0 50.0 NaN \n",
+ "25 observation 0.0 100.0 NaN \n",
+ "26 observation 0.0 1000.0 NaN \n",
+ "27 observation 0.0 1000.0 NaN \n",
+ "28 observation 0.0 100.0 NaN \n",
+ "29 observation 0.0 200.0 NaN \n",
+ "... ... ... ... ... \n",
+ "44 observation 0.0 500.0 NaN \n",
+ "45 observation 0.0 10000.0 NaN \n",
+ "46 observation 0.0 500.0 NaN \n",
+ "47 observation 0.0 10000.0 NaN \n",
+ "48 observation 0.0 25.0 NaN \n",
+ "49 observation 0.0 100.0 NaN \n",
+ "50 observation 0.0 25.0 NaN \n",
+ "51 observation 0.0 100.0 NaN \n",
+ "52 observation 0.0 100.0 NaN \n",
+ "53 observation 0.0 100.0 NaN \n",
+ "54 observation 0.0 1000.0 NaN \n",
+ "55 observation 0.0 1000.0 NaN \n",
+ "56 observation 0.0 100.0 NaN \n",
+ "57 observation 0.0 1000.0 NaN \n",
+ "58 observation 0.0 1000.0 NaN \n",
+ "59 observation 0.0 100.0 NaN \n",
+ "60 observation 0.0 14.0 NaN \n",
+ "61 observation 0.0 14.0 NaN \n",
+ "62 observation 0.0 200.0 NaN \n",
+ "63 observation 0.0 200.0 NaN \n",
+ "64 observation 0.0 100000.0 NaN \n",
+ "65 observation 0.0 100000.0 NaN \n",
+ "66 observation 0.0 10000.0 NaN \n",
+ "67 observation 0.0 100.0 NaN \n",
+ "68 observation 0.0 1.0 NaN \n",
+ "69 observation 0.0 1000.0 NaN \n",
+ "70 observation 0.0 10000.0 NaN \n",
+ "71 observation 0.0 500.0 NaN \n",
+ "72 observation 0.0 100.0 NaN \n",
+ "73 observation 0.0 1000.0 NaN \n",
+ "\n",
+ "[74 rows x 7 columns]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "reload(features)\n",
+ "reload(mimic)\n",
+ "reload(transformers)\n",
+ "reload(logger)\n",
+ "random_state=42\n",
+ "#test/train/val split\n",
+ "train_ids,validate_ids,test_ids = test_train_val_split(print_ids=True,random_state=random_state);\n",
+ "\n",
+ "# Load Our Data Dict\n",
+ "data_dict = icu_data_defs.data_dictionary('config/data_definitions.xlsx')\n",
+ "display(data_dict.get_defs())\n",
+ "\n",
+ "#init ETL Manager => mimic_extract data\n",
+ "etl_fname = 'data/mimic_extract.h5'\n",
+ "etl_manager = mimic.MimicETLManager(etl_fname,'config/mimic_item_map.csv',data_dict)\n",
+ "\n",
+ "#create all features\n",
+ "m_ureg = units.MedicalUreg()\n",
+ "is_summable = lambda x: m_ureg.is_volume(str(x)) or m_ureg.is_mass(str(x))\n",
+ "\n",
+ "\"\"\"\n",
+ "Data Specs\n",
+ "\"\"\"\n",
+ "qn_not_summable = {\n",
+ " column_names.VAR_TYPE : variable_type.QUANTITATIVE,\n",
+ " column_names.UNITS: lambda units: not is_summable(units)\n",
+ "}\n",
+ "\n",
+ "summable = {\n",
+ " column_names.VAR_TYPE : variable_type.QUANTITATIVE,\n",
+ " column_names.COMPONENT : lambda comp: comp not in [data_dict.components.WEIGHT_BODY],\n",
+ " column_names.UNITS: is_summable\n",
+ "}\n",
+ "\n",
+ "weight = {\n",
+ " column_names.COMPONENT : data_dict.components.WEIGHT_BODY\n",
+ "}\n",
+ "\n",
+ "not_nominal = {\n",
+ " column_names.VAR_TYPE : [variable_type.QUANTITATIVE, variable_type.ORDINAL]\n",
+ "}\n",
+ "\n",
+ "is_nominal = {\n",
+ " column_names.VAR_TYPE : variable_type.NOMINAL\n",
+ "}\n",
+ "\n",
+ "\"\"\"\n",
+ "FEATURES\n",
+ "\"\"\"\n",
+ "\n",
+ "F_mean = features.DataSpecsFeaturizer(\n",
+ " 'mean',\n",
+ " resample_freq=None,\n",
+ " data_specs=[qn_not_summable,weight],\n",
+ " fillna_transformer=Pipeline([\n",
+ " ('ffill',transformers.GroupbyAndFFill(level=column_names.ID)),\n",
+ " ('fill_mean',transformers.fill_mean())\n",
+ " ])\n",
+ " \n",
+ ")\n",
+ "\n",
+ "F_last = features.DataSpecsFeaturizer(\n",
+ " agg_func='last'\n",
+ " resample_freq=None,\n",
+ " data_specs=[not_nominal],\n",
+ " fillna_transformer=Pipeline([\n",
+ " ('ffill',transformers.GroupbyAndFFill(level=column_names.ID)),\n",
+ " ('fill_mean',transformers.fill_mean())\n",
+ " ])\n",
+ ")\n",
+ "\n",
+ "\n",
+ "F_std = features.DataSpecsFeaturizer('std',\n",
+ " resample_freq=None,\n",
+ " data_specs=[not_nominal],\n",
+ " fillna_transformer=transformers.fill_zero()\n",
+ " )\n",
+ "\n",
+ "F_sum = features.DataSpecsFeaturizer('sum',\n",
+ " resample_freq=None,\n",
+ " data_specs=[summable],\n",
+ " fillna_transformer=transformers.fill_zero()\n",
+ " )\n",
+ "\n",
+ "F_count = features.DataSpecsFeaturizer('count',\n",
+ " resample_freq=None,\n",
+ " data_specs=[not_nominal],\n",
+ " post_processor = transformers.Replacer(0,np.nan),\n",
+ " fillna_transformer=transformers.fill_zero()\n",
+ " )\n",
+ "\n",
+ "F_count_nom = features.DataSpecsFeaturizer('sum',\n",
+ " resample_freq=None,\n",
+ " data_specs=[is_nominal],\n",
+ " fillna_transformer=transformers.fill_zero()\n",
+ " )\n",
+ "\n",
+ "\"\"\"\n",
+ "LABELS\n",
+ "\"\"\"\n",
+ "qn_lactate_only={\n",
+ " column_names.COMPONENT : data_dict.components.LACTATE,\n",
+ " column_names.VAR_TYPE : variable_type.QUANTITATIVE\n",
+ "}\n",
+ "L_next_lac = features.DataSpecsFeaturizer(agg_func='first',\n",
+ " resample_freq=None,\n",
