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@cytms
Created April 1, 2014 08:34
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u76f8\u95dc\u8cc7\u8a0a\u7d71\u8a08"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline --no-import-all\n",
"\n",
"from pylab import *\n",
"import prettyplotlib as ppl\n",
"from prettyplotlib import plt\n",
"import numpy as np\n",
"import MySQLdb\n",
"import math\n",
"\n",
"db = MySQLdb.connect(host=\"localhost\", user=\"root\", db=\"cookpad_production\")\n",
"cur = db.cursor()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u6027\u5225\u5206\u6790"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT gender FROM users\")\n",
"\n",
"genders = cur.fetchall()\n",
"genders_count = {\"male\":0, \"female\":0, None: 0}\n",
"\n",
"for gender in genders:\n",
" if gender[0] == '':\n",
" gender = None,\n",
" \n",
" genders_count[gender[0]] +=1\n",
"\n",
"figure(1, figsize=(5,5))\n",
"pie(genders_count.values(), labels=genders_count.keys(), autopct='%1.1f%%', startangle=90)\n",
"title('iCook Users Gender Analysis')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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w8/Jn9PjxN+r2Lx+rAwjWr/fnC9h0fLfUMUqETRbYnphwDkdsxGjWSR2FhMxr\nhB6fRK2XQ+nx9Z9Y0+x9oXwKvBaJ8uxZbmXLf8vA5grMbLGwNfIkp29tkzpKAZ0hm/UnPiDTdyXD\nNizF0dt2dqIK8tTt21/56/Q+qWM8MZsrsPOpMVyMP4zRJP3o624WLBy4upSDUXMZsHwZwZ3FcYWC\ndAKvRZIVcUP2B3rbXIH9cfUAB6+tkjrGfUWmnGLdyak0fXcVT03fK3UcoRx76sfl7L14VOoYT8Sm\nCiwmJ53rqZfJ0aVKHeWBcnSprDk+GUWD1QxZtQKtszhIWih79Q6d4srNy+SbDFJHeWw2VWB/XD3I\n7ktLpY5RLGaLiV3h33Mm7ScGhy6lYuN4qSMJ5YzSYqH1bxsJuxn+8BtbKZspsEx9PuEp10nKuiF1\nlEdyKW4fm87+lw6frqTluGNSxxHKmVYbd3Lk8inZLj1tMwW2OfIkf19dKXWMx5KRG0fosUlU6LqG\nAYtDxex9ocxodXpq7Q3jYpo8twBsosDMFjOH4i5yPfGI1FEem9GsY+vZz7lhXsywDYupUN269+MJ\ntqP1H5sIOy/P3x2bODP31YwkriedxCLTYfDdTkdtISbtIt3m53Pul86cW1VP6kiCjfOLiiMjPoY8\nox