diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index 45c637612d77b4ed4f828d000d5385687f4f23ae..6fdae5a141225c9bf44d9cac3ca538d86532e534 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,20 +21,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
-    "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
+    "data_url = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/weekly/weekly_in_situ_co2_mlo.csv\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
-    "data_file = \"syndrome-grippal.csv\"\n",
+    "data_file = \"weekly_in_situ_co2.csv\"\n",
     "\n",
     "import os\n",
     "import urllib.request\n",
@@ -44,974 +44,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>week</th>\n",
-       "      <th>indicator</th>\n",
-       "      <th>inc</th>\n",
-       "      <th>inc_low</th>\n",
-       "      <th>inc_up</th>\n",
-       "      <th>inc100</th>\n",
-       "      <th>inc100_low</th>\n",
-       "      <th>inc100_up</th>\n",
-       "      <th>geo_insee</th>\n",
-       "      <th>geo_name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>202403</td>\n",
-       "      <td>3</td>\n",
-       "      <td>177465</td>\n",
-       "      <td>164064.0</td>\n",
-       "      <td>190866.0</td>\n",
-       "      <td>266</td>\n",
-       "      <td>246.0</td>\n",
-       "      <td>286.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>202402</td>\n",
-       "      <td>3</td>\n",
-       "      <td>130259</td>\n",
-       "      <td>120192.0</td>\n",
-       "      <td>140326.0</td>\n",
-       "      <td>195</td>\n",
-       "      <td>180.0</td>\n",
-       "      <td>210.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>202401</td>\n",
-       "      <td>3</td>\n",
-       "      <td>120769</td>\n",
-       "      <td>109452.0</td>\n",
-       "      <td>132086.0</td>\n",
-       "      <td>181</td>\n",
-       "      <td>164.0</td>\n",
-       "      <td>198.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>202352</td>\n",
-       "      <td>3</td>\n",
-       "      <td>115446</td>\n",
-       "      <td>103738.0</td>\n",
-       "      <td>127154.0</td>\n",
-       "      <td>174</td>\n",
-       "      <td>156.0</td>\n",
-       "      <td>192.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>202351</td>\n",
-       "      <td>3</td>\n",
-       "      <td>148755</td>\n",
-       "      <td>136546.0</td>\n",
-       "      <td>160964.0</td>\n",
-       "      <td>224</td>\n",
-       "      <td>206.0</td>\n",
-       "      <td>242.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>202350</td>\n",
-       "      <td>3</td>\n",
-       "      <td>147971</td>\n",
-       "      <td>136787.0</td>\n",
-       "      <td>159155.0</td>\n",
-       "      <td>223</td>\n",
-       "      <td>206.0</td>\n",
-       "      <td>240.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>202349</td>\n",
-       "      <td>3</td>\n",
-       "      <td>147552</td>\n",
-       "      <td>136422.0</td>\n",
-       "      <td>158682.0</td>\n",
-       "      <td>222</td>\n",
-       "      <td>205.0</td>\n",
-       "      <td>239.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>202348</td>\n",
-       "      <td>3</td>\n",
-       "      <td>124204</td>\n",
-       "      <td>113479.0</td>\n",
-       "      <td>134929.0</td>\n",
-       "      <td>187</td>\n",
-       "      <td>171.0</td>\n",
-       "      <td>203.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>202347</td>\n",
-       "      <td>3</td>\n",
-       "      <td>110910</td>\n",
-       "      <td>100658.0</td>\n",
-       "      <td>121162.0</td>\n",
-       "      <td>167</td>\n",
-       "      <td>152.0</td>\n",
-       "      <td>182.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>202346</td>\n",
-       "      <td>3</td>\n",
-       "      <td>83853</td>\n",
-       "      <td>75096.0</td>\n",
-       "      <td>92610.0</td>\n",
-       "      <td>126</td>\n",
-       "      <td>113.0</td>\n",
-       "      <td>139.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>202345</td>\n",
-       "      <td>3</td>\n",
-       "      <td>72003</td>\n",
-       "      <td>63178.0</td>\n",
-       "      <td>80828.0</td>\n",
-       "      <td>108</td>\n",
-       "      <td>95.0</td>\n",
-       "      <td>121.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>202344</td>\n",
-       "      <td>3</td>\n",
-       "      <td>49952</td>\n",
-       "      <td>42813.0</td>\n",
-       "      <td>57091.0</td>\n",
-       "      <td>75</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>86.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>202343</td>\n",
-       "      <td>3</td>\n",
-       "      <td>44982</td>\n",
-       "      <td>38170.0</td>\n",
-       "      <td>51794.0</td>\n",