+ " data_specs=qn_lactate_only,\n",
+ " post_processor=transformers.Shifter(-1)\n",
+ " )\n",
+ "\n",
+ "L_delta_lac = features.DataSpecsFeaturizer(agg_func='last',\n",
+ " resample_freq=None,\n",
+ " data_specs=qn_lactate_only,\n",
+ " post_processor=transformers.Delta()\n",
+ " )\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 141,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "combine_like = Pipeline([\n",
+ " ('drop_small_columns',transformers.remove_small_columns(threshold=50)),\n",
+ " ('drop_low_id_count',transformers.record_threshold(threshold=20)),\n",
+ " ('combine_like_columns',transformers.combine_like_cols())\n",
+ " ])\n",
+ "\n",
+ "dsf_labels = features.DataSetFactory(\n",
+ " featurizers=[\n",
+ " ('NEXT_LACTATE',L_next_lac),\n",
+ " ('DELTA_LACTATE',L_delta_lac)\n",
+ " ],\n",
+ " resample_freq='2H',\n",
+ " components=[data_dict.components.LACTATE],\n",
+ " etl_manager = etl_manager,\n",
+ " thresh = 1, #at least one of the two labels present\n",
+ " pre_processor = combine_like\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(2017-08-10 04:53:55)>>>> Make Feature Set. id_count=1000, #features=2\n",
+ "(2017-08-10 04:53:55)>>>>>> *fit* Filter columns (remove_small_columns) (2925, 63)\n",
+ "(2017-08-10 04:53:55)<<<<<< --- (0.0s)\n",
+ "(2017-08-10 04:53:55)>>>>>> *transform* Filter columns (remove_small_columns) (2925, 63)\n",
+ "(2017-08-10 04:53:55)<<<<<< --- (0.0s)\n",
+ "(2017-08-10 04:53:55)>>>>>> *fit* Filter columns (record_threshold) (2925, 4)\n",
+ "(2017-08-10 04:53:55)<<<<<< --- (0.0s)\n",
+ "(2017-08-10 04:53:55)>>>>>> *transform* Filter columns (record_threshold) (2925, 4)\n",
+ "(2017-08-10 04:53:55)<<<<<< --- (0.0s)\n",
+ "(2017-08-10 04:53:55)>>>>>> FIT Combine like columns (2925, 4)\n",
+ "(2017-08-10 04:53:55)>>>>>>>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-10 04:53:55)<<<<<<<< --- (0.0s)\n",
+ "(2017-08-10 04:53:55)<<<<<< --- (0.0s)\n",
+ "(2017-08-10 04:53:55)>>>>>> TRANSFORM Combine like columns (2925, 4)\n",
+ "(2017-08-10 04:53:55)>>>>>>>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-10 04:53:56)<<<<<<<< --- (1.0s)\n",
+ "(2017-08-10 04:53:56)<<<<<< --- (1.0s)\n",
+ "(2017-08-10 04:53:56)>>>>>> *fit* Filter columns (DataSpecFilter) (2925, 1)\n",
+ "(2017-08-10 04:53:56)<<<<<< --- (0.0s)\n",
+ "(2017-08-10 04:53:56)>>>>>> *transform* Filter columns (DataSpecFilter) (2925, 1)\n",
+ "(2017-08-10 04:53:56)<<<<<< --- (0.0s)\n",
+ "(2017-08-10 04:53:57)>>>>>> *fit* Filter columns (DataSpecFilter) (2925, 1)\n",
+ "(2017-08-10 04:53:57)<<<<<< --- (0.0s)\n",
+ "(2017-08-10 04:53:57)>>>>>> *transform* Filter columns (DataSpecFilter) (2925, 1)\n",
+ "(2017-08-10 04:53:57)<<<<<< --- (0.0s)\n",
+ "(2017-08-10 04:53:58)<<<< --- (3.0s)\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_labels = dsf_labels.fit_transform(train_ids[:1000])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 142,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "dsf_features = features.DataSetFactory(\n",
+ " featurizers=[\n",
+ " ('MEAN',F_mean),\n",
+ " ('LAST',F_last),\n",
+ " ('STD',F_std),\n",
+ " ('SUM',F_sum),\n",
+ " ('COUNT',F_count),\n",
+ " ('COUNT_NOMINAL',F_count_nom),\n",
+ " ],\n",
+ " resample_freq='2H',\n",
+ " components=data_dict.get_components(panel_id=12), # simple data\n",
+ " etl_manager = etl_manager,\n",
+ " thresh = 0, #at least one of the two labels present\n",
+ " pre_processor = combine_like\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 158,
+ "metadata": {
+ "collapsed": false,
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(2017-08-10 05:38:34) Make Feature Set. id_count=1000, #features=6\n",
+ "(2017-08-10 05:38:37)>> *fit* Filter columns (remove_small_columns) (132466, 6)\n",
+ "(2017-08-10 05:38:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:37)>> *transform* Filter columns (remove_small_columns) (132466, 6)\n",
+ "(2017-08-10 05:38:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:37)>> *fit* Filter columns (record_threshold) (132466, 3)\n",
+ "(2017-08-10 05:38:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:37)>> *transform* Filter columns (record_threshold) (132466, 3)\n",
+ "(2017-08-10 05:38:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:37)>> FIT Combine like columns (132466, 3)\n",
+ "(2017-08-10 05:38:37)>>>> ('heart rate', 'known', 'qn', 'beats/min')\n",
+ "(2017-08-10 05:38:37)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:38:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:37)>> TRANSFORM Combine like columns (132466, 3)\n",
+ "(2017-08-10 05:38:37)>>>> ('heart rate', 'known', 'qn', 'beats/min')\n",
+ "(2017-08-10 05:38:41)<<<< --- (4.0s)\n",
+ "(2017-08-10 05:38:41)<< --- (4.0s)\n",
