diff --git a/notebooks/fitbit/GraphingMyLifeWithFitbit.ipynb b/notebooks/fitbit/GraphingMyLifeWithFitbit.ipynb
index de0bcf2..e130876 100644
--- a/notebooks/fitbit/GraphingMyLifeWithFitbit.ipynb
+++ b/notebooks/fitbit/GraphingMyLifeWithFitbit.ipynb
@@ -62,18 +62,616 @@
     "\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "\n",
+    "sleep_score_df = pd.read_csv('data/sleep/sleep_score.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     sleep_log_entry_id             timestamp  overall_score  \\\n",
+      "0           26093459526  2020-02-27T06:04:30Z             80   \n",
+      "1           26081303207  2020-02-26T06:13:30Z             83   \n",
+      "2           26062481322  2020-02-25T06:00:30Z             82   \n",
+      "3           26045941555  2020-02-24T05:49:30Z             79   \n",
+      "4           26034268762  2020-02-23T08:35:30Z             75   \n",
+      "..                  ...                   ...            ...   \n",
+      "176         23696231032  2019-09-02T07:38:30Z             79   \n",
+      "177         23684345925  2019-09-01T07:15:30Z             84   \n",
+      "178         23673204871  2019-08-31T07:11:00Z             74   \n",
+      "179         23661278483  2019-08-30T06:34:00Z             73   \n",
+      "180         23646265400  2019-08-29T05:55:00Z             80   \n",
+      "\n",
+      "     composition_score  revitalization_score  duration_score  \\\n",
+      "0                   20                    19              41   \n",
+      "1                   22                    21              40   \n",
+      "2                   22                    21              39   \n",
+      "3                   17                    20              42   \n",
+      "4                   20                    16              39   \n",
+      "..                 ...                   ...             ...   \n",
+      "176                 20                    20              39   \n",
+      "177                 22                    21              41   \n",
+      "178                 18                    21              35   \n",
+      "179                 17                    19              37   \n",
+      "180                 21                    21              38   \n",
+      "\n",
+      "     deep_sleep_in_minutes  resting_heart_rate  restlessness  \n",
+      "0                       65                  60      0.117330  \n",
+      "1                       85                  60      0.113188  \n",
+      "2                       95                  60      0.120635  \n",
+      "3                       52                  61      0.111224  \n",
+      "4                       43                  59      0.154774  \n",
+      "..                     ...                 ...           ...  \n",
+      "176                     88                  56      0.170923  \n",
+      "177                     95                  56      0.133268  \n",
+      "178                     73                  56      0.102703  \n",
+      "179                     50                  55      0.121086  \n",
+      "180                     61                  57      0.112961  \n",
+      "\n",
+      "[181 rows x 9 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(sleep_score_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f5c2bcb6690>]],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEICAYAAACgQWTXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAWtUlEQVR4nO3df5BdZ33f8fcH2wTba0v+ATtC/BAE1YGgYvCWENzCLsKEHy5ymbqxMUROTfVPICZRhijMdNK00DozMVM6Q5togKJOwFvj4rFrtxSPyJYmQwiSIZGN8SiAsC0bCYxkWHABJd/+cY/LjSzv3t29uys/9/2a2bn3nPvcc77Po6PPnvvsveemqpAkteEpq12AJGl4DHVJaoihLkkNMdQlqSGGuiQ1xFCXpIYY6pLUEENdIyfJx5K8r7s/meSB1a5JGhZDXZIaYqirKUlOXe0aFio9/l/UUHggaUUleWGSmSRHk9yd5M1JXpHkW0lO6Wv3T5L8VXf/KUl2JPlakoeT3Jjk3O6xDUkqyTVJ7gM+263/ZLfNR5J8LsnPL7Hu305yMMn3k9ybZHO3/pQk7+1q+36SvUme3T32yiRf7Gr4YpJX9m1vJsn7k/wZ8EPg+UnWJPlIkoe6fb2vf0ykQRjqWjFJTgP+O/AZ4BnAu4CPA0eAHwCv6Wv+VuAT3f1fBy4DXg08s2v/oeM2/2rghcAvdcv/E9jY7efObj+LrfsC4J3AP6iqs7p9HOge/k3gSuCNwNnAPwd+2P3SuR34D8B5wAeA25Oc17fptwPbgLOAbwK7gGPAC4CXAq8D3rHYujWiqsoff1bkB/hHwLeAp/StuwH4V8D7gI92686iF/LP7ZbvATb3PWcd8BPgVGADUMDz59jv2q7Nmm75Y8D7uvuTwAPz1P0C4DDwWuC04x67F9hygue8HfiL49Z9Hri6uz8D/Ou+x8aBHwGn9627EviT1f538+fJ9eOZulbSM4H7q+pv+9Z9E1hP76z8LUl+BngLcGdVfbNr81zg5m7K5ii9kP8bekH4mPsfu9NNiVzXTYl8j5+eVZ+/mKKr6q+Bd9P75XM4yXSSZ3YPPxv42hP09ZvHrXusr4+