From ca6cdd707c0375a0867cc3ccc265b5a8e780bb53 Mon Sep 17 00:00:00 2001
From: 9c46a7ac8e859b7599715f55b09fc2a6
 <9c46a7ac8e859b7599715f55b09fc2a6@app-learninglab.inria.fr>
Date: Thu, 17 Sep 2020 11:58:35 +0000
Subject: [PATCH] First part of exercice done

---
 module3/exo3/exercice.ipynb | 427 ++++++++++++++++++++----------------
 1 file changed, 235 insertions(+), 192 deletions(-)

diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index 4938086..829ff0c 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -17,7 +17,7 @@
     "import matplotlib.pyplot as plt\n",
     "import numpy as np \n",
     "import pandas as pd\n",
-    "import isoweekk"
+    "import isoweek"
    ]
   },
   {
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -64,7 +64,6 @@
        "      <th>1/26/20</th>\n",
        "      <th>1/27/20</th>\n",
        "      <th>...</th>\n",
-       "      <th>9/6/20</th>\n",
        "      <th>9/7/20</th>\n",
        "      <th>9/8/20</th>\n",
        "      <th>9/9/20</th>\n",
@@ -74,6 +73,7 @@
        "      <th>9/13/20</th>\n",
        "      <th>9/14/20</th>\n",
        "      <th>9/15/20</th>\n",
+       "      <th>9/16/20</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -90,7 +90,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>38398</td>\n",
        "      <td>38494</td>\n",
        "      <td>38520</td>\n",
        "      <td>38544</td>\n",
@@ -100,6 +99,7 @@
        "      <td>38716</td>\n",
        "      <td>38772</td>\n",
        "      <td>38815</td>\n",
+       "      <td>38855</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -114,7 +114,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>10255</td>\n",
        "      <td>10406</td>\n",
        "      <td>10553</td>\n",
        "      <td>10704</td>\n",
@@ -124,6 +123,7 @@
        "      <td>11353</td>\n",
        "      <td>11520</td>\n",
        "      <td>11672</td>\n",
+       "      <td>11816</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -138,7 +138,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>46364</td>\n",
        "      <td>46653</td>\n",
        "      <td>46938</td>\n",
        "      <td>47216</td>\n",
@@ -148,6 +147,7 @@
        "      <td>48254</td>\n",
        "      <td>48496</td>\n",
        "      <td>48734</td>\n",
+       "      <td>48966</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -162,7 +162,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1215</td>\n",
        "      <td>1261</td>\n",
        "      <td>1261</td>\n",
        "      <td>1301</td>\n",
@@ -172,6 +171,7 @@
        "      <td>1344</td>\n",
        "      <td>1438</td>\n",
        "      <td>1438</td>\n",
+       "      <td>1483</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -186,7 +186,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2965</td>\n",
        "      <td>2981</td>\n",
        "      <td>3033</td>\n",
        "      <td>3092</td>\n",
@@ -196,6 +195,7 @@
        "      <td>3388</td>\n",
        "      <td>3439</td>\n",
        "      <td>3569</td>\n",
+       "      <td>3675</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
@@ -234,7 +234,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>478792</td>\n",
        "      <td>488007</td>\n",
        "      <td>500034</td>\n",
        "      <td>512293</td>\n",
@@ -244,6 +243,7 @@
        "      <td>555537</td>\n",
        "      <td>565446</td>\n",
        "      <td>577338</td>\n",
+       "      <td>589012</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
@@ -258,7 +258,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>44783</td>\n",
        "      <td>44845</td>\n",
        "      <td>44953</td>\n",
        "      <td>45152</td>\n",
@@ -268,6 +267,7 @@
        "      <td>45862</td>\n",
        "      <td>45969</td>\n",
        "      <td>46119</td>\n",
+       "      <td>46376</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
@@ -306,7 +306,6 @@
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
-       "      <td>4118</td>\n",
        "      <td>4126</td>\n",
        "      <td>4135</td>\n",
        "      <td>4142</td>\n",
@@ -316,6 +315,7 @@
        "      <td>4170</td>\n",
        "      <td>4177</td>\n",
        "      <td>4185</td>\n",
+       "      <td>4190</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
@@ -354,7 +354,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1133</td>\n",
        "      <td>1134</td>\n",
        "      <td>1143</td>\n",
        "      <td>1143</td>\n",
@@ -364,6 +363,7 @@
        "      <td>1149</td>\n",
        "      <td>1150</td>\n",
        "      <td>1149</td>\n",
+       "      <td>1150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
@@ -379,7 +379,6 @@
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>464</td>\n",
-       "      <td>464</td>\n",
        "      <td>465</td>\n",
        "      <td>465</td>\n",
        "      <td>465</td>\n",
@@ -388,6 +387,7 @@
        "      <td>466</td>\n",
        "      <td>466</td>\n",
        "      <td>466</td>\n",
+       "      <td>466</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
@@ -426,7 +426,6 @@
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>19574</td>\n",
        "      <td>19615</td>\n",
        "      <td>19688</td>\n",
        "      <td>19739</td>\n",
@@ -436,6 +435,7 @@
        "      <td>19872</td>\n",
        "      <td>19911</td>\n",
        "      <td>19943</td>\n",
+       "      <td>19970</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
@@ -450,7 +450,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>656</td>\n",
        "      <td>658</td>\n",
        "      <td>658</td>\n",
        "      <td>659</td>\n",
@@ -460,6 +459,7 @@
        "      <td>659</td>\n",
        "      <td>659</td>\n",
        "      <td>659</td>\n",
+       "      <td>661</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
@@ -474,7 +474,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>29271</td>\n",
