From 090084c527107a899d764bf16e8615f88600868b Mon Sep 17 00:00:00 2001 From: 1e4d23f374d1dc1ab421f4aca9eae828 <1e4d23f374d1dc1ab421f4aca9eae828@app-learninglab.inria.fr> Date: Tue, 22 Apr 2025 12:17:48 +0000 Subject: [PATCH] no commit message --- module3/exo3/exercice_en.ipynb | 91 +++++++++++++++++++++++++++------- 1 file changed, 74 insertions(+), 17 deletions(-) diff --git a/module3/exo3/exercice_en.ipynb b/module3/exo3/exercice_en.ipynb index 860b38b..8c14f63 100644 --- a/module3/exo3/exercice_en.ipynb +++ b/module3/exo3/exercice_en.ipynb @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 109, "metadata": {}, "outputs": [], "source": [ @@ -63,24 +63,24 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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T+to+MxdlZmtmtk6ePLlWZUuSpAZS0wATEZcAfwpcnpk7KpZPjojm8uMTgVnAE7WsTZIkFUfVhpAi4pvAq4FJEbEW+ASls46OAO6LCIB/L59xdCHw6YjoBLqA6zNzS59vLEmSDntVCzCZeXUfi7/az7p3AXdVqxZJkjS8OBOvJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqnJZ6F6DBu+FTt+z1/Auf+ECdKpEkqb7sgZEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVjgJEkSYVTtQATEbdFxPMRsaJi2YSIuC8iHivfH1Px2kcj4vGIeDQiLq5WXZIkqfiq2QNzO3DJPsv+DPhxZs4Cflx+TkTMBRYCp5S3+d8R0VzF2iRJUoFVLcBk5s+ALfssvgL4Wvnx14A3VSz/Vma2Z+aTwOPAWdWqTZIkFVutj4H5rcxcD1C+P7a8/HjgmYr11paXSZIk7adRDuKNPpZlnytGXBcRSyNi6caNG6tcliRJakS1DjAbIuI4gPL98+Xla4FpFetNBZ7t6w0yc1FmtmZm6+TJk6tarCRJaky1DjDfA64pP74GuKdi+cKIOCIiZgKzgF/VuDZJklQQLdV644j4JvBqYFJErAU+AfxP4O8j4t3A08CVAJm5MiL+HlgFdAJ/nJld1apNkiQV26ACTEScDzyQmS9GxO8CpwO3ZOZT/W2TmVf389Lr+ln/s8BnB1OPJEk6vA12COnLwI6ImA/8CfAU8LdVq0qSJOkABhtgOjMzKc3Xcktm3gKMqV5ZkiRJ/RvsMTDbI+KjwO8CF5ZnyR1RvbIkSZL6N9gemLcD7cC7M/M5SpPM/WXVqpIkSTqAQfXAlEPLzRXPn8ZjYCRJUoUbPnXLfsu+8IkPHPQ6gzHYs5C2s//MuC8AS4EbM/OJg/5kSZKkQzTYY2BupjQz7jcoTfu/EPht4FHgNkrzvUiSJNXEYAPMJZl5dsXzRRHx75n56Yj4WDUKkxrFUHV3SpKGzmAP4u2OiKsioql8u6ritT4vuihJklQtgw0w7wR+j9LFFzeUH/9uRBwFvK9KtUmSJPVpsGchPQFc1s/LPx+6ciRJkgY22LOQJgPvBWZUbpOZ76pOWZIkSf0b7EG89wD/BvwI8CrRkiSprgYbYI7OzD+taiWSJEmDNNiDeO+NiDdWtRJJkqRBGmyA+QClELMzIrZFxPaI2FbNwiRJkvoz2LOQxlS7EEnal5MISurPAQNMRMzJzEci4vS+Xs/M/6xOWZIkSf0bqAfmRkqnT9/Ux2sJvHbIK5IkSRrAAQNMZr63fP+a2pRTHHZtS5JUPwMNIb3lQK9n5j8MbTmSJEkDG2gIqb/LB0BpCMkAI0mSam6gIaT/WqtCJEmSBmugIaQPHej1zLx5aMuRJEka2EBDSM7/IknSEPDkj6E10BDSp2pVyOHML7UkDR1/px4eBhpC+pPM/FxEfInSQbt7ycz/VrXKJEmS+jHQENLD5ful1S5E0h77/gXpX4+StLeBhpD+sXz/tdqUI0lS43A4qnEN6mKOEXES8GFgRuU2memlBCRJUs0NKsAAdwK3An8NdFWvHEmSpIENNsB0ZuaXq1pJDdgVODz47yhJGugspAnlh/8YEX8EfBdo73k9M7dUsTZJkqQ+DdQDs4zS6dNRfv7hfV4/ccgrkiRJGsBAAebtwDOZuR4gIq4B3gqsAT55KB8YEbOBb1csOhH4H8B44L3AxvLyj2XmDw7lMyTpUDg8eXhxuoJiaxrg9VspDxlFxIXA/wN8DXgBWHQoH5iZj2bmgsxcAJwB7KA0NAXwhZ7XDC+SJKk/A/XANFcc5/J2YFFm3gXcFREPDMHnvw5YnZlPRcSAK0uSJMEgAkxEtGRmJ6Wwcd1BbDsYC4FvVjx/X0T8PqWZf2/MzN8MwWdIGoBDJyoKh33UY6AhpG8CP42Ie4CdwL8BRMTLKQ0jHbKIGAlcTmmOGYAvAy8DFgDrgZv62e66iFgaEUs3btzY1yqSJGmYG+hSAp+NiB8DxwE/zMyeCzo2Ae9/iZ/9BuA/M3ND+bM29LwQEV8B7u2npkWUj79pbW3d7wKTkiRp8IraizXgMFBm/nsfy349BJ99NRXDRxFxXM/ZTsCbgRVD8BmHxC5KHQqHYaTDl/uN2huK41gOWkQcDVwE/EHF4s9FxAJK886s2ec1SZKkXnUJMJm5A5i4z7Lfq0ct1WYqlyRp6NUlwFSDQUGSpMPHQGchSZIkNZxh0wMjFYEH+krS0DDASKoLh30lvRQOIUmSpMIxwEiSpMJxCEmHNY9JUb35HZQOjT0wkiSpcAwwkiSpcAwwkiSpcAwwkiSpcAwwkiSpcDwLSRrmnDBO0nBkD4wkSSocA4wkSSocA4wkSSocA4wkSSocD+KVJFWVB5KrGgwwqgmv9zI8uCOS1CgMMJIkDVPD+Y8Mj4GRJEmFY4CRJEmF4xCSJEkFM5yHhgbLACNJkg6oEQOTAeYwNJRnBB0O7yXty++XVH8GGEmSGohheHA8iFeSJBWOPTDql93kjc1/n4NzOLTX4fAzSj3sgZEkSYVjgJEkSYXjEJIk6ZB45qDqyR4YSZJUOAYYSZJUOHUZQoqINcB2oAvozMzWiJgAfBuYAawBrsrM39SjPknFsu/wg0MP0vBXzx6Y12TmgsxsLT//M+DHmTkL+HH5uSRJ0n4aaQjpCuBr5cdfA95Ux1okSVIDq9dZSAn8MCIS+D+ZuQj4rcxcD5CZ6yPi2DrVJkkvmWfVSNVVrwBzfmY+Ww4p90XEI4PdMCKuA64DmD59erXqkyRJDawuQ0iZ+Wz5/nngu8BZwIaIOA6gfP98P9suyszWzGydPHlyrUqWJEkNpOYBJiJGRcSYnsfA64EVwPeAa8qrXQPcU+vaJElSMdRjCOm3gO9GRM/nfyMz/yki/gP4+4h4N/A0cGUdapMkSQVQ8wCTmU8A8/tYvhl4Xa3rKRIPAJRUKx6ErEbntZCGGX/pqN78DjY2/300XDTSPDCSJEmDYoCRJEmF4xCSJDU4h32k/dkDI0mSCscAI0mSCscAI0mSCscAI0mSCscAI0mSCscAI0mSCscAI0mSCscAI0mSCseJ7CRJ0pAYzASLQzUJowFGGoAznkpS43EISZIkFY4BRpIkFY4BRpIkFY7HwEhqWB5/JKk/BphD5C9WSZLqxyEkSZJUOPbASJJUA/bcDy0DTAPwS619+Z2QDp3/fw4PBhhJkvphGGpch1WA8Ys4PPjvKEk6rAKMJB2I4fjw4r93sXkWkiRJKhx7YCT5l6gKw++qehhg+uB/EB0KvzfS4cv//7U3bAJMo355GrUuSZJ6tbXBc8/BzJnQ3FzvagZl2AQYqQgMtJJqascOWLkSnnoKNmzY65blW2zYQOzYUVp/3TqYMqW+NQ+SAUZSXRjmpCGUWQopy5f33vLBB+Gxx4jMPatF0DFhErsnTqJ94mR2n3I6uy+cxO6Jk5n88umMHz26jj/EwTHA6LDmTlT15ndQB62tDR56aE9QKd/Htm29q+ycPoPtJ81l+0WX0zbrZHZOm8HuiZPpOGYC2dL3rn/08WMZP/aoWv0UL5kBRpKkRtTdDU8+WQoqDz4Iy5fTvXw5TatX967SOXoMbbPnsv2Nbyndzz6FF18+h65Ro+pYeG0YYKRhzr/wpQLZvh3uuou84w5YsoR48UWgNPSz84QT2T57Lm1vfBvbT5pL2+yT2TVlGkTUuej6qHmAiYhpwN8Cvw10A4sy85aI+CTwXmBjedWPZeYPal2fJEk11dEB990Hf/d35D33EDt3smv6DDa+aSFts0+h7aSTaXv5bLqPOrrelTaUevTAdAI3ZuZ/RsQYYFlE3Fd+7QuZ+fk61CRJqhJ7AfuQCUuXwte/Tn7zm8TGjXSMP4bnLr+K5y6/khfmn3HY9qwMVs0DTGauB9aXH2+PiIeB42tdh2rLX2DDg/+O0ku0YQP89V+Tf/d3xKOP0j3yCDa++iKeu+xtbHrla8mRI+tdYWHU9RiYiJgBvAL4JXA+8L6I+H1gKaVemt/UrzpJkobIqlVw882l4LJ7N1tbz2H9p27i+ddfSufYcfWurpDqFmAiYjRwF/DBzNwWEV8GPgNk+f4m4F19bHcdcB3A9OnTa1ewJEkHIxN+8hPy858nfvADuo84knVvvpqnr/kDdp5wYr2rK7y6BJiIGEEpvNyRmf8AkJkbKl7/CnBvX9tm5iJgEUBra2v2tY4ObCiHAQ6H95L25fdLB9TRAXfeWQou999Px4RJPPO+P2HtwmvoOGZivasbNupxFlIAXwUezsybK5YfVz4+BuDNwIpa16a9+Uu6sfnvc3AOh/Y6HH7GhvbCC6XjW265hXjmGXacOIunPvl5nrvsrXQfWZwJ4oqiHj0w5wO/BzwUEQ+Ul30MuDoiFlAaQloD/EEdapMkDZK9ppR6W374wz2nQO/axdYzz+WpP/ssmy78HWhqqneFw1Y9zkL6OdDXuWHO+SLpkBR256diyoT/+I/SKdDf+taeU6DftJBn37yQ7fMW1LvCw4Iz8UqSNBhPPlkKLV//OvHrX/eeAr3+sivZ/MrXeAp0jRlgJKkK7BUaBrq64P774Yc/JL//fWLxYgC2nnku6z99M89f9F88BbqODDCSJPV46qnStP4//CH54x8TW7YA0DbnFDZ88GOs/y9voX3K1DoXKYDILO6ZyK2trbl06dJ6lyFJVXXDp27Zb5k9PENkyxb4t3+D++4j77uP+PWvAWg/9rfZfO6FbDnvVWw550J2T5pc50Kr75Tjx3LcuPqfLRURyzKzdaD17IGRJA1/nZ3w61/Dgw/C8uWwfDndy5fTtHYtAF1HHc1vzjyXzW/+XbacdyEvvmy21yJqcAYYSWpw9rYchEx45hl4+GFYuRIeeoh88EFYtYpobwege8QIdpw4i+2vOIe2t5/MtnkL2LqglRx5RJ2L18EwwEiSiqerq3RW0KpVpbCyahW5ahU88gjR1ta72u7Jx7LtpFNoe8e7aZs9l7aT5vLizJd7xtAwYICRJDW29nZ46CFYtgyWLSOXLYOVK3t7VADaf+s42k6cxYtvWsiLJ87ixZedxIsnzqJjwqQ6Fq5qMsBIkhrHrl2lY1Qqw8qKFURnJwAd48azbe5ptF39X2l7+WxefNlsXpz5crrGjK1z4ao1A4wkqbY6OmDNGnjssb1u3Y89Rjz1FNHdXVpt/DFsm3sa2679