-       "      <td>68</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>78.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>202342</td>\n",
-       "      <td>3</td>\n",
-       "      <td>56842</td>\n",
-       "      <td>49277.0</td>\n",
-       "      <td>64407.0</td>\n",
-       "      <td>86</td>\n",
-       "      <td>75.0</td>\n",
-       "      <td>97.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>202341</td>\n",
-       "      <td>3</td>\n",
-       "      <td>58357</td>\n",
-       "      <td>51032.0</td>\n",
-       "      <td>65682.0</td>\n",
-       "      <td>88</td>\n",
-       "      <td>77.0</td>\n",
-       "      <td>99.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>202340</td>\n",
-       "      <td>3</td>\n",
-       "      <td>68894</td>\n",
-       "      <td>60069.0</td>\n",
-       "      <td>77719.0</td>\n",
-       "      <td>104</td>\n",
-       "      <td>91.0</td>\n",
-       "      <td>117.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>202339</td>\n",
-       "      <td>3</td>\n",
-       "      <td>72003</td>\n",
-       "      <td>63452.0</td>\n",
-       "      <td>80554.0</td>\n",
-       "      <td>108</td>\n",
-       "      <td>95.0</td>\n",
-       "      <td>121.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>202338</td>\n",
-       "      <td>3</td>\n",
-       "      <td>63218</td>\n",
-       "      <td>55227.0</td>\n",
-       "      <td>71209.0</td>\n",
-       "      <td>95</td>\n",
-       "      <td>83.0</td>\n",
-       "      <td>107.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>202337</td>\n",
-       "      <td>3</td>\n",
-       "      <td>49085</td>\n",
-       "      <td>42079.0</td>\n",
-       "      <td>56091.0</td>\n",
-       "      <td>74</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>202336</td>\n",
-       "      <td>3</td>\n",
-       "      <td>38247</td>\n",
-       "      <td>32237.0</td>\n",
-       "      <td>44257.0</td>\n",
-       "      <td>58</td>\n",
-       "      <td>49.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>202335</td>\n",
-       "      <td>3</td>\n",
-       "      <td>31695</td>\n",
-       "      <td>26013.0</td>\n",
-       "      <td>37377.0</td>\n",
-       "      <td>48</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>202334</td>\n",
-       "      <td>3</td>\n",
-       "      <td>26663</td>\n",
-       "      <td>21057.0</td>\n",
-       "      <td>32269.0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>48.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>202333</td>\n",
-       "      <td>3</td>\n",
-       "      <td>19144</td>\n",
-       "      <td>13161.0</td>\n",
-       "      <td>25127.0</td>\n",
-       "      <td>29</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>202332</td>\n",
-       "      <td>3</td>\n",
-       "      <td>14641</td>\n",
-       "      <td>10285.0</td>\n",
-       "      <td>18997.0</td>\n",
-       "      <td>22</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>29.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>202331</td>\n",
-       "      <td>3</td>\n",
-       "      <td>15286</td>\n",
-       "      <td>10705.0</td>\n",
-       "      <td>19867.0</td>\n",
-       "      <td>23</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>202330</td>\n",
-       "      <td>3</td>\n",
-       "      <td>13205</td>\n",
-       "      <td>8647.0</td>\n",
-       "      <td>17763.0</td>\n",
-       "      <td>20</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>202329</td>\n",
-       "      <td>3</td>\n",
-       "      <td>11122</td>\n",
-       "      <td>7113.0</td>\n",
-       "      <td>15131.0</td>\n",
-       "      <td>17</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>202328</td>\n",
-       "      <td>3</td>\n",
-       "      <td>9179</td>\n",
-       "      <td>5703.0</td>\n",
-       "      <td>12655.0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>202327</td>\n",
-       "      <td>3</td>\n",
-       "      <td>8999</td>\n",
-       "      <td>5763.0</td>\n",
-       "      <td>12235.0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>202326</td>\n",
-       "      <td>3</td>\n",
-       "      <td>9023</td>\n",
-       "      <td>5934.0</td>\n",
-       "      <td>12112.0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>19.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</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",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2017</th>\n",
-       "      <td>198521</td>\n",
-       "      <td>3</td>\n",
-       "      <td>26096</td>\n",
-       "      <td>19621.0</td>\n",
-       "      <td>32571.0</td>\n",
-       "      <td>47</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2018</th>\n",
-       "      <td>198520</td>\n",
-       "      <td>3</td>\n",
