diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 373dc3c13eff587e4cd313b3e2a0036544fd332f..98475420a8fcdfe808f5d0f123ffee7b7ec412b4 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -748,7 +748,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 14, @@ -789,7 +789,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 15, @@ -828,7 +828,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 16, @@ -870,7 +870,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Toutefois, le data frame contient de nombreuses données manquantes ('NaN'). La présence de ces données manquantes pose problème à l'algorithme d'ajustement du polynôme. Il faut donc limiter l'ajustement à la période de mesure disponible (indice 0 à 3255, cf. ci-dessous). Pour les données manquantes à l'intérieur de cette période, nous utiliserons une interpolation linéaire qui ne devrait trop affecter le résultat final." + "Toutefois, le data frame contient de nombreuses données manquantes ('NaN'). La présence de ces données manquantes pose problème à l'algorithme d'ajustement du polynôme. Il faut donc limiter l'ajustement à la période de mesure disponible (indice 0 à 3261, cf. ci-dessous). Pour les données manquantes à l'intérieur de cette période, nous utiliserons une interpolation linéaire qui ne devrait trop affecter le résultat final." ] }, { @@ -906,64 +906,52 @@ " \n", " \n", " \n", - " 3250\n", - " 2020-07-11\n", - " 28\n", - " 414.91\n", - " \n", - " \n", - " 3251\n", - " 2020-07-18\n", - " 29\n", - " 414.29\n", - " \n", - " \n", - " 3252\n", - " 2020-07-25\n", - " 30\n", - " 413.63\n", + " 3258\n", + " 2020-09-05\n", + " 36\n", + " 411.55\n", " \n", " \n", - " 3253\n", - " 2020-08-01\n", - " 31\n", - " 413.42\n", + " 3259\n", + " 2020-09-12\n", + " 37\n", + " 411.45\n", " \n", " \n", - " 3254\n", - " 2020-08-08\n", - " 32\n", - " 412.85\n", + " 3260\n", + " 2020-09-19\n", + " 38\n", + " 411.17\n", " \n", " \n", - " 3255\n", - " 2020-08-15\n", - " 33\n", - " 412.75\n", + " 3261\n", + " 2020-09-26\n", + " 39\n", + " 411.06\n", " \n", " \n", - " 3256\n", - " 2020-08-22\n", - " 34\n", - " 412.25\n", + " 3262\n", + " 2020-10-03\n", + " 40\n", + " NaN\n", " \n", " \n", - " 3257\n", - " 2020-08-29\n", - " 35\n", - " 411.79\n", + " 3263\n", + " 2020-10-10\n", + " 41\n", + " NaN\n", " \n", " \n", - " 3258\n", - " 2020-09-05\n", - " 36\n", - " 411.55\n", + " 3264\n", + " 2020-10-17\n", + " 42\n", + " NaN\n", " \n", " \n", - " 3259\n", - " 2020-09-12\n", - " 37\n", - " 411.45\n", + " 3265\n", + " 2020-10-24\n", + " 43\n", + " NaN\n", " \n", " \n", "\n", @@ -971,16 +959,14 @@ ], "text/plain": [ " Date Week CO2\n", - "3250 2020-07-11 28 414.91\n", - "3251 2020-07-18 29 414.29\n", - "3252 2020-07-25 30 413.63\n", - "3253 2020-08-01 31 413.42\n", - "3254 2020-08-08 32 412.85\n", - "3255 2020-08-15 33 412.75\n", - "3256 2020-08-22 34 412.25\n", - "3257 2020-08-29 35 411.79\n", "3258 2020-09-05 36 411.55\n", - "3259 2020-09-12 37 411.45" + "3259 2020-09-12 37 411.45\n", + "3260 2020-09-19 38 411.17\n", + "3261 2020-09-26 39 411.06\n", + "3262 2020-10-03 40 NaN\n", + "3263 2020-10-10 41 NaN\n", + "3264 2020-10-17 42 NaN\n", + "3265 2020-10-24 43 NaN" ] }, "execution_count": 17, @@ -989,7 +975,7 @@ } ], "source": [ - "df[3250:3260]" + "df[3258:3266]" ] }, { @@ -1005,7 +991,7 @@ "metadata": {}, "outputs": [], "source": [ - "df_lt = df[0:3256]\n", + "df_lt = df[0:3261]\n", "df_lt = df_lt.interpolate()" ] }, @@ -1157,7 +1143,7 @@ { "data": { "text/plain": [ - "array([4.84267640e-06, 1.44968867e-02, 3.14693329e+02])" + "array([4.83541627e-06, 1.45158071e-02, 3.14685628e+02])" ] }, "execution_count": 20, @@ -1196,7 +1182,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1209,7 +1195,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1245,35 +1231,35 @@ " 1958-03-29\n", " 13\n", " 316.19\n", - " 314.693329\n", + " 314.685628\n", " \n", " \n", " 1\n", " 1958-04-05\n", " 14\n", " 317.31\n", - " 314.707831\n", + " 314.700149\n", " \n", " \n", " 2\n", " 1958-04-12\n", " 15\n", " 317.69\n", - " 314.722342\n", + " 314.714679\n", " \n", " \n", " 3\n", " 1958-04-19\n", " 16\n", " 317.58\n", - " 314.736864\n", + " 314.729219\n", " \n", " \n", " 4\n", " 1958-04-26\n", " 17\n", " 316.48\n", - " 314.751394\n", + " 314.743769\n", " \n", " \n", "\n", @@ -1281,14 +1267,14 @@ ], "text/plain": [ " Date Week CO2 Prév_LT\n", - "0 1958-03-29 13 316.19 314.693329\n", - "1 1958-04-05 14 317.31 314.707831\n", - "2 1958-04-12 15 317.69 314.722342\n", - "3 1958-04-19 16 317.58 314.736864\n", - "4 1958-04-26 17 316.48 314.751394" + "0 1958-03-29 13 316.19 314.685628\n", + "1 1958-04-05 14 317.31 314.700149\n", + "2 1958-04-12 15 317.69 