Q7bPPY1tp5zGruOne3CtAAOMJGmoZcLWraWQ8uSTpfs1a2D16lJIefLJ3h4VgM7RY9hxwonsmHMaO17/JtrmnFIKK1OmGVbULwOMJGnwurtLc6ds2LDn9txzpQng1qwhy6Eltm3ba7PO0WPYOe0Edpw4hx2veSM7ps8shZYTZpaOUzGo6CAZYCTpcNfVBZs37x1IKgPKhg1k+RYbN+7Ve9L7FkePYufx09h5/HR2zmtl15Rp7Jw6nV3HT2PnlGl0jhtfhx9Mw5kBRpKGk44OeOGFUi/J5s3932/eTD7/fCmgbNzYe9xJpe6RI+mYOJn2iZNpnziJ3S+by+6Jk8u3Sewuv7Z74uRSQLEXRTVkgJGkesuEnTth27a9b9u3779sn+W5bRv5wjbYvo3Yto3YubP/j4mgc9x4OsYfQ8fY8eye8NvsnnVqKZBMmlQKI5OO7Q0pnWPGGkrUsAwwklQtHR3w9NPw7LP7HzNSOSyzYcMBg0eP7pYWusaMpXPUaLpGj6Fj1Bi6Ro2n89hpdI4eQ+fo0XSNGkPn6DGlkDJuPB3jJ9AxrvS4c+w4aGqqwQ8uVZ8BRpJeim3bYPVqeOKJ0n35cffq1cTTTxNdXXutnhF0TJjE7onlHo9TW9n96knsPmYinWPG0jVqNJ2jymFk9Jjex52jxzjVvVTBACNJB9LdDevX7xVOWL2aLD+OTZv2Wr3jmAnsmHYCO+cRJt0TAAANE0lEQVTMZ+dFV7Bz2nR2/daUPUMzx0yA5uY6/TDS8GGAkSQozQD78MN7rlb82GOlkPLkk8SuXb2rZVMT7VOm8uLUE9j56kvYOe0Edk6bwc7pM9gx9QRnhJVqxAAj6fCSCevWlULK8uXw4IPk8uXw6KO9wz3dRxzJjhknsmPqDHae/Sp2TJvBzqmloLJrylRyxIg6/xCSDDCShq8dO0pXKy73qmQ5tMSWLb2r7Dp+GttnnUzbK1/P9jmlqxXvmD7TYR6pwRlgJBVbZulA2g0b4NFH9+5Veeyx3vlNuo4eRdusOWx/7Rtpmz2X7bNP4cVZc0pn5kgqHAOMpMbTcy2dfWaDrTwNOSueR3v7XpvvnHYC22efQtvrLmX7SaVelZ3TTvAUYmkYMcBIqr7OzlIg6WtG2I0b956u/rnniOefJ3bv3u9tsqmJjp7TjydMZveCs3pngt09cTI7p82g7aST6Ro1ug4/pKRaMsBIOrD29r5ngx1gxth84QVyyxZiyxZi69Z+3z6bm0uhZNKxtE+YxO4zTtwzXf2kyRXT1U+iY7ynIEsqMcBItZBZumBeR0fp1tlZCgYD3To6SvOQdHeXtu/vcWfnnvet/Ix9Hx9oWWcnuXs3bN9Obt9euprwtm199oTs9+M1NfXOENs5qjTpWueoMXScPJ2O8cfsmb5+3DG9s8J2jDum9NqYsQ7tSDpoBhhVT2Zp59jVtedWuQPd97Z794F3vn3tdHves+dzDvS4so7KevZ9XLFd9vEe2RMcOrsg9w8U0bNNRZ19Xb232rpHjCCbW8iWFnLECLK5mWwZQba00N3SUnrc3Ex3eVk2t9A9YgSdE4+ja/qs3iBSmg12dGmG2HIw6Ro1is4xY3tnie0+8iivmSOppgwwjSyz9Fd4T/d8z317+4F3xP3tkPvbsffsaCtvlcs6OkqfuWsXWb6nvZ3c1Q7tpcexa9d+O/rIrE+zNTX17pBpbirtxJuayeYmsrkZmppLO/Pm5vLy5optmnvX725uLu/8jyCPqtiuqYlsaoLoeb8gowmamkrv1/NeLSPKQaFlz/PmFnJEOSyMHFm6jTiC7Hk88og99yNGltZtai69dzSRzU0Vj5tLNTRFqeYRe4JI6TUDhaTha3gFmF/8ojRBVc9fw/11uVfeMku3Az0e6DbQ9n0NH/TxOHfvhra2vcJKNf9yz4jyX+blHXfPzq9nh9uzM29poatnxzpiJN1HjaV73BF772xHjtxr55lNzXvCQ89Ov+Jzev/qHzFiT29AS0tpp135ekVN