-       "      <td>27896</td>\n",
-       "      <td>20885.0</td>\n",
-       "      <td>34907.0</td>\n",
-       "      <td>51</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2019</th>\n",
-       "      <td>198519</td>\n",
-       "      <td>3</td>\n",
-       "      <td>43154</td>\n",
-       "      <td>32821.0</td>\n",
-       "      <td>53487.0</td>\n",
-       "      <td>78</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>97.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2020</th>\n",
-       "      <td>198518</td>\n",
-       "      <td>3</td>\n",
-       "      <td>40555</td>\n",
-       "      <td>29935.0</td>\n",
-       "      <td>51175.0</td>\n",
-       "      <td>74</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>93.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2021</th>\n",
-       "      <td>198517</td>\n",
-       "      <td>3</td>\n",
-       "      <td>34053</td>\n",
-       "      <td>24366.0</td>\n",
-       "      <td>43740.0</td>\n",
-       "      <td>62</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>80.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022</th>\n",
-       "      <td>198516</td>\n",
-       "      <td>3</td>\n",
-       "      <td>50362</td>\n",
-       "      <td>36451.0</td>\n",
-       "      <td>64273.0</td>\n",
-       "      <td>91</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>116.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023</th>\n",
-       "      <td>198515</td>\n",
-       "      <td>3</td>\n",
-       "      <td>63881</td>\n",
-       "      <td>45538.0</td>\n",
-       "      <td>82224.0</td>\n",
-       "      <td>116</td>\n",
-       "      <td>83.0</td>\n",
-       "      <td>149.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2024</th>\n",
-       "      <td>198514</td>\n",
-       "      <td>3</td>\n",
-       "      <td>134545</td>\n",
-       "      <td>114400.0</td>\n",
-       "      <td>154690.0</td>\n",
-       "      <td>244</td>\n",
-       "      <td>207.0</td>\n",
-       "      <td>281.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2025</th>\n",
-       "      <td>198513</td>\n",
-       "      <td>3</td>\n",
-       "      <td>197206</td>\n",
-       "      <td>176080.0</td>\n",
-       "      <td>218332.0</td>\n",
-       "      <td>357</td>\n",
-       "      <td>319.0</td>\n",
-       "      <td>395.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2026</th>\n",
-       "      <td>198512</td>\n",
-       "      <td>3</td>\n",
-       "      <td>245240</td>\n",
-       "      <td>223304.0</td>\n",
-       "      <td>267176.0</td>\n",
-       "      <td>445</td>\n",
-       "      <td>405.0</td>\n",
-       "      <td>485.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2027</th>\n",
-       "      <td>198511</td>\n",
-       "      <td>3</td>\n",
-       "      <td>276205</td>\n",
-       "      <td>252399.0</td>\n",
-       "      <td>300011.0</td>\n",
-       "      <td>501</td>\n",
-       "      <td>458.0</td>\n",
-       "      <td>544.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2028</th>\n",
-       "      <td>198510</td>\n",
-       "      <td>3</td>\n",
-       "      <td>353231</td>\n",
-       "      <td>326279.0</td>\n",
-       "      <td>380183.0</td>\n",
-       "      <td>640</td>\n",
-       "      <td>591.0</td>\n",
-       "      <td>689.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2029</th>\n",
-       "      <td>198509</td>\n",
-       "      <td>3</td>\n",
-       "      <td>369895</td>\n",
-       "      <td>341109.0</td>\n",
-       "      <td>398681.0</td>\n",
-       "      <td>670</td>\n",
-       "      <td>618.0</td>\n",
-       "      <td>722.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2030</th>\n",
-       "      <td>198508</td>\n",
-       "      <td>3</td>\n",
-       "      <td>389886</td>\n",
-       "      <td>359529.0</td>\n",
-       "      <td>420243.0</td>\n",
-       "      <td>707</td>\n",
-       "      <td>652.0</td>\n",
-       "      <td>762.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2031</th>\n",
-       "      <td>198507</td>\n",
-       "      <td>3</td>\n",
-       "      <td>471852</td>\n",
-       "      <td>432599.0</td>\n",
-       "      <td>511105.0</td>\n",
-       "      <td>855</td>\n",
-       "      <td>784.0</td>\n",
-       "      <td>926.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2032</th>\n",
-       "      <td>198506</td>\n",
-       "      <td>3</td>\n",
-       "      <td>565825</td>\n",
-       "      <td>518011.0</td>\n",
-       "      <td>613639.0</td>\n",
-       "      <td>1026</td>\n",
-       "      <td>939.0</td>\n",
-       "      <td>1113.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2033</th>\n",
-       "      <td>198505</td>\n",
-       "      <td>3</td>\n",