        "      <td>29561</td>\n",
        "      <td>30081</td>\n",
        "      <td>30583</td>\n",
@@ -484,6 +483,7 @@
        "      <td>33159</td>\n",
        "      <td>33541</td>\n",
        "      <td>34305</td>\n",
+       "      <td>35073</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
@@ -498,7 +498,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>37329</td>\n",
        "      <td>37418</td>\n",
        "      <td>37557</td>\n",
        "      <td>37732</td>\n",
@@ -508,6 +507,7 @@
        "      <td>38327</td>\n",
        "      <td>38403</td>\n",
        "      <td>38517</td>\n",
+       "      <td>38658</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
@@ -522,7 +522,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2506</td>\n",
        "      <td>2546</td>\n",
        "      <td>2585</td>\n",
        "      <td>2721</td>\n",
@@ -532,6 +531,7 @@
        "      <td>2928</td>\n",
        "      <td>3008</td>\n",
        "      <td>3032</td>\n",
+       "      <td>3087</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
@@ -546,7 +546,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>55415</td>\n",
        "      <td>56076</td>\n",
        "      <td>56778</td>\n",
        "      <td>57450</td>\n",
@@ -556,6 +555,7 @@
        "      <td>60307</td>\n",
        "      <td>60965</td>\n",
        "      <td>61643</td>\n",
+       "      <td>62484</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
@@ -570,7 +570,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>325157</td>\n",
        "      <td>327359</td>\n",
        "      <td>329251</td>\n",
        "      <td>331078</td>\n",
@@ -580,6 +579,7 @@
        "      <td>337520</td>\n",
        "      <td>339332</td>\n",
        "      <td>341056</td>\n",
+       "      <td>342671</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
@@ -594,7 +594,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>178</td>\n",
        "      <td>179</td>\n",
        "      <td>180</td>\n",
        "      <td>180</td>\n",
@@ -604,6 +603,7 @@
        "      <td>181</td>\n",
        "      <td>183</td>\n",
        "      <td>184</td>\n",
+       "      <td>185</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
@@ -618,7 +618,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>72859</td>\n",
        "      <td>73031</td>\n",
        "      <td>73208</td>\n",
        "      <td>73402</td>\n",
@@ -628,6 +627,7 @@
        "      <td>74173</td>\n",
        "      <td>74360</td>\n",
        "      <td>74552</td>\n",
+       "      <td>74763</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
@@ -642,7 +642,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>88367</td>\n",
        "      <td>88769</td>\n",
        "      <td>89141</td>\n",
        "      <td>89691</td>\n",
@@ -652,6 +651,7 @@
        "      <td>93455</td>\n",
        "      <td>94306</td>\n",
        "      <td>94795</td>\n",
+       "      <td>95948</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
@@ -666,7 +666,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1194</td>\n",
        "      <td>1307</td>\n",
        "      <td>1361</td>\n",
        "      <td>1365</td>\n",
@@ -676,6 +675,7 @@
        "      <td>1480</td>\n",
        "      <td>1501</td>\n",
        "      <td>1528</td>\n",
+       "      <td>1536</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
@@ -692,7 +692,6 @@
        "      <td>...</td>\n",
        "      <td>2213</td>\n",
        "      <td>2213</td>\n",
-       "      <td>2213</td>\n",
        "      <td>2242</td>\n",
        "      <td>2242</td>\n",
        "      <td>2242</td>\n",
@@ -700,6 +699,7 @@
        "      <td>2267</td>\n",
        "      <td>2267</td>\n",
        "      <td>2267</td>\n",
+       "      <td>2280</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
@@ -714,7 +714,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>228</td>\n",
        "      <td>233</td>\n",
        "      <td>234</td>\n",
        "      <td>234</td>\n",
@@ -724,6 +723,7 @@
        "      <td>245</td>\n",
        "      <td>245</td>\n",
        "      <td>246</td>\n",
+       "      <td>246</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
@@ -738,7 +738,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>120769</td>\n",
        "      <td>121604</td>\n",
        "      <td>122308</td>\n",
        "      <td>123345</td>\n",
@@ -748,6 +747,7 @@
        "      <td>126791</td>\n",
        "      <td>127619</td>\n",
        "      <td>128286</td>\n",
+       "      <td>128872</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
@@ -762,7 +762,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>21560</td>\n",
        "      <td>21660</td>\n",
        "      <td>21961</td>\n",
        "      <td>22258</td>\n",
@@ -772,6 +771,7 @@
        "      <td>23465</td>\n",
        "      <td>23635</td>\n",
        "      <td>23929</td>\n",
+       "      <td>24211</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
@@ -786,7 +786,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2002</td>\n",
        "      <td>2126</td>\n",
        "      <td>2126</td>\n",
        "      <td>2126</td>\n",
@@ -796,6 +795,7 @@
        "      <td>2252</td>\n",
        "      <td>2463</td>\n",
        "      <td>2463</td>\n",
+       "      <td>2463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -834,7 +834,6 @@
        "      <td>8</td>\n",
        "      <td>8</td>\n",
        "      <td>...</td>\n",
-       "      <td>3445</td>\n",
        "      <td>3446</td>\n",
        "      <td>3447</td>\n",
        "      <td>3454</td>\n",
@@ -844,6 +843,7 @@
        "      <td>3475</td>\n",
        "      <td>3475</td>\n",
        "      <td>3490</td>\n",
+       "      <td>3490</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>237</th>\n",
@@ -882,7 +882,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1488</td>\n",
        "      <td>1493</td>\n",
        "      <td>1513</td>\n",