rmV4fTwMe6uvnH9F7pSENzFDXSnoQePZxfxR8DnCwqr5CL/TewN+deoFe+L2hqtb2/Tytqg72tem/hvRbgS30zqzX0DubB8hiC6+qT1TVP6QXvgX8fl9tP3uCpzzYte33HOCJar6f3pn6+X19PLuqlvS3AI0eQ10r6Qv0plXek+S0JJPAPwamu8c/QW/+/FXAJ/ue94fA+5M8FyDJ05NsmWM/Z9ELyIeBM4B/u5Sik1yQ5DXdq4j/CzxK75UCwIeBf5NkY/culr/fzZv/D+DvJXlrklOT/DLwIuC2E+2jqh6i97eG65Oc3f1x+GeTvHoptWv0GOpaMVX1Y+DN9M7GvwP8R+BXquqrXZMb6M1xf7aqvtP31A8CtwKfSfJ94M+BX5hjV/+F3ln/QeArXful+Bnguq7mb9GbEnlv99gHgBvpBfL3gI/Qmxd/GLgU2E7vl8t7gEuP69fxfgV4alfzEeAmen8/kAaWKr/5SJJa4Zm6JDXkSffpO2k5JHkOvWmPE3lRVd23kvVIi+X0iyQ1ZEXP1M8///zasGHDnG1+8IMfcOaZZ65MQSehUe8/OAbgGIBj0N//vXv3fqeqnj7I81Y01Dds2MCePXvmbDMzM8Pk5OTKFHQSGvX+g2MAjgE4Bv39T3L8B9mekH8olaSGGOqS1BBDXZIaYqhLUkMMdUlqiKEuSQ0ZKNST/Eb31WN3JbkhydOSnJvkjiT7u9tzlrtYSdLc5g31JOvpXQ51oqpeDJwCXAHsAHZX1UZgd7csSVpFg06/nAqc3n1T+xn0vgBgC73vVKS7vWz45UmSFmKga78kuRZ4P70vB/hMVV2V5GhVre1rc6SqHjcFk2QbvS/XZXx8/KLp6enjm/wds7OzjI2NLawXDRn1/oNjAO2Pwb6Dj8zbZvx0OPTocPe7af2a4W5wGfUfA1NTU3uramKQ5817mYBurnwL8DzgKPDJJG8btLCq2gnsBJiYmKj5PvbrR4NHu//gGED7Y3D1jtvnbbN90zGu3zfcK5kcuGpyqNtbTos9BgaZfnkt8I2q+nZV/QT4FPBK4FCSdQDd7eEF712SNFSDhPp9wCuSnJEkwGZ63+Z+K7C1a7MVuGV5SpQkDWre1zZV9YUkNwF3AseAL9GbThkDbkxyDb3gv3w5C5UkzW+gCauq+l3gd49b/SN6Z+2SpJOEnyiVpIYY6pLUEENdkhpiqEtSQwx1SWqIoS5JDTHUJakhhrokNcRQl6SGGOqS1BBDXZIaYqhLUkMMdUlqiKEuSQ0x1CWpIYa6JDVk3lBPckGSL/f9fC/Ju5Ocm+SOJPu723NWomBJ0hObN9Sr6t6qurCqLgQuAn4I3AzsAHZX1UZgd7csSVpFC51+2Qx8raq+CWwBdnXrdwGXDbMwSdLCLTTUrwBu6O6PV9VDAN3tM4ZZmCRp4VJVgzVMngo8CPx8VR1KcrSq1vY9fqSqHjevnmQbsA1gfHz8ounp6Tn3Mzs7y9jY2AK60JZR7z84BtD+GOw7+Mi8bcZPh0OPDne/m9avGe4Gl1H/MTA1NbW3qiYGed6pC9jHG4A7q+pQt3woybqqeijJOuDwiZ5UVTuBnQATExM1OTk5505mZmaYr03LRr3/4BhA+2Nw9Y7b522zfdMxrt+3kIia34GrJoe6veW02GNgIdMvV/LTqReAW4Gt3f2twC0L3rskaagGCvUkZwCXAJ/qW30dcEmS/d1j1w2/PEnSQgz02qaqfgicd9y6h+m9G0aSdJLwE6WS1BBDXZIaYqhLUkMMdUlqiKEuSQ0x1CWpIYa6JDXEUJekhhjqktQQQ12SGmKoS1JDDHVJaoihLkkNMdQlqSGGuiQ1xFCXpIYY6pLUkEG/zm5tkpuSfDXJPUl+Mcm5Se5Isr+7PWe5i5UkzW3QM/UPAp+uqp8DXgLcA+wAdlfVRmB3tyxJWkXzhnqSs4FXAR8BqKofV9VRYAuwq2u2C7hsuYqUJA0mVTV3g+RCYCfwFXpn6XuBa4GDVbW2r92RqnrcFEySbcA2gPHx8Yump6fn3N/s7CxjY2ML7EY7Rr3/4BhA+2Ow7+Aj87YZPx0OPTrc/W5av2a4G1xG/cfA1NTU3qqaGOR5g4T6BPDnwMVV9YUkHwS+B7xrkFDvNzExUXv27JlzfzMzM0xOTg5Se5NGvf/gGED7Y7Bhx+3zttm+6RjX7zt1qPs9cN2bhrq95dR/DCQZONQHmVN/AHigqr7QLd8EvAw4lGRdt8N1wOGFFi1JGq55Q72qvgXcn+SCbtVmelMxtwJbu3VbgVuWpUJJ0sAGfW3zLuDjSZ4KfB34VXq/EG5Mcg1wH3D58pQoSRrUQKFeVV8GTjSfs3m45UiSlsJPlEpSQwx1SWqIoS5JDTHUJakhhrokNcRQl6SGGOqS1BBDXZIaYqhLUkMMdUlqiKEuSQ0x1CWpIYa6JDXEUJekhhjqktQQQ12SGmKoS1JDBvrmoyQHgO8DfwMcq6qJJOcC/xXYABwA/llVHVmeMiVJg1jImfpUVV1YVY99rd0OYHdVbQR2d8uSpFW0lOmXLcCu7v4u4LKllyNJWopU1fyNkm8AR4AC/qiqdiY5WlVr+9ocqapzTvDcbcA2gPHx8Yump6fn3Nfs7CxjY2ML60VDRr3/4BhA+2Ow7+Aj87YZPx0OPTrc/W5av2a4G1xG/cfA1NTU3r5ZkjkNNKcOXFxVDyZ5BnBHkq8OWlhV7QR2AkxMTNTk5OSc7WdmZpivTctGvf/gGED7Y3D1jtvnbbN90zGu3zdoRA3mwFWTQ93eclrsMTDQ9EtVPdjdHgZuBl4OHEqyDqC7PbzgvUuShmreUE9yZpKzHrsPvA64C7gV2No12wrcslxFSpIGM8hrm3Hg5iSPtf9EVX06yReBG5NcA9wHXL58ZUqSBjFvqFfV14GXnGD9w8Dm5ShKkrQ4fqJUkhpiqEtSQwx1SWqIoS5JDTHUJakhhrokNcRQl6SGDPfCCpKeNDYMcP0VPfl4pi5JDTHUJakhhrokNcRQl6SGGOqS1BBDXZIaYqhLUkMMdUlqiKEuSQ0ZONSTnJLkS0lu65bPTXJHkv3d7TnLV6YkaRALOVO/Frinb3kHsLuqNgK7u2VJ0ioaKNSTPAt4E/DhvtVbgF3d/V3AZcMtTZK0UKmq+RslNwH/DjgL+K2qujTJ0apa29fmSFU9bgomyTZgG8D4+PhF09PTc+5rdnaWsbGxhfWiIaPef3AMYGXGYN/BR5Z1+0s1fjocenS429y0fs1wN7iM+o+BqampvVU1Mcjz5r1KY5JLgcNVtTfJ5EILq6qdwE6AiYmJmpycexMzMzPM16Zlo95/cAxgZcbg6pP8Ko3bNx3j+n3DvZDsgasmh7q95bTYY2CQEbsYeHOSNwJPA85O8sfAoSTrquqhJOuAwwveuyRpqOadU6+q36mqZ1XVBuAK4LNV9TbgVmBr12wrcMuyVSlJGshS3qd+HXBJkv3AJd2yJGkVLWjCqqpmgJnu/sPA5uGXJElaLD9RKkkNMdQlqSGGuiQ1xFCXpIYY6pLUEENdkhpiqEtSQwx1SWqIoS5JDTHUJakhhrokNcRQl6SGGOqS1BBDXZIaYqhLUkMMdUlqiKEuSQ2ZN9STPC3JXyT5yyR3J/m9bv25Se5Isr+7PWf5y5UkzWWQM/UfAa+pqpcAFwKvT/IKYAewu6o2Aru7ZUnSKpo31Ktntls8rfspYAuwq1u/C7hsWSqUJA0sVTV/o+QUYC/wAuBDVfXbSY5W1dq+Nkeq6nFTMEm2AdsAxsfHL5qenp5zX7Ozs4yNjS2sFw0Z9f6DYwArMwb7Dj6yrNtfqvHT4dCjq13F8Gxav2ZB7fuPgampqb1VNTHI8wYK9f/fOFkL3Ay8C/jTQUK938TERO3Zs2fOfczMzDA5OTlwTa0Z9f6DYwArMwYbdty+rNtfqu2bjnH9vlNXu4yhOXDdmxbUvv8YSDJwqC/o3S9VdRSYAV4PHEqyrtvhOuDwQrYlSRq+Qd798vTuDJ0kpwOvBb4K3Aps7ZptBW5ZriIlSYMZ5LXNOmBXN6/+FODGqrotyeeBG5NcA9wHXL6MdUqSBjBvqFfVXwEvPcH6h4HNy1GUJGlx/ESpJDXEUJekhhjqktQQQ12SGmKoS1JDDHVJaoihLkkNMdQlqSGGuiQ1xFCXpIYY6pLUEENdkhpiqEtSQwx1SWqIoS5JDTHUJakhhrokNWSQ7yh9dpI/SXJPkruTXNutPzfJHUn2d7fnLH+5kqS5DHKmfgzYXlUvBF4B/FqSFwE7gN1VtRHY3S1LklbRvKFeVQ9V1Z3d/e8D9wDrgS3Arq7ZLuCy5SpSkjSYVNXgjZMNwOeAFwP3VdXavseOVNXjpmCSbAO2AYyPj180PT095z5mZ2cZGxsbuKbWjHr/wTGAlRmDfQcfWdbtL9