diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index c852c56bb2d3f65727dfcb68ffd8ad9a042d9264..7d0de0434ec75280f9b5e3754569126f02a571f3 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -9,15 +9,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "import matplotlib.pyplot as plt\n",
     "import pandas as pd\n",
-    "import isoweek\n",
-    "import os"
+    "import isoweek"
    ]
   },
   {
@@ -29,12 +28,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"\n",
-    "data_url = \"https://www.sentiweb.fr/datasets/all/inc-3-PAY.csv\""
+    "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"\n",
+    "#data_url = \"https://www.sentiweb.fr/datasets/all/inc-3-PAY.csv\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_file = \"incidence_syndrome_grippal.csv\"\n",
+    "#data_file = \"inc-3-PAY.csv\"\n",
+    "\n",
+    "import os\n",
+    "import urllib.request\n",
+    "\n",
+    "if not os.path.exists(data_file):\n",
+    "    urllib.request.urlretrieve(data_url, data_file)\n",
+    "    #raw_data = pd.read_csv(data_url)\n",
+    "    #raw_data.to_csv(\"data_file\")"
    ]
   },
   {
@@ -61,7 +78,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -85,23 +102,34 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>0</th>\n",
-       "      <th>202438</th>\n",
-       "      <th>3</th>\n",
-       "      <th>99579</th>\n",
-       "      <th>88865.0</th>\n",
-       "      <th>110293.0</th>\n",
-       "      <th>149</th>\n",
-       "      <th>133.0</th>\n",
-       "      <th>165.0</th>\n",
-       "      <th>FR</th>\n",
-       "      <th>France</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>1</td>\n",
+       "      <td>202438</td>\n",
+       "      <td>3</td>\n",
+       "      <td>99579</td>\n",
+       "      <td>88865.0</td>\n",
+       "      <td>110293.0</td>\n",
+       "      <td>149</td>\n",
+       "      <td>133.0</td>\n",
+       "      <td>165.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
        "      <td>202437</td>\n",
        "      <td>3</td>\n",
        "      <td>56240</td>\n",
@@ -114,8 +142,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
+       "      <th>2</th>\n",
        "      <td>202436</td>\n",
        "      <td>3</td>\n",
        "      <td>33657</td>\n",
@@ -128,8 +155,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
+       "      <th>3</th>\n",
        "      <td>202435</td>\n",
        "      <td>3</td>\n",
        "      <td>27404</td>\n",
@@ -142,8 +168,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
+       "      <th>4</th>\n",
        "      <td>202434</td>\n",
        "      <td>3</td>\n",
        "      <td>26717</td>\n",
@@ -156,8 +181,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
+       "      <th>5</th>\n",
        "      <td>202433</td>\n",
        "      <td>3</td>\n",
        "      <td>20623</td>\n",
@@ -170,8 +194,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>6</td>\n",
+       "      <th>6</th>\n",
        "      <td>202432</td>\n",
        "      <td>3</td>\n",
        "      <td>23187</td>\n",
@@ -184,8 +207,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>7</td>\n",
+       "      <th>7</th>\n",
        "      <td>202431</td>\n",
        "      <td>3</td>\n",
        "      <td>26035</td>\n",
@@ -198,8 +220,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>8</td>\n",
+       "      <th>8</th>\n",
        "      <td>202430</td>\n",
        "      <td>3</td>\n",
        "      <td>36393</td>\n",
@@ -212,8 +233,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>9</td>\n",
+       "      <th>9</th>\n",
        "      <td>202429</td>\n",
        "      <td>3</td>\n",
        "      <td>39560</td>\n",
@@ -226,8 +246,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>10</td>\n",
+       "      <th>10</th>\n",
        "      <td>202428</td>\n",
        "      <td>3</td>\n",
        "      <td>54342</td>\n",
@@ -240,8 +259,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>11</td>\n",
+       "      <th>11</th>\n",
        "      <td>202427</td>\n",
        "      <td>3</td>\n",
        "      <td>47364</td>\n",
@@ -254,8 +272,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>12</td>\n",
+       "      <th>12</th>\n",
        "      <td>202426</td>\n",
        "      <td>3</td>\n",
        "      <td>44219</td>\n",
@@ -268,8 +285,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>13</td>\n",
+       "      <th>13</th>\n",
        "      <td>202425</td>\n",
        "      <td>3</td>\n",
        "      <td>47204</td>\n",
@@ -282,8 +298,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>14</td>\n",
+       "      <th>14</th>\n",
        "      <td>202424</td>\n",
        "      <td>3</td>\n",
        "      <td>41110</td>\n",
@@ -296,8 +311,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>15</td>\n",
+       "      <th>15</th>\n",
        "      <td>202423</td>\n",
        "      <td>3</td>\n",
        "      <td>35875</td>\n",
@@ -310,8 +324,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>16</td>\n",
+       "      <th>16</th>\n",
        "      <td>202422</td>\n",
        "      <td>3</td>\n",
        "      <td>33772</td>\n",
@@ -324,8 +337,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>17</td>\n",
+       "      <th>17</th>\n",
        "      <td>202421</td>\n",
        "      <td>3</td>\n",
        "      <td>21963</td>\n",
@@ -338,8 +350,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>18</td>\n",
+       "      <th>18</th>\n",
        "      <td>202420</td>\n",
        "      <td>3</td>\n",
        "      <td>20057</td>\n",
@@ -352,8 +363,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>19</td>\n",
+       "      <th>19</th>\n",
        "      <td>202419</td>\n",
        "      <td>3</td>\n",
        "      <td>15375</td>\n",
@@ -366,8 +376,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>20</td>\n",
+       "      <th>20</th>\n",
        "      <td>202418</td>\n",
        "      <td>3</td>\n",
        "      <td>22409</td>\n",
@@ -380,8 +389,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>21</td>\n",