3Xv1Iowgm5tK6zU3Q0+t7rgl6bAwvALM5z4H3/teVT+i96/vnr/AI8qPgSj/JR5RetzUBJQft5R2sHvtrCt3zuWddtexU+maOarUNV++4mzn0aN6u++7Ro2ma+QRpR12U9OekNHcVA4NzXt6G1pGlB639KzTUnpc7knwuANJUlENrwDzpS/xq+s+TGfG3t3rPV3wPcuC3m743qDREzrK93tCSHNFYPEve0mSGsHwCjDTp7Nj55F0dtXn2AtJklQbjiFIkqTCMcBIkqTCabgAExGXRMSjEfF4RPxZveuRJEmNp6ECTEQ0A/8f8AZgLnB1RMytb1WSJKnRNFSAAc4CHs/MJzJzN/At4Io61yRJkhpMo52FdDzwTMXztcDZB/MGTRE0NXkWkiRJByMo1lQhjRZg+mq9vdJIRFwHXAcwffr0/Va+8KTJVSlMkiQ1jkYbQloLTKt4PhV4tnKFzFyUma2Z2Tp5smFFkqTDUaMFmP8AZkXEzIgYCSwEqnttAEmSVDgNNYSUmZ0R8T7gn4Fm4LbMXFnnsiRJUoNpqAADkJk/AH5Q7zokSVLjarQhJEmSpAEZYCRJUuEYYCRJUuEYYCRJUuEYYCRJUuEYYCRJUuEYYCRJUuEYYCRJUuEYYCRJUuEYYCRJUuFEZta7hkMWERuBp/ZZPAnYVIdyhkKRa4di11/k2qHY9Vt7/RS5fmuvn2rXf0JmTh5opUIHmL5ExNLMbK13HYeiyLVDsesvcu1Q7PqtvX6KXL+110+j1O8QkiRJKhwDjCRJKpzhGGAW1buAl6DItUOx6y9y7VDs+q29fopcv7XXT0PUP+yOgZEkScPfcOyBkSRJw1zDB5iIuC0ino+IFRXLPhkR6yLigfLtjeXl76xY9kBEdEfEgvJrZ0TEQxHxeET8vxERBav/JxHxaMVrxzZY7SMi4mvlNn44Ij5asU0R2v5A9Td624+MiL8p1/5gRLy6Ypuat/0Q1l7zdu+v/vLy95frWRkRn6tY/tFy+z4aERdXLG+Itj/E2hviO99f7RExMSL+NSLaIuKv9lm/YX7fHGL9jd72F0XEsnIbL4uI11asX9u2z8yGvgEXAqcDKyqWfRL48ADbnQo8UfH8V8C5QAD/F3hDwer/CdDaqG0PvAP4Vvnx0cAaYEZR2n6A+hu97f8Y+Jvy42OBZUBTvdp+CGuvebsfoP7XAD8CjuiptXw/F3gQOAKYCawGmhus7Q+l9kb5zvdX+yjglcD1wF/t8z6N9PvmUOpv9LZ/BTCl/HgesK5ebd/wPTCZ+TNgyyFsejXwTYCIOA4Ym5lLstTKfwu8aeiq7N9Q1F8vB1l7AqMiogU4CtgNbCtQ2/dZf7VqG7CYg6t9LvDj8nbPA1uB1nq1/VDUXqXSBqWf+v8Q+J+Z2V5e5/ny8isoBd/2zHwSeBw4q8Ha/qBqr3aN/TmY2jPzxcz8ObCrcuUG/H1zUPXXy0HWfn9mPlteZyVwZEQcUY+2b/gAcwDvi4jl5a6vY/p4/e3sCQDHA2srXltbXlZPB1N/j78pdyn+91p1i/ajr9q/A7wIrAeeBj6fmVsoTtv3V3+PRm77B4ErIqIlImYCZwDTaLy2P5jaezRKu58EXBARv4yIn0bEmeXlxwPPVKzX08aN1PYHW3uPRmj7/mrvTyO1Oxx8/T2K0vZvBe4vh5yat31RA8yXgZcBCyjtcG6qfDEizgZ2ZGbPeF5fX4B6nn51sPUDvDMzTwUuKN9+r0a17qu/2s8CuoAplLqjb4yIEylO2/dXPzR+299G6ZfFUuCLwGKgk8Zq+4OtHRqn3QFagGOAc4CPAH9f3rH018aN1PYHWzs0Ttv3V3t/Gqnd4eDrh4K0fUScAvwv4A96FvXxHlVt+0IGmMzckJldmdkNfIX9uz0XsnfvxVpgasXzqcCz1Mkh1E9mrivfbwe+0cc2NXGA2t8B/FNmdpS7Gn9BaSigKG3fX/0N3/aZ2ZmZN2Tmgsy8AhgPPEYDtf0h1N4w7V62FviHLPkV