-       "      <td>637302</td>\n",
-       "      <td>592795.0</td>\n",
-       "      <td>681809.0</td>\n",
-       "      <td>1155</td>\n",
-       "      <td>1074.0</td>\n",
-       "      <td>1236.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2034</th>\n",
-       "      <td>198504</td>\n",
-       "      <td>3</td>\n",
-       "      <td>424937</td>\n",
-       "      <td>390794.0</td>\n",
-       "      <td>459080.0</td>\n",
-       "      <td>770</td>\n",
-       "      <td>708.0</td>\n",
-       "      <td>832.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2035</th>\n",
-       "      <td>198503</td>\n",
-       "      <td>3</td>\n",
-       "      <td>213901</td>\n",
-       "      <td>174689.0</td>\n",
-       "      <td>253113.0</td>\n",
-       "      <td>388</td>\n",
-       "      <td>317.0</td>\n",
-       "      <td>459.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2036</th>\n",
-       "      <td>198502</td>\n",
-       "      <td>3</td>\n",
-       "      <td>97586</td>\n",
-       "      <td>80949.0</td>\n",
-       "      <td>114223.0</td>\n",
-       "      <td>177</td>\n",
-       "      <td>147.0</td>\n",
-       "      <td>207.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2037</th>\n",
-       "      <td>198501</td>\n",
-       "      <td>3</td>\n",
-       "      <td>85489</td>\n",
-       "      <td>65918.0</td>\n",
-       "      <td>105060.0</td>\n",
-       "      <td>155</td>\n",
-       "      <td>120.0</td>\n",
-       "      <td>190.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2038</th>\n",
-       "      <td>198452</td>\n",
-       "      <td>3</td>\n",
-       "      <td>84830</td>\n",
-       "      <td>60602.0</td>\n",
-       "      <td>109058.0</td>\n",
-       "      <td>154</td>\n",
-       "      <td>110.0</td>\n",
-       "      <td>198.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2039</th>\n",
-       "      <td>198451</td>\n",
-       "      <td>3</td>\n",
-       "      <td>101726</td>\n",
-       "      <td>80242.0</td>\n",
-       "      <td>123210.0</td>\n",
-       "      <td>185</td>\n",
-       "      <td>146.0</td>\n",
-       "      <td>224.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2040</th>\n",
-       "      <td>198450</td>\n",
-       "      <td>3</td>\n",
-       "      <td>123680</td>\n",
-       "      <td>101401.0</td>\n",
-       "      <td>145959.0</td>\n",
-       "      <td>225</td>\n",
-       "      <td>184.0</td>\n",
-       "      <td>266.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2041</th>\n",
-       "      <td>198449</td>\n",
-       "      <td>3</td>\n",
-       "      <td>101073</td>\n",
-       "      <td>81684.0</td>\n",
-       "      <td>120462.0</td>\n",
-       "      <td>184</td>\n",
-       "      <td>149.0</td>\n",
-       "      <td>219.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2042</th>\n",
-       "      <td>198448</td>\n",
-       "      <td>3</td>\n",
-       "      <td>78620</td>\n",
-       "      <td>60634.0</td>\n",
-       "      <td>96606.0</td>\n",
-       "      <td>143</td>\n",
-       "      <td>110.0</td>\n",
-       "      <td>176.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2043</th>\n",
-       "      <td>198447</td>\n",
-       "      <td>3</td>\n",
-       "      <td>72029</td>\n",
-       "      <td>54274.0</td>\n",
-       "      <td>89784.0</td>\n",
-       "      <td>131</td>\n",
-       "      <td>99.0</td>\n",
-       "      <td>163.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2044</th>\n",
-       "      <td>198446</td>\n",
-       "      <td>3</td>\n",
-       "      <td>87330</td>\n",
-       "      <td>67686.0</td>\n",
-       "      <td>106974.0</td>\n",
-       "      <td>159</td>\n",
-       "      <td>123.0</td>\n",
-       "      <td>195.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2045</th>\n",
-       "      <td>198445</td>\n",
-       "      <td>3</td>\n",
-       "      <td>135223</td>\n",
-       "      <td>101414.0</td>\n",
-       "      <td>169032.0</td>\n",
-       "      <td>246</td>\n",
-       "      <td>184.0</td>\n",
-       "      <td>308.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2046</th>\n",
-       "      <td>198444</td>\n",
-       "      <td>3</td>\n",
-       "      <td>68422</td>\n",
-       "      <td>20056.0</td>\n",
-       "      <td>116788.0</td>\n",
-       "      <td>125</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>213.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2047 rows × 10 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
-       "0     202403          3  177465  164064.0  190866.0    266       246.0   \n",
-       "1     202402          3  130259  120192.0  140326.0    195       180.0   \n",
-       "2     202401          3  120769  109452.0  132086.0    181       164.0   \n",