X46XDo0dWuYng2rV+zoPb9x8DU1NTeqpoY5HkDh3qSMeB/A++vqk8lOTpIqPebmJioPXv2zLmfmZkZJicnB6qpRaPef3AMYGXGYMOO25d1+0u1fdMxrt936mqXMTQHrnvTgtr3HwNJBg71gd79kuQ04L8BH6+qT3WrDyVZ1z2+Dji8oIolSUM3yLtfAnwEuKeqPtD30K3A1u7+VuCW4ZcnSVqIQV7bXAy8HdiX5MvduvcC1wE3JrkGuA+4fHlKlCQNat5Qr6o/BfIED28ebjmSpKXwE6WS1BBDXZIaYqhLUkMMdUlqiKEuSQ0x1CWpIYa6JDWknQsrSE9SJ7oGy/ZNx7j6JL82i05OnqlLUkMMdUlqiKEuSQ0x1CWpIYa6JDXEUJekhhjqktQQQ12SGmKoS1JDBvmO0o8mOZzkrr515ya5I8n+7vac5S1TkjSIQc7UPwa8/rh1O4DdVbUR2N0tS5JW2byhXlWfA7573OotwK7u/i7gsiHXJUlahFTV/I2SDcBtVfXibvloVa3te/xIVZ1wCibJNmAbwPj4+EXT09Nz7mt2dpaxsbFB62/OqPcfRm8M9h185HHrxk+HQ4+uQjEnkdbGYNP6NQtq3///YGpqam9VTQzyvGW/SmNV7QR2AkxMTNTk5OSc7WdmZpivTctGvf8wemNwoqsxbt90jOv3jfZFVFsbgwNXTS6o/WL/Hyz23S+HkqwD6G4PL3I7kqQhWmyo3wps7e5vBW4ZTjmSpKUY5C2NNwCfBy5I8kCSa4DrgEuS7Acu6ZYlSats3gmrqrryCR7aPORaJElL5CdKJakhhrokNcRQl6SGGOqS1BBDXZIaYqhLUkMMdUlqSDsXVpCWYMMJrr8iPRl5pi5JDfFMXSeVDTtuZ/umYye8cqGk+XmmLkkNMdQlqSGGuiQ1xFCXpIYY6pLUEENdkhpiqEtSQ5b0PvUkrwc+CJwCfLiqlu1r7VbzE38HrnvTqu17NfjpSunJa9Fn6klOAT4EvAF4EXBlkhcNqzBJ0sItZfrl5cBfV9XXq+rHwDSwZThlSZIWI1W1uCcm/xR4fVW9o1t+O/ALVfXO49ptA7Z1ixcA986z6fOB7yyqqDaMev/BMQDHAByD/v4/t6qePsiTljKnnhOse9xviKraCewceKPJnqqaWEJdT2qj3n9wDMAxAMdgsf1fyvTLA8Cz+5afBTy4hO1JkpZoKaH+RWBjkucleSpwBXDrcMqSJC3GoqdfqupYkncC/4veWxo/WlV3D6GmgadqGjXq/QfHABwDcAwW1f9F/6FUknTy8ROlktQQQ12SGrLqoZ7klCRfSnJbt3xukjuS7O9uz1ntGpdTkgNJ9iX5cpI93bpRG4O1SW5K8tUk9yT5xVEZgyQXdP/2j/18L8m7R6X/j0nyG0nuTnJXkhuSPG0Ex+Darv93J3l3t27BY7DqoQ5cC9zTt7wD2F1VG4Hd3XLrpqrqwr73pI7aGHwQ+HRV/RzwEnrHw0iMQVXd2/3bXwhcBPwQuJkR6T9AkvXArwMTVfViem+8uILRGoMXA/+C3if1XwJcmmQjixmDqlq1H3rvbd8NvAa4rVt3L7Cuu78OuHc1a1yBMTgAnH/cupEZA+Bs4Bt0f7QfxTHo6/PrgD8btf4D64H7gXPpvSPvtm4sRmkMLqd3UcTHlv8l8J7FjMFqn6n/e3qF/23fuvGqegigu33GahS2ggr4TJK93SUVYLTG4PnAt4H/3E3DfTjJmYzWGDzmCuCG7v7I9L+qDgJ/ANwHPAQ8UlWfYYTGALgLeFWS85KcAbyR3oc7FzwGqxbqSS4FDlfV3tWq4SRxcVW9jN7VLn8tyatWu6AVdirwMuA/VdVLgR/Q8MvsJ9J9gO/NwCdXu5aV1s0TbwGeBzwTODPJ21a3qpVVVfcAvw/cAXwa+Evg2GK2tZpn6hcDb05ygN4VHl+T5I+BQ0nWAXS3h1evxOVXVQ92t4fpzaW+nNEagweAB6rqC93yTfRCfpTGAHq/1O+sqkPd8ij1/7XAN6rq21X1E+BTwCsZrTGgqj5SVS+rqlcB3wX2s4gxWLVQr6rfqapnVdUGei87P1tVb6N3qYGtXbOtwC2rVOKyS3JmkrMeu09vHvEuRmgMqupbwP1JLuhWbQa+wgiNQedKfjr1AqPV//uAVyQ5I0noHQP3MFpjQJJndLfPAd5C73hY8BicFJ8oTTIJ/FZVXZrkPOBG4Dn0/rEvr6rvrmZ9yyXJ8+mdnUNvGuITVfX+URoDgCQXAh8Gngp8HfhVeiccIzEG3Rzq/cDzq+qRbt2oHQO/B/wyvSmHLwHvAMYYrTH4P8B5wE+A36yq3Ys5Dk6KUJckDcdqv/tFkjREhrokNcRQl6SGGOqS1BBDXZIaYqhLUkMMdUlqyP8DKKDM7VRoWBoAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sleep_score_df.hist(column='overall_score')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f5c29ca4150>]],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sleep_score_df.hist(column='resting_heart_rate')"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Resting Heart Rate"
+    "## Heart Rate\n",
+    "\n",
+    "Fitbit keeps their calculated heart rates in the sleep scores file rather than heart."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f5c27acc650>]],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sleep_score_df.hist(column='resting_heart_rate')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5c27b32850>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sleep_score_df.plot(kind='line', y='resting_heart_rate', x ='timestamp', legend=False, title=\"Resting Heart Rate(BPM)\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5c27987590>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sleep_score_df = pd.read_csv('data/sleep/sleep_score.csv', parse_dates=[1])\n",
+    "sleep_score_df.plot(kind='line', y='resting_heart_rate', x ='timestamp', legend=False, title=\"Resting Heart Rate(BPM)\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = plt.gca()\n",
+    "sleep_score_df.plot(kind='line', y='resting_heart_rate', x ='timestamp', legend=False, title=\"Resting Heart Rate Graph\", ax=ax)\n",
+    "plt.xlabel(\"Date\")\n",
+    "plt.ylabel(\"Resting Heart Rate (BPM)\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = plt.gca()\n",
+    "sleep_score_df.plot(kind='line', y='overall_score', x ='timestamp', legend=False, title=\"Sleep Score Time Series Graph\", ax=ax)\n",
+    "plt.xlabel(\"Date\")\n",
+    "plt.ylabel(\"Fitbit's Sleep Score\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     sleep_log_entry_id                 timestamp  overall_score  \\\n",
+      "0           26093459526 2020-02-27 06:04:30+00:00             80   \n",
+      "1           26081303207 2020-02-26 06:13:30+00:00             83   \n",