+       "      <th>21</th>\n",
        "      <td>202417</td>\n",
        "      <td>3</td>\n",
        "      <td>27042</td>\n",
@@ -394,8 +402,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>22</td>\n",
+       "      <th>22</th>\n",
        "      <td>202416</td>\n",
        "      <td>3</td>\n",
        "      <td>28882</td>\n",
@@ -408,8 +415,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>23</td>\n",
+       "      <th>23</th>\n",
        "      <td>202415</td>\n",
        "      <td>3</td>\n",
        "      <td>30229</td>\n",
@@ -422,8 +428,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>24</td>\n",
+       "      <th>24</th>\n",
        "      <td>202414</td>\n",
        "      <td>3</td>\n",
        "      <td>31813</td>\n",
@@ -436,8 +441,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>25</td>\n",
+       "      <th>25</th>\n",
        "      <td>202413</td>\n",
        "      <td>3</td>\n",
        "      <td>35090</td>\n",
@@ -450,8 +454,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>26</td>\n",
+       "      <th>26</th>\n",
        "      <td>202412</td>\n",
        "      <td>3</td>\n",
        "      <td>40639</td>\n",
@@ -464,8 +467,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>27</td>\n",
+       "      <th>27</th>\n",
        "      <td>202411</td>\n",
        "      <td>3</td>\n",
        "      <td>50268</td>\n",
@@ -478,8 +480,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>28</td>\n",
+       "      <th>28</th>\n",
        "      <td>202410</td>\n",
        "      <td>3</td>\n",
        "      <td>60107</td>\n",
@@ -492,8 +493,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>29</td>\n",
+       "      <th>29</th>\n",
        "      <td>202409</td>\n",
        "      <td>3</td>\n",
        "      <td>71121</td>\n",
@@ -506,20 +506,6 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>30</td>\n",
-       "      <td>202408</td>\n",
-       "      <td>3</td>\n",
-       "      <td>104566</td>\n",
-       "      <td>94520.0</td>\n",
-       "      <td>114612.0</td>\n",
-       "      <td>157</td>\n",
-       "      <td>142.0</td>\n",
-       "      <td>172.0</td>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
@@ -531,11 +517,9 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2051</th>\n",
-       "      <td>2052</td>\n",
+       "      <th>2052</th>\n",
        "      <td>198521</td>\n",
        "      <td>3</td>\n",
        "      <td>26096</td>\n",
@@ -548,8 +532,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2052</th>\n",
-       "      <td>2053</td>\n",
+       "      <th>2053</th>\n",
        "      <td>198520</td>\n",
        "      <td>3</td>\n",
        "      <td>27896</td>\n",
@@ -562,8 +545,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2053</th>\n",
-       "      <td>2054</td>\n",
+       "      <th>2054</th>\n",
        "      <td>198519</td>\n",
        "      <td>3</td>\n",
        "      <td>43154</td>\n",
@@ -576,8 +558,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2054</th>\n",
-       "      <td>2055</td>\n",
+       "      <th>2055</th>\n",
        "      <td>198518</td>\n",
        "      <td>3</td>\n",
        "      <td>40555</td>\n",
@@ -590,8 +571,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2055</th>\n",
-       "      <td>2056</td>\n",
+       "      <th>2056</th>\n",
        "      <td>198517</td>\n",
        "      <td>3</td>\n",
        "      <td>34053</td>\n",
@@ -604,8 +584,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2056</th>\n",
-       "      <td>2057</td>\n",
+       "      <th>2057</th>\n",
        "      <td>198516</td>\n",
        "      <td>3</td>\n",
        "      <td>50362</td>\n",
@@ -618,8 +597,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2057</th>\n",
-       "      <td>2058</td>\n",
+       "      <th>2058</th>\n",
        "      <td>198515</td>\n",
        "      <td>3</td>\n",
        "      <td>63881</td>\n",
@@ -632,8 +610,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2058</th>\n",
-       "      <td>2059</td>\n",
+       "      <th>2059</th>\n",
        "      <td>198514</td>\n",
        "      <td>3</td>\n",
        "      <td>134545</td>\n",
@@ -646,8 +623,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2059</th>\n",
-       "      <td>2060</td>\n",
+       "      <th>2060</th>\n",
        "      <td>198513</td>\n",
        "      <td>3</td>\n",
        "      <td>197206</td>\n",
@@ -660,8 +636,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2060</th>\n",
-       "      <td>2061</td>\n",
+       "      <th>2061</th>\n",
        "      <td>198512</td>\n",
        "      <td>3</td>\n",
        "      <td>245240</td>\n",
@@ -674,8 +649,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2061</th>\n",
-       "      <td>2062</td>\n",
+       "      <th>2062</th>\n",
        "      <td>198511</td>\n",
        "      <td>3</td>\n",
        "      <td>276205</td>\n",
@@ -688,8 +662,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2062</th>\n",
-       "      <td>2063</td>\n",
+       "      <th>2063</th>\n",
        "      <td>198510</td>\n",
        "      <td>3</td>\n",
        "      <td>353231</td>\n",
@@ -702,8 +675,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2063</th>\n",
-       "      <td>2064</td>\n",
+       "      <th>2064</th>\n",
        "      <td>198509</td>\n",
        "      <td>3</td>\n",
        "      <td>369895</td>\n",
@@ -716,8 +688,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2064</th>\n",
-       "      <td>2065</td>\n",
+       "      <th>2065</th>\n",
        "      <td>198508</td>\n",
        "      <td>3</td>\n",
        "      <td>389886</td>\n",
@@ -730,8 +701,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2065</th>\n",
-       "      <td>2066</td>\n",
+       "      <th>2066</th>\n",
        "      <td>198507</td>\n",
        "      <td>3</td>\n",
        "      <td>471852</td>\n",
@@ -744,8 +714,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2066</th>\n",
-       "      <td>2067</td>\n",
