From fa39271f1ad37ecc8a5b8b468342f97081f6fa4b Mon Sep 17 00:00:00 2001 From: 1e34966a193be8321d30b8be9368328b <1e34966a193be8321d30b8be9368328b@app-learninglab.inria.fr> Date: Fri, 10 Apr 2020 11:59:40 +0000 Subject: [PATCH] no commit message --- module3/exo3/exercice.ipynb | 236 +++++++++++++++++++++++++++++++++--- 1 file changed, 216 insertions(+), 20 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index feb9aab..f8913be 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -66,7 +66,7 @@ " \n", " \n", " \n", - " Unnamed: 0\n", + " Ind\n", " Year\n", " Wheat\n", " Wages\n", @@ -113,15 +113,15 @@ "" ], "text/plain": [ - " Unnamed: 0 Year Wheat Wages\n", - "0 1 1565 41.0 5.00\n", - "1 2 1570 45.0 5.05\n", - "2 3 1575 42.0 5.08\n", - "3 4 1580 49.0 5.12\n", - "4 5 1585 41.5 5.15" + " Ind Year Wheat Wages\n", + "0 1 1565 41.0 5.00\n", + "1 2 1570 45.0 5.05\n", + "2 3 1575 42.0 5.08\n", + "3 4 1580 49.0 5.12\n", + "4 5 1585 41.5 5.15" ] }, - "execution_count": 26, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } @@ -131,6 +131,7 @@ "\n", "data = pd.read_csv(path_data_url)\n", "\n", + "data.rename(columns={'Unnamed: 0':'Ind'}, inplace=True)\n", "data.head()\n" ] }, @@ -145,12 +146,12 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 56, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -167,42 +168,237 @@ "plt.rcParams.update({'font.size': 14})\n", "\n", "# Salaire\n", - "plt.plot(data.Year, data.Wages, color=\"r\")\n", + "plt.plot(data.Year, data.Wages, color=\"r\", label='Wages in Schilings per week')\n", "plt.fill_between(data.Year, 0, data.Wages, color=\"b\", alpha=0.1)\n", "\n", "# Prix du blé\n", - "plt.bar(data.Year, data.Wheat, width=5, edgecolor=\"k\", facecolor=[0.6, 0.6, 0.6], alpha=0.3)\n", + "plt.bar(data.Year, data.Wheat, width=5, edgecolor=\"k\", facecolor=[0.6, 0.6, 0.6], alpha=0.3, label='Price of the quarter of wheat')\n", "\n", + "plt.legend(loc='upper left')\n", "plt.xlabel('5 years each division')\n", "plt.ylabel('Price of the quarter of wheat in Schilings')\n", "plt.tight_layout\n", "plt.show()\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2: Amélioration de la visualisation des unités\n", + "2 axes crées correspondant aux salaires (Schilings/semaines) et l'autre aux prix du blé (Schillings/quart de boiseau)" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "\n", "figure(num=None, figsize=(10, 6))\n", "plt.rcParams.update({'font.size': 14})\n", + "ax1 = plt.subplot(111)\n", "\n", "# Salaire\n", - "plt.plot(data.Year, data.Wages, color=\"r\")\n", - "plt.fill_between(data.Year, 0, data.Wages, color=\"b\", alpha=0.1)\n", + "\n", + "ax1.plot(data.Year, data.Wages, color=\"r\", marker=\"o\", alpha=0.6, label='Wages')\n", + "#ax1.fill_between(data.Year, 0, data.Wages, color=\"b\", alpha=0.1)\n", + "plt.ylabel('Wages in Schilings per weeks', color=\"r\")\n", + "plt.xlabel('Years')\n", "\n", "# Prix du blé\n", - "plt.bar(data.Year, data.Wheat, width=5, edgecolor=\"k\", facecolor=[0.6, 0.6, 0.6], alpha=0.3)\n", + "ax2 = ax1.twinx()\n", + "plt.plot(data.Year, data.Wheat, marker=\"o\", color=\"b\", alpha=0.6, label='Wheat price')\n", + "plt.ylabel('Price of the quarter of wheat in Schilings', color=\"b\")\n", "\n", - "plt.xlabel('5 years each division')\n", - "plt.ylabel('Price