-       "3     202352          3  115446  103738.0  127154.0    174       156.0   \n",
-       "4     202351          3  148755  136546.0  160964.0    224       206.0   \n",
-       "5     202350          3  147971  136787.0  159155.0    223       206.0   \n",
-       "6     202349          3  147552  136422.0  158682.0    222       205.0   \n",
-       "7     202348          3  124204  113479.0  134929.0    187       171.0   \n",
-       "8     202347          3  110910  100658.0  121162.0    167       152.0   \n",
-       "9     202346          3   83853   75096.0   92610.0    126       113.0   \n",
-       "10    202345          3   72003   63178.0   80828.0    108        95.0   \n",
-       "11    202344          3   49952   42813.0   57091.0     75        64.0   \n",
-       "12    202343          3   44982   38170.0   51794.0     68        58.0   \n",
-       "13    202342          3   56842   49277.0   64407.0     86        75.0   \n",
-       "14    202341          3   58357   51032.0   65682.0     88        77.0   \n",
-       "15    202340          3   68894   60069.0   77719.0    104        91.0   \n",
-       "16    202339          3   72003   63452.0   80554.0    108        95.0   \n",
-       "17    202338          3   63218   55227.0   71209.0     95        83.0   \n",
-       "18    202337          3   49085   42079.0   56091.0     74        63.0   \n",
-       "19    202336          3   38247   32237.0   44257.0     58        49.0   \n",
-       "20    202335          3   31695   26013.0   37377.0     48        39.0   \n",
-       "21    202334          3   26663   21057.0   32269.0     40        32.0   \n",
-       "22    202333          3   19144   13161.0   25127.0     29        20.0   \n",
-       "23    202332          3   14641   10285.0   18997.0     22        15.0   \n",
-       "24    202331          3   15286   10705.0   19867.0     23        16.0   \n",
-       "25    202330          3   13205    8647.0   17763.0     20        13.0   \n",
-       "26    202329          3   11122    7113.0   15131.0     17        11.0   \n",
-       "27    202328          3    9179    5703.0   12655.0     14         9.0   \n",
-       "28    202327          3    8999    5763.0   12235.0     14         9.0   \n",
-       "29    202326          3    9023    5934.0   12112.0     14         9.0   \n",
-       "...      ...        ...     ...       ...       ...    ...         ...   \n",
-       "2017  198521          3   26096   19621.0   32571.0     47        35.0   \n",
-       "2018  198520          3   27896   20885.0   34907.0     51        38.0   \n",
-       "2019  198519          3   43154   32821.0   53487.0     78        59.0   \n",
-       "2020  198518          3   40555   29935.0   51175.0     74        55.0   \n",
-       "2021  198517          3   34053   24366.0   43740.0     62        44.0   \n",
-       "2022  198516          3   50362   36451.0   64273.0     91        66.0   \n",
-       "2023  198515          3   63881   45538.0   82224.0    116        83.0   \n",
-       "2024  198514          3  134545  114400.0  154690.0    244       207.0   \n",
-       "2025  198513          3  197206  176080.0  218332.0    357       319.0   \n",
-       "2026  198512          3  245240  223304.0  267176.0    445       405.0   \n",
-       "2027  198511          3  276205  252399.0  300011.0    501       458.0   \n",
-       "2028  198510          3  353231  326279.0  380183.0    640       591.0   \n",
-       "2029  198509          3  369895  341109.0  398681.0    670       618.0   \n",
-       "2030  198508          3  389886  359529.0  420243.0    707       652.0   \n",
-       "2031  198507          3  471852  432599.0  511105.0    855       784.0   \n",
-       "2032  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
-       "2033  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
-       "2034  198504          3  424937  390794.0  459080.0    770       708.0   \n",
-       "2035  198503          3  213901  174689.0  253113.0    388       317.0   \n",
-       "2036  198502          3   97586   80949.0  114223.0    177       147.0   \n",
-       "2037  198501          3   85489   65918.0  105060.0    155       120.0   \n",
-       "2038  198452          3   84830   60602.0  109058.0    154       110.0   \n",
-       "2039  198451          3  101726   80242.0  123210.0    185       146.0   \n",
-       "2040  198450          3  123680  101401.0  145959.0    225       184.0   \n",
-       "2041  198449          3  101073   81684.0  120462.0    184       149.0   \n",
-       "2042  198448          3   78620   60634.0   96606.0    143       110.0   \n",
-       "2043  198447          3   72029   54274.0   89784.0    131        99.0   \n",
-       "2044  198446          3   87330   67686.0  106974.0    159       123.0   \n",