+       "      <th>2067</th>\n",
        "      <td>198506</td>\n",
        "      <td>3</td>\n",
        "      <td>565825</td>\n",
@@ -758,8 +727,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2067</th>\n",
-       "      <td>2068</td>\n",
+       "      <th>2068</th>\n",
        "      <td>198505</td>\n",
        "      <td>3</td>\n",
        "      <td>637302</td>\n",
@@ -772,8 +740,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2068</th>\n",
-       "      <td>2069</td>\n",
+       "      <th>2069</th>\n",
        "      <td>198504</td>\n",
        "      <td>3</td>\n",
        "      <td>424937</td>\n",
@@ -786,8 +753,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2069</th>\n",
-       "      <td>2070</td>\n",
+       "      <th>2070</th>\n",
        "      <td>198503</td>\n",
        "      <td>3</td>\n",
        "      <td>213901</td>\n",
@@ -800,8 +766,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2070</th>\n",
-       "      <td>2071</td>\n",
+       "      <th>2071</th>\n",
        "      <td>198502</td>\n",
        "      <td>3</td>\n",
        "      <td>97586</td>\n",
@@ -814,8 +779,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2071</th>\n",
-       "      <td>2072</td>\n",
+       "      <th>2072</th>\n",
        "      <td>198501</td>\n",
        "      <td>3</td>\n",
        "      <td>85489</td>\n",
@@ -828,8 +792,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2072</th>\n",
-       "      <td>2073</td>\n",
+       "      <th>2073</th>\n",
        "      <td>198452</td>\n",
        "      <td>3</td>\n",
        "      <td>84830</td>\n",
@@ -842,8 +805,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2073</th>\n",
-       "      <td>2074</td>\n",
+       "      <th>2074</th>\n",
        "      <td>198451</td>\n",
        "      <td>3</td>\n",
        "      <td>101726</td>\n",
@@ -856,8 +818,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2074</th>\n",
-       "      <td>2075</td>\n",
+       "      <th>2075</th>\n",
        "      <td>198450</td>\n",
        "      <td>3</td>\n",
        "      <td>123680</td>\n",
@@ -870,8 +831,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2075</th>\n",
-       "      <td>2076</td>\n",
+       "      <th>2076</th>\n",
        "      <td>198449</td>\n",
        "      <td>3</td>\n",
        "      <td>101073</td>\n",
@@ -884,8 +844,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2076</th>\n",
-       "      <td>2077</td>\n",
+       "      <th>2077</th>\n",
        "      <td>198448</td>\n",
        "      <td>3</td>\n",
        "      <td>78620</td>\n",
@@ -898,8 +857,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2077</th>\n",
-       "      <td>2078</td>\n",
+       "      <th>2078</th>\n",
        "      <td>198447</td>\n",
        "      <td>3</td>\n",
        "      <td>72029</td>\n",
@@ -912,8 +870,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2078</th>\n",
-       "      <td>2079</td>\n",
+       "      <th>2079</th>\n",
        "      <td>198446</td>\n",
        "      <td>3</td>\n",
        "      <td>87330</td>\n",
@@ -926,8 +883,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2079</th>\n",
-       "      <td>2080</td>\n",
+       "      <th>2080</th>\n",
        "      <td>198445</td>\n",
        "      <td>3</td>\n",
        "      <td>135223</td>\n",
@@ -940,8 +896,7 @@
        "      <td>France</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2080</th>\n",
-       "      <td>2081</td>\n",
+       "      <th>2081</th>\n",
        "      <td>198444</td>\n",
        "      <td>3</td>\n",
        "      <td>68422</td>\n",
@@ -955,150 +910,146 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2081 rows × 11 columns</p>\n",
+       "<p>2082 rows × 10 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "         0  202438  3   99579   88865.0  110293.0   149   133.0   165.0  FR  \\\n",
-       "0        1  202437  3   56240   49089.0   63391.0    84    73.0    95.0  FR   \n",
-       "1        2  202436  3   33657   27906.0   39408.0    50    41.0    59.0  FR   \n",
-       "2        3  202435  3   27404   22036.0   32772.0    41    33.0    49.0  FR   \n",
-       "3        4  202434  3   26717   21003.0   32431.0    40    31.0    49.0  FR   \n",
-       "4        5  202433  3   20623   15349.0   25897.0    31    23.0    39.0  FR   \n",
-       "5        6  202432  3   23187   17532.0   28842.0    35    27.0    43.0  FR   \n",
-       "6        7  202431  3   26035   20267.0   31803.0    39    30.0    48.0  FR   \n",
-       "7        8  202430  3   36393   28593.0   44193.0    55    43.0    67.0  FR   \n",
-       "8        9  202429  3   39560   32592.0   46528.0    59    49.0    69.0  FR   \n",
-       "9       10  202428  3   54342   45781.0   62903.0    81    68.0    94.0  FR   \n",
-       "10      11  202427  3   47364   40234.0   54494.0    71    60.0    82.0  FR   \n",
-       "11      12  202426  3   44219   36956.0   51482.0    66    55.0    77.0  FR   \n",
-       "12      13  202425  3   47204   40300.0   54108.0    71    61.0    81.0  FR   \n",
-       "13      14  202424  3   41110   34671.0   47549.0    62    52.0    72.0  FR   \n",
-       "14      15  202423  3   35875   30610.0   41140.0    54    46.0    62.0  FR   \n",
-       "15      16  202422  3   33772   28274.0   39270.0    51    43.0    59.0  FR   \n",
-       "16      17  202421  3   21963   17556.0   26370.0    33    26.0    40.0  FR   \n",
-       "17      18  202420  3   20057   15780.0   24334.0    30    24.0    36.0  FR   \n",
-       "18      19  202419  3   15375   11274.0   19476.0    23    17.0    29.0  FR   \n",
-       "19      20  202418  3   22409   17653.0   27165.0    34    27.0    41.0  FR   \n",
-       "20      21  202417  3   27042   21410.0   32674.0    41    33.0    49.0  FR   \n",
-       "21      22  202416  3   28882   23305.0   34459.0    43    35.0    51.0  FR   \n",
-       "22      23  202415  3   30229   24648.0   35810.0    45    37.0    53.0  FR   \n",
-       "23      24  202414  3   31813   26529.0   37097.0    48    40.0    56.0  FR   \n",