of the quarter of wheat in Schilings')\n", "plt.tight_layout\n", "plt.show()\n", "\n", "\n" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3: Graphique du pouvoir d'achat\n", + "\n", + "### Quelques calculs d'abord" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "# Pouvoir d'achat par semaine\n", + "data['purPower_w'] = data[\"Wheat\"].multiply(data[\"Wages\"]) # En quart de Boiseau / semaine\n", + "\n", + "# Il est sans doute plus clair de le calculer par année\n", + "data['purPower_y'] = data[\"Wheat\"].multiply(data[\"Wages\"]/7*365) # quart de Boiseau / année\n", + "\n", + "# Passont en unités SI\n", + "data['Wheat_kg'] = data[\"Wheat\"]*6.8 # kg / Schillings\n", + "data['purPower_ySI'] = data[\"Wheat_kg\"].multiply(data[\"Wages\"]/7*365) # kg / année\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Et puis on trace tous ça\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(num=None, figsize=(10, 6))\n", + "plt.rcParams.update({'font.size': 14})\n", + "\n", + "# Pouvoir d'achat par année\n", + "plt.plot(data.Year, data.purPower_y, color=\"r\", marker=\"o\", alpha=0.6, label='Purchasing power')\n", + "\n", + "plt.title('Evolution du pouvoir d''achat')\n", + "plt.legend(loc='upper left')\n", + "plt.xlabel('Years')\n", + "plt.ylabel('Purchasing power of a \"good mechanic\" (quarter of wheat / year)')\n", + "plt.tight_layout\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'Series' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mInd_tick\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_yticklabels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mcb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_yticklabels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mYear\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mInd_tick\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Evolution des salaires et du prix du blé'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: 'Series' object is not callable" + ] + }, + { + "data": { + "image/png": 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BSZGIiPQqZsboqj8SDlURsgrMyjFKqSz7OP3Lz8h3eIXJM4/ld3UrFBo+ExGRXicWncTEkfOoa3yGVGojZSWHEYtOzHdYBU2TNyopEhGRXsosSkXZyfkOoyg4eiQfNHwmIiIiAqhSJCIiIhTWfENdpaRIRERECqphuquUFImIiIh6ilBSJCIiUvQyj9YrKVKjtYiIiAiqFImIiAha5gOUFImIiAhqtAYlRSIiIoJ6ikBJkYiISNFzTEkRarQWERERAVQpEhERETLrnxU7JUUiIiLFTvMUAUqKREREBFQqQj1FIiIiIkBASZGZvWNm3s72UPa4mdlMM1tjZg1mNtvMpgVxbxEREek+d+vytidm9lUzm29mNdntBTM7rcXxXpEnBFUpOhQY0WI7mEwh7u7s8cuAS4GLs+duAB43s8qA7i8iIiLdkFn/rGtbB6wGvksmP5gOPAXcZ2YHZI/3ijwhkKTI3Te6+7rmDfgoUAP82cwMuAS42t3vcfeFwPlAJXBOEPcXERGRrnNyWyly9/vd/RF3X+7uS939cmAHcGRvyhMC7ynKfrgvAn9y93pgAlANPNZ8jrs3AM8CRwV9fxEREekkB9y6vnWCmYXN7HNABTCHXpQn5KLR+hQyH/D32dfV2a/rW523vsWxNszsIjObZ2bzNm7cGHyUIiIi0mPMbH8zqwWagN8CZ7j7ArqYJ+RCLpKiLwEvu/vrrfa3HnW0dvbtPNl9lrtPd/fpQ4cODTpGERERaaGbPUVVzYWM7HZRO7dYAhwIHAH8BrjFzPZrGUKr8z8wT8iFQOcpMrNhwCeAr7bYvS77tRp4t8X+YbTNCkVERCQfupd+bHL36R94efc4sDz7cp6ZHQp8E7gquy/veULQlaILyJTF7myxbwWZxOiU5h1mVgrMIDOWKCIiInnV9SbrbsyEHQJK6EV5QmCVomyD9b8Bd7r7jub97u5mdi1wuZktBpYCVwC1wO1B3V9ERES6IYcDVWZ2NfAQmUpQ81NlxwOn9aY8Icjhs+OBycAX2jl2DVAG3AAMAuYCp7ZMnkRERKRgVQN/yn7dDswHPuLuj2aP94o8IbCkyN2fJtMU1d4xB2ZmNxEREelNcrwgrLtfsIfjvSJP0IKwIiIiogVhUVIkIiIiwG4Ge4pKLuYpEhEREelzVCkSERERDZ+hpEhERERASRFKikRERKR5Qdgip6RIREREmtcwKwhmNh5Yk11apMPUaC0iIiJ9lpldaWbnZb83M3sEeBtYl11frcOUFImIiEh2CK2LW36dByzLfv8h4FDgGDJLhPysMxfS8JmIiIj05Z6i4cDq7PcfBe529zlmthF4qTMXUqVIREREMO/6lmdbgDHZ7z8EPJX9PgSEO3MhVYpERESKXe8YBuuqvwK3mdkSoAr4e3b/gcDyzlxISZGIiIj0Zd8EVgHjgCvcvTa7fzRwU2cupKRIRESk6Fmf7CkysyjwI+C37r6q5TF3/2Vnr6ekqIX6uibunDWbpx7+J6GQceonD+asfz2WWEk036GJiIjkVh8cPnP3hJl9HZgVxPWUFGWlkikuPW8Wq9/ZSCKeAuDuPzzL6y++zc9v/jfM+l4GLSIi0mF9MCnKegI4Hri5uxdSUpT14jOLWbd6y/sJEUC8KcnyxWtY+Mo77D99Qh6jExERkd14BPipme0HvALUtTzo7n/r6IWUFGUtmf8uDfVtZwNPxlMsWbhaSZGIiBS2vlsp+k3267faOeZ04rF8JUVZw0cNpqQsSlNDYpf90ViYYSMG5ikqERGRHtC3F4QNrPFXkzdmHf+RA4hGdk0mLWSUlsU44oR98hSViIhIz+irkze6e+qDts5cS5WirH6Vpfzilov42XfvYvXKTeCw19QRfPeas4jF9GMSEZEC13eHzzCzAWRmsx4LxFoec/f/6uh19Ld9C+MnD+c3f/06WzfVYiFj4OB++Q5JREREPoCZHUqm2ToNDAbWAtVAI/Au0OGkSMNn7RhUVaGESEREpG/4JXAnmYVhG4DjyFSMXgF+3JkLKSkSERGRPttTBBwA/NrdHUgBJe6+FrgMJUUiIiLSaW5d3/Irwc6OqPVkqkQANWTWP+sw9RSJiIgUO6cvN1q/BkwHlgLPAD82syrgXGB+Zy6kSpGIiIj0ZVeQqRA1f18D/I5Ms/W/d+ZCqhSJiIhIn60UuftLLb7fAJzS1WspKRIREZHe0DDdLWZ2IDAReMTd682sBEi4e7qj1whs+MzMRpjZLWa20cwazewNMzuuxXEzs5lmtsbMGsxstplNC+r+IiIi0g3ejS2PzGyYmT0PvArcTWbYDOB64FeduVYgSZGZDQSeBww4DdgHuBjY0OK0y4BLs/sPzR573Mwqg4hBREREitKvgC3AMKC+xf67ycxy3WFBDZ9dBqx19/Na7FvR/I2ZGXAJcLW735Pddz6ZxOgc4KaA4hAREZGu6LvDZ6cAJ7v7pky68b7l7Hw8v0OCGj77JDDXzO4ysw1m9rqZfc12RjeBTDnrseY3uHsD8CxwVEAxiIiISBd0Z+LGXtCLVEZmSY/Wqnazf7eCSor2Av4f8DaZUtV1wNXAV7PHm8f31rd63/oWx0RERCRf+u7kjc8BLUeq3MxCwHeApztzoaCGz0LAPHf/fvb1a2Y2mUxSdH2L81rnk9bOvswBs4uAiwDGju1U9UtEREQ6K/8Vn666DJhtZtOBGHANMI1MpejozlwoqErRWuCNVvveZOdY3rrs19ZVoWG0rR4B4O6z3H26u08fOnRoQGGKiIhIITCzIwDcfSGZ9c9eJVMZGgD8DTjI3Zd15ppBVYqeB6a22jcFWJn9fgWZxOgU4GUAMysFZpApb4mIiEge9YLeoM561sx+BvzI3dcAl3f3gkFViv4bOMLMLjezSWb2GeDrwA0A2ZVrrwW+Z2Znmtl+wM1ALXB7QDGIiIhIV/W9eYo+QmZ9s5fMbN8gLhhIUuTuL5N5Au0sYCFwFfBD4MYWp11DZi6BG4B5wAjgVHffEUQMIiIi0kV98Okzd38S2J/MgrDzzOxb3b1mYMt8uPtDwEMfcNyBmdlNREREpFuyhZUvmtnDwF1m9mMg3eqc/h29ntY+ExERkT779Fn2qbOfAMuAXwDJrl5LSZGIiIj0uaTIzCLAfwLfJdOu8z1379Rkja0pKRIREZG++PTZy8Bg4CPZ/qJuC+rpMxEREZGetBA4IKiECFQpEhERkT7I3c8N+ppKikRERKTP9RTlgpIiERGRYtc7VrvPOyVFIiIiokoRSopEREQElBShp89EREREAFWKREREip6hniJQUiQiIiKg4TOUFImIiIiePgPUUyQiIiICqFIkIiIioOEzlBSJiIgIKClCw2ciIiJCpqeoq9ser232fTN72cxqzGyjmT1gZvu1OsfMbKaZrTGzBjObbWbTcvV526OkSERERDKVoq5ue3Y8cCNwFHAikASeMLPBLc65DLgUuBg4FNgAPG5mld36XJ2g4bMAxRNJVqzbwqCKcoYNqsh3OCIiIr2Cu3+o5WszOxfYDhwNPGBmBlwCXO3u92TPOZ9MYnQOcFNPxKmkKCD3PreAX/35GcBIpFIcOHEkP7voYwzoV5rv0ERERD5Yxys+QakkM1q1Nft6AlANPPZ+SO4NZvYsmepSjyRFGj4LwLwl7/Lzu2ZT15igrjFOPJHitWXv8e3fPpDv0ERERDqkmz1FVWY2r8V20R5udx3wOvBC9nV19uv6Vuetb3Es51QpCsCtj82jMZ7cZV8ilWbhirWs2bSdkVUD8hSZiIhIB3WvUrTJ3ad35EQz+xVwDHCMu6f2EIV1O7JOUKUoABu21ba7PxIOs3lHfQ9HIyIi0nm5fPrs/XuY/TdwNnCiu7/d4tC67NfWVaFhtK0e5YySogAcse84opG2P8pUOs2kkVV5iEhERKR3MbPryDRNn+jui1sdXkEmMTqlxfmlwAxgTk/FqKQoAOeecgiVZaVEwzt/nKWxCF/9xNGUlUTzGJmIiEgH5fCRfDO7AbiQTJVoq5lVZ7cKAHd34Frge2Z2ZnYOo5uBWuD2wD7jHqinKABD+vfjzh9+gZsffZk5i96hakA/zjtlOsfsPyHfoYmIiOxZ7p8++3/Zr0+22v8jYGb2+2uAMuAGYBAwFzjV3XfkNLIWlBQFpGpAP7591vH5DkNERKTTLLvlirvv8fLZatFMdiZJPU7DZyIiIiKoUiQiIiKgBWFRUiQiIiJ07tH6QhXI8Fl2VVtvta1rcTzvK98WE3cnMzQrIiLSQbldELZPCLJStITMKrjNWs5S2bzy7QXZ8/6DzMq3U3uyq7zQra+r5YpnH+epVZn5sE4aN5GfzDiZYf20OK2IiOxBASU3XRVkUpR093Wtd/aWlW8LXVMqySf/ehsb6mtJZatET658i0WbNjD77C8SDYfzHKGIiEjvFuTTZ3uZ2XtmtsLM7jSzvbL