{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Research reproductable: work in pairs\n", "\n", "### Subject 2: Purchasing power of English workers from the 16th to the 19th century\n", "\n", "This document focus on reproducing William Playfair's research. William Playfair was a Scottish engineer and political economist. He has conducted a research about the purchasing power of English workers, including the wheat price and average salaries from 1565 to 1821. The most innovative contribution of him is his method to present his data: by the histogram." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_url = \"https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "raw_data = pd.read_csv(data_url, usecols=[1, 2, 3])\n", "# raw_data.rename(columns = {'Wheat':'Wheat Price(shillings/quarter)', 'Wages':'Wages(shillings/week)'}, inplace=True)\n", "# raw_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Tips on data:\n", "- Until our time, 1 pound sterling = 20 shillings, and 1 shilling = 12 pences.\n", "- Wheat price is given in shillings per quarter, and 1 quarter = 15 British pounds = 6.8kg.\n", "- Salaries is given in shillings per week." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mission 1: Reproduce Playfair's graph\n", "\n", "Playfair presented wheat price by bars, and salaries by a blue surface delimited by red curve. The two graphs are plotted in the same figure." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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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": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "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()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mission 2: Improvement of data visulization\n", "\n", "To improve his presentation, we use two vertical axes on the left and right respectively; and plot the two graphs ensemble." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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EJCL1HqICPs88t9c/FfgWCALfAZOA5sC7bq9/PE7QurC+axMREUkGld1pF/B54lBJ4xaX/rCAz3MfcF+51QWUPOtGREREJMFpxnIRERGRKGhktoiIiFRL3YeVU0uUiIiISBQUokRERESioBAlIiIiEgWFKBEREZEoKESJiIiIREF354mIiCSQ8nfC6S64xKWWKBEREZEoKESJiIiIREEhSkRERCQKClEiIiIiUVCIEhEREYmCQpSIiIhIFBSiRERERKKgECUiIiISBYUoERERkSgoRImIiIhEQSFKREREJAoKUSIiIiJRUIgSERERiYJClIiIiEgUFKJEREREoqAQJSIiIhIFhSgRERGRKChEiYiIiERBIUpEREQkCgpRIiIiIlFQiBIRERGJgkKUiIiISBQUokRERESioBAlIiIiEgWFKBEREZEoVBui3F5/itvrX1JfxYiIiIgki2pDVMDnKQa+d3v93eupHhEREZGkkBrBPp2AHLfX/w2QV7Iy4POMjllVIiIiIgkukhB1f8yrEBEREUkyNQ4sD/g8XwABIC30eT7wbYzrEhEREUloNYYot9d/LTAVeDG0qgswLZZFiYiIiCS6SKY4uAEYBuwGCPg8K4AOsSxKREREpF4YM76Sdb5IDo0kRBUEfJ4DJQturz8VsBEXJyIiIpK4xmLMZaVLxjwPtI/kwEgGln/h9vrvAZq6vf4RwPXAh9FUKSIiIpJgzgemY0wxcA6wA2uvj+TASFqivMBWYDHwB2BGwOf5c7SVioiIiMSdMVkYkwU0Ba4B7sIZuvRAaH2NImmJuing8zwFvFSywu31/zG0TkRERCQZLcQZnmTC3j2hlwWOqOkEkYSoK4HygemqStaJiIiIJAdrexzqKaoMUW6v/xLgUuAIt9c/PWxTC2D7oX6x1J7b6y+zHPB54lSJiIhIA2FMM+A2oDvWTsCYnkAvrP2opkOra4nKBjYB7YDHw9bvAX44hHJFREREEsXfcbr2hoaWc4EpQPQhKuDzrHV7/blAXmimchEREZH4MuZsnCFFLuBlrK04p5MxpwFPAmnANqw9tZozHom1F2PMJQBYux9jTCSlVHt3XsDnKQL2ub3+VpGcTERERCRmjHEBz+FMRdAHuARj+pTbpzXwPDAaa/sCF9Zw1gMY05SSOTCNORIoiKScSAaW5wOL3V7/f4G8kpUBn+fmSL5AREREpI6cAKzE2tUAGPM2MAZYGrbPpcC/sHYdANZuqeGc9wEfA90wZjLOU1quiqSYSEKUP/QSERERibVUY8yCsOVJ1tpJoc9dgPVh23KBIeWOPwpIw5hZODfDPYW1b1T5bdb+F2O+BU7Emebgj1i7LaJCa9oh4PO8HsmJREREROpA0Fo7uIptlY1VKv8oulTgOOBMnIk052DMXKz9qfIzGoPTPXgE1j6AMd0x5gSs/aamQmsMUW6vvyfwN5y+xyYl6wM+T42TUImIiIjUoVygW9hyV2BjJftsw9o8IA9jvgQGApWHKGf8VDFwBvAAziwE7wHH11RMJI99+TvwAhAETgfeAN6M4DgRERGRujQf6IkxPTAmHRgHTC+3zwfAKRiTGpoDagiwrJpzDsHaG3DGgIO1O4H0SIqJZExU04DPM9Pt9ZuAz7MW+Kvb6/8KZyBWVNxef2vgZaAfTjPc1cBy4B3ADQSAiwI+z85ov0NEREQaGGuDGHMj8AnOFAevYm0OxlwX2j4Ra5dhzMc4c1oW40yDsKSasxaG7voruTuvfei4GkXSEpXv9vpTgBVur/9Gt9f/W6BDJCevxlPAxwGfpzdOE9synAcdzwz4PD2BmaFlERERkYOsnYG1R2HtkVj7UGjdRKydGLbPo1jbB2v7Ye2TNZzxaeB9oAPGPATMBv5fJKVE0hJ1C9AMuBl4EKfP8MpITl4Zt9ffEhhO6PbBgM9zADjg9vrHAKeFdnsdmAXcHe33iIiIiNTI2skYsxBnILoBfoO11XX/lYrk7rz5oY97gd9HXeRBRwBbgb+7vf6BOFOt/xE4LODzbAp95ya313+orV0iIiIi1TPmAeAr4LXQYPSIRXJ33udUvH2QgM9zRm2+qNx3HgvcFPB55rm9/qeoRdedMWYCMAEgPT2icV8iIiIiVQkAlwBPY8wenED1JdZ+UNOBkXTn3RH2uQlwAc6detHKBXIDPs+80PJUnBC12e31dwq1QnUCKp1hNDTh1iSAzMzMCuFOREREJGLWvgq8ijEdgYtwcs8EnIk6qxVJd97Ccqu+dnv9UT+QOODz/Oz2+te7vf5eAZ9nOU4f5NLQ60rAF3qvMQGKiIiIHBJjXsaZC3MzTivUWODbSA6NpDsvK2wxBWcW0I61r7KMm4DJbq8/HViNM9YqBXjX7fWPB9ZR8wMDRURERA5VW5zpEnYBO3Am6oyoxy2S7ryFOGOiDE433hpgfHR1OgI+zyKgsindzzyU84qIiIjUirW/BcCYo4GRwOcY48LarjUdGkl3Xo9DLlBEREQkERkzCjgFZ/qlNsBnON16NYqkO+/86rYHfJ5/RfJFIiIiIgnoHOBL4CmsLf8cvmpF0p03HhiKk8zAeX7eLOAXnG4+hSgRERFJTs5z86ISSYiyQJ+SiTBD0w88F/B56mLiTREREZGkFMmz89wlASpkM3BUjOoRERERSQqRtETNcnv9nwD/xGmVGgd8HtOqRERERGLNGBfwOtZeHs3hNbZEBXyeG4GJwEBgEDAp4PPcFM2XiYiIiCQMa4uA9hgT1XPkImmJIuDzvA+8H80XiIiIiCSwAPA1xkwHDj6A2NonajowohAlIiIi0kBtDL1SiOB5eeEUokRERKTxsvZ+AIzJxNq8GvYuo9oxUW6v3+X2+v9xCKWJiIiIJC5jTsKYpcCy0PJAjHk+kkOrDVEBn6cIaB96ULCIiIhIQ/MkzjPztgNg7fc4j4CpUSTdeQHga7fXX2bAVcDnqXHAlYiIiEjCs3Y9xoSvKYrksEhCVNQDrkRERKTxcHv9FdYFfJ5a71PP1mPMUMCGpjq4mZKuvRrUGKICPs/9AG6vPzPg89RqwJWIiIhIgrsOeAroAmwAPgEiep5ejSHK7fWfBLwCNAe6u73+gcAfAj7P9VGXKyIiIpIIrN0GXBbNoZE8O6/MgKuAzxPxgCsRERGRhGbMERjzIcZsxZgtGPMBxhwRyaGRzli+vlwfZkQDrkQaggTsvxcRkbrzFvAc8NvQ8jic5wUPqenASELUerfXPxSwoakOIh5wJSIiIpLgDNa+Gbb8D4y5MZIDI+nOuw5ngFXJgKtBRDjgSkRERCTBfY4xXoxxY8zhGHMX4MeYLIzJqu7ASO7Oi3rAlYiIiEiCuzj0/ody668GLFDl+KhI7s47AufWvxNDJ5sD3BrweVZHVaqIiIhIorC2R7SHRtKd9xbwLtAJ6AxMwRlwJSIiItJoRTKw3AR8njIDrtxef0QDrkREREQaqkhC1Odur98LvI3TnXcx4Hd7/VkAAZ9nRwzrExEREUlIkYSoqAdciYiIiCQ0Y4YBi7A2D2MuB44FnsLatTUdGsndeVEPuBIRORSa6FRE6sELwECMGQjchfOouzeAU2s6MJKB5SIiIiINVRBrLTAGpwXqKaBFJAdG9NgXERERkQZqD8b8CbgcGI4xLiAtkgMVoqKkbgYREZEG4WLgUmA81v6MMd2BRyM5MJLJNocBiwI+T57b6y8dcBXweWoccCUiIiKS0Kz9GXgibHkdzpioGkUyJuoFYJ/b6y8ZcLU20pOLiIiIJDRj9mDM7nKv9RjzPsZUOwNBJCEqGPB5SgdcBXyeiAdciYiIiCS4J4A7gS5AV+AO4CWc+TFfre7ASELUHrfXXzLgyu/2+iMecCUiIiKS4M7G2hexdg/W7sbaScC5WPsO0Ka6AyOdbPNSYHzA5/nZ7fVHPOBKREREHLohKWEVY8xFwNTQ8tiwbba6AyOZbLPMgKuAzxPxgCuJjP7DEhGpO/o7VWrpMuAp4Hmc0DQXuBxjmgLVPis4krvz9lAxif0CLABuD/g8q6OpWERERCTurF0NnFfF1tnVHRpJd94TwEbgLcAA44COwHKcAVenRVqniESm/P9J6/+iRURixJj2wLWAm/BcZO3VNR0aSYg6O+DzDAlbnuT2+ucGfJ4H3F7/PbUsVUREJGmoa7BR+AD4CvgUKKrNgZGEqGK31x/VgCsRERGRBNcMa++O5sBIpji4DPgdsAXYHPp8udvrr3HAlYiIiEiC+whjzo3mwEjuzot6wJWIiIhIgvsjcA/GFACFOOO/Lda2rOnASO7Oq3TAVcDnqXHAVaJR33bDoD9HERGpM9ZG/RSWSMZERT3gSkRERCQhGdMba3/EmGMr3W7ttzWdIpIQ1Szg80Q14EpEREQkQd2O09P2eCXbLHBGTSeIJER95Pb6zw34PDNqWZyISFJRV3HjovnYGjlrrw29nx7tKSIJUX8E7nF7/WUGXAV8nhoHXImIiIgkJGPOr3a7tf+q6RSR3J0X9YArERERkQRV1cwD4HTnRR+i3F5/74DP86Pb6690wFXA56lxwJWIJAd1Y0myUBec1Blrf3+op6iuJeqQB1yJiIiI1CljzgaeAlzAy1jrq2K/44G5wMVYO7WS7bdV+z3WPlFTKVWGqIDPc23oPeoBVyIiIiJ1xhgX8BwwAsgF5mPMdKxdWsl+DwOfVHO2Qx6uVF13XrUDrgI+T419hclKzcUSDXWJiTRe+nej3pwArMTa1QAY8zYwBlhabr+bgPeA46s8k7X3H2ox1XXnHfKAKxEREZFaSjXGLAhbnmStnRT63AVYH7YtFxhS5mhjugC/xRl2VHWIMuYurH0EY57ByTVlWXtzjYVWtSHg8xzygCvR/52IiIjUUtBaO7iKbaaSdeUD0JPA3VhbhKls91LLQu8LqtupOtV151U74Crg89Q44Ko6bq/fhVP4hoDPM8rt9WcB7+A8oy8AXBTweXbW4nzl6zuU8kRERCTx5ALdwpa7AhvL7TMYeDsUoNoB52JMEGunldnL2g9D769HW0xKNdta1PA6VH/kYAoE8AIzAz5PT2BmaFlERESkxHygJ8b0wJh0YBwwvcwe1vbAWjfWuoGpwPUVAlQ4Y47CmEkY8x+M+az0FYHquvMOecBVVdxef1fAAzwElLR4jQFOC31+HZgF6Jl90qBo8LmIyCGwNogxN+LcdecCXsXaHIy5LrR9YhRnnQJMBF4GimpzYHXdeXcFfJ5H3F5/pQOuAj5PjQOuqvEkcBdlW7QOC/g8m0Ln3uT2+jtUdqAxZgIwASA9Pf0QShCReFIXvIhExdoZwIxy6yoPT9ZeFcEZg1j7QjSlVNedFz7gamElr6i4vf5RwJaAzxPVOay1k6y1g621g1NTI3n0n4iIiEg5xmRhTBbwIcZcjzGdStc562tUXXfeh6H3qAdcVWEYMNrt9Z8LNAFaur3+fwCb3V5/p1ArVCdgSx1/r4iIiEiJhTg9bSW38N0Zts0CR9R0ghqbctxe/1HAHTh3zZXuH/B5onrsS8Dn+RPwp9C5TwPuCPg8l7u9/keBKwFf6P2DaM4vUhsaoyTxpt9BkTixtsehniKS/rCoB1zVkg941+31jwfWARfG8LtERESkMXOerbcea38OLV8BXACsBf6KtTtqOkUkISoY8HmiGnBVk4DPMwvnLjwCPs924MxYfI+IiIhIOS8CvwbAmOE4jTk3AYOAScDYmk5Q3d15JYOqPnR7/dcD7wMFJdsDPk+NCU1EREQkQbnCWpsuBiZh7XvAexizKJITVNcSdcgDrkREREQSlAtjUrE2iNMTNiFsW0S3/1d3d94hD7gSERERSVD/BL7AmG3AfuArAIz5FfBLJCeorjvveGB9wOf5ObRcZsCVuvNEREQkaVn7EMbMBDoB/8HakonFU3DGRtWouuaq0gFXbq8/qgFXIhJ/mhlcRKQK1s6tZN1PkR5eXYhyhbU2XQxMCvg87wHvub3+iAZciYiIiDRU1T32xeX2+ktC1plA+BON9bwVERERadSqC0P/BL5we/1lBly5vf6IB1yJiIiINFTV3Z33kNvrLx1wFfB5aj3gSkREROPypKGqtlsu4PNUGHAV8HkiHnAlIiIi0lBpbJPUCz2E2IJCAAAeQElEQVRktWFQi4KIyEHVDSwXERERkSooRImIiIhEQSFKREREJAoKUSIiIiJRUIgSERERiYLuzmuE6vJOucZwLpHy9PslIqCWKBEREZGoKESJiIiIREHdeVIldVkkNv351E5juF6N4WcUSSRqiRIRERGJgkKUiIiISBQUokRERESioDFRIiISFU1LIo2dWqJEREQaO2vptHsrWBvvSpKKWqJEREQai+JiWL8ecnJg6VJYupRpH3/Nr7avp/mB/Qy+8U22ZbaJd5VJQyFKRJJe+a4gdQOJOA7bs42zVsxl4KYV/Gr7Onj2YsjLO7hDx47kZXRgar8zWdGuOwdcafErNgkpRImIiDQkubnw3nswZQrzvv4agM3Ns/ipbXcYPx769oU+fZxXVhaXVTIeTSKjECUiIpLkOu3eCv/3fzBlCsyZ46zs35/HT76MGb1PZlXbboBaaeuaQpSISAzobjOJtS6/bOHs5V/jWT6bYzcud1YOHAj/+78wdiz06sUzamWKKYUoERGRZBEIwNSpTHvjJQZt+gmAJYcdySPDr+Cul++Fnj3jW18joxAlIiKSyFavhqlTna66BQsAcB12JA+feiUzeg1jbZvOANylAFXvFKJEREQSTKfdW/nN0lmc++NseHiVs3LwYHj4YRg7lvMmLYtvgQIoRImIiCSOoiLGz5/GHV++SdNgAYs6HQWPPgoXXAA9eoTtqBCVCBSiRESkAg2Mj4Ply+Hqq/lLdjafHnk89//6D6xv3ZHAHbruiUohqoHRX3wSb/odTGz680lARUXO9AR/+Qs0bcoto25nWp/TwJh4VyY10LPzRERE4mXZMhg2DO68E0aOhJwcpvU9XQEqSShEiYiI1DNXcRHXzZ0KxxwDK1bAW2/B++9Dp07xLk1qQd15IiIJTl1wDctRWwM88u+nGLRpBZx/Pjz/PBx2WLzLkiioJUpERKSejFv0MR++fgvddm3mhtF3O/M/KUAlLbVEiYiIxFowyH2fvsjvF37IFz2O5TbPbWzPbM1zGvuU1BSiREREYmnnTrj4Yn6/8L+8PHgMfzv9aopSXPGuSuqAQpSIiEis/PQTnHcerFnDXWffzLsDz4p3RVKHNCZKREQkFv77XxgyBHbsgJkzFaAaIIUoERGRumQtPPMMnHMOdOsG8+fDKafEuyqJAXXniYiI1JG0okLu/+9E+P4TGDMG3nwTWrSId1kSIwpRIiIidaDNvl+YOO1vDFm/BO65Bx58EFLU4dOQ6U9XRETkEJ22aj4z/n4zgzYu5+bz7oCHHlKAagT0JywiIhKtnTvhqqt4ber97G6SyQWXP8r0PqfFuyqpJ+rOExERicaHH8If/gBbtvD0SRfz7NBxHEhNi3dVUo/UEiUiIlIb27fD5ZfD6NHQvj188w1PDP+dAlQjpBAlIiISobN+mgN9+8I778B99znTFxx7bLzLalyMORtjlmPMSozxVrL9Moz5IfTKxpiBsSpF3XkiIiI1aLPvF+7/9EVGL/sSBg2Cjz923qV+GeMCngNGALnAfIyZjrVLw/ZaA5yKtTsx5hxgEjAkFuUoRImIiFQho7CAS7//mBvmvEvL/DweP/kybv/s75Cmrrs4OQFYibWrATDmbWAMcDBEWZsdtv9coGusiqn3EOX2+rsBbwAdgWJgUsDnecrt9WcB7wBuIABcFPB5dtZ3fSIiIuzfDy++yFcvPkCHvJ3M7daP+0Zcx/L2bm5XgIqnLsD6sOVcqm9lGg/8O1bFxGNMVBC4PeDzHA2cCNzg9vr7AF5gZsDn6QnMDC2LiIjUn3374IknoEcPuPVWVrbtxsWX/I1xl/pY3t4d7+oai1RjzIKw14SwbaaS/W2lZzHmdJwQdXcMagTi0BIV8Hk2AZtCn/e4vf5lOMlyDHBaaLfXgVnE8AcXEREp0fRAPjz2GDz6KGzZAmecAe++y6Uz9sS7tMYoaK0dXMW2XKBb2HJXYGOFvYwZALwMnIO12+u8wpC43p3n9vrdwDHAPOCwUMAqCVodKjvGGDOhJJ0Gg8F6q1VERBqeZgf2M2Hee3z14ni4804YMAC++gpmzoThw+NdnlQ0H+iJMT0wJh0YB0wvs4cx3YF/Ab/D2p9iWUzcBpa7vf7mwHvALQGfZ7fb64/oOGvtJJyR9mRmZlbehCciIlKVvXvB7+e5ac9wxqoFNA0W8KX7GIb/4xkYNize1Ul1rA1izI3AJ4ALeBVrczDmutD2icD/B7QFnscYgCBVt2wdkriEKLfXn4YToCYHfJ5/hVZvdnv9nQI+zya3198J2BKP2kREpAHaswf8fpgyBf79b9i/nxMyWzOl/6/5V78zWNS5FwEFqORg7QxgRrl1E8M+XwNcUx+lxOPuPAO8AiwL+DxPhG2aDlwJ+ELvH9R3bSIi0nBkFuzjzFXf4PlxNjy1CPLzoVMnGD8eLryQIR/tojjFFe8yJYnFoyVqGPA7YLHb618UWncPTnh61+31jwfWARfGoTYREUlma9fyu28/4syV8zlp3Q9kFBXyc/MsmDABLrwQhg6FFGc4cPGMyIaRiFQlHnfnzabyWxQBzqzPWkREJMkVFcG8efDRR84DgZcs4UFgVVYX3jjWw8dHDeXbLr1Z8/B58a5UGiDNWC4iIkkls2Afp675ljNXzoOXr3QeCJyaCqecAo8/zuk/NmdNVpd4lymNgEKUiIgkvmAQ/vtfnpr+KGetmEvTYAE7m7SAsWNg1CgYORJatwZgTYR3e4scKoUoERFJTNbCokXw5pvw1luweTPDm7Rgav8zmX70cBZ2OZrVj4yOd5XSiClEiYhIQum4exu/WToL+t8NOTnOw35HjYIrruCEr6HQpWfXSWJQiBIRkfgqLqbv5lUMCyzitNULOXHdYlKwcNJJ8MILcNFFkJUFQOFcddVJ4lCIEhGR+rd6NXz6qfN4lZkz8W93Hm/2U9vuPD1sHO/3PZ0vXrw2zkWKVE8hSkREYq5d3k6GrFvCsLWL4N2bYM0aZ0OXLjBqFLdsb0d29wFsadE2voWK1IJClIiI1C1r4ccf4euvYfZsPp/+H3rs3ATA7oxMOGcE3H47nHkm9OoFxjBNd9RJElKIEhGRQ5IRPED/n1cwOHcZjH7RCU87djgb27Xjp3a/4q2B5zC/W18Wd/wVq3RHnTQQClEiIhKZggL46SdYuhSWLuX59z+l5/b1uHduJK24yNmnVy/4zW9g2DA4+WTo2ZM//GlG9ecVSVIKUSIiUlZ+PkdvWU3Pbev51bZ1HLV9HT23rYfHNjmPWQFISaF3q46sbNed//Q8kUWde7Gwy9F8+/Sl8a1dpB4pRImINFIZhQX8akcuTJ7stC7l5Djvq1bx7+JiAIImhbVtOrOiXTeOvP4q6NPHefXqxRl/nRnfH0AkzhSiREQasp07nekEQq+HPplFt12bOXzXJrrt2uzMx/QazrPnevaEAQPgkku4cVE+K9p1Z02bLhxIdSa3DDzoieuPIpJoFKJERJKRtbB7N2zcCJs2wcaNTJj3GR327qDTnm103/Uz3Xf9DA/nlTns7KYtWd+6Iz907Mn7fU/np3aH8/xDlzsBKj29dL+PdLecSI0UokREEom1TutRKBixaRPXzXXCUYe8nXTYu50Oe3fC07tg//4yh94D5KU14ecWbVnXuiPfde7NFZedDkcc4bx69OC4//dVxe/s27d+fjaRBkYhSkSkvhUXw9q1sHQpE+a9x1Hb1nH4zk0ctnc7HfJ2wiMHyuzuBfamN2VLZhu2NM/i+05H4T7nOOjcGTp1Kn3vO/EH8jKalTn2itvVBScSKwpRIiIx1Hn3Fo7essa5u+3Kd53B28uWwb59gNN6tLl5FquzurCwy9FsaZ7FH8ad7ISjUEDq88L37EtvWua8Y3wVw1Fexsr6+JFEJEQhSkSkrlgLgQDMmsVj/smcuG4xXXdvObi9Sxen62zCBOcOt759GfDuenY3aV7mNH+4tWxA2pf+Uz0ULyK1pRAlIhIta+m+62eGrF8MV7wDX3wB69YBcHrTlszr1o+XTvgtizv+ihXturP4/y6qcIrd0zWAWyRZKUSJiETKWli1iou//4QT1y1myPoldN6zzdnWvj2cdhrcdRecdhqD31iNNSlxLVdEYkshSkSkKtY6jzn54guYNct5bdzIw8DWZq2Z160fzx8+gLnd+vHpS9eBMQcPNYE4FS0i9UUhSkQkTJt9v/DrlfM4OfA9J65fDI+EHqTbsaPT0nTqqZy5EFZldS0Tmsp8FpFGQSFKRGTrVnj/fd54ZyJD135Pqi1mc/Ms5nbrz5hbLoVTT4WjjioNSqs0EaWIoBAlIo1U27xdMHEiTJ3qdNMVFdGtTSdeHHIBM3qfTE6HI8AYxkzQPEsiUjmFKBFpNNrv3cnIFXM498fZDFm/BGyx08Lk9cLYsZz+z1x1y4lIxBSiRKRh27QJ/vUv3n5rIieszyEFy6qsrjx34oXcPPEe6N//YHB6e0N8axWRpKIQJSINz8aN8N57MGUKzJ4N1tK2bTeeGTqOGb2Hsbzd4WAMNw8YEO9KRSSJKUSJSNIztpjuu37m9FULOHf5bHhkmTM9Qd++cN99MHYsI94MxLtMEWlgFKJEJGmkFBfBypXO8+eWLnVeOTksXbyUpsECAJa1d8P998PYsXD00WFHB+JRsog0YApRIpJ4gkFYvZqzfppDz23r6Ll9HUdtW8eR23Ph0cKD+3XrBn368I9jDmdF2+4s6NqH1W27EviL7qgTkdhTiBKRuEktCnL4rk38att6ePDbg61Ly5dDQQGTQvvltmzPinbdmX34ICb8z3nOw3uPPhpatgTgIc3bJCJxoBAlIrFjLa3z98D8+bB69cHXmjV8uWAJnXdvJdUWO/tOA9xuZxzTyJHQpw+jP9/Jqqyu5GU0Kz3lhN+rlUlEEoNClIhEJbUoCLm5zp1wmzaVvvv+PY8Oe3fQce92uu7aTMsD++DpsAM7dIAjjuDbLr2Z1uc01rbpzE/tuvPh89dCZmaZ7/jhR7UwiUjiUogSkTLSigppn7cT5s51wlFYQHrt8+/pkLeD9nt30nbfL/CYLXtwSgpnNG3FluZZbGrRjm+69mV964785eZRcMQR0KMHNG8OwC3lu+DKBSgRkUSnECWSaIqLaV6wj8wD+8gIFpJWHIQlS5zB1sEgFBZCMMhJa3/AVVxEanGQjGAhGUUH4JWfIT8f9u933vPz+fNnOWQEC2kSLCAjWAjLXz64PfT+2fptZAQLaVaYT5v8PU4dL4TVlJICHTuSVdyMDS3bs6hTL7Y0b8MtV5wGnTpB587Oe4cOnHDvJxV+pL+MUReciDQ8ClEi4ayFgoIyr267fiY9WEhGUWEotBTBVy0PhppQsBm5fB6pxUWkFQfJCB6gSfAAPLq0TGD531nLaRLa1rQwn+YH9sN//gJ79jivvXshL48l5et6uWKp/6ys/g/LLbtcXOJKp8CVRkFqOvmp6ZDWDpo0gaZNoU0baNKEJYWtKXClsz8tg22ZrdmS2QbfTWcfDEjt24PLxehyrUe36LlyItKIKURJ/BUXQ34+rffvpknhAZoGCw6GkC+al21Z2b+fy79bQEZhARlFhWQEC0kvKoTbZpYJPs/OD5BRVEhaUZC0Yuedzx+AAwfKvL7Zvie0T5D0YCHpxUF4pGx5X1VW8z8qrnqxsv0+Db2npUGTJowsclGQmkZBagZ56U3IS28KXbpAixbOq3lzaNGC//1yPfvSm5Kfmk4wJZWnf3e8c47U1NLXxa8uIJjioijFOWd+agaf33u2E45KQlJqKv3KBZ+Ar2LwubmSu9t8HgUkEZHqKERJ5YqLS4NKk8ICmh/YT+aB/fDZZ06Lye7dsGcP/zP3GzIP7Kd5wT4yggecELL2HxXCytQVm0krCpJe5HQrNS0sgEn2YDgCFlVWx5sVV/1vueUDKamQ0wQyMkpfvX8p5EBqGgdcqRxwpVHoSoWsLEhPP/hKS+PTRT9T6EqlMCU1tH8at5zbr8y5bp+2rMx5ilJcvD5hqBNmwoLNOc9lU5iSSjDFRX5qBgWpaXz3tzFOoHG5ADi+krBSWah5udx+T19YcZ95nxZUvDjdu1d2FUVEJAYUopJBYSFs3kz/TSton7eT5gf2Oy0rL22sEFZu+zKHtOIi0oucFpr0YCFseLtMK80/l210Wl2KDr6Y7HLCTEGB815YyPLKanmj7OLdQGGKi7xQq0mhKw0O5JYNK+np7E/NYHdGJoWuVPJTM8hPTefiU3s5rSVNm0KzZvz1v6vJT00nP83Znp+azmv/M/xgy0qodeX4x2aTn5bOAVcaBa40MKZCEPl1hGHlnkr2u+Wesvu9t6qSO8R+/esKq5Z1+LnifhosLSLSYClEHQJji3EVF5NiLSm2yBnPUlTkdE8VFUFREe337sBVXExqcdDpnvr22wqDen+7ZA4ZwQM0Kyygfd5OOuTtgO+edu6K+vln2LYNrK0w3IUZFWu6GShwlWuB2duqTMtKSnEx+9Ka8EuT5hSkplOQmkaPIUc4ISUjo/T94VkBClzO9j0ZzchLb8orN53pTHDYogW0bEmvh2dTkJoOxpTWUFlY+V0lYeXicvu9trOSsHLGGRVWbW2eU9kfh4iISL1qUCFq/PxpDNi0AldxEfz0SuldTCUDf6es3EpqcREuWxQKP8Xw0d1lg09xMbO37yXFWly22DnXSy7nHKFgRDDI6mARKZS7vfuJijXNL7/ilYr7/F/Y5wJXKlsz20CzHs4t4UOHOoN7O3bk2v/ksjWzDbszMjngSmX2X852upPCWnzcf/64TKCBiqHm4koCzW8qCT4vVDYL9KmnllksSMuouI+IiEgj0KBC1JHbcxnw808EU1Jh5S8VxqwUpKaxL6UJRSaFohQXxcZwdO8uzu3bLlfp+9zvNlJkUig2hqIUF5effKSz3eVyzuVy8eys1RSluChKSaHYOC/vqL4VzvXnD3IoMikUutIoSE3j2fHDDg76Db2f+swc8lPT2Z/WhN0ZmZV2TwH8d025UNOlS8WLUC5AiYiISGw0qBB1z9k3ln6uLIRcHuE4mTvK7Xd5Jfs8Ucm5vHdU3G/yurL7PTu64j5r26ytsE5EREQSW0q8CxARERFJRgpRIiIiIlFQiBIRERGJgkKUiIiISBQUokRERESioBAlIiIiEgWFKBEREZEoKESJiIiIREEhSkRERCQKClEiIiIiUUi4x764vf6zgacAF/BywOfxxbkkERERSRTGlMkJWOsrt92Etp8L7AOuwtpvY1FKQrVEub1+F/AccA7QB7jE7fX3iW9VIiIikhCMqZATMKZ8TjgH6Bl6TQBeiFU5CRWigBOAlQGfZ3XA5zkAvA2MiXNNIiIikhhOAFZi7WqsrSonjAHewFqLtXOB1hjTKRbFJFqI6gKsD1vODa0TERERiSQn1FuWMNbaWJw3Km6v/0JgZMDnuSa0/DvghIDPc1PJPsaYCTjNcwDHAvvLnSYVCNZDubGQzLVDctefzLVDctev2uMnmetX7fET6/qbAuFjmCZZaycBYMyFwEisvSa0/DvgBKwtzQkY4wf+hrWzQ8szgbuwdmFdF5poA8tzgW5hy12BjeE7hC7kpKpOYIxZYK0dHJvyYiuZa4fkrj+Za4fkrl+1x08y16/a4yfO9deYEyLcp04kWoiaD/R0e/09gA3AOODS+JYkIiIiCWI+0BNjqssJ04EbMeZtYAjwC9ZuikUxCTUmKuDzBIEbgU+AZcC7AZ8nJ75ViYiISEKwtkJOwNocjLkOY64L7TUDWA2sBF4Cro9VOYnWEkXA55mBcwGiVWVXXxJI5tohuetP5tohuetX7fGTzPWr9viJb/3WVswJ1k4M+2yBG+qjlIQaWC4iIiKSLBKqO09EREQkWSR8iDLGvGqM2WKMWRK27q/GmA3GmEWh17mh9ZeFrVtkjCk2xgwKbTvOGLPYGLPSGPO0caaFT6b6Zxljlodt65BgtacZY14PXeNlxpg/hR2TDNe+uvoT/dqnG2P+Hqr9e2PMaWHH1Pu1r8Pa6/26V1V/aP1NoXpyjDGPhK3/U+j6LjfGjAxbnxDXPsraE+J3vqrajTFtjTGfG2P2GmOeLbd/wvx9E2X9iX7tRxhjFoau8UJjzBlh+8fl2seVM6Fn4r6A4TjzQS0JW/dX4I4ajusPrA5b/gY4CTDAv4Fzkqz+WcDgRL32OHdHvB363AwIAO5kufY11J/o1/4G4O+hzx2AhUBKvK59HdZe79e9mvpPBz4FMkpqDb33Ab4HMoAewCrAlWDXPpraE+V3vqraM4GTgeuAZ8udJ5H+vomm/kS/9scAnUOf+wEb4n3t4/lK+JYoa+2XwI4oDr0E+CeAcaZ7b2mtnWOdP+k3gN/UXZVVq4v646WWtVsg0xiTijNR2gFgdxJd+0rrj1VtNRZTu9r7ADNDx20BdgGD43Xt66L2GJUWkSrq/x/AZ60tCO2zJbR+DE74LrDWrsG5G+iEBLv2tao91jVWpTa1W2vzrDORYn74zgn4902t6o+XWtb+nbW2ZM6lHKCJMSYjntc+nhI+RFXjRmPMD6FmyDaVbL+YgyGkC87kWyUS4XEytam/xN9Dzbt/iXMzaWW1TwXygE3AOuAxa+0OkufaV1V/iUS+9t8DY4wxqcaZO+U4nInmEu3a16b2Eoly3Y8CTjHGzDPGfGGMOT60vqrHSyTSta9t7SUS4dpXVXtVEum6Q+3rL5Es1/4C4LtQ0Eq0a18vkjVEvQAcCQzC+Ufv8fCNxpghwD5rbUn/bmW/hPG8LbG29QNcZq3tD5wSev2unmotr6raTwCKgM44XQO3G2OOIHmufVX1Q+Jf+1dx/sJaADwJZOM8kiGRrn1ta4fEue7gTAfTBjgRuBN4N/SPW1XXOJGufW1rh8S59lXVXpVEuu5Q+/ohSa69MaYv8DDwh5JVlZyjwd/+n5Qhylq72VpbZK0txplIq3wT9DjKtuLk4kz7XiJmU8BHIor6sdZuCL3vAd6q5Jh6UU3tlwIfW2sLQ82+X+N0yyTLta+q/oS/9tbaoLX2VmvtIGvtGKA1sIIEuvZR1J4w1z0kF/iXdXwDFAPtqPrxEglz7al97Yl07auqvbr9E+W6Q+3rT4prb4zpCrwPXGGtXRW2fyJd+3qRlCEq1Pda4rdA+F1AKcCFwNsl66wz3fseY8yJoSR9BfBBPZVbQW3rD3V1lPzypgGjwo+pT9XUvg44wzgycf7v5cckuvaV1p8M194Y0yxUM8aYEUDQWrs0ka59bWtPpOseMg04I1TPUUA6sA3n8RLjQmNCegA9gW8S6dpTy9oT7NpXVXulEuy6Qy3rT4Zrb4xpDfiBP1lrvy7ZOQGvff2wCTC6vboXTovMJqAQJ+mOB94EFgM/4PxF0Cls/9OAuZWcZzDOL+Mq4FlCE40mQ/04d3IsDO2fAzxF6C6aRKkdaA5MCdW3FLgzma59VfUnybV3A8txHoHwKXB4PK99XdQer+teTf3pwD9C1/Jb4Iyw/f8cur7LCbsbKYGufa1qT7Df+epqD+AMht4b2r9PvK57XdWfDNceuBdn/OiisFfJnXtxufbxfGnGchEREZEoJGV3noiIiEi8KUSJiIiIREEhSkRERCQKClEiIiIiUVCIEhEREYmCQpSI1KvQXFyzjTHnhK27yBjzcTzrEhGpLU1xICL1zhjTD2dermMAF85cM2fbg7MfR3POVGttsOY9RUTqhkKUiMSFMeYRnEn7MoE91toHjTFXAjfgTPSXDdxorS02xkwCjgWaAu9Yax8InSMXeBE4G+fZe12Ba3EmDVxsrb28nn8sEWlEUuNdgIg0WvfjzIR8ABgcap36LTDUWhsMBadxOM8P81prdxhjUoHPjTFTrbVLQ+fJs9YOAzDGbMKZ9fxA6PEUIiIxoxAlInFhrc0zxrwD7LXWFhhjfg0cDywIPSy+KbA+tPsl/397d8gSURCFYfj91CCCFjEoYrOZrUajzT9gsZlsGoz+CdOyYLQvNptNrf4GcTHqMVyFC2IZWF3Y94GBG4bhpMt378xwkhzRvbM26FpkfIeo696yT8AgyQ1d7y9JmhhDlKT/9PE1AAJcVdV5f0KSbeAE2K2qlyQDYLE35a33vA/sAQfAWZKdqnqfWPWSZpq38yRNixFw2Otiv5pkC1gBxsBrknW6oPRDknlgs6pugVNgDVj6k8olzST/REmaClX1kOQCGCWZozscfgzc023dPQLPwN0vSywAwyTLdB+Il1U1nnzlkmaVt/MkSZIauJ0nSZLUwBAlSZLUwBAlSZLUwBAlSZLUwBAlSZLUwBAlSZLUwBAlSZLUwBAlSZLU4BO5+HVORB6J+wAAAABJRU5ErkJggg==\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", "metadata": {}, "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. 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": 6, "metadata": {}, "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.set_title('Purchasing power evolves with years')\n", "ax.plot(purchasing_power, label='Purchasing power')\n", "ax.set_xlabel('Years')\n", "ax.set_ylabel('Quantity of weekly affordable wheat, in quarters')\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: applying a **10 years mean on purchasing power**, so we can see it works better or not?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "year_mean = []\n", "purchasing_power_mean = []\n", "\n", "mean_interval = 20 # interval in years, for calculating mean purchasing power\n", "m_i = mean_interval//5\n", "\n", "for i in raw_data.index:\n", " j = int(i)\n", " if j%m_i == 1:\n", " p_mean = (purchasing_power[j] + purchasing_power[j-1])/2.0\n", " purchasing_power_mean.append(p_mean)\n", " year_mean.append(raw_data['Year'][j])\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(9,6))\n", "ax.plot(year_mean, purchasing_power_mean, '-x', label='Purchasing power')\n", "ax.set_title('Purchasing power evolves with years(mean value in every 20 years)')\n", "ax.set_xlabel('Years')\n", "ax.set_ylabel('Quantity of weekly affordable wheat, in quarters')\n", "ax.xaxis.set_major_locator(ticker.MultipleLocator(20))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }