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@roblevy
Created January 4, 2016 17:39
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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NfGINh+7lhg42XqVSDBLElji/2UFPhg+WuRghdYXldj40x8OD/PVTjF9lsUj/AtXL/Nyq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+sdLh+it8aJBR64xpMnyQyp9Gln+VqJT6R55eqbdYwSEhLeXBJRvwWGUjd3DLvnBcWWSFYs5oti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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7faaa440bed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"comsummary = pd.read_csv('data/commodity_summary.csv')\n",
"comsummary['c'] = 'b'\n",
"comsummary.trade_value = np.log(comsummary.trade_value)\n",
"servsummary = pd.read_csv('data/service_summary.csv')\n",
"servsummary['c'] = 'r'\n",
"servsummary.trade_value = np.log(servsummary.trade_value)\n",
"\n",
"summary = pd.concat([comsummary, servsummary], ignore_index=True)\n",
"shuffled = summary.ix[np.random.permutation(list(summary.index))]\n",
"\n",
"fig, ax = plt.subplots()\n",
"#ax.scatter(np.log(shuffled.trade_value), shuffled.record_count,\n",
"# c=shuffled['c'], alpha=0.2, s=50)\n",
"ax.scatter(comsummary.record_count, comsummary.trade_value,\n",
" c=comsummary['c'], alpha=0.2, s=50)\n",
"ax.scatter(servsummary.record_count, servsummary.trade_value,\n",
" c=servsummary['c'], alpha=0.2, s=50)\n",
"fig.savefig('output/commodity_services_scatter.svg')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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+fnPSX769xJGbItlCxnSxrJFtuCnV44T9SgbkdJS0NbWtKykp6LFi1nYDZhQ1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\nSkpKSkpKSkpKSkpKyq3l/wf0F6f6hVcx4gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7faaa3195b90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"x = shuffled[shuffled['c'] == 'b']\n",
"ax.scatter(np.log(x.trade_value), x.record_count,\n",
" c=x['c'], alpha=0.2, s=50)\n",
"x = shuffled[shuffled['c'] == 'r']\n",
"ax.scatter(np.log(x.trade_value), x.record_count,\n",
" c=x['c'], alpha=0.2, s=50)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Xs4bbaf3wGX7nmxl7L233h/frotXPuYbVv0rmnjkbhO5kNMvS/xhjei3+8OFv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\nERERERERERGR8egfqxqhJIOIdHcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7faaa337d090>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(servsummary.record_count, servsummary.trade_value,\n",