72135Fmhe+VYC8NiK5dTEG99PiABS7mxrauCJlW/lMTIREen1urHERyH1IgWVFM0lMzT2EeBLZJKgOWY2hC6ufGtmFzWvtrtx48aAwixcb2/bQl0i0WZ/QyLJW1u35CEiERHpU9RTFMzwmbs/0vK1mb0IvA2cD7zYfFqrt33gyrfuPguYBTB9+vTAfuTxxgT/d82DPHrHHJoa4hx83D5c9ONPM2Jc316jbMrgKvpFo20So7JohMmDh+QpKhER6SsKqeLTVTmZvNHda4FFwGR6ycq3za7815v42/8+zY6tdcQbE8x9fAHf+PDP2L65/ZXu+4qTx01kSFk5kdDOX2k0FGJoWT9OGjcxj5GJiEifoEpRbpKi7Mq2ewNr6SUr3wKsXLKW+XOWEW9Mvr/P005TQ5y/3/Z8T4YSuGg4zL1nfJ7T9ppKaThCWSTCxyZO5a9nnLNLoiQiIiLtC2T4zMx+ATwArCJTAfoh0A+4xd3dzK4FLjezxcBS4Ap6eOVbgJWL1xCOhIFdh5jijQmWvPpOT4aSE0PKyrnu5NPyHYaIiPRBGj4L7pH80cAdQBWwkUwf0RHuvjJ7PO8r3wKM3GsY6VS6zf5oSYTx+47syVBERER6jwIbBuuqoBqtP7eH43lf+RZg0v5j2GvaaJbPX0UivnMILRKN8LHzj81jZCIiInmmpCg3PUW92ZV3fJVjP3EI0VgECxl7HzKBX/7tWwwePiDfoYmI9BqJ1Abe2fJ9Xn/vcOavOZH1Nbfg3rbSLlJIim5B2H6VZXz71+fzrevOJZ1yIlHN9Cwi0lIyvZ1Faz9GIr0FyFTVV2+/mvrEQiYM+Xl+g5OcMNRTBEWYFDUzM+Y8voC//P5Ztm+p5eBjJnPO105maPXAfIcm0qe5O8t3zObVzXfRmNrOmH7TOazqPCqiQ/MdmnTQxh13kPQamhMigLQ3sLnub4wc8A1KIqPzF5zkjpKi4k2Kbr/hSf78u9k0NWSeRHv8nld4/rFF/PbBbzJ4WP88RyfSd7206RZe23I3SW8E4M3tf+ft2n9w9oT/pV9kcJ6jk47Y0TQXz/7+WjKLUh9fpKSoQJkrKyq6niKAutpG7r7p6fcTIoBUKk1DXRP3/O+zgd3nnY1b+d6dj/DRn/2RL//hXl59573Ari3SGzWlanl1y53vJ0QATop4qoHXt/w5j5FJZ5RExtP+v5nTxCJ6UrcgdWfixgLKpYqyUrRq2XoisQjxpuQu+5OJFP98MZjFU5ev28Q5199JYyJJ2p1Vm7cx7+3VXP25D3Py/pMDuYdIb7O5aQVhi5Ly+C770yRYXfdanqKSzhpeeT6b6u4k7S3/HxmhJDKe8uh+eYtLJNeKslI0eGglyXiyzX4zGD5qUCD3+O9HnqMhniDdohzZmEhy1f1P4ypRSoGqiFSR8rYLE4PRPzaix+PZnURqB29u+S1PvvtZnn3vS7xX+5T+u2yhNDqeyUP/QCw8CrMSjBj9S49i6rD/w8zyHZ7kSMtV7zu7FYqirBQNHz2YfQ8ez8JXVpCMp97fHyuJ8ul/Oy6Qe7z2zpp2K4rb6xvZWtfA4IryQO4j0pv0j42gumxf1tYvJN2iSTdiMQ4afFYeI9spma7nqdWfpyG1nnS2orW1aRGTBnyeaUO+mufoeo/+pUdxwMjnSKTWEwqVEQl/2F6TAAAgAElEQVRp2pKCV0DJTVcVZaUI4Irrv8DBR08mGgtTWhajcmA53/zpZ9jnoHGBXH/IbpIeA/qVxAK5h0hv9NFRP2ZMv+mELUrESikN9+ekEd+lumyffIcGwDs199KY2vB+QgSQ8gaWbb+VxuSWPEbW+5gZsUi1EqIioUpRkVaKIDNf0Y9uupCarXXU1jQwfNSg7LpowfjiCYdy1b1P0ZDY+a/lkkiEjx+8NyXRov2xSxEoCVfw8TH/RUNyO03pWvpHqwlZ75kPbF3986S8qc3+EFG2Ni1kRESz20uRKqDkpquK6m/ndDrNP/76Mo/e+gzuzimfn8FxnzmC/oP6deFazpMvLOGh2QsBOO34/TjpyKmEQpnx9k8csi9rt+7gD7NfJhwKkUilOGX/SfzgkycE+plEequyyADK6H0VhrLIcDJF8l1nZ3bSlISH5CUmEekdiiop+tmFv+XFh16lsS7zr8Q3XljGc/e9zA/v+HqnmgfdnR9e+yAvvLaCxqZMU+mCxWt45qVlXHnJxzAzzIyvnHIE5x93CKs3b2dY/34M7FeWk88lIh03ccDnWF37d1Itpg0wQpRFhjOoZN88RiaSRwU2DNZVRdNTtPSVt3nhwVfeT4gAGuuaeOWJBbzxwrJOXWvRsrW7JEQADU0J5ry6gjeWr9vl3PJYlCkjqpQQifQSA0umcvDQmURCFUSsH2EroX9sCseM/I2erJLipnmKiqdS9NrTb+zypFmzpvo4r81exLSjpnT4WvMWriKeaPtIfzyRZN6CVUyb3HsePRaRtsZUfohRFSeyPb6MaKiCiujYfIckklda+yyjaJKiysH9iMYipJK7JkbRkgiVgyo6da3+FaVEI2GaWs11FIuE6V9R2u1YC9nWpnruWP46r216j70HDuXzkw+hurwy32FJL1Of3MSSbfeypWkZVaV7M2XAJykLeImQkEU1XCYiuyia4bMZZxyWSYVbCYVCHPfpwzt1rZOOnNp+md2MkzpRcSo2q2u3cfJDN/HrRc/x5Jpl/G7xXE556CYWblm35zdL0dja9Bb3rTybhVv/xOr651iw9VbuW3k2NfF38x2aSGFz7/pWIIomKaoc1I8r772UysEVlFWWUl5ZRsXAfsz8yzcZOLRzC8AOqCzj59/9JP0rSikvi1FeFqN/RWl2n3qHdueq155ke7yRplSmwhZPp6hLxvnBSw/nOTLpTV7c8HMS6TrSZHr2Uh4nnq7lpY3X5jkykcKmeYqKaPgM4IAZ+3DXyut5c+5y3GGfwycS6eKcQYfsN5YHZ32ZhcvWYgbTJo0gEuA8R4XoH+ve3mXZk2ZvbFtPUypJSbio/jhKO9KeYkPjgnaOOGvr5/V4PCJFo8Aapruq6P4WCkfC7Hf01ECuFYmEOXCf0R0+vymZ5OE3lvLyytWMHjSAT//LNIZVdq6fqS8rC0epT7ZdFytsIcJWNEXLPiOZjvNGzT9YVbeQQbFqDhh4CpXRYPt6WjNChCy6y2zTzcKhkpzeW6TYWXrP5xS6okuK8mVHYxOf/uMdrK+ppT6RIBYJM+v5l/nfc87k4DEj8x1ejzh70kH8fvFcGlM7G9RjoTAfHjOVSEhJUW/SmKrlj29/ix2JLSS8kYhFmbPpz5wz7ieMKt87Z/c1M/aq/BBv7/g76RYLy4YtxuT+H8vZfUVEoIh6ivLtt8+/xHvbaqhPZP5HH0+mqE8k+Pb9jxTN6txfm3YMR1dPoDQcoSISoywcZb/B1fx4+ofzHZq08vzGu9me2EgiO8Fh0hPE043cv/oXOf/zetjQbzC0dD/CVkrUyglbCcPLDuLgIf+e0/uKFD3NU6RKUU955M2lxFNt50naWFvPmu07GDWwc83efVEsHOZ3x36Gt2s2s3jbBsZXDmbfQcPzHZa0482a50h526HOHckt7Ehuon90aM7uHQ2V8+HRN7ClaTk18VUMjE1gYMmEnN1PRDIKqWG6q4ouKYo3JvjH/fN45833GLf3KGZ84hBKyoJZtT6eSPLkP5ezdPVGxlcP5tSDp1AWiwLstonY3YkVWYP2Xv2HsFd/rTHVm4Ut2u5+x3d7LGiDSyYxuGRSj9wrH+KpLayrfYim1EYGlx7O4LIjMfXWSb44BfVofVcVVVK0ee02vnHyVdRur6exronSfiX88cf3cN0Tl1M1clC3rr1lRz1f+MUdbKttoL4pQVksyv/c/xy3fvtzjBoygM8esj+/evp5GlvMhB0yY5/hQxla0fkFaUVy6aBBH+aZDX8i2WI1eSNEdelE+kUG5jGywrC14WVeW/9lnBRpb+LdmtvoX7I/B1fPImTB/CNNpLNUKSqynqIbvnMbW9Zvz6x/Fg7TmEizZXMdv770T92+9q/ufZb1W2upz66H1hBPsLW2gSvveAKAL0w/kGP3Gk9pJEJZNEK/WJThlRVce+Zp3b63SNAOG3I6e1UcRMRKiFoJsVAZldEhnDH6snyH1ue5p5i/4ZukvJ50NulMeT3bm+bzXs09eY5OpLgVVaXopcfmk06lobwMsk87OfDSc8tZtWwdYydXd/naT/1zOan0rs8zpt15aem7JFNpIuEQ13/m4yzZsIn5762jun8FR00YS1hPXUkvFLIwnxl7BesbV7C2YRmV0SFM6HcgISuuod5c2BFfQsob2uxPewNr6u5jzICz8xCVCAXVMN1VRZUUmRnEohAK7bpMhztXf+1Wbny06/8K3t3q2ga0PDR1WBVTh1V1+T4iPWl46QSGl6rJOUj2AYmlFVfxXnoRLQibUTT/Bf7zmUUkGxshGm2bwJix+q0NbNlQ0+Xrf/iQqUTDu/44wyHjmGkTVA0SkfdVRKcQCbV92jRkZYyuPCsPEYnQvXXPCqhBuyj+tk4mkvzoU78gWVv/gb+83VV7OuKST85g/PBBlJdECYeNWCxMv34lXHDK9C5fU0QKj5lx4PDriYQqCVs5RpSQlVFVNoMRFafnOzyRolYUw2eL5iwhlUyBO+naOkL9K3dJgMxgzKThDBpa2eV7VJaVcNf3zuWWp+Zx/aNzcIOGVIKLfnsPnz36X7j09GO7lXSJSOHoXzKNY8fMZn3d48TTWxhUeigDSvbLd1hS5DR8lqNKkZn9wMzczK5vsc/MbKaZrTGzBjObbWbTcnH/1jy98zftO3bg8TieTuPuhEJQObAf37v+vG7fJ5lO8bunXiKRStOUTL2//fmFBcxdtqrb1wdYW7uDu99YwANLF1Mbb7s+lIj0DeFQOSMrP8H4ARcqIZLeQTNaB18pMrMjgC8B81sdugy4FLgAWAL8B/C4mU119x1Bx9HSvkftugBseuMmrKSEaEUZH/3XE/jizE9TGsAEji8tW93u6FxDPMF9cxdxxJRx3br+jfPm8j8vvUDIjJAZDsw67RMcPaZ71xUREVGlKOBKkZkNAG4DvghsbbHfgEuAq939HndfCJwPVALnBBlDe2IlUa6485uUlMeIlUbBoCQChx47hS//12cDSYggUynanXiqe8sP/3P9On798os0pVI0JJPUJRLUJxL8+0P305BouxyDiIhIhzmQ9q5vBSLoStEs4C/u/pSZ/UeL/ROAauCx5h3u3mBmzwJHATcFHEcbh374IG5dfj2z75xDzZYdTD/1X5h29N6B9vkcNmlMm7mKAMpiUU47uHsri//ljYXtrp1mGM+ueocPTZzcreuLiIgUu8CSIjP7EjAJOLedw82zIq5vtX89MGo317sIuAhg7NixgcQ4uHoQZ14S/AzS7s6b76xn9cbtfP3DR3Hd3+eQTqdJptKUxqIcs/c4TthvYrfu0ZhKkm5nbM5xmlLJdt4hu9OQjPPS5rdw4LAhe1EeKcl3SCIi+Vc4BZ8uCyQpMrOpwH8BM9z9g7p/W//IrZ19mRPdZ5GpPDF9+vRe+6uqqWvk4l/ew4q1WzAzUqk006eM4ID9RlPfFOfYffdi+sTR3a5InTZpKg8vW0p9ctehsmQ6zTHqKeqwZ9Yv5gev300o+/tIeZqf/MunObG6R3r+RUR6LfUUBddTdCRQBSw0s6SZJYHjgP+X/X5z9rzW62gMo231qE/56S1PsGz1RhqaEtQ3xmlKJFmwdC2hBufS04/j0EljAhmiO27ceE6csBflkcwK5WEzSiMRfjjjBAaXlXf7+sVgS1Mt33/tLhpSceqSTdQlm2hMJbj89T+zsTGnvf4iIr2fJm8MbPjsPmBeq31/BJaRqSAtBdYBpwAvA5hZKTAD+E5AMfS4RDLF7NeWk2zVRN2USHLv7Pn8+yePCuxeZsb/fOg05qxexd/fWk5FLMqZe09j8uAhgd2j0D2+diHeTmHSgcfXLuCcCcH9vkRE+hpVigJKitx9G7Ct5T4zqwO2ZJ80w8yuBS43s8VkkqQrgFrg9iBiyIdkKjPXUXsa48H3+ZgZR48Zp0fwu6ghFSfpbRvhk+kU9SnN+SQiUux6cpmPa4BfATeQqSqNAE7N9RxFuVRWEmXi6LaLu4bMOOqA8T0fkHygo4ZOJtLOYpyxcISjh07JQ0QiIr1EdyZuLKAKU86SInc/3t2/1uK1u/tMdx/h7qXuflxzFakvu+KCUykvjRKNZH6UJbEIAypK+fpnjs1zZNLalP4jOH30QZSFo+/vKwvH+MiIA9hnwMg8RiYikl8GmHuXt0JRFGuf5dI+44fz56su4J6n57NizWb2mziCTx67P/37leY7NGnH96Z9nBOr9+XB1a/jOKeNOpAjqiblOywRkfzr3hzDe2RmxwLfBg4BRgIXuvvNLY4b8J9kpuMZBMwFvurui3Ib2U5KigIwbFAlXznz6A88x91Zun4TKXf2Hj6UUEiLw+aDmXF41SQOVyIkItLTKoCFwK3ZrbW8LQfWTElRD1i4Zj1fu/MBahobASiPRrn2rNOYPm50niMTERHJyPUwmLs/DDwMYGY373LvVsuBZfedD2wgsxxYzle+gJ5ttC5KdU1xLrzlHtbV7KA+nqA+nmBTXT0X3XYfW+sa8h2eiIhIb2i0bnc5MKB5ObAeoaQox55YvJxUO4+Bp9LOgwsX5yEiERGR1roxcWMwFaYPWg6s9cTPOaPhsxzbXNdAPNl2IdemZJKNO+ryEJGIiEhb3Zy8scrMWk7iPCu7XFdndXg5sFxQUpRjh44bRTQcIpnetVpUHoty+IQxeYpKREQkUJvcfXo33r8u+7UaeLfF/h5dDkzDZzm2/6hqjpk4nrLozvyzNBrhgJHVHDlhbB4jk77C3dkS30RdsjbfoYhIIcvv8NkKdi4HBuyyHNicIG7QEaoU9YBrzzqN+/75Jn9+dQHptHPGgfvyqYP202P5skeLaxZy28qbqEvuII0zuWIfzp/wVSoilfkOTUQKiYPlfp6iCqB5PpQQMNbMDiSzJNiq3rAcmJKiTkql0mzbXk9lZSmxaMd+fOFQiE8dNI1PHTSt3eOJVIqtDQ0MLCsjFm67DIUUp/WNa5j11i9J+M512ZbteIMbl13NZftclcfIRKQg5X5m6unA0y1e/yi73UJmbqJrgDIyy4E1T97Yo8uBKSnqhPsffo3f3fIPmuJJQgafOO0g/v2C4wiHuzYK6e787qV53PjCSyTSaSJm/Nthh/C1o44gM2WDFLNnNjxKynddWDhFivVNa1ld/w6jy8fnJzARkS5w99lkGqd3d9yBmdktL9RT1EGzn1vCDb9/mh21jcTjSRqbktz30Gv87pZnu3zNO16fz6/nvEhtPE5TMkldIsGsufP43Uvz9vxmKXgbm9aTbmfe/RAhtsa35CEiESloWhBWSVFH3Xz78zQ17fqv9qamJPc++BrJdh6574gbX3iJhsSu12xIJpk1V0mRwOTKfYlatM3+pCcZXT4uDxGJSCHTgrBKijps46b2hzRT6TR19fF2j+3Jpvr6dvdva2wkXUB/yKRrjqk6ibJwP8Ls7DOLWYzDBs9gUGxIHiMTkYKU36fPegUlRR00aa9h7e7vV15CZUVpl645ccjgdvePHTiAkHqKil55pB/f3ecqjqw6gYHRwVSXjuKM0V/gs2MvzHdoIlJoHEh3YysQSoo66MsXHk9Jya596SUlEb78r8d1+dH6H5xwLKWRXa9ZGonwgxOO63KcUlj6Rwfy2bEXcuX+v+byfa/hmKEnETL9Zysikgv6v2sH7TN1BNddfTaHHDiOAf3LmDJxODO/dzofOXn/Ll/z6PHj+ONnzuDQ0aMYWFrKQSNHMOtTn+DkyRMDjFxEROSDGV3vJyqkniI9kt8J+0wZwa+u+myg1zx0zGjuOOesQK8pIiLSaQWU3HSVkqJ2uDsP/vUVbr/5H2zdUseYcVUcMmMyTz+/lI2bdlA5qIxEGGob4lQOKaeBFA1NCfYeP4xvnXsC+08ame+PUDDmb1nDla//nYVb11AZLeW8SYfxlX2OIawhJBGRYCkpUlLUnj/f9gL/94dnaWpMAPD26s0s/+s2MCMVNbY0NIIZyZhlniDLNkW/8fZ6vvbTv/C/M89h4piqfH6EgrC8ZiPnPnMrDanM72FbvIFZS55nXUMNPznkY3mOTkSkgDQ3Whc5/XO7lVQyze03P/d+QuRAOhYGs8wcVVF7//t0lPcTomZNiRR//NuLPR12Qbpp8fM0pXedx6kxleT+lfPZ0tT+dAYiIiJdpUpRKzU19SQTrSZjtFZfAd9NOunuLF25MSexFZs3t61rd76mWCjCu7VbGVxSnoeoREQKUyE1THeVkqJWKvuXEYmEiMczVaJUpGUmtPPb3a0mbGa7DJ09smAJNzz5Auu21zKluopLPzSDQ8aPyk3wOebu3LV8PjcueIHNjfUcUFXN5YecyH5DqnNyv6kDhrO8ZhPpVnPIN6WTjKkYmJN7NltZt57fLH+ABdvepiJSxmfGHseZo4/R4/AiUriUFGn4rLVIJMxnzz2aWEmEdCyEhQxSmRk7DbDEzu9DCdr8ISqJhrnw9CMAuOul+Vx+z2O8vXEr9fEEr69ay5du/iuvrnyvxz9XEK5fMIcfvfQEq2q3UZeM88K6VXzm0dtYsjU3lbEv7300JeFW8ziFI3x87H4MLumXk3sCrGvYwv+bdx0vbX6T+lQTG5q28fu3Hub6Zffn7J4iIvnVjdmsCyiZUlLUjs+dfzQHHTEx0y9khqX9/cQolHAqIlHKS6OE486g0lJKY5m/uCePHcq1l53JlHFDSaXTXPf48zS2WtusMZHkvx99Lh8fq1sakwluXPji+03PzZqSSa79Z24+z+QBw/jjjM+z78BqDKiIlHDBpMO58uDcNlnfseppmlKJXepTTekED615ke2JupzeW0RE8kfDZ+0wM8KxnetNGWQSo7RTVhblW185hRNPmoa7Y9lG65bfA9Q0NFHflGh9aQCWrt+c0/hzYXVdDSHaztydxlmweV3O7ntw1RjuO/lLbX6+ufTm9pWk2nkMI2oR3q3fwIABE3okDhGRHuMUVMWnq5QU7ca48VW8+MJyEq2art1h5KhBALv8Jd36L+yK0hiRcIh4qlXTNjBqYP8cRJxbw8sqSHr7jVTj+w/K+f17KiECGNdvOG/VrmnTy5TwJMNL21+vrjPerHmT+967j3WN6xhTPoYzRp3BxIrgZjGvSWzh8XV3smTHa5SGyzm66mMcOljLg4jIHuiRfA2f7c7HTz+YSCS8y75IJMSYsUOYOnXEHt8fDYc576iDKYu26omJRvjayUcGGmtPqIyV8Km99qO0nR6frx9wdJ6iyo3PjTuBaGjXzxmzCIcN3puhJQO6de3Xt73OtcuuZWntUmqSNSyqWcQ1S65h6Y6l3bpus7pkDdct/TavbH2GmuRWNjS9x4NrbuZv7/0hkOuLSOHSMh9KinarqqqSX133BSZOGk44bEQiIY48ajI//+XZHa5afO2kI7nwmOn0i0WJhEIMqSjnP04/iRP36Ztrm/3o8FP4/JSDKAtHiFiIEeWVXDfjdA4bPibfoQVqYsVIrjrgXxlVVkXYQsRCEU4ZcQhXTPtCt69928rbiKfju+yLp+PcuerObl8b4IVNf6cp3UCanRXKhDcxb+tT1CS2BnIPESlQarQOZvjMzL4K/DswPrtrEfATd38oe9yA/wQuAgYBc4GvuvuiIO6fK1OmVDPr91+koT5OOBIiFuvcjysUMr528pF85cTDaYgn6FcS69FhoKBFQ2F+eOhJfP+QE2hIJqiI9u3P80EOGTyF/zvie9SnmigJRYmEwnt+0x4k0gk2x9vvJ3u34d1uXx/g7bpFJL1tL1vEoqxtfIf+0dwPdYqI9FVB9RStBr4LLCNTfTofuM/MDnH3+cBlwKXABcAS4D+Ax81sqrvvCCiGnCkrj3Xr/eFQiIrSkoCi6bq0O39etoBb33yNplSSj03Ym3/bbzoV0c7FFgmFqIzl//PkmpnRL1Ia2PUiFqE0XEpDqqHNsQHR7g3LNasqGcE7dW+SbtUckPIkA6NaekZEdsOBdOFUfLoqkOEzd7/f3R9x9+XuvtTdLwd2AEdmq0SXAFe7+z3uvpBM0lQJnBPE/aVjLn32If7zxSdZuHk9y7Zt5sb5cznjgdtoSiX3/GbpNjPj1OGnEgvtmmTHQjFOG3FaIPc4uuo0whbdZV+ICNVl4xheWljDnCISJM1TBDnoKTKzsJl9DqgA5gATgGrgseZz3L0BeBY4Kuj7S/ve2r6Zh95ZSkNy59BKUyrJ6trtPLRiSR4jKy6njzydk4adRCwUIxaKURoq5eMjPs7xQ48P5PrDS8dw7vjv0D8ymIjFCFuEyZUHcOH4HwRyfREpYEqKgnsk38z2B14ASoFa4Ax3X2BmzYnP+lZvWQ/0zfUu+qBX1q8h3E7/T30ywfNrVnLmpGl5iKr4hCzEWWPO4pOjPklNooYB0QFEQ9E9v7ETplQeyPf3uYntic2UhMsoC+du9m8RKSAFlNx0VZDzFC0BDgQGAp8CbjGz41scb/3Ttnb27TxodhGZxmzGjh0bYJjFaVh5P0LtJEWxUJiRFX1v3qTdaUoluGflqzy0eiGl4SifmzCdk0fs0+sawmOhGFUluevxMTMGxtRDJCLSGYElRe4eB5ZnX84zs0OBbwJXZfdVAy0fsRlG2+pRy+vNAmYBTJ8+XelrNx0zcjwV0Rj1icQukxKGQyE+N+WAPEYWnEQ6xfnP3czSmg00ZpcjeX3Lu5wxdgVX/EswPTsiIgVJjdZAbucpCgElwApgHXBK8wEzKwVmkOk5kh4QCYW4+6NnM2VQFaXhCOWRKEPL+vH7k89kVIFUip5cu5jlNRvfT4gAGlIJ7ln5Gu/WbcljZCIivZ2Dp7u+FYig5im6GniITCWo+amy44HT3N3N7FrgcjNbDCwFriDTd3R7EPeXjhnXfxCPnnEhq3ZsoymVYuKAwe0OqfVVz61fRn0q3mZ/2Ix5m1Yypl/3l+gQESlY6ikKbPisGvhT9ut2YD7wEXd/NHv8GqAMuIGdkzee2hfmKCpEYysH5juEnKgqqSBioTZrtGX6a8rzFJWIiPQVgSRF7n7BHo47MDO7ieTEmeMP5ta355JM7ZoUxUIRjh7eN5dWERHpEeopAoJ9+kwkr8b2G8wvpn+K779yb/a/b2dgrIzfHHkOsVDP/VFf17iRx9bNZn3jJqYNmMIJw46mLBzczNgiIjmh4TMlRVJYThyxN//46Hd4Y9taSkIR9h5Q3aOP4y/cvphrFt9IMp0iRYr529/kwTVPcPUBl9M/WtFjcYiIdJqSIiVF7Vmy6D0e+9trNDUmmHHyNA49ehKhUC4f1NvVutod3LlgASu2bmX6yFGcue++9It1b/21YhILRThwcO6WtHi3fj1/XzuHbfEdHDpkX46uOpBoKIK7c8Pym2lK72z2jqfjbE+kuPe9hzl//Fk5i0lEpHsKa2bqrlJS1MrdN/+DP/3uGeJNSdydfzy5iOlHTuKKaz7bIxWH19eu5Qv3/IVkOk08leKJt97ity+/zP2f/zxV5WoWzrd/bHiN/176p2wlKM2Lm+dz3+rZXHPgN9gW305tsr7Ne5Ke4qXNryspEhHp5Xqu/NEHbN5Yw603zaapMYFnM+bGhgTzXljOKy+81SMxfOex/9/evcZIdZdxHP8+cx+WLfdrwS0gxHKRtqwUG0qwtYJQE7y8UNS2L2h8oaYamxriJVsTUxNrEaNG7ZutiQ2aqI1oLBerNCnbhl7UFi0XQbcCLVeB5bLXxxfnkMzOzl7Y25mZ8/skJ2TOOTvn4ckzM8/8z3/O2cHl9nbaOjsBuNLRwanLl9iy94VROb70rq2rna2Hnqa1q53O8C70V7vaaL58gp0nmsgmM3T1cr0OzSkSkbLmQFfX4JcqoaaowKsvHiGZ7JmSq1faeeHP/xjx45+5fJnm/53vsb6jq4td/xqdpkx6d+hiM0bP0cLWrnb2nHqVcekbWFA7h0TRyyqbyLBm+upRilJEZJB0Q1g1RYWyuTRWIiOJhJHLj/ycnkwySW+3g8umdKZzpLg7r509wg8O/J4nD++k+dKpkvtlE32NBGUBeGj+Jmbkp5FLZMkncqQtzfsn1XP3tJUjFr+IyLBQU6Q5RYWWr5xfsidJp5N86CO3jvjxa7NZVsyaTdNbzXQUFFkulWLjkuq4P1m5cXcefeNX7Dm5n9bONpKW4Bf/fp6Hb97AvTfWd9t33thZ3JAeS2vr2W5lkk1kWDczaHrGZ8bxvaXf5FDLUc62nWNuTR1Tc7oxq4iUO9d1itBIUTe5fIZHt2wkPybDmJos+TEZ0pkUD35pDXPmTxuVGB5fu5abJkygJp1mTDpNLpXizro6Ni1bNirHj5uXzhxiz8n9XO1sw4EO76K1q4Pv/vMZzrd3nzRtZjQs/hzj0rXkk1nyySxpS7Fuxkpun7i4234LaueyYtIyNUQiIhVEI0VFltbP4Ze7HuGVpsO0tXVw6/K5jJtQM2rHn1JTw4777mffsWMcv3iBhVOmsmCyPlhHynJYftIAAAW7SURBVJ/e/htXS9wvLWUJ9p05xAenL+22vq5mBj9f8S1eO3eAi+2XWDRuHlNzuqeaiFQ4B6+iG7sOlpqiErK5NHd84ObIjm9mLJ81K7Ljx0kqkcIwvMd5UyNlyZJ/k7Qk9RMXjnxwIiKjSafPdPpM4m3dzNvIlrgFiOPcPmlBBBGJiEREE63VFEm8LRlfx6fnrCKTSJFNpMknM+SSGR5b+hnyKV1FXEQkTnT6TGJv07x7WD9zGU2nD5JLplk1ZRFj07rYoojEiHtVXYRxsNQUiQAz8hP52OwVUYchIhKdKjoNNlhqikRERATXSJGaIhEREamuCdODpYnWIiIiImikSERERBxdpwg1RSIiIgKgK1qrKRIREYk7B1wjRWqKREREYs9dI0VoorWIiIgIoJEiERERQafPQE2RiIiIgE6fAeYVcLEmMzsF/GcYn3IycHoYny+OlMOhUw6Hh/I4dMrh0A13DuvcfcowPl+fzOxZgv/DYJ1297XDFU9UKqIpGm5m9rK710cdRyVTDodOORweyuPQKYdDpxxWB020FhEREUFNkYiIiAgQ36boZ1EHUAWUw6FTDoeH8jh0yuHQKYdVIJZzikRERESKxXWkSERERKQbNUUiIiIixKgpMrMGM/Oi5e2o4ypnZrbKzH5nZsfCfD1QtN3CvB43sytm9hczWxRRuGVpADlsLFGXL0YUblkys81mts/MLpjZKTPbbmaLi/ZRLfZhgDlULfbBzD5vZn8Pc3jBzJrMbH3BdtVgFYhNUxQ6AMwoWJZEG07ZGwu8ATwEXCmx/RHgK8AXgfcBJ4FdZlY7ahGWv/5yCLCb7nW5bnRCqxirgR8DdwB3AR3AbjObWLCParFvq+k/h6Ba7Mt/ga8CtwH1wHPAM2b23nC7arAKxGaitZk1AJ9w98X97Ss9mVkL8AV3bwwfG3Ac+KG7fztclyd4I3jY3X8aVazlqjiH4bpGYLK73xtVXJXGzMYC54EN7r5dtXj9inMYrmtEtXhdzOwssJngl2eqwSoQt5GiueFpjKNmts3M5kYdUAWbA0wHdl5b4e5XgOcJvo3KwK00s5NmdtDMnjSzqVEHVOZqCd67zoWPVYvXrziH16gWB8DMkmb2SYKR4L2oBqtGnJqil4AHgA8DDxIU8F4zmxRlUBVsevjvO0Xr3ynYJv17FrgPuJtg6H058JyZZSONqrxtBf4KNIWPVYvXrziHoFrsl5ktCUd8W4GfAB9199dRDVaNVNQBjBZ3/2Ph43AC4RHgfuCJSIKqDsXnX63EOumFu28rePi6mb1CcPPj9cBvoomqfJnZE8BKYKW7dxZtVi0OQG85VC0OyAHgFmA88HHgKTNbXbBdNVjh4jRS1I27twD7gflRx1Khrv1yr/hb0FR6fluSAXL34wQTOlWXRcxsC/Ap4C53P1KwSbU4QH3ksAfVYk/u3ubuh939ZXffTDDa9mVUg1Ujtk2RmeWA9wAnoo6lQh0leCO459qKMKd3Epxjl0Ews8nAjaguuzGzrcBGgg/zN4s2qxYHoJ8cltpftdi/BJBFNVg1YnP6zMweB7YDzQTd+zeAGuCpKOMqZ+EvVN4dPkwA7zKzW4Cz7t5sZt8HvmZmbwIHga8DLcDTkQRchvrKYbg0AL8m+OC5CXiM4Bcrvx3tWMuVmf0I+CywAThnZte+jbe4e4u7u2qxb/3lMKzTBlSLvTKz7wB/AN4imKi+keBSB+tVg1XE3WOxANsIfjLZBhwjePEvjDqucl4IXvBeYmkMtxvBG+kJ4CqwB1gcddzltPSVQyAP7CD44GkjmL/RCMyOOu5yWnrJnwMNBfuoFoeQQ9XigHLYGOalNczTbmBNwXbVYBUssblOkYiIiEhfYjunSERERKSQmiIRERER1BSJiIiIAGqKRERERAA1RSIiIiKAmiIRERERQE2RiIiICKCmSERERARQUyQiIiICwP8BZMfmoR3oZooAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "figure(num=None, figsize=(10, 6))\n", + "plt.rcParams.update({'font.size': 14})\n", + "\n", + "# Pouvoir d'achat par année\n", + "plt.scatter(data.Wages, data.Wheat, c=data.Ind)\n", + "\n", + "cb = plt.colorbar()\n", + "cb.set_label('Years')\n", + "Ind_tick = cb.ax.get_yticklabels()\n", + "\n", + "cb.ax.set_yticklabels(list(map(str,data.Year(Ind_tick))))\n", + "\n", + "plt.title('Evolution des salaires et du prix du blé')\n", + "plt.xlabel('Wages (Schillings / weeks)')\n", + "plt.ylabel('Wheat price (Schillings / quarter of wheat)')\n", + "plt.tight_layout\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "int() argument must be a string, a bytes-like object or a number, not 'Text'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mInd_tick\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnumeric_string\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mnumeric_string\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mInd_tick\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mInd_tick\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnumeric_string\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mnumeric_string\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mInd_tick\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m: int() argument must be a string, a bytes-like object or a number, not 'Text'" + ] + } + ], + "source": [ + "Ind_tick = [int(numeric_string) for numeric_string in Ind_tick]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"Text(1,0.387755,'20')\"" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "A = Ind_tick[1]\n", + "str(A)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { -- 2.18.1