        "      <td>1528</td>\n",
@@ -892,6 +891,7 @@
        "      <td>1572</td>\n",
        "      <td>1578</td>\n",
        "      <td>1595</td>\n",
+       "      <td>1608</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>239</th>\n",
@@ -906,7 +906,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2250</td>\n",
        "      <td>2277</td>\n",
        "      <td>2391</td>\n",
        "      <td>2588</td>\n",
@@ -916,6 +915,7 @@
        "      <td>3042</td>\n",
        "      <td>3141</td>\n",
        "      <td>3223</td>\n",
+       "      <td>3327</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>240</th>\n",
@@ -930,7 +930,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>5041</td>\n",
        "      <td>5124</td>\n",
        "      <td>5417</td>\n",
        "      <td>5417</td>\n",
@@ -940,6 +939,7 @@
        "      <td>6635</td>\n",
        "      <td>7382</td>\n",
        "      <td>7623</td>\n",
+       "      <td>8100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>241</th>\n",
@@ -954,7 +954,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>279806</td>\n",
        "      <td>281509</td>\n",
        "      <td>283270</td>\n",
        "      <td>284943</td>\n",
@@ -964,6 +963,7 @@
        "      <td>291162</td>\n",
        "      <td>292878</td>\n",
        "      <td>294620</td>\n",
+       "      <td>296391</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>242</th>\n",
@@ -978,7 +978,6 @@
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>6276365</td>\n",
        "      <td>6300622</td>\n",
        "      <td>6327009</td>\n",
        "      <td>6360212</td>\n",
@@ -988,6 +987,7 @@
        "      <td>6520122</td>\n",
        "      <td>6553652</td>\n",
        "      <td>6593269</td>\n",
+       "      <td>6630051</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>243</th>\n",
@@ -1002,7 +1002,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>3667</td>\n",
        "      <td>3776</td>\n",
        "      <td>3900</td>\n",
        "      <td>4101</td>\n",
@@ -1012,6 +1011,7 @@
        "      <td>4799</td>\n",
        "      <td>4978</td>\n",
        "      <td>5123</td>\n",
+       "      <td>5266</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>244</th>\n",
@@ -1026,7 +1026,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>139171</td>\n",
        "      <td>141424</td>\n",
        "      <td>143914</td>\n",
        "      <td>146511</td>\n",
@@ -1036,6 +1035,7 @@
        "      <td>158122</td>\n",
        "      <td>160679</td>\n",
        "      <td>163678</td>\n",
+       "      <td>166694</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>245</th>\n",
@@ -1050,7 +1050,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>73984</td>\n",
        "      <td>74454</td>\n",
        "      <td>75098</td>\n",
        "      <td>75981</td>\n",
@@ -1060,6 +1059,7 @@
        "      <td>79489</td>\n",
        "      <td>80266</td>\n",
        "      <td>80940</td>\n",
+       "      <td>81782</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>246</th>\n",
@@ -1100,7 +1100,6 @@
        "      <td>...</td>\n",
        "      <td>175</td>\n",
        "      <td>175</td>\n",
-       "      <td>175</td>\n",
        "      <td>177</td>\n",
        "      <td>177</td>\n",
        "      <td>177</td>\n",
@@ -1108,6 +1107,7 @@
        "      <td>177</td>\n",
        "      <td>177</td>\n",
        "      <td>177</td>\n",
+       "      <td>178</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>248</th>\n",
@@ -1127,7 +1127,7 @@
        "      <td>63</td>\n",
        "      <td>63</td>\n",
        "      <td>63</td>\n",
-       "      <td>63</td>\n",
+       "      <td>66</td>\n",
        "      <td>66</td>\n",
        "      <td>66</td>\n",
        "      <td>66</td>\n",
@@ -1148,7 +1148,6 @@
        "      <td>...</td>\n",
        "      <td>205</td>\n",
        "      <td>205</td>\n",
-       "      <td>205</td>\n",
        "      <td>207</td>\n",
        "      <td>208</td>\n",
        "      <td>208</td>\n",
@@ -1156,6 +1155,7 @@
        "      <td>208</td>\n",
        "      <td>208</td>\n",
        "      <td>208</td>\n",
+       "      <td>208</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>250</th>\n",
@@ -1170,7 +1170,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>626</td>\n",
        "      <td>628</td>\n",
        "      <td>629</td>\n",
        "      <td>631</td>\n",
@@ -1180,6 +1179,7 @@
        "      <td>633</td>\n",
        "      <td>633</td>\n",
        "      <td>639</td>\n",
+       "      <td>639</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>251</th>\n",
@@ -1219,7 +1219,6 @@
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>315</td>\n",
-       "      <td>315</td>\n",
        "      <td>320</td>\n",
        "      <td>322</td>\n",
        "      <td>323</td>\n",
@@ -1228,6 +1227,7 @@
        "      <td>330</td>\n",
        "      <td>330</td>\n",
        "      <td>334</td>\n",
+       "      <td>340</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>253</th>\n",
@@ -1249,7 +1249,7 @@
        "      <td>337</td>\n",
        "      <td>337</td>\n",
        "      <td>337</td>\n",
-       "      <td>337</td>\n",
+       "      <td>339</td>\n",
        "      <td>339</td>\n",
        "      <td>339</td>\n",
        "    </tr>\n",
@@ -1290,7 +1290,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>598</td>\n",
        "      <td>599</td>\n",
        "      <td>614</td>\n",
        "      <td>628</td>\n",
@@ -1300,6 +1299,7 @@
        "      <td>646</td>\n",
        "      <td>648</td>\n",
        "      <td>650</td>\n",
+       "      <td>659</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>256</th>\n",
@@ -1314,7 +1314,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>347152</td>\n",
        "      <td>350100</td>\n",
        "      <td>352560</td>\n",
        "      <td>355219</td>\n",
@@ -1324,6 +1323,7 @@