0E3pejBr2bvHqKeNG6btOfjaG6nt+6v9QOs3SrvDwddfiLaPiKnAd4Hfz8zVFevXtO0LGWDKY2093gxUnu3QBFwJfKtnWWauB7ZHxDnlBPn7wD01Knc/B1t/uXu954szAri0cptaOkDtTwOvjZJRlFL7IwVq+z7rL0LbR8TR5ZqJiIuAzsxc1Uhtf7C1N1K7l90NvLZcz0nASEoXs/sesLB8DMBMYBbwq0Zqew6y9gZr+/5q71ODtTscZP1FaPuIGA98H/hoZv6iZ+W6tH3W8EjnQ7lR6olYD3RQSnjvBv4OeAhYTuk/4XEV678a+Pc+3qeV0hdhNfBXlCfxK0L9lI5YX1ZefyVwC+WzBRqldmA0cGe5vlXAR4rU9v3VX5C2nwE8CjxM6ayBE+rZ9kNRe73a/QD1jwS+Xm7L/wReW7H+n5fb91EqzrpooLY/qNob7Dt/oNrXUDrwtK28/tx6tftQ1V+Etgc+Tul4wQcqbj1nKNW07Z2JV5IkFU4hh5AkSdLhzQAjSZIKxwAjSZIKxwAjSZIKxwAjSZIKxwAjqabKc+38PCLeULHsqoj4p3rWJalYPI1aUs1FxDxK8+68AmimNJfEJblnVs9Dec+WzOwceE1Jw4EBRlJdRMTnKE2INQrYnpmfiYhrgD+mNInWYuB9mdkdEYuA0yldKfzbmfnp8nusBf4PcAmlaylNBd5LaUKuhzLzd2v8Y0mqkZZ6FyDpsPUpSjN87gZay70ybwbOy8zOcmhZSOl6MH+WmVsiogX414j4TmauKr/Pi5l5PkBErKc0m+/u8pTnkoYpA4ykusjMFyPi20BbZrZHxO8AZwJLyxe9PQp4prz61RHxbkq/s6ZQmna9J8B8u+JtVwJfj4h7KF3LRdIwZYCRVE/d5RtAALdl5n+vXCEiZgEfAM7KzK0R8XXgyIpVXqx4fDHwKuAK4OMRMS8zu6pWvaS68SwkSY3iR8BVFVfjnRgR04GxwHZgW/mq1hf3tXFENANTM/NfgI8Ak4Gja1K5pJqzB0ZSQ8jMhyLiU8CPIqKJ0oG41wNLKQ0XrQCeAH7Rz1u0AN+IiDGU/jj7X5m5vfqVS6oHz0KSJEmF4xCSJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqHAOMJEkqnP8fAZCB81905u0AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { @@ -90,9 +90,18 @@ } ], "source": [ - "plt.figure()\n", - "raw_data['Wheat'].plot()\n", - "raw_data['Wages'].plot()" + "fig, ax = plt.subplots(1,1,figsize=(9,6))\n", + "down = 3.0*raw_data['Wheat']/4\n", + "raw_data['Wheat'].plot.bar(bottom=down, color='#708090', label='Wheat price')\n", + "ax1 = raw_data['Wages'].plot(color='red', label='Wages')\n", + "ax1.fill_between(raw_data.index,0,raw_data['Wages'], alpha=0.3 )\n", + "\n", + "ax.set_ylabel('Shillings')\n", + "ax.set_xlabel('Years')\n", + "ax.set_xticklabels(raw_data['Year'])\n", + "import matplotlib.ticker as ticker\n", + "ax.xaxis.set_major_locator(ticker.MultipleLocator(5))\n", + "ax.legend()" ] }, { @@ -106,10 +115,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 103, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots(1,1,figsize=(9,6))\n", + "ax1 = raw_data['Wheat'].plot.bar(color='#1f77b4', label='Wheat price')\n", + "ax1.set_ylabel('Shillings per quarter',color='#1f77b4')\n", + "ax1.tick_params(axis='y', labelcolor='#1f77b4')\n", + "\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(raw_data['Wages'],color='red', label='Wages')\n", + "ax2.set_ylabel('Shillings per week', color='red')\n", + "ax2.tick_params(axis='y', labelcolor='red')\n", + "\n", + "ax1.legend()\n", + "ax1.set_xlabel('Years')\n", + "ax1.set_xticklabels(raw_data['Year'],rotation=0)\n", + "ax1.xaxis.set_major_locator(ticker.MultipleLocator(5))" + ] }, { "cell_type": "markdown", @@ -117,21 +154,41 @@ "source": [ "#### Mission 3: Highlight our key points\n", "\n", - "We define purchasing power as the **quantity of wheat a worker can buy with a weekly salary**, which varies with time. " + "We define purchasing power as the **quantity of wheat a worker can buy with a weekly salary**, which varies with time. Playfaire wants to prove that workers' purchasing power had increased with time, and the purchasing power - year graph has also shown a trend that purchasing power is growing." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 108, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "purchasing_power = raw_data['Wages'] / raw_data['Wheat']\n", + "fig, ax = plt.subplots(1,1,figsize=(9,6))\n", + "ax.plot(purchasing_power, label='Purchasing power')\n", + "ax.set_xlabel('Years')\n", + "ax.set_xticklabels(raw_data['Year'],rotation=0)\n", + "ax.xaxis.set_major_locator(ticker.MultipleLocator(5))" + ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Think about another method to present the advancement of time, to prove that workers' purchasing power increasing with time." + "Think about another method to present the advancement of time, to prove that workers' purchasing power increasing with time: applying a **10 years mean on purchasing power**, so we can see it works better or not?" ] }, { -- 2.18.1