4HtVbqOI/EJkZgW24e49jNLVLHKDFJWTdYc3wS1YaH0mvuZlDKv5gF69Z03XZOxF6TOsYjk32B\nGcwmrqbHltqChVLRGXNYf/IjUjx+Y9j6pTj72f5JSgXpNN+yh2OXT0kd45HJvsDOp8Zy8TFOkyYP\nFsKu/86+iK/ou2QZ1Z+OkDqQYKOcsnJwvBFJUl7Zr97yJGRfYFtvHuNUlO2eNgogOu08605MpdHb\nq+g6YzfigHChNLRatpbD185IHeORyLrA8k0GIjPjycxLkDpKqcvVp7Hm+FRMNf9gaOgK7N3F7H2h\nZNU7cppL0deljvFIZF1gJ5IiORO9S+oYZcZiMbHn0k+cSPqBgSuXENAiVupIgg1RG024RcXIaslp\nWRfY9qiTnI+xneVxi+tqQhgbz3xI24/+oM3bh6WOI9iQBpv+4mycfI5mkW2BmcxmEnNSyNXLf1G2\nx5GZl0DosYm4tg9l4LI/UNuL07kJT67BgeNcuH5B6hjFJtsCi8hKJipVvgehlgST2cC2c19xWfcL\nQ9ctxatWitSRBJlzzshGn5IkmxUqZFtgRxOuci5W/itKloRz0Tv488LHPPPtbzQacVbqOILM1d0d\nxsXUOKlwhAZWAAAgAElEQVRjFItsC+x0cgTx6ZeljmE1UrIjCT0+icoD19Dnhw1i9r7w2EJ27OPc\nZXlMp5BlgeWbDKTmpVrFSTusid6Yy8ZTM4h3WsELGxfjGmgbp84Sypb/zRjiM5KljlEssiywaxlJ\nXEsSZ76+n6M3VrPn2pf0XrSCmj3kd3ybIC0F4JKQRKY+T+ooDyXLAjsUF86l+DCpY1i12PSLrD0x\nhQbjVtPtsx2I2fvCowg+dJzrGUlSx3goWRbYxbQYEjPlNWNYCnn6DNaemEZe0B88v2459h7W/xdV\nsA7Vj5zmeuQVqWM8lOwKLN9oICM/DYvFJHUUWbBYzOy7/AtH4r5j4O9LqNw6WupIggxUvhxBZIr1\nfxIpuwUNY3LTic8U+3Ue1Y3EoyRlRtBjeg5V9rZi3+y2UkcSrJjGYESRno7eZESrst6akN0I7GZW\nEjeSxFynx5GVn0To8ck4tAhl8G8rUTuK2fvC/QWduUhktnUvbS67AjuffJMkG1u8sCyZzAa2n5/D\nhexFDF2zBJ961r+jVpBG4PGzxKZb98+H7AosOieV9ByxCsOTuhC7iy3nZ9Llq99p9oqYkiLcyz8i\nmthY6x4syKrALBYL2foczBZx2rGSkJZzi9Bjk/DvvZZ+C9ehVIvvq/A/vlGxJGRZ92IJsiqwVF0u\nGeVg8cKyZDDlsen0J9zSLOX5DUtwD0qXOpJgJbR6A4a8XKljPJCsCiw6J42bKfJZ6kNOTtxcz64r\nX9DzpxXU7SeOMRVuc0pNJ8dgvYfsyarALqVFE50mfrlKS3zGZdYcn0ztV1bT/cttiNn7gv/lG8Tl\nWu8xtbIqsKisRDLy5HkKdLnIN2Sx7sQHZPn/zrD1y3D0su5NCKF0+Z++QGym9a4zJ6sCS9flkKsX\n+2hKmwULB64u5WD0XAYsX0rVDtb9SZRQejwSkklPSZQ6xn1Z7xTbIuQa9RhN1rs9bmsik0+SnDWN\nnpOyCWrfnL2fdJQ6klDG3JPTyMgWm5AlQi/Kq8zl6FIIPTYZdcNQhvzxG1onMXu/PHFLSSfdis9S\nJJsCM1nM6E3il0cKZouRneHzOZP+I4PXLMavoZjKUl7Y5+WjM1jv751sNiEz9fnk6q13KFseXIrb\nR3zGNZ79LI+IDW05sqCZ1JGEMmDRW2+ByWYElqHPIzPPuo/LKg/Sc2MJPT4Rr26hDPg1FKVGzN63\ndar8fEwW65xSI6sCSxHHQFoFo0nHljOfc8OyhGEbluBZ3boPNxGejGtqBpn6fKljFOmBBVa7dm0+\n//zzgq9//vln5s+fX+qhipKan0NStigwa3I6ajPbL87i2fkrqD+ofJ+j05Y5ZmSRZ7TO80Q+cB+Y\nRqPhr7/+YvTo0Xh4eKBQKMoq1z0y9dkYTGW/JLI6R41fmB8qnQqAjOoZpNdKR6lT4n/QH02OBoOT\ngbh2cZi1hYfZCpOCgJ0BKEwKFGYFOQE5JDe6fbYXr1NeOMU5ke+RT0Lr2zvFXSJcUOlUpNeWz1y3\npKzrrDk+me4j3iOoXRO2vNMDzLIZ2AvFoM3JRWe2zgJ74E+aWq1m8ODBLF68+J7roqOjefHFF+nT\npw8vvfQScXG3l5+dNGkSH3/8MUOHDqVr165s37694D6LFi1i4MCB9OnTh3nz5j1S0DyjHqME30SL\n0kJS0yQie0YS9UwU7lfc0WZo8Qz3JNcvl5u9b5Lrl4tnuOe991VZiO4STVSPKCJ7ROKQ4IB9kj1K\nvRK7NDsie0SCErTpWhRGBa43XEmvKZ/yukNnzGb9yf+SVmElw9YvxdkvW+pIQgmyy8pBZ7LOfZ0P\n/VM5bNgwNm3aRHZ24R/Kjz/+mAEDBrBx40Z69+7Nxx9/XHBdcnIyK1eu5Mcff+Srr74C4MCBA0RF\nRREaGsr69eu5cOECx48fL3bQfJMekwQFZnIwofO4Pf/MorGgd9OjzlPjHONMZtVMADKrZuIc7Vzk\n/S1qCwAKswKFRYFZa8aisKAwK8ACCqMCi9KCx0UP0muly2iv5L9ZOHRtBQciv6HvkmVU6xohdSCh\nhNhlZcu3wJydnenXrx9Lly4tdPnp06fp3bs3AH369OHEiRMAKBQKunbtCkC1atVITr69yXTw4EEO\nHDhAv379GDBgABEREURGFv8QFZ1Jj0nieWDqbDV2qXbkVchDlafC5HD7xCImexOqPFXRd7JA5a2V\nqba2Grm+uejd9Fg0FnIq5lB5W2WMjkbMGjP2KfbkBFjvhMHiiko5y7oTU2nyzmq6frQbcUC4/Knz\nrPdTyGLNAxs5ciT9+/dnwIABhS63WCxF3l6j0RR5m9dff50hQ4Y8Tk4MZhNmCc9EpDAoqLi/IolN\nE7Fo/vW6Ff/8V+QdIapHFEq9kkp7KuGQ4ECebx5pddNIq3v70zvfI76kNEzB9ZorTvFO6Nx1pNa3\n7rXIHyRXn0bo8Sl0rv0aQ0NjWfvyQKkjCU9Ana/DaLbOAivWBoubmxvdu3dnzZo1BZc1btyYLVu2\nALBp0yaaN2/+wMdo164da9asITf39uoGCQkJpKYW/5fUbDFjkeqvgBkq7q9IZtVMcgJvj5JMDv8b\ndanyVJjsH1yuZq2ZnIo52KfaF7rcLtUOAL2LHpdbLsS1i0OTrUGTpSnqYWTDYjGx++ICTiT9wOBV\nSx9+B8FqqXQ6jFY6Antggd39qePLL79MWtr/5vtMnz6dtWvX0qdPHzZt2sTUqVOLvN+df7dt25Ze\nvXoxZMgQevfuzYQJE8jJKf4mk8UCRY/3SpkF/A77oXfTF/p0MLtSNq4RrgC43nAlO+DeHdfKfCVK\n/e1vscKowDHekXyPwvNpKpytQHJIcsE+sds3vv0Jpi2ISDqOXW4KVa7ckDqK8LgU99/AkJrCcr/t\nQCsz58wWZvz1Omk5MWX6vPaJ9gTuDETnrit4F5MbJpNfIR//A/5ocgtPo1DlqvA96ktsp1i0aVr8\nDvvd3lmPgswqmQWbjQBO0U7YpdmR2uD2SPTO1Aqdu474NvJf9yzAM4Qhga/Re/