        "      <td>368504</td>\n",
        "      <td>371125</td>\n",
        "      <td>374228</td>\n",
+       "      <td>378219</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>257</th>\n",
@@ -1338,7 +1338,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1679</td>\n",
        "      <td>1693</td>\n",
        "      <td>1712</td>\n",
        "      <td>1741</td>\n",
@@ -1348,6 +1347,7 @@
        "      <td>1808</td>\n",
        "      <td>1812</td>\n",
        "      <td>1827</td>\n",
+       "      <td>1856</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>258</th>\n",
@@ -1362,7 +1362,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>43587</td>\n",
        "      <td>43893</td>\n",
        "      <td>44281</td>\n",
        "      <td>44930</td>\n",
@@ -1372,6 +1371,7 @@
        "      <td>47287</td>\n",
        "      <td>47836</td>\n",
        "      <td>48429</td>\n",
+       "      <td>49015</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>259</th>\n",
@@ -1386,7 +1386,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>53289</td>\n",
        "      <td>54350</td>\n",
        "      <td>55563</td>\n",
        "      <td>56751</td>\n",
@@ -1396,6 +1395,7 @@
        "      <td>60540</td>\n",
        "      <td>61569</td>\n",
        "      <td>62655</td>\n",
+       "      <td>63416</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>260</th>\n",
@@ -1411,7 +1411,6 @@
        "      <td>2</td>\n",
        "      <td>...</td>\n",
        "      <td>1049</td>\n",
-       "      <td>1049</td>\n",
        "      <td>1054</td>\n",
        "      <td>1059</td>\n",
        "      <td>1059</td>\n",
@@ -1420,6 +1419,7 @@
        "      <td>1063</td>\n",
        "      <td>1063</td>\n",
        "      <td>1063</td>\n",
+       "      <td>1063</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>261</th>\n",
@@ -1434,7 +1434,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>26127</td>\n",
        "      <td>26779</td>\n",
        "      <td>27363</td>\n",
        "      <td>27919</td>\n",
@@ -1444,6 +1443,7 @@
        "      <td>30574</td>\n",
        "      <td>31362</td>\n",
        "      <td>32250</td>\n",
+       "      <td>33006</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>262</th>\n",
@@ -1482,7 +1482,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1987</td>\n",
        "      <td>1989</td>\n",
        "      <td>1994</td>\n",
        "      <td>1999</td>\n",
@@ -1492,6 +1491,7 @@
        "      <td>2011</td>\n",
        "      <td>2013</td>\n",
        "      <td>2016</td>\n",
+       "      <td>2019</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>264</th>\n",
@@ -1506,7 +1506,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>12776</td>\n",
        "      <td>12836</td>\n",
        "      <td>12952</td>\n",
        "      <td>13112</td>\n",
@@ -1516,6 +1515,7 @@
        "      <td>13539</td>\n",
        "      <td>13720</td>\n",
        "      <td>13819</td>\n",
+       "      <td>13887</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>265</th>\n",
@@ -1530,7 +1530,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>6837</td>\n",
        "      <td>7298</td>\n",
        "      <td>7388</td>\n",
        "      <td>7429</td>\n",
@@ -1540,10 +1539,11 @@
        "      <td>7526</td>\n",
        "      <td>7531</td>\n",
        "      <td>7576</td>\n",
+       "      <td>7598</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>266 rows × 242 columns</p>\n",
+       "<p>266 rows × 243 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -1673,136 +1673,136 @@
        "264   27.849332        0        0        0        0        0        0   \n",
        "265   29.154857        0        0        0        0        0        0   \n",
        "\n",
-       "      ...      9/6/20   9/7/20   9/8/20   9/9/20  9/10/20  9/11/20  9/12/20  \\\n",
-       "0     ...       38398    38494    38520    38544    38572    38606    38641   \n",
-       "1     ...       10255    10406    10553    10704    10860    11021    11185   \n",
-       "2     ...       46364    46653    46938    47216    47488    47752    48007   \n",
-       "3     ...        1215     1261     1261     1301     1301     1344     1344   \n",
-       "4     ...        2965     2981     3033     3092     3217     3279     3335   \n",
+       "      ...      9/7/20   9/8/20   9/9/20  9/10/20  9/11/20  9/12/20  9/13/20  \\\n",
+       "0     ...       38494    38520    38544    38572    38606    38641    38716   \n",
+       "1     ...       10406    10553    10704    10860    11021    11185    11353   \n",
+       "2     ...       46653    46938    47216    47488    47752    48007    48254   \n",
+       "3     ...        1261     1261     1301     1301     1344     1344     1344   \n",
+       "4     ...        2981     3033     3092     3217     3279     3335     3388   \n",
        "5     ...          95       95       95       95       95       95       95   \n",
-       "6     ...      478792   488007   500034   512293   524198   535705   546481   \n",
-       "7     ...       44783    44845    44953    45152    45326    45503    45675   \n",
+       "6     ...      488007   500034   512293   524198   535705   546481   555537   \n",
+       "7     ...       44845    44953    45152    45326    45503    45675    45862   \n",
        "8     ...         113      113      113      113      113      113      113   \n",
-       "9     ...        4118     4126     4135     4142     4152     4157     4166   \n",
+       "9     ...        4126     4135     4142     4152     4157     4166     4170   \n",
        "10    ...          33       33       33       33       33       33       33   \n",
-       "11    ...        1133     1134     1143     1143     1145     1149     1149   \n",
-       "12    ...         464      464      465      465      465      466      466   \n",
+       "11    ...        1134     1143     1143     1145     1149     1149     1149   \n",