" c=servsummary['c'], alpha=0.2, s=50)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7faaa2ff9f90>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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w2DbqqkiXyCdpwEoLD43SPMpILdkcm2spdnCmg6e72TZL5zSz6XDhTA+Sm+fhL/CO23jr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\nEEIIIYQQQgiL0f8DlymA/YDn0zkAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7faaa337d710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(comsummary.record_count, comsummary.trade_value,\n",
" c=comsummary['c'], alpha=0.2, s=50)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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RaQZbBzR/5ho3DeOoa1xtYv18t+1JTntv+24vaE4qdz3Qap5Dnyhzs7Nu2/ccGu8Fut+z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\ngthvWmumAH/8usJvfbK8FeRrsvKCX//uwl1MHb7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kdUASyNJw3dcYWjMACERCVGlmZiCi\nWGun6JrhyheL5p/d1Dqg5iY0cz5F3NZI5j4ZV01nWH0GARComsi4p+PSDBbrOtqm9rvQXL8J9uzT\nfhe2aram/S5E10zNMM9FcrGNmgUmmWQhDLBbGVWzOmDVTOQbNWvWLV3teWWiWqsZAa2Cvu+9+84L\nX0nRyilWW6OZmQmAoAZV7adZqWqF2FbNssDUJwtTzTAvtttZGkgOR6HX4nVeKJ5d5FqURmt2JAVA\nyBLSccq9xjMiWP1yhYhWNRNUz3dnxrPApHXC2Fo7m5eq81J72dmsqAJWZi/eMwFCBH54lFGfLB81\nw8VcZF7ojr6JXhsyTMAkCxqY6He++R79xle/ftWIVWPDyWWhzy5y7rrgMzPkdcDKNvRNAmiSBEp7\n9M16DBDZYGcE0ChheeNoFLKku6nNS8Hj87nkpfK6vklAeDBJ9fWjEXedayo708rO1msmADgL1Gs8\ny0XxJ0/O5cen06D24rwVCHjtIJMvf/5heDBJO7UBAEWpOJkWUoitG08EQEgYmobu41mTKZBXmYJr\nNSOAx1mgtEfGSp2VJKVunOut/nmv8Wxpft6oWTUHBP6933m/05cFzQxmaLKRXniWetxkMZD1DPgw\nQbgKJCgRvaBZYNKB/LO181YzB1zMRc7nZejzPAdZwMPDzIigvDJvXmlmvTTb4Z8BA2lmZhDBVjvD\nAPNzYEKWkAGw1fdvVgVm+2oGAEy01c4wQN+s2eQftdJsnc+8QrNBvvosg/hn+9hZvXYeIvlj0z03\n7e7UzDOuPONqHXcx46ox9k0BkABUJ0dKNfTIWFnOsFnXuXjl33VZIK0OHKvXoJU/u04oe2mG6zuJ\nXYwtqmZmhnnxwmJ0rWaiRuezEkkgmXTbrYyqmZnBqvvcSzOpfqH1jshKJte1ay5B9QNQqYYuWYsr\nE+JazZpgCcOMA6DabofXzCD18QbbQ7NcVEmALGEOvL+pmRnWBD3WalaI0fPLEllCcjhKWjmVhSie\nnRcyqwIWW+0sL83yUjBKyEZpu0yCOiupcSI3adb8rNnlizmeNT/vNJ4FJqHaztYJ0djZKGEbJYxZ\nqZaX2srO8lJxMStNbbOdGRDMgKdnuZ4w0cOjjCbZ/o9TH6PSab7bzgzgUlH3zXYBLCZgnAZJAm3V\njAAcH6R2PEnx9CK3k8uC9l1X1Ee1cFnKzr5pAC5LUQZokgZKW/bN0kzFbKtmBmBWKn/4fIpJFuT1\nw1FIWwSXC1E8Pp/LrJCwYZEHAMEAPJsW9nxW4PWDTB8eZnuPz1XGqOF8h501P8vFlMQoS5i4xSaG\nqOH7zy70+88uWG0xYb0ghhjw6CLn/+N7P8Xn7o/lr3zuQTjK9ncRS1GcTkuZlxqwRTMAKBVWqiJh\n0jTsv8HYHG/Kr+YAxgbNDMA0F50TaJwFanOMqH43WspWOwOqZ+w8nq3Mm1s1q+aAEnkhamatNKsD\nVst+1wvP0oybAaYgkCj27v8NTFCm6tr1/a3VTNT4fFYiqTcYe/hnazVrnuVwFHAwCjiflXoxl1Zz\n2jhlPDzMLDAZV0GRF97tlWaoNbNWmu3pnwE9NavsDGK2286WaL0pywxkgY1oEbBa9264bqyTZkBj\nZ7TTztDT18AOO1tzza4b2ct9c1s7nTb/29hZ5Wt0WwfU7NJstd0hEiacTxG3NZK5LuOqa4aLAAiB\nCHtmrHTNCmoT3e+aebB3pLqml2Yt7yuaZvVC0maFdtYsS0hGadjniEJfzXYGsFaOA7TWbJ8dkT0y\nubbeIqr17s6Ja48dnG2/KwCCKMx2BLBEDXkpazO59mmKCZaFwNucvYWdld3tbJSyHI6225mo4dlF\nIZdz6WRnBIRRSjuPwtQBK8WGYMUO2gSXb2Q827G7uvnm6myiWSFNlt5GilJxPlscb2qlGQGWJmwP\nD1MebTmmdpXJtTEraRtLfXN7AIsAjFOWNOHWmqmZmCE8Ppvb2azcqkOpistStB5rWttZILJJwpxs\nCWDVQWsrbWOW5TaUAD4aJfJa1Tk3/sNSFU8vcrmYl8Fa9k2qMvDCm0cjO56kW7tcIY2ddR/P0sBb\ns7zUDD86mdofPzmnpTF6X5QJ/KXXDuUvvXU/jLZkrYkazqaFTNdnDO5CAIQ0kFXD2fZxMy+18xwQ\nmGyc8tYjV4ujh5uzebex93jWZ95srr/PcUg1g0g3X8PMzABTrYLN26iOn1dzwJps3m1U/lkgGWXx\n/DOrx7PTWWnTXLY2kiWM1w5TTToc2bjSzLZqNoR/VpUR2K7ZSsAqmk/LBKQJaxUbjqMZsDNrfBs3\nvXbadyO7z9ppp392U+uAmsE184wr2OHf+G9f9j105uJ/+U+BCO/vthrEcuBqqPTV6shVPROt6YRD\npGLus4AbIn111wDRdpDexK5BNapmzY70LBezgTQbJayj9Ueuomu2eq583b/Zk41H+xa7q1WF10E0\na3a3VtuR6khgb80WqeP64hEFrQqii9owmjFBsuS6s7ews2I4O5tkrAdZuKaZquFkWuj5VLhDwGIV\nJQJNUqZ1xVuXspKsQ9Cq4VaMZ0zU7OK3dVavYWZqBpoWQuXKWbhSFBezUgqx3nZGAI1SlodH2bUs\nnyaT63wuZjZk38QL49koZR1VkaBemqmZiho9PpvTxfz6ZpJUGVYi1l8zAJQQySS5fhSmdrxRmO3l\nqO9ACAjHk1QfHFzPjFI1PJvmejotevfNemOBPnNvREej5FrfLEVxMZdB7AyL8YxfGM8+Pp/jO4/O\nrKjObXfWjABhovAvvXmk//Jn7vGyPavZciZL//EMoDRhCisbjFr1m8HmgISrBf+qnYlWmVwYwM6w\nYTwbct7EYg4IL8wB1ZGw/r5GFVMAGdDU97pGtTmCtUfCWnIj/pnWc8DJtKD5SpH9JBAeHmQySjlQ\nj3nzumb2gk+7kmnfW7PmCOmL/hnULK5PSwRkgYW5n6+xTTPghazxKH2z5ibXToOMZ9iwdhrazmhz\n+Z1omnngygNX67itBmGnMxmqM7xwbVS7b43jOsQAssq6ex9iAFll9d6jaoYX026jaGZmodQqYFUf\noRhcs6XdyuiaDRiwWuXajsiAE9UqzSLZqHIuVA383rvv6Ne+/o3B2qmdFxMBy2Kx0nuBt4oC4MAk\nWeDKzoo4dkZAOBixjRKm85nYyWXZJcNmF3ZVvJWuFSkdrDLx+nGlz5HCTVwbV5aKyPcKvqxi1Q6k\nTQvh+kig5NXxpsHt7GAU5OFhFkSrRX4dL4vSN5lAozTYOOWdmn3r/XexXONqF6pmhag9OpvzZS6Y\nliKFrq391ocqk4CrAJYBKLWRbOC+SQivHWR2b5TQ6ay0Z5f54H2zycD77L0Rj5KwXHh/cM2aoudP\npzn+v0/OdFoKDVkAmQkSiMKvvnXffuG1Q5oVYuezjTW5+mAEWJZU7llRqki3bJFtXGWspJWd5aWq\ndcsY3MZiPDMz6pH5cI0/+Pb7+PJXvrr8o8UcEJgqX2NgzerNJa7iYQh1wKprNu82Vv2zrtm8W1Ez\nEzU7vSxYDHhwkMokC4FaZqZu47pmFnpm2m+jCvqlbFlgsqsi+9F8WgKQJiSBqXU279YGVjSrA1bR\n7AxXc34UO8PK2undd35bv/6N32JEGM9Q33tsO2v8slh9E0uaeeDKA1fruM01rpot8SE7BFCL1d0r\ngwAAIABJREFUqGrV58avBsMhxV0dkJoOPvQLXA6KNYPv8s+HYvW+o2o2LQRFaVE1mxVq9SZVXDur\ni8giombVAs+a/4ym2VIdluaBBj2XTkRUl/LCrJC6CSz/OQQM1MdbihIWUTMDcD4Te5wXtJTJNbid\nqVUF3sdpAlwNabHHsxg1CRZBseTKIR5cMyIiRrX6enaeAxHt7HIuKMo50oSjaqYGPT5IA1MczZiJ\nMmIcH6T46fkcdqXVkM/EAFCowUpBwtG+DBXMgCcXuT65yJsF/uCaGUB5qfjoZIb74xRVsQIAETQT\nA/74p6f4yfkMfTKsNqFWLYj+2UcnOiIOoyREG88MoHm5yIaJZ2diEBXUmVfR+qaZaXkV5I01B9A0\nFxtdP2852DNdBSYMCa3+bFAa/0zTwKH2zwhDj2dExIHotaPM0soAGtmiaKaikOE3LRoCAMwLVaoO\nlUSzM9QbSqM0vmZJbcYx7QxXfTKKneHKt1zdFBt8PANAoooIm2MNi3UAE8jMovga2KyZ4wC43YGr\noTvDMvWHwKN/lnOII4770AxScTWriK6Zit2IZvW8GFezahJ5Je3sq9u/jtKJahvHAKBE3PEpRMgW\nWEdTtyGqndWLr5KIomqGm9EsAFgUvo0BEVEpBqrW/FH7JvPNaFYX7N6rnTbZVg1ERLkoQBBYXM0o\nfv8Hrt5J1L7JRDBDkwkZi3CWl6VaXM3MELLQ1FaOTvR5k+ju2dlKttWCOooQVTMiCmYWe54BqncD\nRC7aXB+7GDSjdxUiuilfI9ROetR2ajuLagO1nUV9LzXN9WMXBycA5de/8Vsx+w2b3ch41hwXjP1u\nPGgFrCtr9Knn017J33b/E2cF16w9rpnj3E68b7bHNWsJuWZdcM3aE12zV3AhdRN25rbckvoomuM4\nzjU+7YErx3E68v6777zsW3AcpwPfev/dl30LjuN04A++/f7LvgXHcTrwnvvMjtMbD1w5juM4juM4\njuM4juM4t5LbXOPKcZxbTIwaV47jxKdLjSvHcV4+m2pcOY5zu/ma+8xOS17Bo9m98Ywrx3Ecx3Ec\nx3Ecx3Ec51bigSvHcTrhNa4c527iNa4c527iNa4c527iNa4cpz9+VNBxHMdxHMdxHMdxHOcW4EcF\nX8QzrhzH6YTXuHKcu4nXuHKcu4nXuHKcu4nXuHKc/njgynEcx3Ecx3Ecx3Ecx7mVeODKcZxOeI0r\nx7mbeI0rx7mbeI0rx7mbeI0rx+mP17hyHMdxHMdxHMdxHMe5DXiJqxfwjKvImNkr1Y5zO3kZ799r\nXH36eAXHmfhuwS2UrFeNq1v4PLcdl6w9r+BYMwhe48px7iZe48px+nObA1cS9eoGQ5VxFs07MjMF\nEOo/o2FmsvxnzKYQWTMAykwBQFTNUNtXbM0MdpN2FtvTl5U/o0C1ZjGfx8yUgID4a8ob0UztZjTD\nDdjZTY1nzGQW2QbMzNTsRjQzxNcsEJlFtjMAZvHnGeCm+qaaUfy+aeMkJBxZMwOkVINGtrObGM9Q\nxcZeGTuDmRFR7Oe5CR8QAG5kPLuJdQCAm3gvwA3ZWd0nXxk7W/kzFq+UZmZ2E+vN2GtA545yawNX\nS9vgQxuvAjDmxTcmDQN3dKuAqNn5rMQ0F9IIHd3MxMxQitE0V5RiqAeUKJrh6rUMrtnS9WySBYzT\nxQsaenAUAEgYVIhCDVE0q9arZmbxNGvszAxWCiC6eJYommElO+W9d98ZXDNRs2mhVIjBqvVLHM2q\nxfEyUTRLA9HDwwTjdDHURumbRESzQlCtKeNotjSeIeZ4pgaaFoJS44xn2thZLpQEAl2Nb4OxZGd6\nmQsurzQbus8sNPvkdI7LueylWdsaV6WqzgqxP316To+mMxSqqsMHFQwAApGOmZFefQd66D4jAHCQ\nBnrjcIRJGpqfR5kDLkuhRxdz5DK8Zo2dqZl+8d4YP3t8QAmRUSTNJgnR956e4dk0j2LPaialqn1y\nMacfnU0xKyPaGZNOMkaWENU/i2NnWaA372U4yIaxs9UaVwQIE+zBYUbHkwQJ0+DjWXM9Jugooeia\nJQwqI/pndTuWJhRtDmhggt4fJzgaJ0QUT7OseZYrLy2KZkm4Ni7H0GxZo6h21uLnfdpZrJ3efee3\nY6ydUF9TAxMCLfpmFJ+2eflX03M0zW5tfMJ5udzaGldJ4NAslupevhw46YIACEwgJqKlTtd0jmZA\n6dVZzMxEzWaFkqgFAFAxKqYlsoSpXsAKEYXtV9rahgLgUg1FaYtnKMRCKYY0IQvVU9jyg3ZAUGUk\nEK5rP6hmS9choBp3R2mgLGHMC6V5qcv30hUFwIGBLGEQEQOAmgW1KpOgnk96aVYv5oOakdpazXTl\n/3dtxwwwFVCdNQIzUCkAE5jZgJ52Vt/r8n02/716zV59s84WCZdzoVmhV7OhIhCAwJXT2ryzHu0Y\nABO90mzpvptrD2dn4crOjsYcJpnhYl5aXvXZQcazNBAloRrPDMC81MAEZAkrAdSz/9cZQ7BpLuvG\nMx5yPNMqUgksxjMNpQBp4GY80z42UAV5EJ5fFnQ+LwmonK8koaBqEDXFi2Ndl3bMABO1hZ0VolRM\nFaOEaVwFSqJodjorw/m8xP1JYnU7vTQTNVGz8J1PTumD55fUeNyPZ3nImHE8SjUQEfe0MwDGBDtI\nAiXMC13YDKUZSfWMg/TNcRJwb5QicKXL8TgLR5nidF7avJTFv+v8IPUcUKqR1HOAmuHxZR6ywHgw\nTjVwf82avpmXQmoIAOGNSYbXxil9cjHHhxczmEFsAM1GgXCYBQQiNgAfX8zC4+kcnz0c2/1RCupp\nZ1r3zSezOZ/WfRMAPjyfhkkS8OZBpgnzYHY2yQIl4crOAhuVYihkODsbJYSDUXJlZwccjsYJTqeF\nzQpd/Lse7QgRwvEk5XvjZDHUP0hCyEvFxbxUUes9ngEwIliWMAWmqJoFBtKEwZv9s152hqt5k5t5\nEwCYUc8BGGQOwJVm3GgWAjBKmKa5YJoLbCDN0kAYpwFc2xlXWdEQXZy27W1nWKPZ0r0Pphmu1hPL\nuixfdxDNlv5/WPlz079rS3OfjKX7X7LdKJoRVYFLMpCasdq1e+mKAuDKFycs+S03otmnnf5T3qvH\nbVXEpsVVULoOYDUOWNsFXxOw0j19xSa636qjm5mqgWa5UKnbA+qjlHWUMKPl4qVeeJOoSVFa2NYK\nVYtXYao0a7mAbQaQfQeiTpphz8HbzDArRPPSGO0HYQNAzJAs4cA7ZAhM0hwha6PZUsBK1fbWrHXQ\nr16wkiho1z40M5QJre0MV31sX62bf9eqbzaaXeai01y36kAEhCo2Y20d12ua7f7njc13szPabWel\nKC7mIoVY5/EsCaRp2D6ehWoM6KyZGWh6A+OZGUTMtv4eEZAFFq6u37pvGhBOp4WeTUve9DR19iKk\nigR17ptlFbDayjgN0TVLmHB/kkiacKCWmqmaKCz86ZNz/bMnFyxbBptxYBxnqRGRcftFpRJAVcCK\nNjppZoZSVaVH38wCy/1xGirZ11OK4nReSC7aeTwr1VR2zAHjhPFg3E2zpm/moiRb+qao4aOLmX58\nMecOi2QDQCmTHGUhJLxZhiww3j6ayEEaWttZ0zefz3J9Nis29k0AOEwD3jwYGXe1MwJN0lBnpWy2\ns6JULbW7naWB5GichLBFs0IUp9NC8rLbHEBAuDdJ9P4k5U1zjZmhDmCZWqcNRiWA0oQp8OYF1BCa\nLebNLZoB3f0z7DlvXs0BnTdl99JMzTCdlzItNKCjZgmTjLOw1c7MDCLotXbax9dYuq9OmmH/IE6j\nVSfNWvxeJ58W3dZO0TRrsnHrNUknzQiQwBT2eP+DazZJq/3FFtd61bDj/+Dvvex76MzJ3/+PgQjv\n77YaxLXAVYNaq13xJkq8b6e71j72HOSqTc8qYFXvPO0FETBOg6Shque0a2FZ765qXmpokzi/yL6g\nvbIvui7agXYTQ6fdBjXDLF8s+PeZGIwJuo9DtEy9s6DYI2NlKfNBdMdCct2vo4WdAeDqOGC7RpjR\nBDD32a3sGoQE9p9MFQDPCpXLuWwNwK7CBGOqNNu14G8WkvUJ2rZjXRsHpLKz0M7OilJxPi9VdP/x\nLGFUgYgW41nCZGmV3r+XZgaEWS5WiO3dCAEYpyxpwnuPZwZok8W1L0xAFsJe41k9NvPFrJSTaRF2\nxN+Wfw+qZnXG5D59s7azxe/sRaVZkCyyZmkgHE9SDWH3zk29AcMfPL+Q7z4+C23mtIMk2P0sJdov\nGCcEhHFgywLvvQY1MxSqoi36ZsJkx+OM07D/2iAXwems0HKPjJXF2GyQsuW7OUiDHY/306yxs7xU\nq+9rLwpR/Ph8Kk+mRbAWmh2l3EqzSRLw9tFYR8nuVW7TN8/yQp5M8737JgDczxJ7fTIiIjSB7G0I\nAWGUsmVJOzvLSxXRdnZ2OA7t7KxUnFzuZ2eogiJ8OApyfJBtDVhcu7Fq488u50J7BjCbDBtbybDZ\n2U5bzZhgaZWVtFcbQCUSM+2bUdxkcknWYt6s5gDsPQego2aqhou8lHkVwNpLs8Bk45Q5aWFnWgWw\nWq2d2mrW3B/2Xwd0DXQs/+5emqFbcAjYf61yU2unrpvEy8kfe2sWmDYGxrcwmGYeuPLA1Tpuq0Gs\nDVwB9Y4Itu6K9wlYrbKxYzVO5KxQy0vt3AgTMM6CJLw+k6AplZKXym2cu1XqFGyj9dkXfQbdVbZd\nq89EdXURrQJY9SJh3bWW07S7NtMEsNZmrDSLlX0yH/Zgp50tOVGdCVwdLcD63crWk/v7776z6cuC\na6/VaDYvq4BVH3uuMijXZ5NdZb/11wzbbdYI/ezMzJCL4WK2cVd84USme2QMbiPhaucUWzQbZDxL\ngyRh83gGwERta3bF7nYI2YbxrA7w0DQXeX5ZhG1ZKduoA1gbdyu7BqxefJZmE4M3aVadle6p2Shh\n3J8kxkz27W++x8tfFqw3Rujjs5l855PTMC27la0gAIdpokdpwhuCMYI6YDVqEbBaRasMrCaAta5v\naiDC/XHKo6Tb8GxmmIvidFZYXbHgBTsDQGqQomXAahkCcJglem+0XrNFwEpUS7HORzFmpeCDs6mc\nzstgGzRjAt3LAmUtFsWrHGUJ3j4aW8L8QmZU0zcvilKeTPOwK5tzEwTgwTjVh+OMgbUBLAEQRgnr\nKOXOJwy1DsaobrYzJtDROKEs6aaZmWFeKk4vC5P1c4ABoEnG8vAgC7/7rffwm1/7Rqd2prnoZS5b\n/bMWGTZr2UczAihLmZi6H4XZ5p817e6bab+JOoC1LWNlEM1EDeezUorNmZ7KBBpn2zNTt7FHNtkg\nmjX3i93rgL5Hy5avtVYzDHMcD9jsH7fK5Hrv3Xe2fVkwumZ7nF5SABRqS+57mh09NfPAFezBf/g/\nvOx76Mzz//E/AiK8v1tb42oTRFW6BTFIq6K0QNUBGFUik62cw+3DuoW3AQjzUmle1SnoN7obcDmX\nEJgwTqtaLkRETSZXUSrVGRm9EAUkVwpMyKq3