-       "24      25  202413  3   35090   29607.0   40573.0    53    45.0    61.0  FR   \n",
-       "25      26  202412  3   40639   34582.0   46696.0    61    52.0    70.0  FR   \n",
-       "26      27  202411  3   50268   43331.0   57205.0    75    65.0    85.0  FR   \n",
-       "27      28  202410  3   60107   52623.0   67591.0    90    79.0   101.0  FR   \n",
-       "28      29  202409  3   71121   62920.0   79322.0   107    95.0   119.0  FR   \n",
-       "29      30  202408  3  104566   94520.0  114612.0   157   142.0   172.0  FR   \n",
-       "...    ...     ... ..     ...       ...       ...   ...     ...     ...  ..   \n",
-       "2051  2052  198521  3   26096   19621.0   32571.0    47    35.0    59.0  FR   \n",
-       "2052  2053  198520  3   27896   20885.0   34907.0    51    38.0    64.0  FR   \n",
-       "2053  2054  198519  3   43154   32821.0   53487.0    78    59.0    97.0  FR   \n",
-       "2054  2055  198518  3   40555   29935.0   51175.0    74    55.0    93.0  FR   \n",
-       "2055  2056  198517  3   34053   24366.0   43740.0    62    44.0    80.0  FR   \n",
-       "2056  2057  198516  3   50362   36451.0   64273.0    91    66.0   116.0  FR   \n",
-       "2057  2058  198515  3   63881   45538.0   82224.0   116    83.0   149.0  FR   \n",
-       "2058  2059  198514  3  134545  114400.0  154690.0   244   207.0   281.0  FR   \n",
-       "2059  2060  198513  3  197206  176080.0  218332.0   357   319.0   395.0  FR   \n",
-       "2060  2061  198512  3  245240  223304.0  267176.0   445   405.0   485.0  FR   \n",
-       "2061  2062  198511  3  276205  252399.0  300011.0   501   458.0   544.0  FR   \n",
-       "2062  2063  198510  3  353231  326279.0  380183.0   640   591.0   689.0  FR   \n",
-       "2063  2064  198509  3  369895  341109.0  398681.0   670   618.0   722.0  FR   \n",
-       "2064  2065  198508  3  389886  359529.0  420243.0   707   652.0   762.0  FR   \n",
-       "2065  2066  198507  3  471852  432599.0  511105.0   855   784.0   926.0  FR   \n",
-       "2066  2067  198506  3  565825  518011.0  613639.0  1026   939.0  1113.0  FR   \n",
-       "2067  2068  198505  3  637302  592795.0  681809.0  1155  1074.0  1236.0  FR   \n",
-       "2068  2069  198504  3  424937  390794.0  459080.0   770   708.0   832.0  FR   \n",
-       "2069  2070  198503  3  213901  174689.0  253113.0   388   317.0   459.0  FR   \n",
-       "2070  2071  198502  3   97586   80949.0  114223.0   177   147.0   207.0  FR   \n",
-       "2071  2072  198501  3   85489   65918.0  105060.0   155   120.0   190.0  FR   \n",
-       "2072  2073  198452  3   84830   60602.0  109058.0   154   110.0   198.0  FR   \n",
-       "2073  2074  198451  3  101726   80242.0  123210.0   185   146.0   224.0  FR   \n",
-       "2074  2075  198450  3  123680  101401.0  145959.0   225   184.0   266.0  FR   \n",
-       "2075  2076  198449  3  101073   81684.0  120462.0   184   149.0   219.0  FR   \n",
-       "2076  2077  198448  3   78620   60634.0   96606.0   143   110.0   176.0  FR   \n",
-       "2077  2078  198447  3   72029   54274.0   89784.0   131    99.0   163.0  FR   \n",
-       "2078  2079  198446  3   87330   67686.0  106974.0   159   123.0   195.0  FR   \n",
-       "2079  2080  198445  3  135223  101414.0  169032.0   246   184.0   308.0  FR   \n",
-       "2080  2081  198444  3   68422   20056.0  116788.0   125    37.0   213.0  FR   \n",
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202438          3   99579   88865.0  110293.0    149       133.0   \n",
+       "1     202437          3   56240   49089.0   63391.0     84        73.0   \n",
+       "2     202436          3   33657   27906.0   39408.0     50        41.0   \n",
+       "3     202435          3   27404   22036.0   32772.0     41        33.0   \n",
+       "4     202434          3   26717   21003.0   32431.0     40        31.0   \n",
+       "5     202433          3   20623   15349.0   25897.0     31        23.0   \n",
+       "6     202432          3   23187   17532.0   28842.0     35        27.0   \n",
+       "7     202431          3   26035   20267.0   31803.0     39        30.0   \n",
+       "8     202430          3   36393   28593.0   44193.0     55        43.0   \n",
+       "9     202429          3   39560   32592.0   46528.0     59        49.0   \n",
+       "10    202428          3   54342   45781.0   62903.0     81        68.0   \n",
+       "11    202427          3   47364   40234.0   54494.0     71        60.0   \n",
+       "12    202426          3   44219   36956.0   51482.0     66        55.0   \n",
+       "13    202425          3   47204   40300.0   54108.0     71        61.0   \n",
+       "14    202424          3   41110   34671.0   47549.0     62        52.0   \n",
+       "15    202423          3   35875   30610.0   41140.0     54        46.0   \n",
+       "16    202422          3   33772   28274.0   39270.0     51        43.0   \n",
+       "17    202421          3   21963   17556.0   26370.0     33        26.0   \n",
+       "18    202420          3   20057   15780.0   24334.0     30        24.0   \n",
+       "19    202419          3   15375   11274.0   19476.0     23        17.0   \n",
+       "20    202418          3   22409   17653.0   27165.0     34        27.0   \n",
+       "21    202417          3   27042   21410.0   32674.0     41        33.0   \n",
+       "22    202416          3   28882   23305.0   34459.0     43        35.0   \n",
+       "23    202415          3   30229   24648.0   35810.0     45        37.0   \n",
+       "24    202414          3   31813   26529.0   37097.0     48        40.0   \n",
+       "25    202413          3   35090   29607.0   40573.0     53        45.0   \n",
+       "26    202412          3   40639   34582.0   46696.0     61        52.0   \n",
+       "27    202411          3   50268   43331.0   57205.0     75        65.0   \n",
+       "28    202410          3   60107   52623.0   67591.0     90        79.0   \n",