+       "12    ...         464      465      465      465      466      466      466   \n",
        "13    ...         230      230      230      230      230      230      230   \n",
-       "14    ...       19574    19615    19688    19739    19767    19800    19835   \n",
-       "15    ...         656      658      658      659      659      659      659   \n",
-       "16    ...       29271    29561    30081    30583    31247    31827    32696   \n",
-       "17    ...       37329    37418    37557    37732    37874    38037    38172   \n",
-       "18    ...        2506     2546     2585     2721     2721     2814     2928   \n",
-       "19    ...       55415    56076    56778    57450    58207    58839    59586   \n",
-       "20    ...      325157   327359   329251   331078   332970   334762   336044   \n",
-       "21    ...         178      179      180      180      180      180      180   \n",
-       "22    ...       72859    73031    73208    73402    73591    73784    73975   \n",
-       "23    ...       88367    88769    89141    89691    90568    91537    92478   \n",
-       "24    ...        1194     1307     1361     1365     1365     1435     1458   \n",
-       "25    ...        2213     2213     2213     2242     2242     2242     2242   \n",
-       "26    ...         228      233      234      234      238      241      244   \n",
-       "27    ...      120769   121604   122308   123345   124205   125172   125982   \n",
-       "28    ...       21560    21660    21961    22258    22544    22834    23138   \n",
-       "29    ...        2002     2126     2126     2126     2252     2252     2252   \n",
+       "14    ...       19615    19688    19739    19767    19800    19835    19872   \n",
+       "15    ...         658      658      659      659      659      659      659   \n",
+       "16    ...       29561    30081    30583    31247    31827    32696    33159   \n",
+       "17    ...       37418    37557    37732    37874    38037    38172    38327   \n",
+       "18    ...        2546     2585     2721     2721     2814     2928     2928   \n",
+       "19    ...       56076    56778    57450    58207    58839    59586    60307   \n",
+       "20    ...      327359   329251   331078   332970   334762   336044   337520   \n",
+       "21    ...         179      180      180      180      180      180      181   \n",
+       "22    ...       73031    73208    73402    73591    73784    73975    74173   \n",
+       "23    ...       88769    89141    89691    90568    91537    92478    93455   \n",
+       "24    ...        1307     1361     1365     1365     1435     1458     1480   \n",
+       "25    ...        2213     2213     2242     2242     2242     2242     2267   \n",
+       "26    ...         233      234      234      238      241      244      245   \n",
+       "27    ...      121604   122308   123345   124205   125172   125982   126791   \n",
+       "28    ...       21660    21961    22258    22544    22834    23138    23465   \n",
+       "29    ...        2126     2126     2126     2252     2252     2252     2252   \n",
        "..    ...         ...      ...      ...      ...      ...      ...      ...   \n",
-       "236   ...        3445     3446     3447     3454     3461     3461     3473   \n",
+       "236   ...        3446     3447     3454     3461     3461     3473     3475   \n",
        "237   ...          27       27       27       27       27       27       27   \n",
-       "238   ...        1488     1493     1513     1528     1537     1548     1555   \n",
-       "239   ...        2250     2277     2391     2588     2698     2825     2993   \n",
-       "240   ...        5041     5124     5417     5417     5882     6259     6635   \n",
-       "241   ...      279806   281509   283270   284943   286455   288126   289635   \n",
-       "242   ...     6276365  6300622  6327009  6360212  6396100  6443652  6485123   \n",
-       "243   ...        3667     3776     3900     4101     4291     4377     4703   \n",
-       "244   ...      139171   141424   143914   146511   149146   152373   155558   \n",
-       "245   ...       73984    74454    75098    75981    76911    77842    78849   \n",
+       "238   ...        1493     1513     1528     1537     1548     1555     1572   \n",
+       "239   ...        2277     2391     2588     2698     2825     2993     3042   \n",
+       "240   ...        5124     5417     5417     5882     6259     6635     6635   \n",
+       "241   ...      281509   283270   284943   286455   288126   289635   291162   \n",
+       "242   ...     6300622  6327009  6360212  6396100  6443652  6485123  6520122   \n",
+       "243   ...        3776     3900     4101     4291     4377     4703     4799   \n",
+       "244   ...      141424   143914   146511   149146   152373   155558   158122   \n",
+       "245   ...       74454    75098    75981    76911    77842    78849    79489   \n",
        "246   ...           3        3        3        3        3        3        3   \n",
-       "247   ...         175      175      175      177      177      177      177   \n",
-       "248   ...          63       63       63       63       63       63       66   \n",
-       "249   ...         205      205      205      207      208      208      208   \n",
-       "250   ...         626      628      629      631      631      633      633   \n",
+       "247   ...         175      175      177      177      177      177      177   \n",
+       "248   ...          63       63       63       63       63       66       66   \n",
+       "249   ...         205      205      207      208      208      208      208   \n",
+       "250   ...         628      629      631      631      633      633      633   \n",
        "251   ...          13       13       13       13       13       13       13   \n",