+ "(2017-08-10 05:38:46)>> *fit* Filter columns (remove_small_columns) (101689, 40)\n",
+ "(2017-08-10 05:38:46)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:46)>> *transform* Filter columns (remove_small_columns) (101689, 40)\n",
+ "(2017-08-10 05:38:46)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:46)>> *fit* Filter columns (record_threshold) (101689, 6)\n",
+ "(2017-08-10 05:38:46)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:46)>> *transform* Filter columns (record_threshold) (101689, 6)\n",
+ "(2017-08-10 05:38:46)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:46)>> FIT Combine like columns (101689, 6)\n",
+ "(2017-08-10 05:38:46)>>>> ('blood pressure systolic', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-10 05:38:46)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:38:46)>>>> ('blood pressure systolic', 'unknown', 'qn', 'cc/min')\n",
+ "(2017-08-10 05:38:46)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:38:46)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:46)>> TRANSFORM Combine like columns (101689, 6)\n",
+ "(2017-08-10 05:38:46)>>>> ('blood pressure systolic', 'unknown', 'qn', 'cc/min')\n",
+ "(2017-08-10 05:38:48)<<<< --- (2.0s)\n",
+ "(2017-08-10 05:38:48)>>>> ('blood pressure systolic', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-10 05:38:50)<<<< --- (2.0s)\n",
+ "(2017-08-10 05:38:50)<< --- (4.0s)\n",
+ "(2017-08-10 05:38:58)>> *fit* Filter columns (remove_small_columns) (101812, 42)\n",
+ "(2017-08-10 05:38:58)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:58)>> *transform* Filter columns (remove_small_columns) (101812, 42)\n",
+ "(2017-08-10 05:38:58)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:58)>> *fit* Filter columns (record_threshold) (101812, 7)\n",
+ "(2017-08-10 05:38:58)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:58)>> *transform* Filter columns (record_threshold) (101812, 7)\n",
+ "(2017-08-10 05:38:58)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:58)>> FIT Combine like columns (101812, 6)\n",
+ "(2017-08-10 05:38:58)>>>> ('blood pressure diastolic', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-10 05:38:58)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:38:58)>>>> ('blood pressure diastolic', 'unknown', 'qn', 'cc/min')\n",
+ "(2017-08-10 05:38:58)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:38:58)<< --- (0.0s)\n",
+ "(2017-08-10 05:38:58)>> TRANSFORM Combine like columns (101812, 6)\n",
+ "(2017-08-10 05:38:58)>>>> ('blood pressure diastolic', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-10 05:39:01)<<<< --- (3.0s)\n",
+ "(2017-08-10 05:39:01)>>>> ('blood pressure diastolic', 'unknown', 'qn', 'cc/min')\n",
+ "(2017-08-10 05:39:01)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:01)<< --- (3.0s)\n",
+ "(2017-08-10 05:39:03)>> *fit* Filter columns (remove_small_columns) (36417, 3)\n",
+ "(2017-08-10 05:39:03)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:03)>> *transform* Filter columns (remove_small_columns) (36417, 3)\n",
+ "(2017-08-10 05:39:03)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:03)>> *fit* Filter columns (record_threshold) (36417, 3)\n",
+ "(2017-08-10 05:39:03)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:03)>> *transform* Filter columns (record_threshold) (36417, 3)\n",
+ "(2017-08-10 05:39:03)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:03)>> FIT Combine like columns (36417, 3)\n",
+ "(2017-08-10 05:39:03)>>>> ('blood pressure mean', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-10 05:39:03)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:03)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:03)>> TRANSFORM Combine like columns (36417, 3)\n",
+ "(2017-08-10 05:39:03)>>>> ('blood pressure mean', 'known', 'qn', 'mmHg')\n",
+ "(2017-08-10 05:39:04)<<<< --- (1.0s)\n",
+ "(2017-08-10 05:39:04)<< --- (1.0s)\n",
+ "(2017-08-10 05:39:08)>> *fit* Filter columns (remove_small_columns) (129935, 6)\n",
+ "(2017-08-10 05:39:08)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:08)>> *transform* Filter columns (remove_small_columns) (129935, 6)\n",
+ "(2017-08-10 05:39:08)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:08)>> *fit* Filter columns (record_threshold) (129935, 3)\n",
+ "(2017-08-10 05:39:08)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:08)>> *transform* Filter columns (record_threshold) (129935, 3)\n",
+ "(2017-08-10 05:39:08)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:08)>> FIT Combine like columns (129935, 3)\n",
+ "(2017-08-10 05:39:08)>>>> ('respiratory rate', 'known', 'qn', 'insp/min')\n",
+ "(2017-08-10 05:39:08)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:08)>>>> ('respiratory rate', 'unknown', 'qn', 'Breath')\n",