-       "2045  198445          3  135223  101414.0  169032.0    246       184.0   \n",
-       "2046  198444          3   68422   20056.0  116788.0    125        37.0   \n",
-       "\n",
-       "      inc100_up geo_insee geo_name  \n",
-       "0         286.0        FR   France  \n",
-       "1         210.0        FR   France  \n",
-       "2         198.0        FR   France  \n",
-       "3         192.0        FR   France  \n",
-       "4         242.0        FR   France  \n",
-       "5         240.0        FR   France  \n",
-       "6         239.0        FR   France  \n",
-       "7         203.0        FR   France  \n",
-       "8         182.0        FR   France  \n",
-       "9         139.0        FR   France  \n",
-       "10        121.0        FR   France  \n",
-       "11         86.0        FR   France  \n",
-       "12         78.0        FR   France  \n",
-       "13         97.0        FR   France  \n",
-       "14         99.0        FR   France  \n",
-       "15        117.0        FR   France  \n",
-       "16        121.0        FR   France  \n",
-       "17        107.0        FR   France  \n",
-       "18         85.0        FR   France  \n",
-       "19         67.0        FR   France  \n",
-       "20         57.0        FR   France  \n",
-       "21         48.0        FR   France  \n",
-       "22         38.0        FR   France  \n",
-       "23         29.0        FR   France  \n",
-       "24         30.0        FR   France  \n",
-       "25         27.0        FR   France  \n",
-       "26         23.0        FR   France  \n",
-       "27         19.0        FR   France  \n",
-       "28         19.0        FR   France  \n",
-       "29         19.0        FR   France  \n",
-       "...         ...       ...      ...  \n",
-       "2017       59.0        FR   France  \n",
-       "2018       64.0        FR   France  \n",
-       "2019       97.0        FR   France  \n",
-       "2020       93.0        FR   France  \n",
-       "2021       80.0        FR   France  \n",
-       "2022      116.0        FR   France  \n",
-       "2023      149.0        FR   France  \n",
-       "2024      281.0        FR   France  \n",
-       "2025      395.0        FR   France  \n",
-       "2026      485.0        FR   France  \n",
-       "2027      544.0        FR   France  \n",
-       "2028      689.0        FR   France  \n",
-       "2029      722.0        FR   France  \n",
-       "2030      762.0        FR   France  \n",
-       "2031      926.0        FR   France  \n",
-       "2032     1113.0        FR   France  \n",
-       "2033     1236.0        FR   France  \n",
-       "2034      832.0        FR   France  \n",
-       "2035      459.0        FR   France  \n",
-       "2036      207.0        FR   France  \n",
-       "2037      190.0        FR   France  \n",
-       "2038      198.0        FR   France  \n",
-       "2039      224.0        FR   France  \n",
-       "2040      266.0        FR   France  \n",
-       "2041      219.0        FR   France  \n",
-       "2042      176.0        FR   France  \n",
-       "2043      163.0        FR   France  \n",
-       "2044      195.0        FR   France  \n",
-       "2045      308.0        FR   France  \n",
-       "2046      213.0        FR   France  \n",
-       "\n",
-       "[2047 rows x 10 columns]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "ParserError",
+     "evalue": "Error tokenizing data. C error: Expected 1 fields in line 33, saw 4\n",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mParserError\u001b[0m                               Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-10-ae9cd278969e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mraw_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_file\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskiprows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mraw_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision)\u001b[0m\n\u001b[1;32m    707\u001b[0m                     skip_blank_lines=skip_blank_lines)\n\u001b[1;32m    708\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 709\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    710\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    711\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    453\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    454\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 455\u001b[0;31m         \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    456\u001b[0m     \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    457\u001b[0m         \u001b[0mparser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m   1067\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'skipfooter not supported for