+      "2           26062481322 2020-02-25 06:00:30+00:00             82   \n",
+      "3           26045941555 2020-02-24 05:49:30+00:00             79   \n",
+      "4           26034268762 2020-02-23 08:35:30+00:00             75   \n",
+      "..                  ...                       ...            ...   \n",
+      "176         23696231032 2019-09-02 07:38:30+00:00             79   \n",
+      "177         23684345925 2019-09-01 07:15:30+00:00             84   \n",
+      "178         23673204871 2019-08-31 07:11:00+00:00             74   \n",
+      "179         23661278483 2019-08-30 06:34:00+00:00             73   \n",
+      "180         23646265400 2019-08-29 05:55:00+00:00             80   \n",
+      "\n",
+      "     composition_score  revitalization_score  duration_score  \\\n",
+      "0                   20                    19              41   \n",
+      "1                   22                    21              40   \n",
+      "2                   22                    21              39   \n",
+      "3                   17                    20              42   \n",
+      "4                   20                    16              39   \n",
+      "..                 ...                   ...             ...   \n",
+      "176                 20                    20              39   \n",
+      "177                 22                    21              41   \n",
+      "178                 18                    21              35   \n",
+      "179                 17                    19              37   \n",
+      "180                 21                    21              38   \n",
+      "\n",
+      "     deep_sleep_in_minutes  resting_heart_rate  restlessness  weekday  \n",
+      "0                       65                  60      0.117330        3  \n",
+      "1                       85                  60      0.113188        2  \n",
+      "2                       95                  60      0.120635        1  \n",
+      "3                       52                  61      0.111224        0  \n",
+      "4                       43                  59      0.154774        6  \n",
+      "..                     ...                 ...           ...      ...  \n",
+      "176                     88                  56      0.170923        0  \n",
+      "177                     95                  56      0.133268        6  \n",
+      "178                     73                  56      0.102703        5  \n",
+      "179                     50                  55      0.121086        4  \n",
+      "180                     61                  57      0.112961        3  \n",
+      "\n",
+      "[181 rows x 10 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "temp = pd.DatetimeIndex(sleep_score_df['timestamp'])\n",
+    "sleep_score_df['weekday'] = temp.weekday\n",
+    "\n",
+    "print(sleep_score_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = plt.gca()\n",
+    "sleep_score_df.groupby('weekday').mean().plot(kind='line', y='overall_score', ax = ax)\n",
+    "plt.ylabel(\"Sleep Score\")\n",
+    "plt.title(\"Sleep Scores on Varying Days of Week\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = plt.gca()\n",
+    "sleep_score_df.groupby('weekday').mean().plot(kind='line', y='resting_heart_rate', ax = ax)\n",
+    "plt.ylabel(\"Resting heart rate (BPM)\")\n",
+    "plt.title(\"Resting Heart Rate Varying Days of Week\")\n",
+    "plt.show()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Steps"
+    "## Calories"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "calories_df = pd.read_json(\"data/calories/calories-2019-07-01.json\",  convert_dates=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                 dateTime  value\n",
+      "0     2019-07-01 00:00:00   1.07\n",
+      "1     2019-07-01 00:01:00   1.07\n",
+      "2     2019-07-01 00:02:00   1.07\n",
+      "3     2019-07-01 00:03:00   1.07\n",
+      "4     2019-07-01 00:04:00   1.07\n",
+      "...                   ...    ...\n",
+      "43195 2019-07-30 23:55:00   1.07\n",
+      "43196 2019-07-30 23:56:00   1.07\n",
+      "43197 2019-07-30 23:57:00   1.07\n",
+      "43198 2019-07-30 23:58:00   1.07\n",
+      "43199 2019-07-30 23:59:00   1.07\n",
+      "\n",
+      "[43200 rows x 2 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(calories_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                           dateTime  value date_minus_time\n",