LgCalUPjPQ6uGa4KOAZcadUzAEM4HCehFMWsUKsX\nplS3RVUtBvQt7wMDUKoR0UKYhZ1ZtfgGImi2bGdqIK2qYg1hA1WtBYYB1gi0PLkPNcAsrlMvuhgA\nFWJ2MS8X99EHtaq+DxPAde0LLGtm1++jB8t1HJqz91d2Rv3sjIgwSgjZYUqzQqvi2kt2xlUAFsz9\nx7NSjUs1pIFQr7HijGe5BCZgkgUNXI0xV8c1jWyA96JVFkE1nlWLbAHABlBeqD67zEOdmdkZIkII\nxFw5e02mY1P8Pqihqb00iGaBdL1mZjxEeep5qXh0ltMk5XruNKXq+vRsWugffXwSzvKyl2YG4Lwo\n+aIocS9LcJgkQJVNZgDCiInGSeg9ODMRshCCVhlYakt9kwl0b5Ry3U7nNogI4yRgdMg0K4VOZ0X9\nwQgQYKQGLdWC9ZwDDMB5XvJFXuL+KMFBliwXiw6FGBWiQM9F3jgJ+KWHR+GiKPHD06leFsJ1X1QC\n6CgLPNpyjG5fzvMS33t6TsejlN46GhtXxeLJAJqVoo8v85Cr9tbs2azgk3mB18YZlupsGYCQJUTj\nNPSui8hEGKchqBryUpsABqGqL8VHo8B1zczObVDVBkb3maaF0um0aPZniap5Rh8eZqHOzOzVzsEo\n4XEWcDkvsVRnywCEhEHpUv3PrmzTDABnCXHoGHxZZsk/o4BrZQSWM+0HmANQzwGLbPdFndKhNAtM\nOD5IQymK81mppdqVnQE8zgKnPfsmNfWPyMgMtBLAGkyzmnXrgNWf9w1aAev9s8Z/GuL6DY1/fE0z\nXJ1OuBOaERGSQE396OV5UwBwlZTdO2C1aA5XmjU6Da2Z8ynktkYyN2ZcvfAPrf6MloGYCT13CbZS\nVpVqMS90n1o5nUiqABZKNRsiYLWJtinNPWikitZQIYpZLggc95mYqmwIrVNjYtF8Rkkjvn+iKgsP\n67OvBkOqYjl0Oa++EheLQJVPOUCG1VaaWltpj2yRbZgZLudi81IpTRh9Mga3sditNsMs4ngWmHCQ\nhSbaE+3dMGAGopNpgbwc+gNEFXUtF1MDxPY/qtWWhAkHWRJdszQhMzL640fneDrNo7TBRPjMZGSj\nwJhUR8iitCN1AvY4CXaQJdH65um8sPN5SWXEOSAQ4cEkNQZQyu56aV05nRf4wckl0kA2aXGMrg0E\n4LVJZvdHKT2d5phJnL4ZiPCF+xM7SAPGWUQ7q2oCIAtkkyxEs7P6Ix50fJBinMZZ34kazmaFmRnS\nhKNqVpQa3T8LBEsCR503myOERIiqWV1GAGmgVkdc29A8C4ComjXN1X/exJqz14mOW3D95XYQsy2t\nsspBBFv5aNnQdNLMM64842oddy7jahWixec/h0g73UohanWB8GiUapgV2j9daAeiRkmg6Jqh+9ny\nvUkDAxmAyAOcGgj1cbfI7ZjtV+C9M/XOYdSgFVBpdjoto2u24YjF4IwTjqoZEWGSBSKO2zcNwKwQ\ndKj91QpRQ6ka3c5yUXp+GdfOiKqvA8QMWgHVHHATmj2fFvTdJ6f7fkyiE3VmFw7TJOqzBCLcn2Q2\nwFfnNlJnYNHzadHsVEdBqsAFxkmIqtn9UYqHk2SI49QbMQBPpzmd5WXfr8FtRarMOzoYjWI1AaDO\n9h6F6HZ2NE4pYYo6BtSbCjs/vjFEOyEL0Rf7BtAojT8/pwlR5CAP0oRxRElUzepssuh21jQX+foN\nNxFUarKI7rxmTAQO9Cpp5nwKiL7Qcxzn1eT9d9952bfgOE4H/uDb77/sW3AcpwPffO+dl30LjuN0\n4D33mZ2WVEd87+b/YuGBK8dxHMdxHMdxHMdxHOdW4oErx3E6seGLgo7j3HK+/JWvvuxbcBynA12+\nKOg4zstnyxcFHcfZEw9cOY7jOI7jOI7jOI7jOLcSD1w5jtMJr3HlOHcTr3HlOHcTr3HlOHcTr3Hl\ntOVl16nyGleO4ziO4ziO4ziO4zjOp4ExgN8D8M8AfAfAf1X//L8G8C8A/HMA/yuA420X8cCV4zid\n8BpXjnM38RpXjnM38RpXjnM38RpXzqecGYDfAvCXAfxa/d+/CeD/BPArAP4SgD8B8F9su0gS9x4d\nx3Ecx3Ecx3Ecx3GcvYh34u5lcVn/mQEIAJ6iyr5q+D0A/+62C3jGleM4nfAaV45zN/EaV45zN/Ea\nV45zN/EaV44DRnVU8KcAfhvXg1YA8LcA/KNdF3Acx3Ecx3Ecx3Ecx3GcoVFURwW/AOBrAL6x9Hf/\nJYAcwN/fdgE/Kug4Tie8xpXj3E2+/JWv4qIoX/ZtOI7TEq9x5Th3E69x5bzKFB9/B8XHqwlUGzkB\n8L8D+DKAdwD8TQD/FoB/fdcvvhIZV2YGVSMzi9oGAeAbOG96E20AgFpczW6K+v0j9rPclJ3VphYV\nUcMnZ3Oalxq1nVIUeanRNVM10sjvX9Tw45MpzQqJ2s68FJxMi+h9kyn+WKNmeHyRUx7ZznJRXBZl\ndDvLRVFq5D6