+       "29    202409          3   71121   62920.0   79322.0    107        95.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2052  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2053  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2054  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2055  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2056  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2057  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2058  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2059  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2060  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2061  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2062  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2063  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2064  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2065  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2066  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2067  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2068  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2069  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2070  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2071  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2072  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2073  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2074  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2075  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2076  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2077  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2078  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2079  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2080  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2081  198444          3   68422   20056.0  116788.0    125        37.0   \n",
        "\n",
-       "      France  \n",
-       "0     France  \n",
-       "1     France  \n",
-       "2     France  \n",
-       "3     France  \n",
-       "4     France  \n",
-       "5     France  \n",
-       "6     France  \n",
-       "7     France  \n",
-       "8     France  \n",
-       "9     France  \n",
-       "10    France  \n",
-       "11    France  \n",
-       "12    France  \n",
-       "13    France  \n",
-       "14    France  \n",
-       "15    France  \n",
-       "16    France  \n",
-       "17    France  \n",
-       "18    France  \n",
-       "19    France  \n",
-       "20    France  \n",
-       "21    France  \n",
-       "22    France  \n",
-       "23    France  \n",
-       "24    France  \n",
-       "25    France  \n",
-       "26    France  \n",
-       "27    France  \n",
-       "28    France  \n",
-       "29    France  \n",
-       "...      ...  \n",
-       "2051  France  \n",
-       "2052  France  \n",
-       "2053  France  \n",
-       "2054  France  \n",
-       "2055  France  \n",
-       "2056  France  \n",
-       "2057  France  \n",
-       "2058  France  \n",
-       "2059  France  \n",
-       "2060  France  \n",
-       "2061  France  \n",
-       "2062  France  \n",
-       "2063  France  \n",
-       "2064  France  \n",
-       "2065  France  \n",
-       "2066  France  \n",
-       "2067  France  \n",
-       "2068  France  \n",
-       "2069  France  \n",
-       "2070  France  \n",
-       "2071  France  \n",
-       "2072  France  \n",
-       "2073  France  \n",
-       "2074  France  \n",
-       "2075  France  \n",
-       "2076  France  \n",
-       "2077  France  \n",
-       "2078  France  \n",
-       "2079  France  \n",
-       "2080  France  \n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         165.0        FR   France  \n",
+       "1          95.0        FR   France  \n",
+       "2          59.0        FR   France  \n",
+       "3          49.0        FR   France  \n",
+       "4          49.0        FR   France  \n",
+       "5          39.0        FR   France  \n",
+       "6          43.0        FR   France  \n",
+       "7          48.0        FR   France  \n",
+       "8          67.0        FR   France  \n",
+       "9          69.0        FR   France  \n",
+       "10         94.0        FR   France  \n",
+       "11         82.0        FR   France  \n",
+       "12         77.0        FR   France  \n",
+       "13         81.0        FR   France  \n",
+       "14         72.0        FR   France  \n",
+       "15         62.0        FR   France  \n",
+       "16         59.0        FR   France  \n",
+       "17         40.0        FR   France  \n",
+       "18         36.0        FR   France  \n",
+       "19         29.0        FR   France  \n",
+       "20         41.0        FR   France  \n",
+       "21         49.0        FR   France  \n",
+       "22         51.0        FR   France  \n",
+       "23         53.0        FR   France  \n",
+       "24         56.0        FR   France  \n",
+       "25         61.0        FR   France  \n",
+       "26         70.0        FR   France  \n",
+       "27         85.0        FR   France  \n",
+       "28        101.0        FR   France  \n",
+       "29        119.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2052       59.0        FR   France  \n",
+       "2053       64.0        FR   France  \n",
+       "2054       97.0        FR   France  \n",
+       "2055       93.0        FR   France  \n",
+       "2056       80.0        FR   France  \n",
+       "2057      116.0        FR   France  \n",
+       "2058      149.0        FR   France  \n",
+       "2059      281.0        FR   France  \n",
+       "2060      395.0        FR   France  \n",
+       "2061      485.0        FR   France  \n",
+       "2062      544.0        FR   France  \n",
+       "2063      689.0        FR   France  \n",
+       "2064      722.0        FR   France  \n",
+       "2065      762.0        FR   France  \n",
+       "2066      926.0        FR   France  \n",
+       "2067     1113.0        FR   France  \n",
+       "2068     1236.0        FR   France  \n",
+       "2069      832.0        FR   France  \n",
+       "2070      459.0        FR   France  \n",