-       "252   ...         315      315      320      322      323      323      327   \n",
+       "252   ...         315      320      322      323      323      327      330   \n",
        "253   ...         337      337      337      337      337      337      337   \n",
        "254   ...          13       13       13       13       13       13       13   \n",
-       "255   ...         598      599      614      628      638      641      641   \n",
-       "256   ...      347152   350100   352560   355219   358138   361677   365174   \n",
-       "257   ...        1679     1693     1712     1741     1759     1773     1780   \n",
-       "258   ...       43587    43893    44281    44930    45473    46160    46721   \n",
-       "259   ...       53289    54350    55563    56751    57823    58663    59630   \n",
-       "260   ...        1049     1049     1054     1059     1059     1060     1060   \n",
-       "261   ...       26127    26779    27363    27919    28664    29256    29906   \n",
+       "255   ...         599      614      628      638      641      641      646   \n",
+       "256   ...      350100   352560   355219   358138   361677   365174   368504   \n",
+       "257   ...        1693     1712     1741     1759     1773     1780     1808   \n",
+       "258   ...       43893    44281    44930    45473    46160    46721    47287   \n",
+       "259   ...       54350    55563    56751    57823    58663    59630    60540   \n",
+       "260   ...        1049     1054     1059     1059     1060     1060     1063   \n",
+       "261   ...       26779    27363    27919    28664    29256    29906    30574   \n",
        "262   ...          10       10       10       10       10       10       10   \n",
-       "263   ...        1987     1989     1994     1999     2003     2007     2009   \n",
-       "264   ...       12776    12836    12952    13112    13214    13323    13466   \n",
-       "265   ...        6837     7298     7388     7429     7453     7479     7508   \n",
+       "263   ...        1989     1994     1999     2003     2007     2009     2011   \n",
+       "264   ...       12836    12952    13112    13214    13323    13466    13539   \n",
+       "265   ...        7298     7388     7429     7453     7479     7508     7526   \n",
        "\n",
-       "     9/13/20  9/14/20  9/15/20  \n",
-       "0      38716    38772    38815  \n",
-       "1      11353    11520    11672  \n",
-       "2      48254    48496    48734  \n",
-       "3       1344     1438     1438  \n",
-       "4       3388     3439     3569  \n",
+       "     9/14/20  9/15/20  9/16/20  \n",
+       "0      38772    38815    38855  \n",
+       "1      11520    11672    11816  \n",
+       "2      48496    48734    48966  \n",
+       "3       1438     1438     1483  \n",
+       "4       3439     3569     3675  \n",
        "5         95       95       95  \n",
-       "6     555537   565446   577338  \n",
-       "7      45862    45969    46119  \n",
+       "6     565446   577338   589012  \n",
+       "7      45969    46119    46376  \n",
        "8        113      113      113  \n",
-       "9       4170     4177     4185  \n",
+       "9       4177     4185     4190  \n",
        "10        33       33       33  \n",
-       "11      1149     1150     1149  \n",
+       "11      1150     1149     1150  \n",
        "12       466      466      466  \n",
        "13       230      230      230  \n",
-       "14     19872    19911    19943  \n",
-       "15       659      659      659  \n",
-       "16     33159    33541    34305  \n",
-       "17     38327    38403    38517  \n",
-       "18      2928     3008     3032  \n",
-       "19     60307    60965    61643  \n",
-       "20    337520   339332   341056  \n",
-       "21       181      183      184  \n",
-       "22     74173    74360    74552  \n",
-       "23     93455    94306    94795  \n",
-       "24      1480     1501     1528  \n",
-       "25      2267     2267     2267  \n",
-       "26       245      245      246  \n",
-       "27    126791   127619   128286  \n",
-       "28     23465    23635    23929  \n",
-       "29      2252     2463     2463  \n",
+       "14     19911    19943    19970  \n",
+       "15       659      659      661  \n",
+       "16     33541    34305    35073  \n",
+       "17     38403    38517    38658  \n",
+       "18      3008     3032     3087  \n",
+       "19     60965    61643    62484  \n",
+       "20    339332   341056   342671  \n",
+       "21       183      184      185  \n",
+       "22     74360    74552    74763  \n",
+       "23     94306    94795    95948  \n",
+       "24      1501     1528     1536  \n",
+       "25      2267     2267     2280  \n",
+       "26       245      246      246  \n",
+       "27    127619   128286   128872  \n",
+       "28     23635    23929    24211  \n",
+       "29      2463     2463     2463  \n",
        "..       ...      ...      ...  \n",
-       "236     3475     3475     3490  \n",
+       "236     3475     3490     3490  \n",
        "237       27       27       27  \n",
-       "238     1572     1578     1595  \n",
-       "239     3042     3141     3223  \n",
-       "240     6635     7382     7623  \n",
-       "241   291162   292878   294620  \n",
-       "242  6520122  6553652  6593269  \n",
-       "243     4799     4978     5123  \n",
-       "244   158122   160679   163678  \n",
-       "245    79489    80266    80940  \n",
+       "238     1578     1595     1608  \n",
+       "239     3141     3223     3327  \n",
+       "240     7382     7623     8100  \n",
+       "241   292878   294620   296391  \n",
+       "242  6553652  6593269  6630051  \n",
+       "243     4978     5123     5266  \n",
+       "244   160679   163678   166694  \n",
+       "245    80266    80940    81782  \n",
        "246        3        3        3  \n",
-       "247      177      177      177  \n",
+       "247      177      177      178  \n",