jhj9+dI7zedzA0tm8xKOzPHq/ISC6ZmaGWSEQjfsshShykeh9MxBFnwTMLOonqxuy\nwHgwTqO3xKjmm5iYGYpSoZHtzMxQqkb3aQITkhDfBtJAuAFTQynx/cCb4ib0Aqo5OrZmaobY84zj\nvIoQ0Z35X/b2r+Dwr/yNxf/W8AaAB/V/TwD8GwD+KYB/E8B/DuDfRlXAfSt3OuPKzCBqYlWBL8Bg\nodJvUIdMq3Y0BCZmgxokLzUMPQ4HJssSIgAGgNSgqsMHF5khTAhqgJpF0axGcVVaTtC8p4EwM5Ri\nVogtNCMyDQwe8lkqO4OYLe7fAlscO5P4mn1yNrcfPrskq7wVevt4oj/72oST0M7U3n/3nY1ZV6KG\nJ+e5nE/LYABmgI2zQGljbANRaWYLzRQmIVAYuo2PTqf2vafnpLVmP/fwUP/iG/c4banZNgpRfHgy\nlSfneQCAj8/I3ro3pvvjZFDNCAAzNOEqbBVjPDMzPJ3m9vH5vNKMQJ89GusXjsec8HCalaL4+HQu\nTy8rzU6osONxSpMkDKpZLorn01wLNQKAQCoHSQhhwMifmuFPHl/Y//PjExIzGIBfe+ue/LWfeRDG\nyXDDwLQQ/Pf/2z/S/HO/ygZDeDyzL70xpjcO00E1S5lwnKXKRHReSBTNzAxiZqUZzecKzAscpEGO\nRmngAZ+lVMVHZ1N5Os2DASCITZJAKfOgmiVMuJcmmtQ3b4CIWhjS1TAzXJZiZ0VJCTMCGcRMRG3Q\nuSZhwufuTeTNw1Gw2tf46HxGz2fFkM1gFBhvHow0C0wXc6HAKpNseDtTNVMDlWKYFYosIRmnYdC5\nZtWnLUQsC0yBr+bNb773Tu+sKyIgS1iZqsG4FJPzeRmGDvymgWychYVCeakyK3RQOwMAJhImhEIM\nhZhlCV3TbCgCkxAQ6qDv4P5ZjQGgQARQNT+rDds3awSIuw5YtWeFSeBh/bPl5pb+O9a7Wb5uNRW0\n4L1339k362q5nVjPAtwBzZxXircB/F1U+0wM4O8B+McAvoeqWPv/Vf+7bwP4zzZd5E4GrurBUO16\nxhgBgJgpDAgM7uu4rgy6BICICAzjccoQNSnK/k5lYCBN2AgwqkZ0AgCGGQdAFaYDZOEwQ5kqzeqJ\nY3DNapqBavEsuHpXvQfHOpCEolSzq4GwcvQNVgrAZFatKbo/T92Omq2xM60CTIGNuKeDbFXA6pqd\n1X81qGZPL3P8+ZNLK1UbeyIA+MnzqX10MsUXXzvQLzyYcJ/nUTU8uyz05KLgpX5BBmCai84JVAWw\n+gUvKs3sBc0M4FIMRP0dJDPDo8s5/vjRmRUrmv3g6YX98NklfumNI/351464zyJJ1PDx6Uw/Ppvx\nUvCIRA0/OZnqJ+dEb9+f0GHWPxgTGEK1Zk3nGHI8MzOczkv85GxqZRXlqzQz4KdnM/vkfIbP35/o\n2/fHvcYaUcMn53N9dD6/ppkZ8Hxa6CmV9GCS0ij0CywUojiZFTIXvWZnYsZnRYmUScZJCKGnnf3w\n+Qy/86NnNivEZMnO/vlHp/ijj8/w6194oH/1c/dbB5eXyUXxBz8+0f/3Jyf84bMpPvu2AQCpGf70\n0VQ/eDqnn39jTA8m/QKlgQjHWSpZ4EBLdtZoljDJZADNFEBRpb5cmwMuC8G0EBxmiR5mSa9NDFHD\nJxcz/eRi9sJ4dlmKMoQmaUIJ9VskByIcZUEy5mt9E2acMEENIj0Xr2aGuShOisLUrjQjIgQAIRBE\nTcWs1+DMBLx1NNa3jiZMBHC1AKcAwhfuTfSzhyP68GxG53m/jMKUCW8cjGSShOt2psbns9rOshD6\nzGd1BjSkShe5Zmd5acjLEqOEdZRyLzuzKiNFdY2vkYsqCShLmPr6Z0RAFliYF3MAACAJ4AcHKfJS\n5WJehr7xq4QJkywY0XWfNksYWcKYF6rzUnvvYDBBmegFnzYvTQlWacb9gzGBSOpusvyeB/PPlljY\n2dL8DCZaZx9dUWxeO1HgKtmrv++88M8WbRnApRpo2ABWo9k6bVaftStrNcPV5vxQwZjGlpbbimln\nr4Jmzt3hDwH81TU//wttLnJbDcemxYszZz25NwvIXZ3YCLDA1NqhWBl0N3ZiM1NUC2UppL1TyfWu\nV+Xzbr5JMxMAQXRxYrFtO8ZcaUZEUTSrad7JtoGv+btOg7CoIS9VzXYOfIIqE751AKvaXUUrO+PQ\nPui3kskVTbPTaYHvP7nQeSm0LQBKgASm8KU3Duyt++PWmp1cFvbsoiC13ZoFJhun3Hohvuibe2pG\nhE4O0rNpju8+OtXpDs2YIIEo/PJn7tsXHxy00kzN8Ohsbh+eTMkMV5mjayDARgnb28cTnqTtfZdA\naBxvpdrRX6XveHaRl/jx6VRzUbItfZMAYabwxeOJfeZo1FqzJxe5fXw620uzhMkeTDLOWtqZqOFk\nVsi0lL3sLKsDWG3HgI/O5vjWD5/qWS5U1tlc6wgESQKHr/7sQ/vlz95rtYAVNfzhx6f2Ox88I1ET\nsc2aMcEmKdsvvDHhe+N2+1pMwP00lUkSttoZemqmZihU1XY7v0JAuDdKbJImrcezx5dz++h8d98E\nYIFgkyRpnU3IAA7TRMYJ79U3uwawclGc5IWK2da+2fgapZqpbbbHdRCANw5H9oX7E2KQMG/2NVTN\nZiL24emMp2W7o9eBCK9PMjnKkkB72FkaSMZZNztbyubd6WuMU7YqTtrS12jp02ZJ6LRRkiYkSfVO\ndtrZrFC5zMvWWbihClgp7+HTGhBmuTQZ861ggtVO6m6flmBZwp00azK5sIedoV9gYaedLdYBZp3W\nAbgKvO60M9TrgG4+7e61U/N3jc/Zcb2xd99E90yfVpqhe8An+tpp6Rp3RrNJehWM/pRir/8n/9PL\nvofOPPm7/z4Q4f3dVoO4Frha7HpVx3QU+3faaudiz8GxxaC7+nsCIBRiWsru3co6TVvw1cX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JRCFzvJvTQjQJmIHoxTGiW8OhgNoll9DSJAAlNYboMJyoRh+6Zd75uXRYkfPL+Qs7wIav01Y4Jm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GPufZ2kvcSnB6OBhn5yhduMGUOzeEk6SjO9evNINw/H2aIlnUYDp3vPj7JL50ZhmHg3HbRa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\n1xJC0G+/cFNXv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CbIrD+ZJUu2P6v8NmZW3Ke6M1s0mDCrfDJrX2Zx+9ucGbZY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\nL2+Om0RmdmRmR2Z2ZGbXRGZNlNEkMrMjMzsys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"text/plain": [
"<matplotlib.figure.Figure at 0x7faaa323f590>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from demo_model.tools.rainbowplot import SpectralBlack\n",
"from matplotlib import cm\n",
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(23, 17)\n",
"comsummary.plot(x='record_count', y='trade_value', kind='hexbin',\n",
" gridsize=40,\n",
" colormap=cm.Blues,\n",
" ax=ax)\n",
"ax.set_xlabel('Number of trading partners')\n",
"ax.set_ylabel('Dollar value of trade (log)')\n",
"fig.savefig('output/commodity_density.png')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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LAej8/VIPpEMDMUAUZ5kVK8ZuTj8rnZkulVlWsILFwQ3B4T4AnblfIjLqX21g2AeSIVA0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\nGr8ojv9uK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2VA2wXkiWEMYWaREFeLxYfYtQNY6XaDkPYqvnGIYls48ZAMEMV+EDLsw52A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"text/plain": [
"<matplotlib.figure.Figure at 0x7faaa3004b10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import cm\n",
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(23, 17)\n",
"servsummary.plot(x='record_count', y='trade_value', kind='hexbin',\n",
" gridsize=40,\n",
" colormap=cm.Reds,\n",
" ax=ax)\n",
"ax.set_xlabel('Number of trading partners')\n",
"ax.set_ylabel('Dollar value of trade (log)')\n",
"fig.savefig('output/services_density.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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