iteration'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1068\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1069\u001b[0;31m         \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1070\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1071\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'as_recarray'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m   1837\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnrows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1838\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1839\u001b[0;31m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1840\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1841\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_first_chunk\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.read\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._read_low_memory\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._read_rows\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._tokenize_rows\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.raise_parser_error\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mParserError\u001b[0m: Error tokenizing data. C error: Expected 1 fields in line 33, saw 4\n"
+     ]
     }
    ],
    "source": [
@@ -1019,6 +73,13 @@
     "raw_data"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
diff --git a/module3/exo3/weekly_in_situ_co2.csv b/module3/exo3/weekly_in_situ_co2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..648ba2cb3f2887805d841643c1e7c7795cc054e2
--- /dev/null
+++ b/module3/exo3/weekly_in_situ_co2.csv
@@ -0,0 +1,3402 @@
+"-------------------------------------------------------------------------------------------"
+" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements                "
+" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m      "
+"                                                                                           "
+" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher                   "
+" Scripps CO2 Program ( http://scrippsco2.ucsd.edu )                                        "
+" Scripps Institution of Oceanography (SIO)                                                 "
+" University of California                                                                  "
+" La Jolla, California USA 92093-0244                                                       "
+"                                                                                           "
+" Status of data and correspondence:                                                        "
+"                                                                                           "
+" These data are subject to revision based on recalibration of standard gases. Questions    "
+" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker"
+" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program.            "
+"                                                                                           "
+" Baseline data in this file through 07-Jan-2024 from archive dated 08-Jan-2024 14:25:05    "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+" Please cite as:                                                                           "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Exchanges of atmospheric CO2 and 13CO2 with the terrestrial biosphere and   "
+" oceans from 1978 to 2000.  I. Global aspects, SIO Reference Series, No. 01-06, Scripps    "
+" Institution of Oceanography, San Diego, 88 pages, 2001.                                   "
+"                                                                                           "
+" If it is necessary to cite a peer-reviewed article, please cite as:                       "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Atmospheric CO2 and 13CO2 exchange with the terrestrial biosphere and       "
+" oceans from 1978 to 2000: observations and carbon cycle implications, pages 83-113,       "
+" in "A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems",     "
+" editors, Ehleringer, J.R., T. E. Cerling, M. D. Dearing, Springer Verlag,                 "
+" New York, 2005.                                                                           "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+"                                                                        "
+" The data file below contains 2 columns indicaing the date and CO2      "
+" concentrations in micro-mol CO2 per mole (ppm), reported on the 2012  "
+" SIO manometric mole fraction scale.  These weekly values have been     "
+" adjusted to 12:00 hours at middle day of each weekly period as         "
+" indicated by the date in the first column.                             "
+1958-03-29, 316.19
+1958-04-05, 317.31
+1958-04-12, 317.69
+1958-04-19, 317.58