314.714679\n", + "3 1958-04-19 16 317.58 314.729219\n", + "4 1958-04-26 17 316.48 314.743769" ] }, - "execution_count": 25, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1299,7 +1285,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1335,35 +1321,35 @@ " 2025-11-29\n", " 48\n", " NaN\n", - " 426.260137\n", + " 426.228725\n", " \n", " \n", " 3532\n", " 2025-12-06\n", " 49\n", " NaN\n", - " 426.308837\n", + " 426.277393\n", " \n", " \n", " 3533\n", " 2025-12-13\n", " 50\n", " NaN\n", - " 426.357548\n", + " 426.326071\n", " \n", " \n", " 3534\n", " 2025-12-20\n", " 51\n", " NaN\n", - " 426.406268\n", + " 426.374759\n", " \n", " \n", " 3535\n", " 2025-12-27\n", " 52\n", " NaN\n", - " 426.454998\n", + " 426.423456\n", " \n", " \n", "\n", @@ -1371,14 +1357,14 @@ ], "text/plain": [ " Date Week CO2 Prév_LT\n", - "3531 2025-11-29 48 NaN 426.260137\n", - "3532 2025-12-06 49 NaN 426.308837\n", - "3533 2025-12-13 50 NaN 426.357548\n", - "3534 2025-12-20 51 NaN 426.406268\n", - "3535 2025-12-27 52 NaN 426.454998" + "3531 2025-11-29 48 NaN 426.228725\n", + "3532 2025-12-06 49 NaN 426.277393\n", + "3533 2025-12-13 50 NaN 426.326071\n", + "3534 2025-12-20 51 NaN 426.374759\n", + "3535 2025-12-27 52 NaN 426.423456" ] }, - "execution_count": 26, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1396,22 +1382,30 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 25, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", + " series.name = label\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1428,22 +1422,22 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1474,7 +1468,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1511,40 +1505,40 @@ " 1958-03-29\n", " 13\n", " 316.19\n", - " 314.693329\n", - " 1.496671\n", + " 314.685628\n", + " 1.504372\n", " \n", " \n", " 1\n", " 1958-04-05\n", " 14\n", " 317.31\n", - " 314.707831\n", - " 2.602169\n", + " 314.700149\n", + " 2.609851\n", " \n", " \n", " 2\n", " 1958-04-12\n", " 15\n", " 317.69\n", - " 314.722342\n", - " 2.967658\n", + " 314.714679\n", + " 2.975321\n", " \n", " \n", " 3\n", " 1958-04-19\n", " 16\n", " 317.58\n", - " 314.736864\n", - " 2.843136\n", + " 314.729219\n", + " 2.850781\n", " \n", " \n", " 4\n", " 1958-04-26\n", " 17\n", " 316.48\n", - " 314.751394\n", - " 1.728606\n", + " 314.743769\n", + " 1.736231\n", " \n", " \n", "\n", @@ -1552,14 +1546,14 @@ ], "text/plain": [ " Date Week CO2 Prév_LT Saisonnier\n", - "0 1958-03-29 13 316.19 314.693329 1.496671\n", - "1 1958-04-05 14 317.31 314.707831 2.602169\n", - "2 1958-04-12 15 317.69 314.722342 2.967658\n", - "3 1958-04-19 16 317.58 314.736864 2.843136\n", - "4 1958-04-26 17 316.48 314.751394 1.728606" + "0 1958-03-29 13 316.19 314.685628 1.504372\n", + "1 1958-04-05 14 317.31 314.700149 2.609851\n", + "2 1958-04-12 15 317.69 314.714679 2.975321\n", + "3 1958-04-19 16 317.58 314.729219 2.850781\n", + "4 1958-04-26 17 316.48 314.743769 1.736231" ] }, - "execution_count": 30, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1580,16 +1574,16 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "-0.01333697107852895" + "-0.01077814129813126" ] }, - "execution_count": 31, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1600,22 +1594,22 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 32, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1632,22 +1626,22 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 33, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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-186.714647\n", " 60\n", - " -3.114247\n", + " -3.111911\n", " \n", " \n", " 42\n", " 43\n", - " -182.706539\n", + " -182.562318\n", " 61\n", - " -2.995189\n", + " -2.992825\n", " \n", " \n", " 43\n", " 44\n", - " -158.255958\n", + " -158.112100\n", " 60\n", - " -2.637599\n", + " -2.635202\n", " \n", " \n", " 44\n", " 45\n", - " -144.295596\n", + " -144.143658\n", " 62\n", - " -2.327348\n", + " -2.324898\n", " \n", " \n", " 45\n", " 46\n", - " -121.739727\n", + " -121.587501\n", " 62\n", - " -1.963544\n", + " -1.961089\n", " \n", " \n", " 46\n", " 47\n", - " -102.243115\n", + " -102.093350\n", " 61\n", - " -1.676117\n", + " -1.673661\n", " \n", " \n", " 47\n", " 48\n", - " -89.919792\n", + " -89.766985\n", " 62\n", - " -1.450319\n", + " -1.447855\n", " \n", " \n", " 48\n", " 49\n", - " -71.575725\n", + " -71.422626\n", " 62\n", - " -1.154447\n", + " -1.151978\n", " \n", " \n", " 49\n", " 50\n", - " -55.622259\n", + " -55.468867\n", " 62\n", - " -0.897133\n", + " -0.894659\n", " \n", " \n", " 50\n", " 51\n", - " -42.949393\n", + " -42.795708\n", " 62\n", - " -0.692732\n", + " -0.690253\n", " \n", " \n", " 51\n", " 52\n", - " -27.680726\n", + " -27.530202\n", " 