+ "(2017-08-10 05:39:08)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:08)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:08)>> TRANSFORM Combine like columns (129935, 3)\n",
+ "(2017-08-10 05:39:08)>>>> ('respiratory rate', 'known', 'qn', 'insp/min')\n",
+ "(2017-08-10 05:39:12)<<<< --- (4.0s)\n",
+ "(2017-08-10 05:39:12)>>>> ('respiratory rate', 'unknown', 'qn', 'Breath')\n",
+ "(2017-08-10 05:39:12)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:12)<< --- (4.0s)\n",
+ "(2017-08-10 05:39:14)>> *fit* Filter columns (remove_small_columns) (30307, 4)\n",
+ "(2017-08-10 05:39:14)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:14)>> *transform* Filter columns (remove_small_columns) (30307, 4)\n",
+ "(2017-08-10 05:39:14)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:14)>> *fit* Filter columns (record_threshold) (30307, 4)\n",
+ "(2017-08-10 05:39:14)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:14)>> *transform* Filter columns (record_threshold) (30307, 4)\n",
+ "(2017-08-10 05:39:14)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:14)>> FIT Combine like columns (30307, 4)\n",
+ "(2017-08-10 05:39:14)>>>> ('temperature body', 'known', 'qn', 'degF')\n",
+ "(2017-08-10 05:39:14)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:14)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:14)>> TRANSFORM Combine like columns (30307, 4)\n",
+ "(2017-08-10 05:39:14)>>>> ('temperature body', 'known', 'qn', 'degF')\n",
+ "(2017-08-10 05:39:15)<<<< --- (1.0s)\n",
+ "(2017-08-10 05:39:15)<< --- (1.0s)\n",
+ "(2017-08-10 05:39:18)>> *fit* Filter columns (remove_small_columns) (97581, 2)\n",
+ "(2017-08-10 05:39:18)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:18)>> *transform* Filter columns (remove_small_columns) (97581, 2)\n",
+ "(2017-08-10 05:39:18)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:18)>> *fit* Filter columns (record_threshold) (97581, 2)\n",
+ "(2017-08-10 05:39:18)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:18)>> *transform* Filter columns (record_threshold) (97581, 2)\n",
+ "(2017-08-10 05:39:18)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:18)>> FIT Combine like columns (97581, 2)\n",
+ "(2017-08-10 05:39:18)>>>> ('oxygen saturation pulse oximetry', 'known', 'qn', 'percent')\n",
+ "(2017-08-10 05:39:18)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:18)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:18)>> TRANSFORM Combine like columns (97581, 2)\n",
+ "(2017-08-10 05:39:18)>>>> ('oxygen saturation pulse oximetry', 'known', 'qn', 'percent')\n",
+ "(2017-08-10 05:39:20)<<<< --- (2.0s)\n",
+ "(2017-08-10 05:39:20)<< --- (2.0s)\n",
+ "(2017-08-10 05:39:22)>> *fit* Filter columns (remove_small_columns) (1454, 3)\n",
+ "(2017-08-10 05:39:22)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:22)>> *transform* Filter columns (remove_small_columns) (1454, 3)\n",
+ "(2017-08-10 05:39:22)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:22)>> *fit* Filter columns (record_threshold) (1454, 2)\n",
+ "(2017-08-10 05:39:22)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:22)>> *transform* Filter columns (record_threshold) (1454, 2)\n",
+ "(2017-08-10 05:39:22)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:22)>> FIT Combine like columns (1454, 2)\n",
+ "(2017-08-10 05:39:22)>>>> ('weight body', 'known', 'qn', 'kg')\n",
+ "(2017-08-10 05:39:22)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:22)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:22)>> TRANSFORM Combine like columns (1454, 2)\n",
+ "(2017-08-10 05:39:22)>>>> ('weight body', 'known', 'qn', 'kg')\n",
+ "(2017-08-10 05:39:22)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:22)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:31)>> *fit* Filter columns (remove_small_columns) (61802, 61)\n",
+ "(2017-08-10 05:39:31)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:31)>> *transform* Filter columns (remove_small_columns) (61802, 61)\n",
+ "(2017-08-10 05:39:31)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:31)>> *fit* Filter columns (record_threshold) (61802, 6)\n",
+ "(2017-08-10 05:39:31)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:31)>> *transform* Filter columns (record_threshold) (61802, 6)\n",
+ "(2017-08-10 05:39:31)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:31)>> FIT Combine like columns (61802, 6)\n",
+ "(2017-08-10 05:39:31)>>>> ('output urine', 'known', 'qn', 'mL')\n",
+ "(2017-08-10 05:39:31)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:31)>>>> ('output urine', 'unknown', 'nom', 'no_units')\n",
+ "(2017-08-10 05:39:31)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:31)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:31)>> TRANSFORM Combine like columns (61802, 6)\n",