+      "date_minus_time                                           \n",
+      "2019-07-01      2019-07-01 00:00:00   1.07      2019-07-01\n",
+      "2019-07-01      2019-07-01 00:01:00   1.07      2019-07-01\n",
+      "2019-07-01      2019-07-01 00:02:00   1.07      2019-07-01\n",
+      "2019-07-01      2019-07-01 00:03:00   1.07      2019-07-01\n",
+      "2019-07-01      2019-07-01 00:04:00   1.07      2019-07-01\n",
+      "...                             ...    ...             ...\n",
+      "2019-07-30      2019-07-30 23:55:00   1.07      2019-07-30\n",
+      "2019-07-30      2019-07-30 23:56:00   1.07      2019-07-30\n",
+      "2019-07-30      2019-07-30 23:57:00   1.07      2019-07-30\n",
+      "2019-07-30      2019-07-30 23:58:00   1.07      2019-07-30\n",
+      "2019-07-30      2019-07-30 23:59:00   1.07      2019-07-30\n",
+      "\n",
+      "[43200 rows x 3 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import datetime\n",
+    "calories_df['date_minus_time'] = calories_df[\"dateTime\"].apply( lambda calories_df : \n",
+    "    datetime.datetime(year=calories_df.year, month=calories_df.month, day=calories_df.day))\t\n",
+    "calories_df.set_index(calories_df[\"date_minus_time\"],inplace=True)\n",
+    "\n",
+    "print(calories_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                   value\n",
+      "date_minus_time         \n",
+      "2019-07-01       3422.68\n",
+      "2019-07-02       2705.85\n",
+      "2019-07-03       2871.73\n",
+      "2019-07-04       4089.93\n",
+      "2019-07-05       3917.91\n",
+      "2019-07-06       2762.55\n",
+      "2019-07-07       2929.58\n",
+      "2019-07-08       2698.99\n",
+      "2019-07-09       2833.27\n",
+      "2019-07-10       2529.21\n",
+      "2019-07-11       2634.25\n",
+      "2019-07-12       2953.91\n",
+      "2019-07-13       4247.45\n",
+      "2019-07-14       2998.35\n",
+      "2019-07-15       2846.18\n",
+      "2019-07-16       3084.39\n",
+      "2019-07-17       2331.06\n",
+      "2019-07-18       2849.20\n",
+      "2019-07-19       2071.63\n",
+      "2019-07-20       2746.25\n",
+      "2019-07-21       2562.11\n",
+      "2019-07-22       1892.99\n",
+      "2019-07-23       2372.89\n",
+      "2019-07-24       2320.42\n",
+      "2019-07-25       2140.87\n",
+      "2019-07-26       2430.38\n",
+      "2019-07-27       3769.04\n",
+      "2019-07-28       2036.24\n",
+      "2019-07-29       2814.87\n",
+      "2019-07-30       2077.82\n"
+     ]
+    }
+   ],
+   "source": [
+    "calories_per_day = calories_df.resample('D').sum()\n",
+    "print(calories_per_day)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = plt.gca()\n",
+    "calories_per_day.plot(kind='hist', title=\"Calorie Distribution\", legend=False, ax=ax)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = plt.gca()\n",
+    "calories_per_day.plot(kind='line', y='value', legend=False, title=\"Calories Per Day\", ax=ax)\n",
+    "plt.xlabel(\"Date\")\n",
+    "plt.ylabel(\"Calories\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = plt.gca()\n",
+    "ax.set_title('Calorie Distribution for July')\n",
+    "ax.boxplot(calories_per_day['value'], vert=False,manage_ticks=False, notch=True)\n",
+    "plt.xlabel(\"Calories Burned\")\n",
+    "ax.set_yticks([])\n",
+    "plt.show()"
    ]
   }
  ],
diff --git a/notebooks/fitbit/data/calories/calories-2019-07-01.json b/notebooks/fitbit/data/calories/calories-2019-07-01.json
new file mode 100644
index 0000000..6e57aba
--- /dev/null
+++ b/notebooks/fitbit/data/calories/calories-2019-07-01.json
@@ -0,0 +1,129601 @@
+[{
+  "dateTime" : "07/01/19 00:00:00",
+  "value" : "1.07"
+},{
+  "dateTime" : "07/01/19 00:01:00",
+  "value" : "1.07"
+},{
+  "dateTime" : "07/01/19 00:02:00",
+  "value" : "1.07"
+},{
+  "dateTime" : "07/01/19 00:03:00",
+  "value" : "1.07"
+},{
+  "dateTime" : "07/01/19 00:04:00",
+  "value" : "1.07"
+},{
+  "dateTime" : "07/01/19 00:05:00",
+  "value" : "1.07"
+},{
+  "dateTime" : "07/01/19 00:06:00",
+  "value" : "1.07"
+},{
+  "dateTime" : "07/01/19 00:07:00",
+  "value" : "1.07"
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+}]
\ No newline at end of file
diff --git a/notebooks/fitbit/data/sleep/sleep_score.csv b/notebooks/fitbit/data/sleep/sleep_score.csv
new file mode 100644