+       "2071      207.0        FR   France  \n",
+       "2072      190.0        FR   France  \n",
+       "2073      198.0        FR   France  \n",
+       "2074      224.0        FR   France  \n",
+       "2075      266.0        FR   France  \n",
+       "2076      219.0        FR   France  \n",
+       "2077      176.0        FR   France  \n",
+       "2078      163.0        FR   France  \n",
+       "2079      195.0        FR   France  \n",
+       "2080      308.0        FR   France  \n",
+       "2081      213.0        FR   France  \n",
        "\n",
-       "[2081 rows x 11 columns]"
+       "[2082 rows x 10 columns]"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "if not os.path.exists(\"inc-3-PAY.csv\"):\n",
-    "    raw_data = pd.read_csv(data_url)\n",
-    "    raw_data.to_csv(\"inc-3-PAY.csv\")\n",
-    "  \n",
-    "raw_data = pd.read_csv(\"inc-3-PAY.csv\", skiprows=1)\n",
+    "raw_data = pd.read_csv(data_file, skiprows=1)\n",
     "raw_data"
    ]
   },
@@ -1111,7 +1062,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -1173,7 +1124,7 @@
        "1845        FR   France  "
       ]
      },
-     "execution_count": 24,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1191,7 +1142,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -2156,7 +2107,7 @@
        "[2081 rows x 10 columns]"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2186,7 +2137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2216,7 +2167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2241,7 +2192,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -2260,6 +2211,22 @@
     "        print(p1, p2)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "la colonne 'inc' est représentée par des chaînes de caractères à cause de la donnée manquante"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sorted_data['inc'] = sorted_data['inc'].astype('int')"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -2269,24 +2236,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
-     "ename": "TypeError",
-     "evalue": "Empty 'DataFrame': no numeric data to plot",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-29-0966cd984262>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msorted_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'inc'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   2501\u001b[0m                            \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2502\u001b[0m                            \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2503\u001b[0;31m                            **kwds)\n\u001b[0m\u001b[1;32m   2504\u001b[0m     \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2505\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mplot_series\u001b[0;34m(data, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   1925\u001b[0m                  \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1926\u001b[0m                  \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1927\u001b[0;31m                  **kwds)\n\u001b[0m\u001b[1;32m   1928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_plot\u001b[0;34m(data, x, y, subplots, ax, kind, **kwds)\u001b[0m\n\u001b[1;32m   1727\u001b[0m         \u001b[0mplot_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\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[1;32m   1728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1729\u001b[0;31m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1730\u001b[0m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1731\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    248\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    249\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args_adjust\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compute_plot_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    251\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setup_subplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_plot\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/plotting/_core.py\u001b[0m in \u001b[0;36m_compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    363\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    364\u001b[0m             raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m--> 365\u001b[0;31m                             'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m    366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    367\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot"
-     ]
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f21d79352e8>"
+      ]
+     },
+     "execution_count": 11,
+     "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": [
@@ -2302,24 +2275,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
-     "ename": "TypeError",
-     "evalue": "Empty 'DataFrame': no numeric data to plot",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-30-495b7092a92e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msorted_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'inc'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m200\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   2501\u001b[0m                            \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2502\u001b[0m                            \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2503\u001b[0;31m                            **kwds)\n\u001b[0m\u001b[1;32m   2504\u001b[0m     \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2505\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mplot_series\u001b[0;34m(data, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   1925\u001b[0m                  \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1926\u001b[0m                  \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1927\u001b[0;31m                  **kwds)\n\u001b[0m\u001b[1;32m   1928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_plot\u001b[0;34m(data, x, y, subplots, ax, kind, **kwds)\u001b[0m\n\u001b[1;32m   1727\u001b[0m         \u001b[0mplot_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\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[1;32m   1728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1729\u001b[0;31m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1730\u001b[0m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1731\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    248\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    249\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args_adjust\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compute_plot_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    251\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setup_subplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_plot\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/plotting/_core.py\u001b[0m in \u001b[0;36m_compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    363\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    364\u001b[0m             raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m--> 365\u001b[0;31m                             'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m    366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    367\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot"
-     ]
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f21d56972b0>"
+      ]
+     },
+     "execution_count": 12,
+     "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": [
@@ -2356,7 +2335,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2376,7 +2355,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2400,24 +2379,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
-     "ename": "TypeError",
-     "evalue": "Empty 'DataFrame': no numeric data to plot",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-33-81ad72216830>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0myearly_incidence\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstyle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'*'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   2501\u001b[0m                            \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2502\u001b[0m                            \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2503\u001b[0;31m                            **kwds)\n\u001b[0m\u001b[1;32m   2504\u001b[0m     \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2505\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mplot_series\u001b[0;34m(data, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m   1925\u001b[0m                  \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1926\u001b[0m                  \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1927\u001b[0;31m                  **kwds)\n\u001b[0m\u001b[1;32m   1928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_plot\u001b[0;34m(data, x, y, subplots, ax, kind, **kwds)\u001b[0m\n\u001b[1;32m   1727\u001b[0m         \u001b[0mplot_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\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[1;32m   1728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1729\u001b[0;31m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1730\u001b[0m     \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1731\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    248\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    249\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args_adjust\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compute_plot_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    251\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setup_subplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_plot\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/plotting/_core.py\u001b[0m in \u001b[0;36m_compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    363\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    364\u001b[0m             raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m--> 365\u001b[0;31m                             'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m    366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    367\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot"
-     ]
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f21d5631cc0>"
+      ]
+     },
+     "execution_count": 15,
+     "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": [
@@ -2433,54 +2418,54 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "1999    1214713082934385324913033696810837170752023524...\n",
-       "2023    1325712222758674989283141202139528781399024192...\n",
-       "1998    1386208617993226184251314542323110189132921693...\n",
-       "2000    1478264071499757760033348191754312430285532418...\n",
-       "1986    1695874882261140389302152798622219276053981949...\n",
-       "2007    1773001572217011071786253289451195013920166732...\n",
-       "2002    1899900299043994663802597362540718113202411896...\n",
-       "1996    1946700905188724963659489513123184991624514980...\n",
-       "2008    1965132418933531177110014494769159851351712987...\n",
-       "2019    2048183919621368150632154915734971747409804877...\n",
-       "2001    2159140516905188559029902243741719338272374002...\n",
-       "1987    2247102731155762105879182159982661528665335163...\n",
-       "2014    2270470947401889129146395027932453719794123911...\n",
-       "2020    2337159215931672101022953172489770918505712277...\n",
-       "2012    2409259024213312417846068365140071702114053748...\n",
-       "1992    2464625165420992372238024297460143732674028185...\n",
-       "2013    2696638164923858827763847775147152025717873186...\n",
-       "1990    2721711479406039466147691202218296246223145343...\n",
-       "2016    2845159415377602291922881784028595131001358518...\n",
-       "2005    2949349616974501440877539103174832268025639158...\n",
-       "1997    3010145354012731674112229259470837710765991811...\n",
-       "2010    3025523151244352498531660460241013321379241212...\n",