+ "(2017-08-10 05:39:31)>>>> ('output urine', 'known', 'qn', 'mL')\n",
+ "(2017-08-10 05:39:33)<<<< --- (2.0s)\n",
+ "(2017-08-10 05:39:33)<< --- (2.0s)\n",
+ "(2017-08-10 05:39:35)>> *fit* Filter columns (remove_small_columns) (16493, 1)\n",
+ "(2017-08-10 05:39:35)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:35)>> *transform* Filter columns (remove_small_columns) (16493, 1)\n",
+ "(2017-08-10 05:39:35)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:35)>> *fit* Filter columns (record_threshold) (16493, 1)\n",
+ "(2017-08-10 05:39:35)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:35)>> *transform* Filter columns (record_threshold) (16493, 1)\n",
+ "(2017-08-10 05:39:35)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:35)>> FIT Combine like columns (16493, 1)\n",
+ "(2017-08-10 05:39:35)>>>> ('glasgow coma scale motor', 'known', 'ord', 'no_units')\n",
+ "(2017-08-10 05:39:35)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:35)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:35)>> TRANSFORM Combine like columns (16493, 1)\n",
+ "(2017-08-10 05:39:35)>>>> ('glasgow coma scale motor', 'known', 'ord', 'no_units')\n",
+ "(2017-08-10 05:39:35)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:35)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:37)>> *fit* Filter columns (remove_small_columns) (16552, 1)\n",
+ "(2017-08-10 05:39:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:37)>> *transform* Filter columns (remove_small_columns) (16552, 1)\n",
+ "(2017-08-10 05:39:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:37)>> *fit* Filter columns (record_threshold) (16552, 1)\n",
+ "(2017-08-10 05:39:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:37)>> *transform* Filter columns (record_threshold) (16552, 1)\n",
+ "(2017-08-10 05:39:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:37)>> FIT Combine like columns (16552, 1)\n",
+ "(2017-08-10 05:39:37)>>>> ('glasgow coma scale eye opening', 'known', 'ord', 'no_units')\n",
+ "(2017-08-10 05:39:37)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:37)>> TRANSFORM Combine like columns (16552, 1)\n",
+ "(2017-08-10 05:39:37)>>>> ('glasgow coma scale eye opening', 'known', 'ord', 'no_units')\n",
+ "(2017-08-10 05:39:37)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:37)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:38)>> *fit* Filter columns (remove_small_columns) (16521, 1)\n",
+ "(2017-08-10 05:39:38)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:38)>> *transform* Filter columns (remove_small_columns) (16521, 1)\n",
+ "(2017-08-10 05:39:38)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:38)>> *fit* Filter columns (record_threshold) (16521, 1)\n",
+ "(2017-08-10 05:39:38)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:38)>> *transform* Filter columns (record_threshold) (16521, 1)\n",
+ "(2017-08-10 05:39:38)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:38)>> FIT Combine like columns (16521, 1)\n",
+ "(2017-08-10 05:39:38)>>>> ('glasgow coma scale verbal', 'known', 'ord', 'no_units')\n",
+ "(2017-08-10 05:39:39)<<<< --- (1.0s)\n",
+ "(2017-08-10 05:39:39)<< --- (1.0s)\n",
+ "(2017-08-10 05:39:39)>> TRANSFORM Combine like columns (16521, 1)\n",
+ "(2017-08-10 05:39:39)>>>> ('glasgow coma scale verbal', 'known', 'ord', 'no_units')\n",
+ "(2017-08-10 05:39:39)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:39)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:40)>> *fit* Filter columns (remove_small_columns) (7810, 16)\n",
+ "(2017-08-10 05:39:40)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:40)>> *transform* Filter columns (remove_small_columns) (7810, 16)\n",
+ "(2017-08-10 05:39:40)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:40)>> *fit* Filter columns (record_threshold) (7810, 3)\n",
+ "(2017-08-10 05:39:40)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:40)>> *transform* Filter columns (record_threshold) (7810, 3)\n",
+ "(2017-08-10 05:39:40)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:40)>> FIT Combine like columns (7810, 2)\n",
+ "(2017-08-10 05:39:40)>>>> ('normal saline', 'known', 'qn', 'mL')\n",
+ "(2017-08-10 05:39:40)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:40)>>>> ('normal saline', 'known', 'qn', 'mL/hr')\n",
+ "(2017-08-10 05:39:40)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:40)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:40)>> TRANSFORM Combine like columns (7810, 2)\n",
+ "(2017-08-10 05:39:40)>>>> ('normal saline', 'known', 'qn', 'mL')\n",
+ "(2017-08-10 05:39:40)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:40)>>>> ('normal saline', 'known', 'qn', 'mL/hr')\n",
+ "(2017-08-10 05:39:41)<<<< --- (1.0s)\n",