        "248       66       66       66  \n",
        "249      208      208      208  \n",
-       "250      633      633      639  \n",
+       "250      633      639      639  \n",
        "251       13       13       13  \n",
-       "252      330      330      334  \n",
-       "253      337      339      339  \n",
+       "252      330      334      340  \n",
+       "253      339      339      339  \n",
        "254       13       13       13  \n",
-       "255      646      648      650  \n",
-       "256   368504   371125   374228  \n",
-       "257     1808     1812     1827  \n",
-       "258    47287    47836    48429  \n",
-       "259    60540    61569    62655  \n",
+       "255      648      650      659  \n",
+       "256   371125   374228   378219  \n",
+       "257     1812     1827     1856  \n",
+       "258    47836    48429    49015  \n",
+       "259    61569    62655    63416  \n",
        "260     1063     1063     1063  \n",
-       "261    30574    31362    32250  \n",
+       "261    31362    32250    33006  \n",
        "262       10       10       10  \n",
-       "263     2011     2013     2016  \n",
-       "264    13539    13720    13819  \n",
-       "265     7526     7531     7576  \n",
+       "263     2013     2016     2019  \n",
+       "264    13720    13819    13887  \n",
+       "265     7531     7576     7598  \n",
        "\n",
-       "[266 rows x 242 columns]"
+       "[266 rows x 243 columns]"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1812,33 +1812,27 @@
     "raw_data"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plot data\n",
+    "   * Country are selected in list_country\n",
+    "   * A dictionary is created with 'country' as keys and numpy 1D arrays containing cumulated cases as item\n",
+    "   * For France, United Kingdom and Netherlands the colonies are ignored\n",
+    "   * For China all provinces are collated except for Hong Kong with a specif curve"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 196,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[datetime.date(2020, 1, 22), datetime.date(2020, 1, 23), datetime.date(2020, 1, 24), datetime.date(2020, 1, 25), datetime.date(2020, 1, 26), datetime.date(2020, 1, 27), datetime.date(2020, 1, 28), datetime.date(2020, 1, 29), datetime.date(2020, 1, 30), datetime.date(2020, 1, 31), datetime.date(2020, 2, 1), datetime.date(2020, 2, 2), datetime.date(2020, 2, 3), datetime.date(2020, 2, 4), datetime.date(2020, 2, 5), datetime.date(2020, 2, 6), datetime.date(2020, 2, 7), datetime.date(2020, 2, 8), datetime.date(2020, 2, 9), datetime.date(2020, 2, 10), datetime.date(2020, 2, 11), datetime.date(2020, 2, 12), datetime.date(2020, 2, 13), datetime.date(2020, 2, 14), datetime.date(2020, 2, 15), datetime.date(2020, 2, 16), datetime.date(2020, 2, 17), datetime.date(2020, 2, 18), datetime.date(2020, 2, 19), datetime.date(2020, 2, 20), datetime.date(2020, 2, 21), datetime.date(2020, 2, 22), datetime.date(2020, 2, 23), datetime.date(2020, 2, 24), datetime.date(2020, 2, 25), datetime.date(2020, 2, 26), datetime.date(2020, 2, 27), datetime.date(2020, 2, 28), datetime.date(2020, 2, 29), datetime.date(2020, 3, 1), datetime.date(2020, 3, 2), datetime.date(2020, 3, 3), datetime.date(2020, 3, 4), datetime.date(2020, 3, 5), datetime.date(2020, 3, 6), datetime.date(2020, 3, 7), datetime.date(2020, 3, 8), datetime.date(2020, 3, 9), datetime.date(2020, 3, 10), datetime.date(2020, 3, 11), datetime.date(2020, 3, 12), datetime.date(2020, 3, 13), datetime.date(2020, 3, 14), datetime.date(2020, 3, 15), datetime.date(2020, 3, 16), datetime.date(2020, 3, 17), datetime.date(2020, 3, 18), datetime.date(2020, 3, 19), datetime.date(2020, 3, 20), datetime.date(2020, 3, 21), datetime.date(2020, 3, 22), datetime.date(2020, 3, 23), datetime.date(2020, 3, 24), datetime.date(2020, 3, 25), datetime.date(2020, 3, 26), datetime.date(2020, 3, 27), datetime.date(2020, 3, 28), datetime.date(2020, 3, 29), datetime.date(2020, 3, 30), datetime.date(2020, 3, 31), datetime.date(2020, 4, 1), datetime.date(2020, 4, 2), datetime.date(2020, 4, 3), datetime.date(2020, 4, 4), datetime.date(2020, 4, 5), datetime.date(2020, 4, 6), datetime.date(2020, 4, 7), datetime.date(2020, 4, 8), datetime.date(2020, 4, 9), datetime.date(2020, 4, 10), datetime.date(2020, 4, 11), datetime.date(2020, 4, 12), datetime.date(2020, 4, 13), datetime.date(2020, 4, 14), datetime.date(2020, 4, 15), datetime.date(2020, 4, 16), datetime.date(2020, 4, 17), datetime.date(2020, 4, 18), datetime.date(2020, 4, 19), datetime.date(2020, 4, 20), datetime.date(2020, 4, 21), datetime.date(2020, 4, 22), datetime.date(2020, 4, 23), datetime.date(2020, 4, 24), datetime.date(2020, 4, 25), datetime.date(2020, 4, 26), datetime.date(2020, 4, 27), datetime.date(2020, 4, 28), datetime.date(2020, 4, 29), datetime.date(2020, 4, 30), datetime.date(2020, 5, 1), datetime.date(2020, 5, 2), datetime.date(2020, 5, 3), datetime.date(2020, 5, 4), datetime.date(2020, 5, 5), datetime.date(2020, 5, 6), datetime.date(2020, 5, 7), datetime.date(2020, 5, 8), datetime.date(2020, 5, 9), datetime.date(2020, 5, 10), datetime.date(2020, 5, 11), datetime.date(2020, 5, 12), datetime.date(2020, 5, 13), datetime.date(2020, 5, 14), datetime.date(2020, 5, 15), datetime.date(2020, 5, 16), datetime.date(2020, 5, 17), datetime.date(2020, 5, 18), datetime.date(2020, 5, 19), datetime.date(2020, 5, 20), datetime.date(2020, 5, 21), datetime.date(2020, 5, 22), datetime.date(2020, 5, 23), datetime.date(2020, 5, 24), datetime.date(2020, 5, 25), datetime.date(2020, 5, 26), datetime.date(2020, 5, 27), datetime.date(2020, 5, 28), datetime.date(2020, 5, 29), datetime.date(2020, 5, 30), datetime.date(2020, 5, 31), datetime.date(2020, 6, 1), datetime.date(2020, 6, 2), datetime.date(2020, 6, 3), datetime.date(2020, 6, 4), datetime.date(2020, 6, 5), datetime.date(2020, 6, 6), datetime.date(2020, 6, 7), datetime.date(2020, 6, 8), datetime.date(2020, 