index 0000000..b3af53c
--- /dev/null
+++ b/notebooks/fitbit/data/sleep/sleep_score.csv
@@ -0,0 +1,182 @@
+sleep_log_entry_id,timestamp,overall_score,composition_score,revitalization_score,duration_score,deep_sleep_in_minutes,resting_heart_rate,restlessness
+26093459526,2020-02-27T06:04:30Z,80,20,19,41,65,60,0.11733046286329386
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+26062481322,2020-02-25T06:00:30Z,82,22,21,39,95,60,0.12063492063492064
+26045941555,2020-02-24T05:49:30Z,79,17,20,42,52,61,0.11122448979591837
+26034268762,2020-02-23T08:35:30Z,75,20,16,39,43,59,0.15477386934673368
+26022694306,2020-02-22T07:43:00Z,79,19,21,39,53,60,0.09750297265160524
+26007961616,2020-02-21T06:35:30Z,81,22,17,42,89,58,0.12588832487309645
+25988234988,2020-02-20T06:25:00Z,81,21,21,39,60,58,0.11811926605504587
+25969165537,2020-02-19T06:34:00Z,88,22,20,46,91,59,0.12130177514792899
+25952365608,2020-02-18T05:46:30Z,84,23,20,41,114,61,0.13891726251276812
+25938189656,2020-02-17T06:19:00Z,86,22,22,42,89,63,0.09623430962343096
+25926432422,2020-02-16T08:15:30Z,76,21,18,37,49,60,0.11136107986501688
+25901113872,2020-02-14T06:34:00Z,78,18,19,41,74,58,0.12269938650306748
+25883532376,2020-02-13T06:03:00Z,85,21,21,43,52,58,0.10491071428571429
+25871057666,2020-02-12T06:28:30Z,81,22,17,42,88,58,0.1282316442605998
+25860431526,2020-02-11T06:01:30Z,69,18,18,33,57,57,0.13793103448275862
+25844332793,2020-02-10T06:34:00Z,86,22,22,42,88,57,0.10461538461538461
+25829772076,2020-02-09T08:11:30Z,86,21,21,44,80,58,0.13311948676824378
+25817419640,2020-02-08T08:17:00Z,87,22,20,45,132,59,0.13164556962025317
+25803331988,2020-02-07T06:33:00Z,79,20,18,41,88,58,0.14084507042253522
+25785877070,2020-02-06T05:50:00Z,81,21,18,42,80,57,0.11764705882352941
+25769882127,2020-02-05T05:46:30Z,82,21,20,41,46,57,0.12259371833839919
+25755117610,2020-02-04T05:47:00Z,83,22,19,42,83,58,0.16132478632478633
+25742882864,2020-02-03T05:58:30Z,84,22,20,42,85,59,0.13249211356466878
+25729700495,2020-02-02T08:13:30Z,78,19,15,44,100,57,0.17530631479736097
+25717829971,2020-02-01T08:30:00Z,81,20,17,44,100,58,0.1504491017964072
+25704549870,2020-01-31T06:35:30Z,82,22,19,41,103,57,0.1182108626198083
+25684248305,2020-01-30T06:33:00Z,81,22,18,41,89,57,0.1384297520661157
+25655144692,2020-01-29T06:33:00Z,83,21,21,41,107,59,0.12727272727272726
+25642147792,2020-01-28T05:43:30Z,75,20,20,35,66,60,0.1445358401880141
+25624216079,2020-01-27T06:30:30Z,75,20,17,38,87,59,0.14594594594594595
+25613704007,2020-01-26T09:59:00Z,82,20,19,43,88,58,0.1306772908366534
+25593158621,2020-01-25T08:56:00Z,73,18,17,38,75,57,0.14451382694023193
+25584797887,2020-01-24T06:25:00Z,82,21,19,42,70,57,0.12525458248472504
+25566089471,2020-01-23T05:46:00Z,82,21,22,39,79,58,0.11123470522803114
+25553681127,2020-01-22T05:59:00Z,78,22,20,36,89,58,0.12290502793296089
+25536165788,2020-01-21T05:45:00Z,76,21,20,35,67,59,0.13196814562002276
+25523347864,2020-01-20T07:49:30Z,82,21,20,41,89,60,0.11534500514933059
+25510939805,2020-01-19T07:52:00Z,81,19,21,41,44,60,0.10616784630940344
+25498043781,2020-01-18T08:22:00Z,80,22,18,40,85,60,0.1424390243902439
+25481521636,2020-01-17T06:33:00Z,77,22,20,35,84,60,0.11912225705329153
+25464967288,2020-01-16T05:40:30Z,79,21,21,37,82,61,0.13427561837455831
+25451954958,2020-01-15T07:03:30Z,72,18,18,36,75,61,0.1487778958554729
+25433680148,2020-01-14T05:59:00Z,78,22,18,38,95,60,0.13448275862068965
+25416046459,2020-01-13T06:12:30Z,59,15,15,29,71,58,0.12557077625570776
+25404373453,2020-01-12T07:40:30Z,70,19,17,34,88,57,0.14871794871794872
+25391754657,2020-01-11T07:00:00Z,82,22,19,41,95,57,0.13719512195121952
+25376512937,2020-01-10T05:55:30Z,80,22,19,39,99,57,0.1457174638487208
+25363137868,2020-01-09T07:16:30Z,82,22,18,42,96,57,0.17166494312306102
+25342702306,2020-01-08T07:36:30Z,71,18,16,37,90,57,0.18043684710351376
+25320701087,2020-01-07T06:27:30Z,76,19,17,40,94,58,0.14355948869223206
+25302298657,2020-01-06T07:54:00Z,78,20,18,40,102,58,0.15831663326653306
+25290153671,2020-01-05T08:39:30Z,76,20,18,38,135,58,0.18575553416746873
+25277262941,2020-01-04T08:55:30Z,86,23,19,44,112,58,0.15954664341761116
+25260231013,2020-01-03T08:02:30Z,77,23,17,37,112,58,0.16065911431513905
+25246389288,2020-01-02T07:42:00Z,82,21,20,41,96,59,0.13477366255144033
+25230986095,2020-01-01T08:17:00Z,87,22,20,45,96,58,0.1358974358974359
+25223163489,2019-12-31T08:46:30Z,84,22,20,42,85,59,0.12800769971126083
+25208075705,2019-12-30T09:02:30Z,86,23,18,45,121,59,0.16595012897678418
+25192758070,2019-12-29T08:06:30Z,74,19,19,36,104,60,0.12307692307692308
+25179626350,2019-12-28T07:47:00Z,75,23,20,32,109,60,0.13075060532687652
+25167825845,2019-12-27T07:58:00Z,75,22,21,32,104,59,0.14196762141967623
+25152307479,2019-12-26T07:11:00Z,82,23,18,41,135,60,0.13925327951564076
+25141316140,2019-12-25T08:23:30Z,83,22,19,42,103,58,0.13015873015873017
+25130549447,2019-12-24T06:42:30Z,70,18,17,35,66,58,0.16799091940976163
+25119454863,2019-12-23T07:34:30Z,79,22,16,41,96,56,0.15461847389558234
+25108672051,2019-12-22T07:50:30Z,82,21,20,41,91,57,0.14165890027958994
+25098379524,2019-12-21T07:53:30Z,80,23,16,41,114,56,0.1527647610121837
+25089476419,2019-12-20T07:36:30Z,79,22,19,38,103,56,0.11063372717508056
+25072688276,2019-12-19T06:52:30Z,81,22,18,41,86,57,0.13789581205311544
+25057861702,2019-12-18T06:12:00Z,78,22,20,36,119,57,0.14528101802757157
+25043749264,2019-12-17T07:27:30Z,80,21,19,40,67,58,0.15663801337153774
+25030710421,2019-12-16T07:14:30Z,87,22,19,46,97,57,0.13279132791327913
+25017595333,2019-12-15T07:29:00Z,84,21,20,43,75,59,0.14136125654450263
+25007218737,2019-12-14T08:30:00Z,88,22,21,45,98,60,0.12964563526361278
+24997196150,2019-12-13T07:49:30Z,88,22,20,46,108,62,0.12952898550724637
+24982127567,2019-12-12T07:47:30Z,82,21,21,40,66,64,0.14876847290640394
+24972789521,2019-12-11T08:11:30Z,77,18,20,39,97,65,0.11817367949865712
+24958854924,2019-12-10T08:58:30Z,64,17,13,34,53,63,0.18163054695562436
+24944343209,2019-12-09T06:32:00Z,80,19,20,41,114,64,0.14519427402862986
+24933856578,2019-12-08T08:27:30Z,72,19,20,33,68,66,0.15060240963855423
+24924422010,2019-12-07T07:44:00Z,72,17,17,38,55,64,0.18670576735092864
+24911112346,2019-12-06T06:02:00Z,74,21,19,34,76,63,0.13476070528967254
+24901828393,2019-12-05T06:17:30Z,74,20,19,35,87,61,0.12682379349046016
+24889394512,2019-12-04T05:57:30Z,81,23,18,40,107,60,0.1385809312638581
+24866846291,2019-12-03T06:07:00Z,78,21,19,38,67,59,0.14748603351955308
+24854583395,2019-12-02T06:33:30Z,72,20,15,37,87,57,0.1577350859453994
+24845349137,2019-12-01T08:07:00Z,80,21,19,40,98,57,0.12749762131303521
+24832170784,2019-11-30T06:43:30Z,75,19,17,39,89,56,0.1605550049554014
+24823252695,2019-11-29T07:18:30Z,85,21,20,44,89,58,0.1431095406360424
+24810734703,2019-11-28T08:16:30Z,78,19,21,38,108,59,0.13955555555555554
+24800533035,2019-11-27T07:23:00Z,81,21,19,41,79,58,0.1814780168381665
+24789018415,2019-11-26T06:19:00Z,78,18,19,41,99,58,0.13742690058479531
+24775969508,2019-11-25T06:33:00Z,78,20,18,40,96,58,0.153
+24775969507,2019-11-24T09:13:30Z,81,23,18,40,110,57,0.14246068455134134
+24752259936,2019-11-23T05:36:00Z,81,18,21,42,91,59,0.1187308085977482
+24743421450,2019-11-22T05:40:00Z,84,19,19,46,112,60,0.14511873350923482
+24721924769,2019-11-21T05:39:00Z,80,20,19,41,114,60,0.1661600810536981
+24705802084,2019-11-20T06:03:30Z,83,18,20,45,102,61,0.15812720848056538
+24692804362,2019-11-19T05:59:30Z,68,19,15,34,66,59,0.232163080407701
+24679720563,2019-11-18T06:45:30Z,81,21,20,40,110,59,0.1457378551787351
+24668519678,2019-11-17T07:16:30Z,71,18,18,35,93,58,0.1624874623871615
+24661537014,2019-11-16T07:34:30Z,82,21,19,42,97,59,0.14965312190287414
+24645635181,2019-11-15T06:37:00Z,79,18,22,39,83,60,0.12270531400966184
+24632260941,2019-11-14T06:10:30Z,63,17,18,28,66,58,0.13878080415045396
+24622178551,2019-11-13T06:46:00Z,81,22,19,40,98,58,0.16093117408906882
+24607642569,2019-11-12T06:02:00Z,76,18,21,37,103,58,0.1277330264672037
+24594911463,2019-11-11T06:48:30Z,80,21,20,39,82,59,0.14729458917835672
+24583710526,2019-11-10T07:27:30Z,83,21,21,41,113,59,0.10933081998114987
+24573188107,2019-11-09T08:19:00Z,83,23,19,41,111,59,0.14476190476190476
+24561443781,2019-11-08T06:33:00Z,83,21,20,42,70,60,0.1506276150627615
+24548001288,2019-11-07T06:30:30Z,75,20,20,35,88,60,0.1248513674197384
+24536346513,2019-11-06T06:32:00Z,80,22,17,41,84,59,0.16270218839200762
+24525485244,2019-11-05T05:59:30Z,79,22,19,38,84,60,0.12485681557846506
+24511902336,2019-11-04T06:55:30Z,80,21,18,41,107,60,0.1648675171736997
+24496648737,2019-11-03T06:37:30Z,61,16,15,30,77,58,0.204739336492891
+24489140894,2019-11-02T08:16:30Z,87,22,20,45,96,59,0.13217866909753875
+24475953124,2019-11-01T06:45:00Z,81,22,22,37,94,60,0.10235294117647059
+24463734399,2019-10-31T06:14:00Z,41,17,13,11,75,58,0.14906832298136646
+24449968899,2019-10-30T06:39:30Z,82,22,19,41,94,58,0.13818860877684408