+ "(2017-08-10 05:39:41)<< --- (1.0s)\n",
+ "(2017-08-10 05:39:42)>> *fit* Filter columns (remove_small_columns) (4284, 20)\n",
+ "(2017-08-10 05:39:42)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:42)>> *transform* Filter columns (remove_small_columns) (4284, 20)\n",
+ "(2017-08-10 05:39:42)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:42)>> *fit* Filter columns (record_threshold) (4284, 3)\n",
+ "(2017-08-10 05:39:42)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:42)>> *transform* Filter columns (record_threshold) (4284, 3)\n",
+ "(2017-08-10 05:39:42)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:42)>> FIT Combine like columns (4284, 3)\n",
+ "(2017-08-10 05:39:42)>>>> ('lactated ringers', 'known', 'qn', 'mL')\n",
+ "(2017-08-10 05:39:42)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:42)>>>> ('lactated ringers', 'unknown', 'qn', 'no_units')\n",
+ "(2017-08-10 05:39:42)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:42)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:42)>> TRANSFORM Combine like columns (4284, 3)\n",
+ "(2017-08-10 05:39:42)>>>> ('lactated ringers', 'unknown', 'qn', 'no_units')\n",
+ "(2017-08-10 05:39:42)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:42)>>>> ('lactated ringers', 'known', 'qn', 'mL')\n",
+ "(2017-08-10 05:39:42)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:42)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:44)>> *fit* Filter columns (remove_small_columns) (7489, 5)\n",
+ "(2017-08-10 05:39:44)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:44)>> *transform* Filter columns (remove_small_columns) (7489, 5)\n",
+ "(2017-08-10 05:39:44)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:44)>> *fit* Filter columns (record_threshold) (7489, 5)\n",
+ "(2017-08-10 05:39:44)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:44)>> *transform* Filter columns (record_threshold) (7489, 5)\n",
+ "(2017-08-10 05:39:44)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:44)>> FIT Combine like columns (7489, 3)\n",
+ "(2017-08-10 05:39:44)>>>> ('norepinephrine', 'known', 'qn', 'mcg')\n",
+ "(2017-08-10 05:39:44)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:44)>>>> ('norepinephrine', 'known', 'qn', 'mcg/kg/min')\n",
+ "(2017-08-10 05:39:44)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:44)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:44)>> TRANSFORM Combine like columns (7489, 3)\n",
+ "(2017-08-10 05:39:44)>>>> ('norepinephrine', 'known', 'qn', 'mcg/kg/min')\n",
+ "(2017-08-10 05:39:44)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:44)>>>> ('norepinephrine', 'known', 'qn', 'mcg')\n",
+ "(2017-08-10 05:39:44)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:44)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:45)>> *fit* Filter columns (remove_small_columns) (2082, 38)\n",
+ "(2017-08-10 05:39:45)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:45)>> *transform* Filter columns (remove_small_columns) (2082, 38)\n",
+ "(2017-08-10 05:39:45)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:45)>> *fit* Filter columns (record_threshold) (2082, 4)\n",
+ "(2017-08-10 05:39:45)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:45)>> *transform* Filter columns (record_threshold) (2082, 4)\n",
+ "(2017-08-10 05:39:45)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:45)>> FIT Combine like columns (2082, 2)\n",
+ "(2017-08-10 05:39:45)>>>> ('vasopressin', 'known', 'qn', 'units')\n",
+ "(2017-08-10 05:39:45)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:45)>>>> ('vasopressin', 'known', 'qn', 'units/min')\n",
+ "(2017-08-10 05:39:45)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:45)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:45)>> TRANSFORM Combine like columns (2082, 2)\n",
+ "(2017-08-10 05:39:45)>>>> ('vasopressin', 'known', 'qn', 'units/min')\n",
+ "(2017-08-10 05:39:46)<<<< --- (1.0s)\n",
+ "(2017-08-10 05:39:46)>>>> ('vasopressin', 'known', 'qn', 'units')\n",
+ "(2017-08-10 05:39:46)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:46)<< --- (1.0s)\n",
+ "(2017-08-10 05:39:47)>> *fit* Filter columns (remove_small_columns) (11597, 44)\n",
+ "(2017-08-10 05:39:47)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:47)>> *transform* Filter columns (remove_small_columns) (11597, 44)\n",
+ "(2017-08-10 05:39:48)<< --- (1.0s)\n",
+ "(2017-08-10 05:39:48)>> *fit* Filter columns (record_threshold) (11597, 8)\n",
+ "(2017-08-10 05:39:48)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:48)>> *transform* Filter columns (record_threshold) (11597, 8)\n",
+ "(2017-08-10 05:39:48)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:48)>> FIT Combine like columns (11597, 8)\n",