6, 9), datetime.date(2020, 6, 10), datetime.date(2020, 6, 11), datetime.date(2020, 6, 12), datetime.date(2020, 6, 13), datetime.date(2020, 6, 14), datetime.date(2020, 6, 15), datetime.date(2020, 6, 16), datetime.date(2020, 6, 17), datetime.date(2020, 6, 18), datetime.date(2020, 6, 19), datetime.date(2020, 6, 20), datetime.date(2020, 6, 21), datetime.date(2020, 6, 22), datetime.date(2020, 6, 23), datetime.date(2020, 6, 24), datetime.date(2020, 6, 25), datetime.date(2020, 6, 26), datetime.date(2020, 6, 27), datetime.date(2020, 6, 28), datetime.date(2020, 6, 29), datetime.date(2020, 6, 30), datetime.date(2020, 7, 1), datetime.date(2020, 7, 2), datetime.date(2020, 7, 3), datetime.date(2020, 7, 4), datetime.date(2020, 7, 5), datetime.date(2020, 7, 6), datetime.date(2020, 7, 7), datetime.date(2020, 7, 8), datetime.date(2020, 7, 9), datetime.date(2020, 7, 10), datetime.date(2020, 7, 11), datetime.date(2020, 7, 12), datetime.date(2020, 7, 13), datetime.date(2020, 7, 14), datetime.date(2020, 7, 15), datetime.date(2020, 7, 16), datetime.date(2020, 7, 17), datetime.date(2020, 7, 18), datetime.date(2020, 7, 19), datetime.date(2020, 7, 20), datetime.date(2020, 7, 21), datetime.date(2020, 7, 22), datetime.date(2020, 7, 23), datetime.date(2020, 7, 24), datetime.date(2020, 7, 25), datetime.date(2020, 7, 26), datetime.date(2020, 7, 27), datetime.date(2020, 7, 28), datetime.date(2020, 7, 29), datetime.date(2020, 7, 30), datetime.date(2020, 7, 31), datetime.date(2020, 8, 1), datetime.date(2020, 8, 2), datetime.date(2020, 8, 3), datetime.date(2020, 8, 4), datetime.date(2020, 8, 5), datetime.date(2020, 8, 6), datetime.date(2020, 8, 7), datetime.date(2020, 8, 8), datetime.date(2020, 8, 9), datetime.date(2020, 8, 10), datetime.date(2020, 8, 11), datetime.date(2020, 8, 12), datetime.date(2020, 8, 13), datetime.date(2020, 8, 14), datetime.date(2020, 8, 15), datetime.date(2020, 8, 16), datetime.date(2020, 8, 17), datetime.date(2020, 8, 18), datetime.date(2020, 8, 19), datetime.date(2020, 8, 20), datetime.date(2020, 8, 21), datetime.date(2020, 8, 22), datetime.date(2020, 8, 23), datetime.date(2020, 8, 24), datetime.date(2020, 8, 25), datetime.date(2020, 8, 26), datetime.date(2020, 8, 27), datetime.date(2020, 8, 28), datetime.date(2020, 8, 29), datetime.date(2020, 8, 30), datetime.date(2020, 8, 31), datetime.date(2020, 9, 1), datetime.date(2020, 9, 2), datetime.date(2020, 9, 3), datetime.date(2020, 9, 4), datetime.date(2020, 9, 5), datetime.date(2020, 9, 6), datetime.date(2020, 9, 7), datetime.date(2020, 9, 8), datetime.date(2020, 9, 9), datetime.date(2020, 9, 10), datetime.date(2020, 9, 11), datetime.date(2020, 9, 12), datetime.date(2020, 9, 13), datetime.date(2020, 9, 14), datetime.date(2020, 9, 15)]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f9e55550f98>]"
-      ]
-     },
-     "execution_count": 79,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1848,30 +1842,79 @@
     }
    ],
    "source": [
-    "date1=[]\n",
-    "date2=[]\n",
-    "belgium_cumulated_list = []\n",
+    "list_country=['Belgium', 'China', 'France', 'Germany', 'Iran', 'Italy', 'Japan', 'Korea, South', \n",
+    "             'Netherlands', 'Portugal', 'Spain', 'United Kingdom', 'US']    \n",
+    "dic = {}\n",
+    "date = []\n",
     "\n",
+    "# create a list containing date (converting from string to datetime for plot)\n",
     "for i in range(4, len(raw_data.keys())):\n",
-    "    date1.append(raw_data.keys()[i])\n",
-    "    date2.append(pd.to_datetime(raw_data.keys()[i]).date())\n",
-    "print(date2)\n",
-    "b=0\n",
-    "for date in date1:\n",
-    "    raw_data.loc[raw_data['Country/Region'] == 'Belgium'][date].values[0]\n",
-    "    belgium_cumulated_list.append(a)\n",
+    "    date.append(pd.to_datetime(raw_data.keys()[i]).date())\n",
+    "\n",
+    "# loop on country listed and retrieve data\n",
+    "\n",
+    "for country in list_country:\n",
+    "    row=raw_data[raw_data['Country/Region'] == country]\n",
     "    \n",
-    "plt.plot(date2, belgium_cumulated_list);\n",
+    "    # to ignore colony for ths county\n",
+    "    if country == 'France' or country == 'United Kingdom' or country == 'Netherlands': \n",
+    "        row=row[row['Province/State'].isnull()].iloc[:,4:].values[0]\n",
+    "        dic[country] = row\n",
     "    \n",
-    "\n"
+    "    # specific case for china    \n",
+    "    elif country == 'China':\n",
+    "        # create a specific item for Hong Kong\n",
+    "        row_hk=row[row['Province/State'] == 'Hong Kong'].iloc[:,4:].values[0]\n",
+    "        dic['Hong Kong'] = row_hk\n",
+    "        \n",
+    "        # cumul all other provinces of China in China item\n",
+    "        row_china = row[row['Province/State'] != 'Hong Kong'].iloc[:,4:].sum(axis=0).values\n",
+    "        dic['China'] = row_china       \n",
+    "    else:\n",
+    "        row=row.iloc[:,4:].values[0]\n",
+    "        dic[country] = row\n",
+    "\n",
+    "\n",
+    "# plotting\n",
+    "plt.figure(figsize= (10,10))\n",
+    "for country  in dic.keys():\n",
+    "    plt.plot(date, dic[country], label=country)\n",
+    "plt.legend(loc='upper left');\n",
+    "plt.grid();\n",
+    "plt.xlabel('Time', fontweight='bold', fontsize='15'); \n",
+    "plt.ylabel('Cumulated cases', fontweight='bold', fontsize='15'); \n",
+    "plt.title('COVID-19', fontweight='bold', fontsize='18');"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 194,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize= (10,10))\n",
+    "for country  in dic.keys():\n",
+    "    plt.plot(date, dic[country], label=country)\n",
+    "plt.legend(loc='upper left');\n",
+    "plt.grid();\n",
+    "plt.xlabel('Time', fontweight='bold', fontsize='15'); \n",
+    "plt.ylabel('Cumulated cases', fontweight='bold', fontsize='15'); \n",
+    "plt.title('COVID-19 (log scale)', fontweight='bold', fontsize='18');\n",
+    "plt.yscale('log')"
+   ]
   }
  ],
  "metadata": {
-- 
2.18.1