61\n", - " -0.453782\n", + " -0.451315\n", " \n", " \n", " 52\n", " 53\n", - " -4.525448\n", + " -4.503293\n", " 11\n", - " -0.411404\n", + " -0.409390\n", " \n", " \n", "\n", @@ -2137,62 +2131,62 @@ ], "text/plain": [ " Num_semaine Cumul Nbre_valeurs Moyenne_semaine\n", - "0 1 -10.589429 62 -0.170797\n", - "1 2 -0.588472 62 -0.009491\n", - "2 3 10.751143 60 0.179186\n", - "3 4 18.266655 59 0.309604\n", - "4 5 27.526169 61 0.451249\n", - "5 6 32.662548 59 0.553603\n", - "6 7 44.786100 59 0.759086\n", - "7 8 51.654865 60 0.860914\n", - "8 9 60.867316 60 1.014455\n", - "9 10 69.049186 60 1.150820\n", - "10 11 86.480754 59 1.465775\n", - "11 12 101.715843 61 1.667473\n", - "12 13 124.307536 61 2.037828\n", - "13 14 145.581964 61 2.386590\n", - "14 15 153.215802 61 2.511734\n", - "15 16 167.599048 61 2.747525\n", - "16 17 176.867921 62 2.852708\n", - "17 18 178.714452 61 2.929745\n", - "18 19 186.536568 61 3.057977\n", - "19 20 191.059264 62 3.081601\n", - "20 21 188.481844 62 3.040030\n", - "21 22 175.280241 61 2.873447\n", - "22 23 162.132929 62 2.615047\n", - "23 24 138.229765 60 2.303829\n", - "24 25 121.184148 61 1.986625\n", - "25 26 101.067671 61 1.656847\n", - "26 27 80.253080 63 1.273858\n", - "27 28 50.572217 62 0.815681\n", - "28 29 16.581010 62 0.267436\n", - "29 30 -4.190797 62 -0.067594\n", - "30 31 -38.626081 62 -0.623001\n", - "31 32 -66.919409 62 -1.079345\n", - "32 33 -97.759617 62 -1.576768\n", - "33 34 -127.481090 61 -2.089854\n", - "34 35 -154.977823 62 -2.499642\n", - "35 36 -179.235258 62 -2.890891\n", - "36 37 -192.193257 62 -3.099891\n", - "37 38 -216.123917 62 -3.485870\n", - "38 39 -219.345177 62 -3.537825\n", - "39 40 -210.551953 60 -3.509199\n", - "40 41 -197.019602 59 -3.339315\n", - "41 42 -186.854816 60 -3.114247\n", - "42 43 -182.706539 61 -2.995189\n", - "43 44 -158.255958 60 -2.637599\n", - "44 45 -144.295596 62 -2.327348\n", - "45 46 -121.739727 62 -1.963544\n", - "46 47 -102.243115 61 -1.676117\n", - "47 48 -89.919792 62 -1.450319\n", - "48 49 -71.575725 62 -1.154447\n", - "49 50 -55.622259 62 -0.897133\n", - "50 51 -42.949393 62 -0.692732\n", - "51 52 -27.680726 61 -0.453782\n", - "52 53 -4.525448 11 -0.411404" + "0 1 -10.435116 62 -0.168308\n", + "1 2 -0.433861 62 -0.006998\n", + "2 3 10.883325 60 0.181389\n", + "3 4 18.412093 59 0.312069\n", + "4 5 27.679068 61 0.453755\n", + "5 6 32.803158 59 0.555986\n", + "6 7 44.930523 59 0.761534\n", + "7 8 51.803820 60 0.863397\n", + "8 9 61.016571 60 1.016943\n", + "9 10 69.198742 60 1.153312\n", + "10 11 86.623840 59 1.468201\n", + "11 12 101.870964 61 1.670016\n", + "12 13 124.475283 61 2.040578\n", + "13 14 145.750013 61 2.389344\n", + "14 15 153.384154 61 2.514494\n", + "15 16 167.767704 61 2.750290\n", + "16 17 177.032279 62 2.855359\n", + "17 18 178.875935 61 2.932392\n", + "18 19 186.693953 61 3.060557\n", + "19 20 191.224544 62 3.084267\n", + "20 21 188.647433 62 3.042701\n", + "21 22 175.434397 61 2.875974\n", + "22 23 162.293974 62 2.617645\n", + "23 24 138.385324 60 2.306422\n", + "24 25 121.343508 61 1.989238\n", + "25 26 101.233399 61 1.659564\n", + "26 27 80.422833 63 1.276553\n", + "27 28 50.741402 62 0.818410\n", + "28 29 16.750510 62 0.270170\n", + "29 30 -4.020982 62 -0.064855\n", + "30 31 -38.450604 62 -0.620171\n", + "31 32 -66.750360 62 -1.076619\n", + "32 33 -97.594420 62 -1.574104\n", + "33 34 -127.320249 61 -2.087217\n", + "34 35 -154.809353 62 -2.496925\n", + "35 36 -179.066463 62 -2.888169\n", + "36 37 -192.027702 62 -3.097221\n", + "37 38 -215.958033 62 -3.483194\n", + "38 39 -219.178964 62 -3.535145\n", + "39 40 -210.421279 60 -3.507021\n", + "40 41 -196.892379 59 -3.337159\n", + "41 42 -186.714647 60 -3.111911\n", + "42 43 -182.562318 61 -2.992825\n", + "43 44 -158.112100 60 -2.635202\n", + "44 45 -144.143658 62 -2.324898\n", + "45 46 -121.587501 62 -1.961089\n", + "46 47 -102.093350 61 -1.673661\n", + "47 48 -89.766985 62 -1.447855\n", + "48 49 -71.422626 62 -1.151978\n", + "49 50 -55.468867 62 -0.894659\n", + "50 51 -42.795708 62 -0.690253\n", + "51 52 -27.530202 61 -0.451315\n", + "52 53 -4.503293 11 -0.409390" ] }, - "execution_count": 35, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -2218,22 +2212,22 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 36, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2264,7 +2258,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -2273,7 +2267,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -2290,7 +2284,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -2308,22 +2302,22 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 43, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -2362,7 +2356,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -2382,7 +2376,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -2398,22 +2392,22 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 46, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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0KD8ITsA73uquGTC8R9QY+VMhgV4IMWrcOGvMcfuxNLu2/dpKyDMK6dM2Zi+8gV5tx65MWvxTrMAeGA1z/xv79f/0cKkHnwR6IcSocbixk1/an+K6gB0ATDIOus7ZWg6SrQ5xQCfjFxBEnYoAoDvkmDHxFzwE4y7waJk9QQK9EGLU6CzdyHX2Vdw38BcajvSSZxTSq70oCppFHI2kG9W0+o8FoN30A8CMHP3pvSXQCyFGhQGHyRTDWgAoVHWyr6qVGUYBbRGT6Q1JJcOoJFa1kDLBGiqpwq3h22FpI3uM/KmQQC+EGLHauvs5UNMOwFNrD7rGyAN8sn4D2eoQttS5x2WaVM48NVnXPYSeejMRE8/1bKGHgAR6IcSIdf8vHqLhz5dg9vex+WAz4w33GPqgg8uwKU3Q2JnYw91j5EOTnEv+xU1GLfqDlahslJNx9EKIEUlrzZPefwSgqWQznZ29ZKsyPnJM4XzbTs6y7QHAO24Cfg73D4Dg+JGdt+bLkBa9EGJE6urscG23l+/Fr2YrPqqf7uz/AGCWcYB+5Q2hycSn57pvtJ157VsJ9EKIEUFrzdzHPuRv66wUBr11Ra5zHVX7yTMKGNAGFy9aQjPBALT5J4Nhw9s/mE+S7mLDrL8OSdmH2ikHeqWUTSm1Uyn1rnM/XCm1QilV7Pwadsy19ymlSpRShUqpiwaj4EKIM8uu0kre7L2FxmWPAZC/5WMAerUXZmMJc4189ukUvPyCqSEKOH6M/IJvPcqci6/3fMGHgS/Sov8ecOCY/XuBj7XW44CPnfsopSYCS4As4GLgz0qpkZ0RSAgx5D5+6/+IUm3caX8bgK7iNdTrUNabWXh1VJOhKjCS8gBodAQA4IicMGTlHU5OKdArpRKBS4Fnjjl8BfAP5/Y/gK8dc/wlrXWv1voQUALMOD3FFUKcKbr7HKwrbnTt+7cUAGCgcThMcs39bDEzqdKRTDQOE6h6KBiwkpEFJll5a4JTR3Z64dPlVFv0vwfuAcxjjsVorWsAnF+jnccTgIpjrqt0HhNCiFN2z7828NjfXqa2rQeA8coKK/6ql+r8tcTQxBYzg9A497oV2ZOtFv20JT9Fn/dzwnMWer7gw9BJA71S6jKgXmu9/RSfeaK0b59aD1ApdatSaptSapusIiWE+Hfzin/D+z4/obW6GEyTaUYxtdp6Fdi0bSkA3ZE57OsIcd0TmZJjbQTHo+Z/H+zeHi/3cHQqLfq5wCKlVBnwErBAKfUCUKeUigNwfq13Xl8JJB1zfyJQzb/RWj+ltZ6utZ4eFRX1FaoghBiNrrOvAqBs9xpoLCRMdbDax5rFGlS1GoBvXHERW1sDXfeERI2uPPKny0kDvdb6Pq11otY6Besl6yda6xuBt4GbnJfdBLzl3H4bWKKU8lFKpQLjgC2nveRCiFGrqq7etd1avo8P3rda8H87Yr3uS3Mcol6HMiE1iSWXWgP7DpqxrsW8xfG+yjj6x4ELlFLFwAXOfbTW+cArwH5gOfBtrbXjqxZUCDG6lb7/BzoPWUv7Hczf6jo+3lZDV+l66nQoZbZkmrXVgi8x41FKMS1jDHf1fYfb+r8/JOUeCb5QoNdar9JaX+bcbtJan6e1Huf82nzMdY9qrdO01hla62Wnu9BCiNGlpmQXaVt+Rse/bgFg/cfWEMp8MxnVVkGOVw0HzGQKfrGQehUJQIm2xngE+th515xNsU488cOF5LoRQgy9XWvfJQ6I6SsHYIZRQLGZwF4zlfNsOwg0e6iJuRKllLW26wD4J00GICbYl1dum01OQsjnfMKZTVIgCCGGXEjHIfdOZyN5tiJqw6aSmpZBlGrHjz4cEVYysj0BswHoinGPkZ+RGo6ft8zL/CwS6IUQHlexaSnVv5yB2dkCQEDTXte59t1vEUQXfXF5x+WRPxJorQx1X925LO59kLFZszxb6BFMAr0QwuN8P/gB8d2FNOd/BH1dTNAlfOywWugHN1oD+Gp9x2ILcy/2fbRFnzs2jh16PHPTIzxf8BFK+uiFEB5V395NqNkGChoO7SE4LBJv5eBNx1zOs+1kfMdWTK1YMHcOPe3uFAgX51l5a569KY/mzj6UOtHcTHEi0qIXQgyqrr4Bzr7vWe7/5xoAyg+X4q2sEdeF+7bx+tJXcGjFKjOXdu2Pv+6iSkcSGxlOYnI6h81oXh04C18vqw8+wMdOUrj/kNVnJJIWvRBiUC3bXswn3j9g9YHJwGqCGnYC0K79SFF1NHT0UKriyR6bRHVVBMF0UarjSVIKL7uNnyf9jQkJ4UNbiRFOAr0QYlDFN2/FpjQLbLsA2PjJ2yTafFhhTudcr3xCBjrYr5P5r7NSqXsxjExbBQMRGa77n/uv+UNV9FFDum6EEIPqcME21/ZARzMzjQK2m+Np9k4g3Gwm1aijRCeyIDOGRqyx8E1BZ966roNJAr0Q4rTqr95L3ZsPgOmg32Hi21rsOle7fy0ZqoKtZgZh8WNdxzNzpgPwwsD5rHdkURI80+PlHs2k60YIcVod/OsSMoxKChPP5eOOZC5UZVSYUSQZDajiDzGUJjVnDsrLz7VyhT3a6qr5zk3Xc8Nz4/hgviwYcjpJi14IcfpoTYZRCcDGDWswWypJN6p5zXEWAH2FKwAYkzGFoDj3eq6hY7IAWJAZQ9njl5IRG+Thgo9uEuiFEF9JU2s72rQWnzPba13HY/oOc5a3tfzfh+Z0WnUAqUYdPdqLuOTxhMVbgb5L+5AcI6NqBpMEeiHEl9bT1YHjiRzW/Ok2AGoPrHedC+kso7PgE9q0P/fctJgarKyT5UYCCeGBTIwP47/6vs+NffcRGegzJOU/U0gfvRDiSyvf+i7jVSvRTa/gMJ+iKf8TIrQXG82JxKkGbG11bNGZzE+LYqstGszDNPimMB7w87Yx5cIbiJIgP+ikRS+E+NLe+XCFa7uprYPAui3s1OlU2eJJMepJVnUU6iR8vWx02UMBqPN1983feU4610xP+tRzxeklgV4Iccque/xFnrj/m3R09wCQYVS4zvVV72FMbwmbzUyCYlLxoQ8v5aAr2Ars73dbL1y9xs71fMHPcBLohRCn7O6uP3K31+t8+P5SOnv6mWEUUqmtvnd94D1sSrPbTKM/0L1Id5szvXDOhTcxteevTJ6zcEjKfiaTQC+E+EzdfQ4cpnbtT1ElAIQdKeL1j9YQrVpZ6pgHQNeBDwGYN3suK6q8XfdceLY1tPKW+WPZ8fj1jImQhGSeJoFeCHFCWmvyfraUH7+yHYCuI834qH4AvFpKSGjbAcA7jjkMaIMMRzE92osJmdm0B6S6npMcE+n5wovjSKAXQpzQ6v2VrPT5AbPzfw5AU9EW1zlbSylx7btp1MGMy5pGHdY4+FIdT1pMML+/+SxeHjiHB/q/QWKY35CUX7hJoBdCnFB/6RqiVBtX2dYB8N47r+LQio8cU0i2NRPQXkoJY3jyP6bRYEQBUGUfQ3SwL9FBvvx44FZecFyA3SZhZqjJ34AQ4oQC24pc22Z3O7lmPvk6hbagdKJ0I1Hdh+gMTsMwFC2m1e/eEZrxWY8TQ0gCvRACgOaDO8j/n6vRPW0AtB7a5TrXVbGHKaqErXoCgdEpeDGAP90MRIwDYDdWWuGW0CzXPc99I49/3iJZKIcDCfRCCACKn7uDrOYVbPv4VWrbeshx7KPUjAOgZc97+Kh+SrwyIDjRdY9v3EQArr7zEX4W+HPmX3i169w5GdHMSZcXscPBSQO9UspXKbVFKbVbKZWvlHrIeTxXKbVJKbVLKbVNKTXjmHvuU0qVKKUKlVIXDWYFhBCnR7KqA8DWWMiGHTtJVI284Rw62bxnOQA7umMwgxNc96RMmAZAYkwkD//w+4yPDfZwqcWpOJUWfS+wQGs9GcgFLlZKzQJ+BTyktc4FfubcRyk1EVgCZAEXA39WStkGo/BCiC/HYWr+45FnWL/Hyi7Z13WEWNUCgFdLMQMH1wIQOmUR7dqPycZBHFrxq9sWE53i7p6Jix/j+cKLL+ykgV5bOpy7Xs4/2vnn6I/vEKDauX0F8JLWuldrfQgoAWYghBg2Xlq1g38O/ICeV28HYOPmDa5zwZ2HSejYxxH8uWXxZVQ7Z75WEMvklBgmjIlmqWMevx9YjLdden9HglPKXulskW8H0oE/aa03K6X+G/hAKfUbrB8Yc5yXJwCbjrm90nlMCDFMhNdYLfbzbDsB6CpaBcBGex4T+w/Q1FpClVcKmYZBh08M9FdQ4zWGFMDf207e3a8y01BDU3jxhZ3Sj2OttcPZRZMIzFBKZQN3AHdrrZOAu4FnnZef6G9f//sBpdStzr79bQ0NDV+u9EKIU6a1+7/hwQPb3cf7Okk/spVSEhmIn0EIHUwwi+kLs0bUdHpbLfqeiEzXPUnh/iSEykSokeIL/d6ltW4FVmH1vd8ELHWeehV390wlcGze0UTc3TrHPusprfV0rfX0qKioL1hsIcQX8eHLT9L4YDJVFWUAZKnDrnNdVftI7NhLvs9kvCOsPnc/1YcjwhoyuaLVGnlT7Tves4UWp82pjLqJUkqFOrf9gPOBAqzgfbbzsgXA0aXe3waWKKV8lFKpwDhgC0KIITN9//8jSrWx8eM3wDHAdKOQXaaVPrh31+v40UN50FT8IlNc99iirRZ85PxvcWPffVxw1TeHoujiNDiVPvo44B/OfnoDeEVr/a5SqhX4g1LKDvQAtwJorfOVUq8A+4EB4Ntaa8fgFF8IcVJaE0g3AK3l+2kq2UKE6mHpwDxyjVL6Cz4AIGXyWQTFhrhu80/KBuC/L86Bi3M8X25x2pw00Gut9wBTTnB8HTDtM+55FHj0K5dOCPHlfPQgxOZA9lXo1sN4K6utFdt/mMLNy5kDLHPM4Cf2fxLTW0aH9iVvUg6+Xu5f8mMT0078bDHiyNgoIUab+gOw7gn0a98CYNOq9wCo06EkqzqaizdRbkbxxo8XU+UcOlmi4wkP9CHYz5sn+q/iF/03EOjrNWRVEKeXBHohRpness0AKDQ4Bji8/UNadQCfOKYQp5oZp6oo1EkkhPrRYo8GoFQn4GUzUErxB8dVvOF75VBWQZxmEuiFGOk6G2HL02Ba3TMtZXtcp/qayphlHGCLmUl8SgaRqp0Mo5Ja72SUUvTbAwAwY7Jd92y4dwGf/OBsxOghgV6IkW75ffD+D6H0EwB8are5TtXuXUmKUcdmMxP/yGTX8Z3dMQC81WmlM2iNmOo6Fx/qR6i/eylAMfJJoBdihGstXANAU8k26O0guGUfrzvmA9C930pGFpk2Db8od6DPnpwHwMuOs5nX+3tqArMRo5cEeiFGmoYiaKuyth0D+PdaM8vbKvNxlG/Gph2845hNv7aR1LIRgHPnzSMkLt31iPlzrR8EV00bQ6WOZlFuvGfrIDzqlHLdCCGGib4u+MtsiMmG21ZD3V7X0ElHfTFrP3qTedpgi5lJHWEkmo20a3+Sk91DJfu1jbR46yXsb66ZzG+umTwkVRGeIy16IUaQntL1YA5AzS4wTQ5v/xCAVY7JRDrq8W8polTH84PLprqyTpapRPx87Pj52Lnf6x6eHfsEhiQkO6NIoBdiGHvo7X385e3Vrv2dO9yJYc3WCoq2LOegGctOM50ws5lx+iDFOoFvzk2hSkcAsH/A3S3z6P33c/tNN3muAmJYkEAvxDDWtfk57tixiLp8K9h3l+9wnWuv2MdMo4BN5gTC48cCENZfT3/YOJRS1OlwAIq1ZAk/00mgF2KY6ul3cL3NGjL52tJXQGsye3az3bTSB3cXryZYdbFbp+NzzNDJgXAry+SbjrlsdExkmUMW6D7TSaAXYhhZX9zAmsJ6ANq6+4lTTQBE95azZ99u4lUTbzvmMKANjIPWD4FiMwGvMHdmcCPGyjpZoMdwff8DBMemergWYriRQC/EMGEO9BPx/LmUPn8XAP/v9Y3EqFYA0o1qNn78FgDrzSxqCSemy8oM/qMbryAwdqzrOT6xVqBfe8+5eNsMGVUjZHilEMPFqo/eZoFRQaZRgWlqGoo3gzdU63CSVAOmVxnt2p/f3XktjX/7O4m6kTrCmDUxlYONnWx0TKQbb+LCraWck8L9KXp04RDXSgwH0qIXYpjYtnmNa7u6oYn+yK7pAAAgAElEQVRzjN30ajsf2c4mUrVh1O2hhEQmJYVxxMdKYVDtZeWsSQ7354b+n/Ct/h+SmxQ6VFUQw5QEeiGGSuFy+M14aC0HIM10L+/33qo1zDb2s4sMaryt5f2mGCWU26ztXn9ryGSbv9X/brcZmBhoDGwyRl78Gwn0QgyR5rfuhY46OvevAGCq3k+lc5JT/+GtTFSHic89n7Fp7rVaI1MnAdARYa341Brh7n9/7ht5/OUGd3IyIY6SQC/EEHF0WiNq2ivzoa2KVKOOpY55AEw6shZDaYIyziU9fYLrHr94a3ub/zwu6X2MTf4LXOfOyYhmYU6cB2sgRgoJ9EJ4gtaU/mYBBX+73drvbCRKtVunGooo32Gt2/qBI49ufDnLtheAkORJhMa7h0eGpFgt9h9elElPZBb3XTrRg5UQI5UEeiE8oLt8B2kd28ks/xemqdFl6wCo1WF4t5fRXLiOI9qPvJnzabJFAdCiQlEBEfj4+FGvQ+nXNmITUwAI9ffmkx+cQ4ifLPcnTk4CvRCDQGtNbWu3a//Bp19ybdfVVdOw72O6tA/LHXkE9dXj11pMuT2ZB782mYN91qiZet8UALxsBt/ou4cr+x4i0EdGRIsvTgK9EIPgx796goAnUtm6ZT0AGZS7zrVW7Kcl/xO2meMp1zH46F7Se/bR6AzsRxfs7g7NAMDP20a+TsGMzfVsJcSoIYFeiEFwdedLBKlutn70Cg5TM8MooE5bLfW+ip1kGJVsNicwOcta2cmGSXuQlTM+ZZy1vJ9fgvU10MfOtgfO553vzBuCmojRQAK9EKfDQB84+gGr2yaWZgBmBjXT1FjHRHWYiqQrAPCvWAXAAT2GwBh3MrK+MGsY5eTFP6B04l2MP/8brnORgT4yPl58aRLohfiKunsHyH94OpV/+RoAByuqGWNYy/sFdByiaf9KDKVR4y6kSQeR0mLllJ8/Zx7Bse6Vn5oDraX+/IPCSbv2UZRvsIdrIkarkwZ6pZSvUmqLUmq3UipfKfXQMee+o5QqdB7/1THH71NKlTjPXTRYhRdiOKgq3EqWcZjExnVgOvhw+ZsAVOpIwvuq6SzeQK+2kzblbKp1BF7KQbf2ZuHcGQRHuMe9h0SPGaoqiFHuVF7h9wILtNYdSikvYJ1SahngB1wBTNJa9yqlogGUUhOBJUAWEA98pJQar7V2DE4VhPCsvn4H5UU7SJ84HZSiqmg7R5fd1q3l2MrX02uz865jFv/Fe7S0FVBuxDMuOIjd9mgwyzhIPOOC/DDsfXy37y4UJveNjx7SeonR66Qtem3pcO56Of9o4A7gca11r/O6euc1VwAvaa17tdaHgBJgxmkvuRCDQGtNW1f/ccd2VbSytrjBtb/5jf8h/dXzKVn3CgA1BVtc55oP72W2kc9OPY7Y1CxsSpPesY16nxQAbM688dVeKXjbDcL8vXnbnMNb5jxiQ3wHuXbiTHVKffRKKZtSahdQD6zQWm8GxgPzlVKblVKrlVJ5zssTgIpjbq90HhNi2Ht1WyWTH/6Q4rojgLXK09f+tJ6vP+sO5o69bwDQVWr1tU925FNiWknGuqrymagOs8XMINSZI96G6XrRaoZZx5p9EwFrjLwQg+2UZl84u11ylVKhwBtKqWznvWHALCAPeEUpNRY40dAA/e8HlFK3ArcCjBkjfZNieLjn9T0AHKg9wriYIF7dXkmmKqcTH7TWKKUYZ1QC4NV6EHraGG+W8qR5Jberd3AUr8SmNFFpU12tdwAVbS0Gsj/qEsoKdlE/donr3B+W5KKUjKgRg+cLNSe01q3AKuBirJb6UmfXzhbABCKdx5OOuS0RqD7Bs57SWk/XWk+Pior6ksUXYnBobbVNwuy9LPe5l797/ZqO3gF6O1tIcC7vF9pVRtn2FdiUZqM5kRodTkrbZgASxk/BJ8LdgPFPsrJOzs1K4/c+t3H5HPfkpytyE1g0Od5TVRNnoFMZdRPlbMmjlPIDzgcKgDeBBc7j4wFvoBF4G1iilPJRSqUC44AtJ3q2EMNVZYuVvqC7dANgLeXXcqSHzeusdVpLzThCe6s5uGs1A9ogZsJ8apUzxbC2kTc1j5AQ9wIgMSlW8rGcxBC2P3A+GbFBnqyOOMOdSos+DliplNoDbMXqo38X+BswVim1D3gJuMnZus8HXgH2A8uBb8uIGzFcPb+xjL2VbQBUtnQRTjt321/jcI01tqBgz1bXtUfqDhJVt5Y+beNNx1z8VB9pPXso07E8ccNMqsxw6zlGHH5+fgT62rmt725+1H8r8WEBrudIN43wtJP20Wut9wBTTnC8D7jxM+55FHj0K5dOiEHkMDU/fSsfgLLHL6W8uYt77C+xxL6KJ2pS6XfMYpJx0HV9f30hqmQ1OxnH2InToPg1ko/sYq33HNINRY01wpgmn0RSgdhgX1YZM5kyJlReuoohJf/6xBmj/kgPpQ0drv03d1a5trXW/N+Gw2QbZQBEdx+ktP4Is439bHQ4c77X7CZHHWKTOQEV6n4N1RpojaTpCbFmuR4JsPLH2wxF4SMLeenW2YNZLSFOSgK9OGPMePRjzvvtaj7MrwXgB6/u5qf257nb/hrF9R18kF9NqqoBILa/ghVr1hKtWunMuIJ+bSO04mMMpZk89xL8I90vWvvDraGTVXEX8Ov+a9k95j89XzkhPocEenHGeXqt1R0TTyPfsi/je/al7KloZaZ/LQGqF4BkXU18yzYAzrvkOmp1OCk9BwAITsohIsY9NcQWb42ouWxKMn9yfI1ZORmerI4QJyWBXoxad7+8i/vf2OvajwvxJZQjbC1roaN3gGzjkOvcL19bTVbvLgAq4y4kXjVhq9tDmwpGhaVQTQQArTqA2IRk4kIDqDCtYcHhSdY6rudNiKHokYXMGhvhqSoKcUok0ItRqaN3gDd2VvHi5nIGHCZaa6Z2rWO7z+3MUAdoPNJLhnJP4E4zaphl7OegGUtfXB7+qpccx34a/MaCUniHW33yxTqBuFA/YoJ9+Wb/j1jS9wATEsJcz/G2y38pMfzIv0oxKlW1uJfxqzvSyxMriliMNWv1HNtudpS3MMMowOFtpQJOVTXMNAoIyzoPW5jVLZNm1FBhswL85pZAAErMBJRS2AxFsU5kkzmRyEAfD9dOiC9GAr0YlS76/RpmqgNMVUVsKm3ifz4pIUVZL2GTVS3rCqrIMwpRk67FxGC6UUSw6iJkbB5BMSmu50yYZOXj80qwZrJ2R01ynbtqaiK/usq9L8RwJYFejAoNR3r59os7ME0rdYEPfbzs8wuW+jzI3spWAulyBfqxqobW4o34qn6M9PNot4dzlrEbACM6k/A492IgYclWIDcmLuLGvvvIXHin69xvr53MtXnHZvsQYniSJeXFqLDkqY2UNnSSERvEf85OJkuVuc51t9WRZxRiU5qusEySmsvI7Mu3Em4nz6HNO5bkgX3WxVEZ4OtOXeCTNBmAm+akMi3ldiYlhiLESCMtejEqRHYU8rL3w/S3VVPZ0s0Eo9x1rqxgJ7ON/QwoL/oyv0ag6iHPKKTJHgN+oew9YvW/N6sw8A8Hw6Az+Tw6QzPAz3rRahhKgrwYsSTQixHp5r9v4TcfFLr2bxv4JzONAqIrPqCqtZvxx4yoSVU1zDHyMRNn4B9nTW46y9iDPcYaFhk7xlofyiduguuegBtfJODOlZ6oihCDTgK9GHEaO3opLtzPSyu3A1bOmiRlrQBlNJdQ1dJNnlFEf+IsBrRBiqolU5XjlTIb7zBrRqtNaexxVmqD6VOmAxAQkej+EC8/8A5AiNFAAr0Y9rYcaibl3vdceWqeX1fCOz7384L3Y9S29fDC2gLXi9YxZhW1VYeYaBzGnrmQLp8o5hn7sCsTFT0BQtzB3D8hy9oYdyHE5MDM2z1eNyE8QQK9GPau/d+NACz64zoA1q79mHDVQaZRQVVjC4d2rcRLOWjT/qQatdTtXgGAGns2lWa4K1EZUZkQ6F6AW8U4A31IAtyxDhKneaxOQniSBHox7BTXHaG2rce1n6jqedrrtwT0NQJwc3qX61x7dRERDZsZ0AbNaVcSSzNn2fbQoQIhdhKB0ckAOLBB5DgwbGBzTnCKnui5SgkxhCTQi2Gl4UgvFzyxhln/72MAuvscfMf2JhfYtnNfgpWLxrtul+v6npoC5hj57NZpRKZOwq5M5hn76IjIBsNGUor18tWISAW7M8D/x8uw6En3vhCjnAR6MaxEBnoTTyNxNNE74KCypcu1GHdgRxlaazK6drDFtDJEHi7awyR1EJUyj4CoFABiVCsDEdZi3Crcyg2v/MLdH5J2Lkz9usfqJMRQk0AvhlzvgHulSaVNVgQ/zFKfn1PW2EVBTSvjlLVASERPOff+/X1SjTo+cOTRhR/ZvTvxUg6CkydjhLpftAaPybY2Epz97pmXeKw+Qgw3EujFkFpX3EjGA8tZsb8OgBWrVxHQ10icaqaiupr/fflNglQ3fYYvY6hhoGQNAJd97XoabZHMs1lLAcaPn3rciJqgJGcOmrjJcPt6mP0dz1ZMiGFEAr0YUms2beId75+weZM1oqa1bI/rXEv5fuYaViBvG38NkaqdqUYxXdqHKdPmUNZnzVR1aIV/XCb4uWeuqtgc94fEZoNNsn2IM5cEeuFR//NxMbsqWl37ebUvkWOUkVX/Dlpr2ks3u8511xYw19hHjXcydUHWUMj5xh4O25LAMAiLt9ZqLdOx7hers++C7KvB299zlRJimJNALzymqaOXVR+9yy//8hRgzWgNPlIMQHBPNVsONTPHyGcHViqC5soiphrFtEbPJGXsOADGGA14x1rDIiMSrRE1Fdo9Np6LHoWrn/VUlYQYESTQi0HjMDWHGjtd+43tXSz1eZB/eT/KQH8/3X39ZCor+ViCWc2dT33ABKMc7wkX0UQo01QRgaqHiPRpBEQlu55ji7VG1MSlW5kl0yfN9mCthBh5JNCLQXPeb1ex6Dfv896eGgBe/+Aj17lDpQd4/f3lhKguGnQwKaqWWYa1+PbEOZfT6RvLfJuVOjg6dTLqmBetoc4c8Wr8Qlj4axIvu9dTVRJiRJJAL04rrbVre2zLOnb63Er5TivANxRvd51rK99PxfblALzuOBtf1c88Yy8D2DDiJtHhG+t+aHSmlWTMKWRsnrVhs8PMW12phIUQJ3bSQK+U8lVKbVFK7VZK5SulHvq38z9USmmlVOQxx+5TSpUopQqVUhcNRsHF8JNy73uk3ve+a/9620rsyiSleR1HevrJcE58AuivL2KusY9SM47c2ecDcLZtNw3eSWD3psPH6nev06GuQF6Zfj2NwVmooGN+CAghTupUxpz1Agu01h1KKS9gnVJqmdZ6k1IqCbgAcK3yoJSaCCwBsoB44COl1HitteNEDxejw9riBr5vfwWAIz0XUlLf4cooGdRdQUVzNzONA+w008kwKtBtFUwxSnjfMZNrJ+XAVohXzZSEWBOcNjYFMgOo16HEOD8j8ca/wjG/MQghTs1JW/Ta0uHc9XL+Ofq/7QngnmP2Aa4AXtJa92qtDwElwIzTV2QxHH332Y/4rv1Nvmt/k4N1rdzxt1WkKqtvPqKnnOrqSiarUvyzFtJoRBHavJdQ1Uli5nTsYcesuxptvWiNTp8CQEjarOM/SCmP1EeI0eSU+uiVUjal1C6gHlihtd6slFoEVGmtd//b5QlAxTH7lc5jYhTZdKCMPzxwM795yxr3ftdEd7bJusOFTOyzcsAfMMcwRtVTtfMDDKVJmXEJHT4xTHRYL17DUyeBv6vXj4jUXACuu+YG2s95lDFX/cKDtRJidDqlQK+1dmitc4FEYIZSahJwP/CzE1x+oibXp37fVkrdqpTappTa1tDQ8EXKLIaBdS88wvfsb8CWpwGI6ChyneuoLuBCvwJ6tBe1Yy4lQPWSWLuCTvzwGZNHp4+7jz0mPRcM9z/DsHTrlz/DZiP4nLuOyx8vhPhyvtCoG611K7AKq3smFditlCrD+gGwQykVi9WCP+Z3cRKB6hM86ymt9XSt9fSoqKgvV3rhMYeLdrNi5Seu/VyjBIBUowbT1ATWbKRVW0vv5e/dyeT+3RT6ZBM/1prclDewgxq/cWDzYl2DLwDt2o/IaOewyXPvhzGzIeTYfzpCiNPhVEbdRCmlQp3bfsD5wE6tdbTWOkVrnYIV3KdqrWuBt4ElSikfpVQqMA7YMmg1EIOutbOHgBcv44LVV9LT1w9ApmH1zo231bK5tJaZRgHvOWbRpX1IVTVkqEpsY2biHW6t0RqsuukMsWa3NnjFAXAEf9TRPvez74FvLpc+eCEGwam06OOAlUqpPcBWrD76dz/rYq11PvAKsB9YDnxbRtyMQI0lrhEu767aQKRqB+DFDzdQWVZIorJWexqjq1m/ZgVBqhv/CefTaEQy19iHoTQhKZMJinbPaDWirdQGF513IQAfOPI8WSMhzlinMupmj9Z6itZ6ktY6W2v98AmuSdFaNx6z/6jWOk1rnaG1Xna6Cy0G1+Et78KT06hfY/W/F+11JxqLH6hkxbvWMMqljnmEqC6i6tYDcMllV0FIAqmGlXI4Nj2XyNgxrnuDU6wZrWbUBK7vu5+d6Xd5pD5CnOlkZqwA0wGOAdfuvhXPAbB/nfWLW3zHPte5gI5DhNZtpEGHEDvlUgAm92ylWYXhExLDQGA8AP3Y8IpyrtHqFJsxE4Czx0dxwSXX8Pj1kqNGCE+QQC/o+fvX6Pj7la79iaoMgATVQHVrN/OMfWwyJ9CNN7b2SubaCynwnUxmpvWiNdcopd7PWrKvxW6Nkqkwo8DmBcBvA+7mTwOL8Amw8sUbhuKb81IJ8JEc8UJ4gvxPO9O1lOFbYa3aRF8n2H2J7bMmOkf3lXOorppco4zf9F9Dkr2NgNZConUj+VHZ+EW6u2U6gtMB8IkZD2XgH+IeSXXn935Kn8P0WJWEEMeTFv2ZpmY35uPJmIc3AbB183rXqSM1RThq9uJHLwfMJELoYPPyFwEIzTqfIz4x5PbtAMAel4VvuDujpI60ZrRmz7oQh92fmAv/23XOz9tGiJ/XoFdNCHFiEujPMOXL/wejp5WNb/0VAEelO6Nk6f6ddO57H1Mr1gYuBCCpaR0Orbjkwovo9nNPdJowaQbK7u3aV/FWbnjCkrHdV4HKudoDtRFCnAoJ9KPcyl9fR+ETl7r2Gw5ZGSvMFmscvL18LYWm1TJXLWXU7VrGfp2Mf4qVXOxsYzc1tnjiI8NcL1p7tBcRCWkAfOywctKkZ890f6iszyrEsCKBfhTp6Xcw87GPWFNkpZTo72ji3M7lZLStg+4WcLhXdEpVNdDTTq4q4UNzOi06EHtzEWO79rLezGLeNKuFHkAPDX7W2qz9QdYPhCP4oZyjafSiJ3ln7uuEBgd5urpCiFMkgX4UWb9pPct6b+Kvz/0NgGdfd89rKy3YDVXbCVC9lJpxxJi1OA6uwa5M1pvZNBhRjGnZhE1pdpjjSUlJd93bG26tzdrsb7XiN5sTXefOz8vm8gvO90T1hBBfkgT6kcw0jxv/7rfnBcJVB1fbrFE0DUXuzBMt5fnsWvUGDq143TEfLxyUbVyKqRU3XLWYVq9oghwtAJx39tmuoZEAfonWRKfzL7iUh/q/Tuw1v/ZE7YQQp4kE+pHsjdvgqXNcqQoGavcDEEszpqmZa+yj3IzCoRU7du2gv+QT9uqxGLFZAITVrKFMxzBrfCJdzqX7erQXMclWqoJqHQ5AxHhrYpOvt52fP/ok0ydN8mQthRBfkQT6kaS92r3CUu8R2PsK1O2F1nJMh4Ns4xAAY40a6luPMNM4wCozl3rCiBioZZLtMNvN8Vwyz0oFHD7QQIU9maggH/qdL1qrdCRjo4MBuLf/v/jfgUuJTUr/dFmEECOGBPqRomoH/G4CbHsWgN6afNcp3VRC5YEthKsOar2SiFUt1O1ZQYDqJSTrAmp0OLONAnx0LwU6idikNNe9LQHW9ppma9ZqJ74khlkLcT9493cZc91vsdvdaQyEECOPBPrhqr0GWspcu21bXwKgY887AHQe3OY611VdSMu+D63rMq4FoHKDlXgscNw8jNAk4p3ZJtMmTiM41L2iU7Fz6YC8BVeyxpHDYwM3uFIHj40KZGFO3GDUTgjhQRLohyOtaXjyfPqfnO3qqukss2aklh+2umfUoVWUm1F0aF+qy/bjV7GGEpJIyJkPwOTebTToENJSUlzj3wHyZsw5roWemDUHgOS4GP6z/z42HTOiRggxOkigHwYG+nrZ+dqvMLtaAThQsJeovkq8HF04WitAa8I6iwFIUbXg6Me7cj3rzBxqdAQlxQXEdhZQGTiJwCgr/3uiaqTITLS6YZyrNnVqHyaPtcbC/6z/JjY4JjIvz8oJnxJhrQ719H9O92jdhRCDTwL9MLDipd8zZd+jrP7bvQBs3LDWdW7fnu3oplL8+lspMJPwV730H3ifAN3FWjOHGh3OZKOUYDqs0TTB7nXY+yMysdsMjAhrwlMP3tht1l/5hCt+yB8Sf0diuD8AIf5elD1+KRdMjPFUtYUQHiKBfijs+hd88ohrt6d4NQDddaUA9B7a6DqnG4vZt/JlAP7pWABAx+63AdhhjqM3IJ541QxAUNIksPu47g1OzgFgIGEmRWYCD/d/3XXu+hljePm22e6l/IQQo5YkJfEErd1roToG4M3bre1Zd4J/OJnKyjuTqmoBmGfsZYuZwSR1ELOlnL6afZSacWwzM6zHFX9Iqw7gka9fgFqzE3qsx8WPzz3uY6fMPBeA6RnJPJL3Gj+enzrIFRVCDEfSoh9sTaXox5Mg/01rv7nUdaqrpgC6mskwjgb6Gjqaa8hSh1nryKFeReDdfphcx1426Bwe+A9rrdVw2inUSVyQFUtpX6jredGxzrTBlz2BjslGxVgTowxD8bPLJxIf6ueBCgshhhsJ9KdbezVUuVP/7v/gaVTvEWpXPwPAQPVu17ma0r10Fn6CgWaN7zn4qn7WvvkMhtLs9Z1Gq3cMKe3b8GYA/7Q5ZKcn06WtrpkiZ8bJD2sDATC1cnfDTP8m6o71x6UxEEKcuSTQn2a9/3c1PL0Aejus/QorsDfWVwPQnv8RHdoXUyuqSvdSufVd2rU/dQkXAZBQvxqHVoyZOAMVnEggXQDEjptCkK87cIckW2kIbr52MZvNTO7uv8NjdRRCjCwS6L+K/m5Yeis4F+9wdLfh02jNWO2pzgetGdtfBECaqgWt8a1Yw1ozh2oiCO6rw165ic3mBKKSxgEwqWcrZTqWB66YykCge7JSZtZUlFI0Y6UD7o+dCsBZmQlc1/cz5i6+02PVFkKMLBLov4iBXldLHYC9r8Kel2GlNYKmoXSX61T9oXyqS3YRMtBIgZmEn+6Eis34d9ewzsyh0YgmtLuCFFVLvk4mM3OC694an1S87Qb7u0IA6NC+hIdYAf6+/lv40DGNjFwr0ViInxcHH7uEa6a5l/UTQohjSaD/HF19A5imdh947Zvw17lWemDA4Vx3lS5reGNn8RrXpTt2buHv/2flhX/FcQ4A/XteB2CTOYEjPjGk9BzApjTdoeMJDXcv09cZYuV/D0rKBqBOh7n632si53Br/w+ICXUv9GEYSoZJCiE+kwyv/AwbCqvZ+vxPCJj5DW65/GzoaYcCayGPhopCopInkL9zA5MM/n979x4dZX3ncfz9ncmQkCu5E5JAuAQEYgIYUTwi1AveL7vKWdSiKz3rtmt7bLW7ldWzdndlt2pPt2uxa+2q9Wxr3baut6pQYPGuXAUUQ7iIQiBAuAdIIJn57h+/J5Mhy1UzkyfD93XOnDzze57nl89MJr+Z+T2/5/ewf2s92ar0+eJt6iLllKaHubLsCNl769gQKWGJNyxy8+JXKJUQUyZeQOv65dFhkRddOIm0Pp1/CvVGy1x71bU0HphO7thp0XVv3D2Rhj0tFGZ1jpc3xpgTOeknehFJE5HFIrJSRFaLyD965Y+KyBoRWSUiL4pIv5h9ZorIehGpF5HL4/kAukt72xH27dsXvf/6c49xd8qL9Fv8Y1ewoy66bv2aFdC6n5GyiQOaRra0sK9xA0V7lvNOpJpI1gD2b/+CqsDnfKSVPHS7ewqGBLaxTku55/JRBHPLo/UVDHTdNisi7gzWrGHnAyDBECU3zybvrAuj24aCAQYXZMTnSTDGJKVT6bo5DFysqjXAGOAKETkfmAdUqWo1sBaYCSAio4BpwGjgCuDnIuKreW5VlRc/aqA97LpgjrRHeOmfbuTgT8bQ3nYEgOvz3LVVh6Z6jX/Dkuj+smsDh9e9SUjCPBe+BICWj35PqrTTVDiBda05pO9eTZHspXDoWEpLyzms7hN7c3YloWCArVoYra8033XDZEx7mpcH/T0Tas6O7xNgjDmjnLShV6fjCGTIu6mq/klVO65j9yHQcTTweuB5VT2sqhuB9cD4bs59Wva3tvGr9zZG77+8fCN7XriXH/7STeXbuHsfNwXfZoDsZtkyN/1A5t41APRv34KqEl4/H80fzn7ty96GeppWzeWgpvJa+DwAghvmAVA7YTKt6QPIoAWA9NIq+qWn0oLramnJdf3vnwbcKJt54XFkpro3gcpRY7n+jh8QCFh/uzGm+5zSwVgRCYrICmAHME9VF3XZZAbwhrdcCmyOWdfglfWYCT98mWf/uICFa3YAkL72VWakzOH6nU8C8Nr/vhXdds0nK+DQboZHPiOiQgk72bZ9G20b3mVt1ngaNZ9A8xYyNy1kaWQEV09y0/wW7l7GTs0mv6iURbvSovXlDx1LSjBAEPftYVe2mwZ4xpRzmXL4Yb7bdldCngNjzJnrlBp6VQ2r6hjcp/bxIlLVsU5E7gfagd90FB2riq4FInKniCwVkaVNTU2nn/wEDh3pvGB2c2sbPw09zsLUe9m9yzX0javd7JAZYdcts21152yRuS1f8O68FwiK8k3PaiUAAAxDSURBVFLwMgB2fPAcadJG68CLaAoUUJWyhX6Ht7AsUMUFVZW0qjuRqT5Szoj+WdQdyo7WV1bu+t1ntd/KHs2kveQcAIYUZFBZNZ5/m97Z/26MMfFwWsMrVXUv8Cau7x0RuR24BrhVteNipjQA5TG7lQFbj1HXk6paq6q1hYWFXVd/aavq17LuoXOZfv8jAOzc18xlQXfRjvoV7wEwOvAFAKWRRg63tTM55WO2aD57ArmkH9zM5iWvsV/TyRr75wAE188FIGfYBDaHcxmgbvKxzaEhZKaF2OZdRHutlpGVFmLyhRdF8/QJucMToXPvYNzhJ7im1l1/NRAQHr91HFNGdw6rNMaYeDiVUTeFHSNqRKQvcCmwRkSuAH4AXKeqh2J2eQWYJiKpIjIYqAQWd3905z+fe56fPfoAbd6B1YYFv6Qm8Bm3BeYAULey81c3b62ned9uamQDLdqHHDnIO8tXUxv5mA+khn19isk5sp3awFoWR0ZQU10DQNXBRTRpPwaWlTN06FnR+i6ZNIk+KQHSxB3AHTjajZYpGzySJ9qvZfqR++h4/7vvyrOY+73JR01jYIwxiXAqn+hLgIUisgpYguuj/yMwG8gC5onIChF5AkBVVwO/Az4F5gB3qWo4HuFbj7RzW/3f8J2DPyPU6k5aijS6uWUKA/sBeOut+dHta7P28MXSOYQkzH+rGy3z5ivPkC2H2F5wAZ8ezKa4fSuDpZHcIePoV1wR3XdNpIxAQEgtGNj5xJQPpSQnjdfCroFf1OYOsE4+q4g/5P0VN9w4PXoiU0ZqCsOLO09yMsaYRDnpCVOqugoYe4zyYSfYZxYw66tFO7l9TZsoFu89ZEcd77aP5Gxxo2sqaCQcUSYGVtGoeZCaRX7bVppXz+WAppF/3s2w5A0uDbhunek33Uj9S+sZuM19A0gdMJo+aens0izypZmNgUFMBAJ5Q6K/f9ygPESEp1OnM/dQLf96pZv/XUSYf8+keD98Y4w5Jb16CoRDu7dy2DsQGt65jsrQDgYFdrApUkg/OcCyunVMDHzM2+FqWtL6k9fWRP6elXyWNoprvdEyk4Mrada+ZBcPZtiwEdG6S0e4a6f2xXXLVIx2I0RbCqupi5TzQNsd0U/rM742isU6klKb790Y40O9uqFvL6rhqqzf0aohnnp5Pu/OcZfca6l2l8xb+vqz5Mghxky+gbbMAQyQJgZFGtCi0ZBREH2T+EzKQYSUvM5jyLnlbhjkhxF31uqBAnf1pmCfNK488jDLim6MbvuNCwfz+Y+uJi3kq/PCjDEG6OUNfWVxFgu+fzFbtIBSaSJ7yzt8Himmub/rM69tdicxDRl/NZJTSoHsJ1Xa6Ft2Noi4Lh0gXOAa86z+lZ2VexftqP7mUzxffC+XTHTDIKvL+jH1nDIev+X/9WYZY4wvJcWkZplFgxi0axf5kV005p7L8OEjYT6MD9TToAWUZReRmt95ELW40s3lHvBOYqo6xxvLXlzFgcwKDgy7jo5BjwWlw5j2rX+I7hsKBnh0ak1CHpcxxnSHpGjo2zIGMLRpOX3lCDtKRpNdUEqbBglJGC10n9azY0bQ5HjT/2aNuAjWvUCfCjeNAcEUMu9dQaZN+WuMSSJJ0dAH+pXS1xvLnl5WDYEg+wI5FOhuwl5Dn95/eOcOIXfQNPeGR6D+a9C/unOdNfLGmCSTFA19Xslg8K65XTbCdcvkykFQyB7sphxILahgaep5BIdO7hwrmlEA46YnPrAxxiRQUjT0afmDost9vb744LkzYNF/kDdiolshQu3MP/VEPGOM6VFJ0dDjXZGJYJ/OrpdLH4QxN0NOj06caYwxPS45GvrsEpgyC8pqO8tCfaHERscYY0xyNPQAF3y7pxMYY4wv9eoTpowxxpycNfTGGJPkrKE3xpgkZw29McYkOWvojTEmyVlDb4wxSc4aemOMSXLW0BtjTJITVe3pDIhIM7AN2BeH6gcCm+JQL0AOlrmDZT6aZe5kmY/WnZlHqGrWyTbyS0O/FFiuqnfGoe4mVS3s7nq9up+0zNF6LfPRdVvmznot89F1d1tmEVmqqrUn285PXTevxqnevXGqFyxzLMt8NMvcyTIfLV6Zj8s3Db2qxuvBx+NrHWCZu7DMMSzzUSxzjDhmPi6/NPRP9tK648UyJ4ZlTgzLHD+nlNMXffTGGGPixy+f6I0xxsRJr2zoReRpEdkhIp/ElNWIyAci8rGIvCoi2THrqr11q731aV75Od799SLymEj8rgx+OplF5FYRWRFzi4jIGJ9nDonIs155nYjMjNnHr5n7iMgzXvlKEZmc6MwiUi4iC73nbLWI3O2V54nIPBFZ5/3MjdlnpperXkQu93tmEcn3tj8gIrO71OXXzJeJyDIv2zIRuTjRmbuVqva6G3ARMA74JKZsCTDJW54B/LO3nAKsAmq8+/lA0FteDEwABHgDuNIPmbvsdzbwWcx9X2YGbgGe95bTgc+BCp9nvgt4xlsuApYBgURmBkqAcd5yFrAWGAU8Atznld8HPOwtjwJWAqnAYGBDol/PXyJzBnAh8E1gdpe6/Jp5LDDAW64CtiQ6c7c+/p4O8BX+cBVd/pn303nMoRz41Fu+Cvj1cf7wa2Lu3wz8wg+Zu+zzL8Asv2f2sryKe2PN9/6R8nye+XHg6zHbLQDG90TmmN/1MnAZUA+UxPzd673lmcDMmO3neo2ObzPHbPeXxDT0vSGzVy7ALtyba49l/iq3Xtl1cxyfANd5y1Nx/9AAwwEVkbkislxE/s4rLwUaYvZv8MoS6XiZY/0F8Ftv2c+Z/wAcBBpxZxT+WFV34+/MK4HrRSRFRAYD53jreiSziFTgPkkuAopVtRHA+1nkbVYKbD5GNj9nPp7ekvlG4CNVPYw/Xs+nLZka+hnAXSKyDPfV7IhXnoL72nir9/PPROQS3Lt0V4kegnS8zACIyHnAIVXt6G/2c+bxQBgYgOtSuFdEhuDvzE/j/lGXAj8F3gfa6YHMIpIJvAB8V1X3n2jTY5TpCcrj5jQyH7eKY5T5KrOIjAYeBv66o+gYm/l+6GLSXBxcVdcAUwBEZDhwtbeqAXhLVXd6617H9eH+GiiLqaIM2JqwwJwwc4dpdH6aB/dY/Jr5FmCOqrYBO0TkPaAWeAefZlbVduB7HduJyPvAOmAPCcwsIiFc4/MbVf0fr3i7iJSoaqOIlAA7vPIGjv7m15Etoa+N08x8PL7OLCJlwIvAbaq6oScyd5ek+UQvIkXezwDwAPCEt2ouUC0i6SKSAkzC9dE2As0icr531Pw2XL+dHzJ3lE0Fnu8o83nmTcDF4mQA5+P6Mn2b2XtNZHjLlwHtqprQ14ZX/1NAnar+JGbVK8Dt3vLtMb//FWCaiKR63U2VwGKfZz4mP2cWkX7Aa7jjIe/1ROZu1dMHCb7MDfcptxFow73DfgO4G3cAcC3wI7yDb972XwdW4/pqH4kpr/XKNgCzY/fxQebJwIfHqMeXmYFM4Pfe8/wp8Le9IHMF7mBcHTAfGJTozLjuRMWNDFvh3a7CHdBegPuGsQDIi9nnfi9XPTEjPnye+XNgN3DA+7uM8nNm3AeCgzHbrgCKEv167q6bnRlrjDFJLmm6bowxxhybNfTGGJPkrKE3xpgkZw29McYkOWvojTEmyVlDb85IIhIWNzPoanEzV97jjbM/0T4VInJLojIa012soTdnqhZVHaOqo3GTW10FPHiSfSpwZwAb06vYOHpzRhKRA6qaGXN/CG464wJgEPBfuOl1Ab6tqu+LyIfASGAj8CzwGO4ErMm4mQ0fV9VfJOxBGHOKrKE3Z6SuDb1Xtgc4C2gGIqraKiKVwG9VtVbchUm+r6rXeNvfiTtb8iERSQXeA6aq6saEPhhjTiJpJjUzpht0zEwYAmaLu6pXGDfV9bFMwc2jdJN3Pwc394w19MZXrKE3hmjXTRg3e+GDwHagBnccq/V4uwHfUdW5CQlpzJdkB2PNGU9ECnEzWs5W15eZAzSqagSYDgS9TZtx89l3mAt8y5v+FhEZ3jEbpjF+Yp/ozZmqr4iswHXTtOMOvnZMX/tz4AURmQosxM1iCG7mw3YRWQn8Cvh33Eic5d6UtU3ADYl6AMacKjsYa4wxSc66bowxJslZQ2+MMUnOGnpjjEly1tAbY0ySs4beGGOSnDX0xhiT5KyhN8aYJGcNvTHGJLn/Aypj497X9mg4AAAAAElFTkSuQmCC\n", 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" ] @@ -2430,22 +2424,22 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 47, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -2469,7 +2463,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -2493,23 +2487,23 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[]],\n", + "array([[]],\n", " dtype=object)" ] }, - "execution_count": 49, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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g9p7rGYVvA78NfK3vQoblDLqkxt8C6/ouYoSOArdV1TuAq4FbGvw9vgy8t6reCVwBrEtydc81nVlBX1Vfqaqj3eqDzH2/vylVtb+qRn2W8bj9/yU1quqnwKuX1GhKVX0N+K++6xiVqvphVX29W/4JsB9Y2W9Vw1VzjnSrb+j+9f6NlzMq6I/xB8ADfRehgawEfjBv/RCNBcSZJskq4FeAh/qtZPiSLEvyKHAY2FVVvc+xuTtMJfkn4OcXeOjjVXVf1+fjzP0Zee84axuWQebYmCUvqaHTR5IJ4PPAx6rqx33XM2xV9QpwRXcM8ItJLq+qXo+7NBf0VfW+4z2eZCPwfuCaOk1PIlhqjg3ykhqNSPIG5kL+3qr6Qt/1jFJVPZ9klrnjLr0G/Rm16ybJOuDPgA9U1X/3XY8G5iU1GpAkwN3A/qr6VN/1jEKSt736bb4kZwPvA77Tb1VnWNADdwJvAXYleTTJX/dd0LAl+a0kh4B3Afcn+XLfNZ2s7gD6q5fU2A9sPwUuqTF0ST4H/Cvw9iSHktzcd01D9h7gQ8B7u/ffo0l+s++ihuxC4KtJvsXcBsquqvpSzzV5CQRJat2ZtkUvSWccg16SGmfQS1LjDHpJapxBL0mNM+glqXEGvSQ17v8AiUBSdSOKdiEAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] @@ -2540,22 +2534,22 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 50, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2586,14 +2580,14 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Le taux moyen de CO2 prévu pour l'année 2025 est de 425.21ppm, avec un minimum de 422.28ppm et un maximum de 427.99ppm.\n" + "Le taux moyen de CO2 prévu pour l'année 2025 est de 425.18ppm, avec un minimum de 422.26ppm et un maximum de 427.96ppm.\n" ] } ],