+ "(2017-08-10 05:39:48)>>>> ('hemoglobin', 'known', 'qn', 'g/dL')\n",
+ "(2017-08-10 05:39:48)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:48)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:48)>> TRANSFORM Combine like columns (11597, 8)\n",
+ "(2017-08-10 05:39:48)>>>> ('hemoglobin', 'known', 'qn', 'g/dL')\n",
+ "(2017-08-10 05:39:48)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:48)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:50)>> *fit* Filter columns (remove_small_columns) (2925, 63)\n",
+ "(2017-08-10 05:39:50)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:50)>> *transform* Filter columns (remove_small_columns) (2925, 63)\n",
+ "(2017-08-10 05:39:50)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:50)>> *fit* Filter columns (record_threshold) (2925, 4)\n",
+ "(2017-08-10 05:39:50)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:50)>> *transform* Filter columns (record_threshold) (2925, 4)\n",
+ "(2017-08-10 05:39:50)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:50)>> FIT Combine like columns (2925, 4)\n",
+ "(2017-08-10 05:39:50)>>>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-10 05:39:50)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:50)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:50)>> TRANSFORM Combine like columns (2925, 4)\n",
+ "(2017-08-10 05:39:50)>>>> ('lactate', 'known', 'qn', 'mmol/L')\n",
+ "(2017-08-10 05:39:50)<<<< --- (0.0s)\n",
+ "(2017-08-10 05:39:50)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:51)>> *fit* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:39:51)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:51)>> *transform* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:39:51)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:55)>> *fit* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:39:55)<< --- (0.0s)\n",
+ "(2017-08-10 05:39:55)>> *transform* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:39:55)<< --- (0.0s)\n",
+ "(2017-08-10 05:40:00)>> *fit* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:40:00)<< --- (0.0s)\n",
+ "(2017-08-10 05:40:00)>> *transform* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:40:00)<< --- (0.0s)\n",
+ "(2017-08-10 05:40:05)>> *fit* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:40:05)<< --- (0.0s)\n",
+ "(2017-08-10 05:40:05)>> *transform* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:40:05)<< --- (0.0s)\n",
+ "(2017-08-10 05:40:09)>> *fit* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:40:09)<< --- (0.0s)\n",
+ "(2017-08-10 05:40:09)>> *transform* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:40:09)<< --- (0.0s)\n",
+ "(2017-08-10 05:40:12)>> *fit* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:40:12)<< --- (0.0s)\n",
+ "(2017-08-10 05:40:12)>> *transform* Filter columns (DataSpecFilter) (168241, 27)\n",
+ "(2017-08-10 05:40:12)<< --- (0.0s)\n",
+ "(2017-08-10 05:40:17) --- (103.0s)\n"
+ ]
+ }
+ ],
+ "source": [
+ "dsf_features.resample_freq='2H'\n",
+ "dsf_features.components = data_dict.get_components(panel_id=12)\n",
+ "dsf_features.thresh = 0\n",
+ "dsf_features.pre_processor = combine_like\n",
+ "dsf_features.should_fillna = False\n",
+ "\n",
+ "df_features = dsf_features.fit_transform(train_ids[:1000])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 159,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(110141, 92)"
+ ]
+ },
+ "execution_count": 159,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_features.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 161,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(110141, 91)"
+ ]
+ },
+ "execution_count": 161,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_features.dropna(how='all',axis=1).shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 165,
+ "metadata": {
+ "collapsed": false,
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "feature component status variable_type units description\n",
+ "COUNT blood pressure diastolic known qn mmHg all 43891\n",
+ " unknown qn cc/min all 2138\n",
+ "LAST blood pressure diastolic known qn mmHg all 47622\n",
+ " unknown qn cc/min all 15048\n",
+ "MEAN blood pressure diastolic known qn mmHg all 47622\n",
+ " unknown qn cc/min all 15048\n",
+ "STD blood pressure diastolic known qn mmHg all 39006\n",
+ " unknown qn cc/min all 332\n",
+ "COUNT blood pressure mean known qn mmHg all 15676\n",
+ "LAST blood pressure mean known qn mmHg all 17220\n",
+ "MEAN blood pressure mean known qn mmHg all 17220\n",
+ "STD blood pressure mean known qn mmHg all 14692\n",
+ "COUNT blood pressure systolic known qn mmHg all 43894\n",
+ " unknown qn cc/min all 2137\n",
+ "LAST blood pressure systolic known qn mmHg all 47622\n",
+ " unknown qn cc/min all 15048\n",