+24437579612,2019-10-29T06:22:30Z,76,19,21,36,73,58,0.13719185423365488
+24424386780,2019-10-28T06:44:30Z,84,21,21,42,90,59,0.11209439528023599
+24413032462,2019-10-27T06:49:30Z,69,21,14,34,71,56,0.15770609318996415
+24402887048,2019-10-26T05:37:00Z,75,21,19,35,93,56,0.11956521739130435
+24390995549,2019-10-25T06:45:30Z,81,20,19,42,95,56,0.12195121951219512
+24377443892,2019-10-24T07:12:30Z,75,22,18,35,83,56,0.1470292044310171
+24366941680,2019-10-23T06:35:30Z,84,22,22,40,113,58,0.1330603889457523
+24355822433,2019-10-22T06:45:30Z,82,23,18,41,110,58,0.13891726251276812
+24341953249,2019-10-21T06:47:00Z,79,18,20,41,65,57,0.13636363636363635
+24341953248,2019-10-20T07:45:30Z,85,20,21,44,110,56,0.11251049538203191
+24318195646,2019-10-19T08:19:30Z,79,21,20,38,86,56,0.1321266968325792
+24306066115,2019-10-18T07:12:00Z,84,24,20,40,127,56,0.11683168316831684
+24289622902,2019-10-17T06:36:30Z,75,21,20,34,69,56,0.15337423312883436
+24278460408,2019-10-16T06:21:00Z,79,21,21,37,117,57,0.10526315789473684
+24269469092,2019-10-15T07:59:00Z,84,22,21,41,93,58,0.11545988258317025
+24250954876,2019-10-14T05:13:00Z,76,19,20,37,77,58,0.1293833131801693
+24242836711,2019-10-13T09:18:30Z,63,21,14,28,60,56,0.15173237753882915
+24235096825,2019-10-12T08:10:00Z,82,22,20,40,107,57,0.1335914811229429
+24219310077,2019-10-11T06:49:30Z,71,20,19,32,97,58,0.1372328458942632
+24207395605,2019-10-10T06:22:00Z,71,20,16,35,74,57,0.14365256124721604
+24192906384,2019-10-09T06:52:00Z,83,21,22,40,81,58,0.12016293279022404
+24178673308,2019-10-08T06:19:30Z,81,20,21,40,91,59,0.11836283185840708
+24157324429,2019-10-07T07:33:30Z,77,19,19,39,78,59,0.17323556370302476
+24138872551,2019-10-06T09:19:30Z,78,21,16,41,134,60,0.23254139668826493
+24131744325,2019-10-05T06:37:30Z,80,22,20,38,98,60,0.1513903192584964
+24118453273,2019-10-04T06:23:30Z,81,22,19,40,92,60,0.13224043715846995
+24107294203,2019-10-03T06:11:00Z,76,19,21,36,77,61,0.14412136536030343
+24094261384,2019-10-02T06:49:30Z,80,22,19,39,125,61,0.155053974484789
+24081125459,2019-10-01T06:36:00Z,79,21,20,38,73,60,0.12017167381974249
+24067314952,2019-09-30T06:08:30Z,76,20,19,37,51,59,0.14870689655172414
+24054803851,2019-09-29T07:21:00Z,78,22,19,37,92,59,0.1380065717415115
+24043257064,2019-09-28T07:00:30Z,66,18,19,29,86,58,0.15037593984962405
+24032032616,2019-09-27T06:47:30Z,85,22,21,42,101,59,0.11288711288711288
+24018795264,2019-09-26T06:36:00Z,73,18,17,38,92,58,0.12582781456953643
+24008259982,2019-09-25T07:42:00Z,82,20,18,44,77,58,0.15384615384615385
+23995153240,2019-09-24T06:20:30Z,83,22,20,41,98,58,0.13559322033898305
+23983598772,2019-09-23T06:47:00Z,81,20,20,41,108,59,0.143796992481203
+23973042208,2019-09-22T07:31:00Z,77,19,17,41,101,58,0.16177957532861476
+23973042207,2019-09-21T07:15:00Z,79,19,20,40,124,57,0.1359126984126984
+23947975535,2019-09-20T06:42:00Z,86,20,21,45,117,59,0.11261261261261261
+23933467238,2019-09-19T06:19:00Z,79,17,17,45,85,57,0.14273356401384082
+23910315823,2019-09-17T05:13:30Z,66,17,19,30,98,56,0.16644113667117727
+23891736899,2019-09-16T06:40:00Z,84,21,21,42,80,57,0.12987012987012986
+23880011727,2019-09-15T07:25:30Z,77,20,18,39,89,57,0.1579466929911155
+23869387147,2019-09-14T07:18:00Z,70,17,18,35,87,56,0.14772727272727273
+23857222270,2019-09-13T06:42:00Z,70,21,17,32,128,55,0.12357217030114226
+23843106439,2019-09-12T06:29:30Z,78,22,18,38,85,54,0.15171650055370986
+23828701593,2019-09-11T05:59:00Z,81,22,20,39,86,55,0.1271186440677966
+23813261926,2019-09-10T06:18:30Z,77,21,19,37,68,55,0.13847900113507378
+23800207430,2019-09-09T06:37:00Z,81,21,20,40,78,55,0.12413108242303873
+23779847904,2019-09-08T07:02:30Z,85,23,20,42,117,56,0.13186813186813187
+23767509651,2019-09-07T07:03:00Z,75,21,19,35,77,55,0.11543287327478043
+23753447582,2019-09-06T06:41:30Z,79,21,18,40,91,56,0.15695952615992104
+23738011029,2019-09-05T06:13:00Z,78,21,21,36,80,57,0.1261574074074074
+23724233662,2019-09-04T06:43:30Z,82,22,19,41,95,56,0.13779128672745694
+23709362778,2019-09-03T06:31:00Z,85,23,20,42,115,55,0.12966804979253113
+23696231032,2019-09-02T07:38:30Z,79,20,20,39,88,56,0.17092337917485265
+23684345925,2019-09-01T07:15:30Z,84,22,21,41,95,56,0.1332675222112537
+23673204871,2019-08-31T07:11:00Z,74,18,21,35,73,56,0.10270270270270271
+23661278483,2019-08-30T06:34:00Z,73,17,19,37,50,55,0.12108559498956159
+23646265400,2019-08-29T05:55:00Z,80,21,21,38,61,57,0.11296076099881094