+1958-04-26, 316.48
+1958-05-03, 316.95
+1958-05-17, 317.56
+1958-05-24, 317.99
+1958-07-05, 315.85
+1958-07-12, 315.85
+1958-07-19, 315.46
+1958-07-26, 315.59
+1958-08-02, 315.64
+1958-08-09, 315.10
+1958-08-16, 315.09
+1958-08-30, 314.14
+1958-09-06, 313.54
+1958-11-08, 313.05
+1958-11-15, 313.26
+1958-11-22, 313.57
+1958-11-29, 314.01
+1958-12-06, 314.56
+1958-12-13, 314.41
+1958-12-20, 314.77
+1958-12-27, 315.21
+1959-01-03, 315.24
+1959-01-10, 315.50
+1959-01-17, 315.69
+1959-01-24, 315.86
+1959-01-31, 315.42
+1959-02-14, 316.94
+1959-02-21, 316.61
+1959-02-28, 316.62
+1959-03-07, 316.81
+1959-03-21, 316.73
+1959-03-28, 316.71
+1959-04-04, 317.72
+1959-04-11, 317.12
+1959-04-18, 317.64
+1959-04-25, 318.32
+1959-05-02, 318.27
+1959-05-09, 318.78
+1959-05-16, 318.05
+1959-05-23, 318.43
+1959-06-06, 318.53
+1959-06-13, 318.14
+1959-06-20, 317.88
+1959-06-27, 317.76
+1959-07-04, 316.86
+1959-07-11, 316.83
+1959-07-18, 316.45
+1959-07-25, 316.16
+1959-08-01, 315.62
+1959-08-08, 314.91
+1959-08-22, 315.00
+1959-08-29, 314.15
+1959-09-05, 314.45
+1959-09-12, 313.93
+1959-09-19, 313.57
+1959-09-26, 313.54
+1959-10-03, 313.04
+1959-10-10, 313.15
+1959-10-17, 313.43
+1959-10-24, 313.46
+1959-10-31, 314.12
+1959-11-07, 314.42
+1959-11-14, 314.88
+1959-11-21, 315.20
+1959-11-28, 315.11
+1959-12-05, 315.06
+1959-12-12, 315.64
+1959-12-19, 315.86
+1959-12-26, 315.77
+1960-01-02, 315.72
+1960-01-09, 316.40
+1960-01-16, 316.73
+1960-01-23, 316.57
+1960-01-30, 316.68
+1960-02-06, 316.61
+1960-02-13, 316.98
+1960-02-20, 317.42
+1960-02-27, 317.00
+1960-03-05, 316.96
+1960-03-12, 317.76
+1960-03-19, 318.07
+1960-03-26, 317.77
+1960-04-02, 318.61
+1960-04-09, 319.34
+1960-04-16, 319.01
+1960-04-23, 319.03
+1960-04-30, 319.77
+1960-05-07, 319.96
+1960-05-14, 319.82
+1960-05-21, 320.04
+1960-05-28, 320.06
+1960-06-04, 319.46
+1960-06-11, 320.08
+1960-06-18, 319.42
+1960-06-25, 319.09
+1960-07-02, 318.18
+1960-07-09, 318.64
+1960-07-16, 318.41
+1960-07-23, 317.91
+1960-07-30, 317.33
+1960-08-06, 316.62
+1960-08-13, 316.70
+1960-08-20, 315.10
+1960-08-27, 314.78
+1960-09-03, 314.72
+1960-09-10, 314.58
+1960-09-17, 314.28
+1960-09-24, 313.33
+1960-10-01, 313.66
+1960-10-08, 313.32
+1960-10-15, 313.92
+1960-10-22, 314.21
+1960-10-29, 314.29
+1960-11-05, 314.50
+1960-11-12, 315.10
+1960-11-19, 315.10
+1960-11-26, 315.41
+1960-12-03, 315.84
+1960-12-10, 316.07
+1960-12-17, 316.21
+1960-12-24, 316.40
+1960-12-31, 316.67
+1961-01-07, 316.73
+1961-01-14, 317.02
+1961-01-21, 317.03
+1961-01-28, 317.01
+1961-02-04, 317.06
+1961-02-11, 317.75
+1961-02-18, 317.94
+1961-02-25, 318.00
+1961-03-04, 318.04
+1961-03-11, 318.51
+1961-03-18, 318.92
+1961-03-25, 318.71
+1961-04-01, 319.41
+1961-04-08, 319.55
+1961-04-15, 318.90
+1961-04-22, 319.74
+1961-04-29, 319.67
+1961-05-06, 320.67
+1961-05-13, 320.46
+1961-05-20, 320.61
+1961-05-27, 320.36
+1961-06-03, 320.09
+1961-06-10, 320.02
+1961-06-17, 319.62
+1961-06-24, 319.49
+1961-07-01, 319.26
+1961-07-08, 319.07
+1961-07-15, 318.49
+1961-07-22, 317.16
+1961-07-29, 317.97
+1961-08-05, 317.91
+1961-08-12, 317.33
+1961-08-19, 316.76
+1961-08-26, 315.26
+1961-09-02, 315.28
+1961-09-09, 314.97
+1961-09-16, 314.53
+1961-09-23, 315.06
+1961-09-30, 315.61
+1961-10-07, 314.97
+1961-10-14, 315.43
+1961-10-21, 315.48
+1961-10-28, 315.72
+1961-11-04, 315.82
+1961-11-11, 315.70
+1961-11-18, 316.21
+1961-11-25, 316.55
+1961-12-02, 316.52
+1961-12-09, 317.02
+1961-12-16, 316.94
+1961-12-23, 317.18
+1961-12-30, 317.46
+1962-01-06, 317.99
+1962-01-13, 318.12
+1962-01-20, 318.07
+1962-01-27, 317.78
+1962-02-03, 318.08
+1962-02-10, 318.35
+1962-02-17, 318.92
+1962-02-24, 319.38
+1962-03-03, 319.28
+1962-03-10, 319.46
+1962-03-17, 319.95
+1962-03-24, 319.78
+1962-03-31, 320.27
+1962-04-07, 320.26
+1962-04-14, 321.03
+1962-04-21, 320.78
+1962-04-28, 320.36
+1962-05-05, 320.89
+1962-05-12, 320.78
+1962-05-19, 321.05
+1962-05-26, 321.16
+1962-06-02, 320.91
+1962-06-09, 320.87
+1962-06-16, 320.52
+1962-06-23, 320.15
+1962-06-30, 320.23
+1962-07-07, 320.10
+1962-07-14, 319.95
+1962-07-21, 319.01
+1962-07-28, 318.75
+1962-08-04, 318.68
+1962-08-11, 317.24
+1962-08-18, 317.48
+1962-09-15, 316.65
+1962-09-22, 315.72
+1962-09-29, 315.92
+1962-10-06, 315.10
+1962-10-13, 315.40
+1962-10-20, 315.72
+1962-10-27, 315.78
+1962-11-03, 315.94
+1962-11-10, 316.49
+1962-11-17, 316.92
+1962-11-24, 317.08
+1962-12-01, 317.19
+1962-12-08, 317.31
+1962-12-15, 317.66
+1962-12-22, 318.18
+1963-01-05, 318.54
+1963-01-12, 318.73
+1963-01-19, 318.90
+1963-01-26, 318.82
+1963-02-02, 318.77
+1963-02-09, 318.95
+1963-02-23, 319.37
+1963-03-02, 319.35
+1963-03-09, 319.70
+1963-03-16, 319.80
+1963-03-23, 320.34
+1963-03-30, 320.29
+1963-04-06, 320.38
+1963-04-13, 320.96
+1963-04-20, 322.05
+1963-04-27, 321.92
+1963-05-11, 321.97
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