+ "MEAN blood pressure systolic known qn mmHg all 47622\n",
+ " unknown qn cc/min all 15048\n",
+ "STD blood pressure systolic known qn mmHg all 39016\n",
+ " unknown qn cc/min all 331\n",
+ "COUNT glasgow coma scale eye opening known ord no_units all 15704\n",
+ "STD glasgow coma scale eye opening known ord no_units all 810\n",
+ "COUNT glasgow coma scale motor known ord no_units all 15655\n",
+ "STD glasgow coma scale motor known ord no_units all 801\n",
+ "COUNT glasgow coma scale verbal known ord no_units all 15680\n",
+ "STD glasgow coma scale verbal known ord no_units all 804\n",
+ "COUNT heart rate known qn beats/min all 59336\n",
+ "LAST heart rate known qn beats/min all 62736\n",
+ "MEAN heart rate known qn beats/min all 62736\n",
+ "STD heart rate known qn beats/min all 54554\n",
+ " ... \n",
+ " output urine known qn mL all 19886\n",
+ "SUM output urine known qn mL all 34443\n",
+ "COUNT oxygen saturation pulse oximetry known qn percent all 43227\n",
+ "LAST oxygen saturation pulse oximetry known qn percent all 47600\n",
+ "MEAN oxygen saturation pulse oximetry known qn percent all 47600\n",
+ "STD oxygen saturation pulse oximetry known qn percent all 38786\n",
+ "COUNT respiratory rate known qn insp/min all 43530\n",
+ " unknown qn Breath all 14818\n",
+ "LAST respiratory rate known qn insp/min all 47591\n",
+ " unknown qn Breath all 15081\n",
+ "MEAN respiratory rate known qn insp/min all 47591\n",
+ " unknown qn Breath all 15081\n",
+ "STD respiratory rate known qn insp/min all 39489\n",
+ " unknown qn Breath all 13677\n",
+ "COUNT temperature body known qn degF all 24064\n",
+ "LAST temperature body known qn degF all 47270\n",
+ "MEAN temperature body known qn degF all 47270\n",
+ "STD temperature body known qn degF all 4131\n",
+ "COUNT vasopressin known qn units all 571\n",
+ " units/min all 626\n",
+ "LAST vasopressin known qn units all 3682\n",
+ " units/min all 3294\n",
+ "MEAN vasopressin known qn units all 3682\n",
+ " units/min all 3294\n",
+ "STD vasopressin known qn units all 474\n",
+ " units/min all 589\n",
+ "COUNT weight body known qn kg all 1371\n",
+ "LAST weight body known qn kg all 33272\n",
+ "MEAN weight body known qn kg all 33272\n",
+ "STD weight body known qn kg all 64\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 165,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "col_na = df_features.apply(pd.isnull).sum()\n",
+ "row_na = df_features.apply(pd.isnull).sum(axis=1)\n",
+ "(df_features.shape[0] - col_na).sort_index(level='component')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 157,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.35133552014995312"
+ ]
+ },
+ "execution_count": 157,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "row_na.value_counts().loc[df_features.shape[1]]/float(df_features.shape[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 148,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "feature component status variable_type units description\n",
+ "MEAN heart rate known qn beats/min all 0.000000\n",
+ "LAST heart rate known qn beats/min all 0.000000\n",
+ "COUNT heart rate known qn beats/min all 0.000361\n",
+ "MEAN blood pressure systolic known qn mmHg all 0.014448\n",
+ "LAST blood pressure systolic known qn mmHg all 0.014448\n",
+ "STD heart rate known qn beats/min all 0.086148\n",
+ "COUNT blood pressure systolic known qn mmHg all 0.091927\n",
+ "STD blood pressure systolic known qn mmHg all 0.208236\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 148,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_features_nona = df_features.dropna(how='all')\n",
+ "col_na = df_features_nona.apply(pd.isnull).sum()\n",
+ "row_na = df_features_nona.apply(pd.isnull).sum(axis=1)\n",
+ "col_na.sort_values()/df_features_nona.shape[0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 146,
+ "metadata": {
+ "collapsed": false,
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "feature component status variable_type units description\n",
+ "MEAN heart rate known qn beats/min all 0.351336\n",
+ "LAST heart rate known qn beats/min all 0.351336\n",
+ "COUNT heart rate known qn beats/min all 0.351570\n",
+ "MEAN blood pressure systolic known qn mmHg all 0.360708\n",
+ "LAST blood pressure systolic known qn mmHg all 0.360708\n",
+ "STD heart rate known qn beats/min all 0.407216\n",
+ "COUNT blood pressure systolic known qn mmHg all 0.410965\n",
+ "STD blood pressure systolic known qn mmHg all 0.486410\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 146,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "anaconda-cloud": {},
+ "kernelspec": {
+ "display_name": "Python [Root]",
+ "language": "python",
+ "name": "Python [Root]"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}