-       "2021    3144207319003098396053641402823252186071819424...\n",
-       "2018    3256266724062497279428159716114631494912725124...\n",
-       "2017    3691210015672233342023724065596910598133791390...\n",
-       "2006    3767157228155281244870821034721881239942664726...\n",
-       "2009    3972437872292552190125122429367921957869992590...\n",
-       "2011    3989273267129504926427949545318893611978183311...\n",
-       "1994    4055416337553217298455894361702310492147831380...\n",
-       "2015    4143322923582367226850187714105678583165262248...\n",
-       "1993    4233496340462953638351557480983713535175932409...\n",
-       "1995    5027478642723459455628065949153661587815962140...\n",
-       "2004    5164161915042194150410951147351481126592308622...\n",
-       "2003    5455108726702843212616791240970671598981371103...\n",
-       "1988    8233721564046631614979061120816782323282464142...\n",
-       "2022    8567106658699673786038055781795301141915052179...\n",
-       "1989    8758703379374950779775391553735243437303988246...\n",
-       "1991    8811399020193425424051111461561820433197231301...\n",
-       "dtype: object"
+       "2021     743449\n",
+       "2014    1600941\n",
+       "1991    1659249\n",
+       "1995    1840410\n",
+       "2020    2010315\n",
+       "2022    2060304\n",
+       "2012    2175217\n",
+       "2003    2234584\n",
+       "2019    2254386\n",
+       "2006    2307352\n",
+       "2017    2321583\n",
+       "2001    2529279\n",
+       "1992    2574578\n",
+       "1993    2703886\n",
+       "2018    2705325\n",
+       "1988    2765617\n",
+       "2007    2780164\n",
+       "1987    2855570\n",
+       "2016    2856393\n",
+       "2011    2857040\n",
+       "2023    2873501\n",
+       "2008    2973918\n",
+       "1998    3034904\n",
+       "2002    3125418\n",
+       "2009    3444020\n",
+       "1994    3514763\n",
+       "1996    3539413\n",
+       "2004    3567744\n",
+       "1997    3620066\n",
+       "2015    3654892\n",
+       "2000    3826372\n",
+       "2005    3835025\n",
+       "1999    3908112\n",
+       "2010    4111392\n",
+       "2013    4182691\n",
+       "1986    5115251\n",
+       "1990    5235827\n",
+       "1989    5466192\n",
+       "dtype: int64"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2499,22 +2484,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0930173e48>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f21d560e0b8>"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
diff --git a/module3/exo1/incidence_syndrome_grippal.csv b/module3/exo1/incidence_syndrome_grippal.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ec3ace15985375751478af6d70f9bad6c7d637c
--- /dev/null
+++ b/module3/exo1/incidence_syndrome_grippal.csv
@@ -0,0 +1,2084 @@
+# {"source":"r&#233;seau Sentinelles, INSERM, Sorbonne Universit&#233;, https:\/\/www.sentiweb.fr","meta":{"period":[198444,202438],"geo":["PAY",0],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false,"age_group":false,"span":"all"},"date":"2024-09-25T14:04:46+02:00","bundle":"1727265886"}
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
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+199506,3,37351,32007,42695,65,56,74,FR,France
+199505,3,27876,23218,32534,48,40,56,FR,France
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+199502,3,23480,19249,27711,41,34,48,FR,France
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+199452,3,22036,17495,26577,38,30,46,FR,France
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+199450,3,28831,23470,34192,50,41,59,FR,France
+199449,3,21161,16559,25763,37,29,45,FR,France
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+199447,3,15206,11578,18834,26,20,32,FR,France
+199446,3,14252,10525,17979,25,19,31,FR,France
+199445,3,12152,8448,15856,21,15,27,FR,France
+199444,3,11307,7688,14926,20,14,26,FR,France
+199443,3,11254,8002,14506,20,14,26,FR,France
+199442,3,14406,10653,18159,25,18,32,FR,France
+199441,3,14073,10341,17805,24,18,30,FR,France
+199440,3,15962,11850,20074,28,21,35,FR,France
+199439,3,15878,11643,20113,28,21,35,FR,France
+199438,3,15366,11100,19632,27,20,34,FR,France
+199437,3,5949,3561,8337,10,6,14,FR,France
+199436,3,2806,1133,4479,5,2,8,FR,France
+199435,3,4556,2358,6754,8,4,12,FR,France
+199434,3,3459,1444,5474,6,2,10,FR,France
+199433,3,4272,977,7567,7,1,13,FR,France
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+199431,3,5027,1580,8474,9,3,15,FR,France
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+199428,3,1581,316,2846,3,1,5,FR,France
+199427,3,713,0,1459,1,0,2,FR,France
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+199425,3,5431,3222,7640,9,5,13,FR,France
+199424,3,6288,3723,8853,11,7,15,FR,France
+199423,3,6440,1052,11828,11,2,20,FR,France
+199422,3,845,0,2449,1,0,4,FR,France
+199421,3,2197,395,3999,4,1,7,FR,France
+199420,3,2217,852,3582,4,2,6,FR,France
+199419,3,1483,406,2560,3,1,5,FR,France
+199418,3,3705,1940,5470,6,3,9,FR,France
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+199416,3,5156,3176,7136,9,6,12,FR,France
+199415,3,6952,4678,9226,12,8,16,FR,France
+199414,3,4671,2784,6558,8,5,11,FR,France
+199413,3,3343,1641,5045,6,3,9,FR,France
+199412,3,4305,2412,6198,7,4,10,FR,France
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+199409,3,5635,3251,8019,10,6,14,FR,France
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+199407,3,14639,11188,18090,25,19,31,FR,France
+199406,3,17308,13395,21221,30,23,37,FR,France
+199405,3,18489,14290,22688,32,25,39,FR,France
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+199403,3,29882,24817,34947,52,43,61,FR,France
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+199338,3,10492,7329,13655,18,12,24,FR,France
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+199335,3,5589,3066,8112,10,6,14,FR,France
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+199239,3,13535,10301,16769,24,18,30,FR,France
+199238,3,9837,7106,12568,17,12,22,FR,France
+199237,3,7480,5130,9830,13,9,17,FR,France
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