lmOqzZbrW/BMKD\n/T3wWRy/X0Bz7yCpo9xDNsdCSiXfJ5+rw64WeV1Ml3vL1ORoIrbT7Qm3eg89Ud2j7vvYOQE5hXbc\nJzdOJrlx8hMmtg69a75BE1MQY9/6BN9o+ZdxeWZwdECjsM6Px2VTYI5qO9RKO6ljCA/h6ujHyJqT\naLfvDAPmTkZtlO6DF6FkGB3sUSvv8ym7xGRTYK5aJ7QaJ6ljCA/QNLAvXd2eYtSMH6l1UhxaZCsM\nDg5oRIE9GU97F+zUjlLHEIqgVTsyos4UGt7M5uUJk3HKFuvo2xKjvR1qpdiEfCJudk44aFykjiH8\nS5BXEwZWGkX/X9bRZtNusaPeBhns7cQI7Ek5qLS42t97vKEgnf6136Zxvh9jxs3AO06s1War8l2c\nsVNZZ1VYZ6oiOKo1uNh5SB1DADwcA3ix5nt0+OsYfRfMRWWyzkmOQsnI8PLATeMgdYwiyabAHNRa\nnOxcpY5R7rUOGkhHp3a8Mu07qp+/InUcoQzonBzECOxJOaq12It9YJLRqp15qc5UGl1N4aUZk3HI\nLfu12QSJaLWSrgX4IDIrsKKXrBFKV7BPKwb4vcDAH1fRcvt+qeMIZcisUKDQaqWOcV+yKTA7lRp7\nMQ+sjCkZXOc/hGS7M3bMf/FMtN5TzAulI9fVCSeN9U4gl02BATioHVCgwCLNYd3lSgXnKoyo/n88\nteUgPX/+EqVZfM/LowxPd1ztrXfgIKsC87J3xtnei6x88ZF9aepQ9QXa2TfjtUlzqHJJrCJRnqX6\nVsDDw0vqGPclqwILcvHB1cFXFFgpsde4MqrONBpfiOXFTyZhl6+TOpIgsfha1fHzrih1jPuSVYFV\nd6+Il3MgMWnnpY5ic2r4tqef72CGzl9Bk92HpY4jWIn4BrVo4Gi905dkVWA+Dq4EeNTgzK0/pY5i\nM5QoGVJ3IiHpDox5bTruKfI7K5JQepIC/fG2t97pS7IqMG97F7ycA6WOYTN83GrwQtW3eHr9Xrot\nWYdSHmtbCmXI5OSEykoP5AaZFZiTRoujxnqHs3LSpdpLtFaHMPo/XxJ4/f6LLgrlV7abM85W/Akk\nyKzAAJy0DigVaswW6zxPnbVz1HryUp0pND95g2GfT0Srt84zLgvSiwuqhJ+Ht9QxHkh2BVbN1Q8v\nlyokZl6TOors1KvYhR4V+vLCV0tpeKD4JxUWyqfoOtWpWLGy1DEeSHYF1sy3JlUqhIgCewRKpZoX\n6kymQaKS11+dhmtaptSRBBm40a45fd19pY7xQLIrsOqu3tTwacrRiLVSR5EFf7faDK36Bj3+2EGX\n3zeJBQeFYkupXIkKdmIfWIlyt3PEw9G6/ypYi241XqMFtRjz9mdUvFm2p6MT5C3TwxUXZ1erXYXi\nDtkVGICvoztOdhXI0YmDi4vibO/FS7Wm0PLIJYZ8NQmNQXzgITyaG/VqEFwpWOoYDyXLAmviXR1/\n95pcSwiTOorVaVjpWbp59ODFz36m3pEzUseRvUylkmm+vlzValEAnyYksN/JidWurniabp8y7v+S\nk+mQW/hEJnFqNe/7+ZGqUqEABmdk8GL67UnCX3h5sd/JiTr5+XyekADABhcX0lUqRqZbx0Ti6+1b\n0tDPunfgg0wLrK5nAHV8W4oCu4taqWV43amExBh47d0pOGdkSx3JJnzi7U2HnBzmxsVhBPKUSg44\nOjIqLY1RDygbtcXClKQk6uh05CgUDAgKom1ODj4mExft7NgYGck0X1+uaLVUNhhY5+rKzzHWs5kf\n2bA2vZ2t/xwUsiywQCcP/N1rSB3DagR4hjC48mv0WbaZDmu2ix31JSRLqeS4g0PBKEkNuJhvr/9v\neci+IW+TCe9/RmhOFgvV9HoS1Wr8jEYMCgUWIE+hQG2x8LOHByPS07GW8/7o7O3A3QOtlS4jfTfr\nT1gElVJJBQcP7DTO6Azle6TRu+Y4mhirMPbNT/CNjpc6jk2J1mjwNJmY7OvLJTs76ul0TE1MBGC5\nuzvrXV2pn5/PpKQkXM33P7FJtFrNRTs7QvLzcbJY6JiTQ//KlWmdm4uz2cw5e3veSE0tq5f1UJea\n1qd2YHWpYxSL9R7k9BAdKtYn2Lu51DEk4+rgy/hG3zD8eB7TXp4syqsUGIFwe3ueT09nXVQUDmYz\nP3l6Miwjg10REWyIjMTbaOQz7/vPVs9RKBhfsSJTExNx+udY01fT0lgfFcXE5GTmenkxISWF1a6u\nvO3vzw+e0m+2nevTlQaVa0kdo1hkW2AtfavRtPLTUseQRNPAvowNnsK4GQsZ/PWvqI0mqSPZJD+j\nEV+jkRDd7XXRumVlEW5nh6fJhAJQAIMyMjhnb1/k/Q3A+IoV6ZOZSdecnHuuD7e7vVRzFb2ebS4u\nzImLI0qjIVKjKaVX9HAWILpuDQKc3CXL8ChkuQkJ4GHniI9zJVRKDSZz+TieT6t2ZESdKTS8mc3L\nEybjlJ378DsJj83bZMLfYCBCo6GqwUCYkxPV9XqSVKqC/Vs7nZ2pqbt34UcLMNXPj2p6PS/dZ2f/\n3AoVmJmQgEGh4M4GqBLIl3DuVXS1ylTy9LX6+V93yLbAAJr71CDAoz6RKaekjlLqgryaMLDSKPr/\nso42m3aLHfVlZHpiIu/6+2NQKKis1/NpQgIf+/hw0c4OBRBgMDDjn538CSoV0319+Sk2lhP29mx0\ncaGWTke/yrenI9w93WKnkxP18/MLirC2TkfvoCBq63TU0uslea0A555uR4OaDSV7/kelsFjkuwhU\ndE4ab+/+gjUnZ0kdpVT1r/02jfP9GDP5K7zjxHLaQun5euVcxg0cg71Kus3YRyHrEVglR3f83avb\n7JmKPBwr8WLN9+iw8wR9f5iLynT/T7oE4UmleXti7+0rm/ICmReYQqGgrkcAPq7VSci8KnWcEtU6\n6Dk6ObXn5WnfU/38FanjCOXAkX7P0KKuvD7Zl+2nkHd0CWhI06BnpY5RYrRqJ0Y3mMWIhKpMf2my\nKC+hTFiAs907EuItryXbZT0CA6ju5kM17yY2sUprsE8rBvi9wMCfVtNy2z6p4wjlyK0aQfj5Bshi\n9v3d5JW2CEqFgk4V67HDtxWX4w9IHecxKRlc5z+EZLszdsx/8UwUq2wIZevw0D60ktnmI9jAJiRA\n18D6tKn2nNQxHksF5yq83egbhu+MYvJr00R5CWXOpFJyvWUjqrv5SB3lkcl+BAbgqnWgqnsgbg5+\nZOTJ55CaDlWH0c6uOa9N+pYql25IHUcop8Kbh1CnUjWUMpm8ejebGIEBDAhuTavg/lLHKBZ7jStj\nQz5neJQP00dNEuUlSOrv0cNoV7up1DEei02MwADqePhT07c5f4UvtOqd+TV829PPdxBD5/9Gk92H\npY4jlHPxlf3RBAfjZe8sdZTHYjMFplQoaO9fl20+LbiacEjqOPdQomRI3YmEpDsw5rUPcE+xjpU3\nhfJt9+hhdGnUXuoYj81mCgzgmcoh/Fl9kNUVmI9rDV4Ifoun1++l25J1KOV79JZgQ3JcnIht1pBq\nrtZ98toHsakCc9M6UN+rBr5uNUnIsI4JoF2qvUQrdQivv/sVgdcipY4jCAUODOlFu3otZbPyRFFs\nZif+HSNqdaBb3VeljoGj1oNxDb9k+BUnPhg5UZSXYFVMKhUn+z5Ns4rVpI7yRGxqBAbg7eBCA+/a\neLtWIynzuiQZ6vk/RQ+vfrzw1VIaHjguSQZBeJBjz3agYXA91EprWYn/8djcCAxgRK2OPFv3tTJ/\nXqVSzYh60xlp6sC0V6eJ8hKskkmlZO9rQ+lcU55TJ+5mcyMwAF9HV+p518HLpQrJWTfL5Dn93Goz\nrMo4nl39F11/2yQWHBSs1tEenQmp0RAHtXyWzbkfmywwgBdrd+Rc4mhWHJlS6s/VrfprtFDUYsw7\nn1PxpvWc208Q/s2kUvH3K4OZULOJ1FFKhE1uQgL4O7pRz7sOFZyDSu05nO29eLPh1ww/r2D6S5NE\neQlW7+Bz3Whap2mxR19Lly6lR48evPfee6WSZ968efzyyy+PfX+bHYEBjKzdiQtJr5fKKKxhpWfp\n5tmDFz/7mXpHzpT44wtCSdPbaTn44nP8p1rx17z//fffWbx4Mb6+vqWS6UmncNh0gVV0cqdlxSYc\n8GpMZHLJnPhDrdQyvO5UQmINvPbyFJwzyveJdQX52PXSQNrXa1nsNb8++OADbt26xauvvkrPnj2J\niori6tWrGI1G3nzzTbp06cLatWvZuXMn+fn53Lx5k5dffhmdTsfmzZvRarX89NNPuLm5sWrVKlat\nWoXBYCAoKIjZs2dj/6/T0UVFRTFjxgxSU1NxcHBg5syZBAcHPzCjzW5C3jGqTie61xuDUvHkXR3g\nGcL4kK8YuTKMt8d/LMpLkI1UH0/OD+hOm6A6xb7PjBkz8PHxYdmyZeTl5dGqVStWr17NkiVLmD17\nNnl5eQBcu3aN+fPnExoayjfffIOzszPr1q2jUaNGrF+/HoBnnnmG0NBQNmzYQHBwMKGhoQXPc2cU\nNn36dKZPn87atWt5//33+eijjx6a0aZHYADOGjv6VWvN+djBHLj622M/Tu+a42hiqsKYtz7F71Zc\nCSYUhNIX+sEEnmvZDaXi0ccsFouF/fv3s3v37oL9VQaDgdjYWBQKBS1btsTR0RFHR0dcXV3p3Lkz\nADVr1uTy5csAXLlyhTlz5pCVlUVubi7t2xc+/jI3N5dTp04xYcKEgssMhoef79XmCwzg6YB67KzS\ng1NR28nRPdqCga4OvrxUaxJt951lwNzJ4izYguyEtwjBvmkzgt2e7JjHefPmUaVKlUKXnT17Fq1W\nW/C1QqEo+FqhUGD657yXkyZN4ocffqBWrVqsW7eOo0ePFnocs9mMq6trwYituGx+ExJAqVAytn43\neoWMf6T7NQ3sw9jgKYybsZDBX/8qykuQHaNaxaZJ4+jf5Kknepz27duzbNmygq/Dw8OB26Oz4sjN\nzcXb2xuDwcDGjRsLLrdYLFgsFpydnQkICGDbtm0Fl1+6dOmhj1suCgwg2NWLlpWaEegZ8tDbalQO\nvFJ/JiPT6zJ91GRqnQwvg4SCUPJ2vjyIliGtcNHaP/zGRVAoFCgUCsaNG4fBYKB379706tWLuXPn\nFrr+7tv/+74AEyZMYNCgQQwbNoxq1aoVeZsvv/yS0NBQ+vbtS69evdi9e/fD88n5zNyPKkufz3uH\nlrBw3xuYLUWPpoK8mjCw0ij6/7qeNht3iRn1gmyl+Hrxy9Jv+M/Twx5r35cclIt9YHe4aO3pF9yK\ny/Ej2Ht58T3X96/9No3z/RgzbgbecUllH1AQSohZoWD55xMZ0qaHzZYXlKNNyDu6BYbQIbgnPi7/\nG8Z6OFZiQqM5DD+QwpRXpojyEmRv98jnqNG8HZWdPaWOUqrK1QgMbm9zv92wBwm5ySzaP4EWgb3p\n6NyeV6b/QPVzl6WOJwhPLLZKJc4OH8CEOi2kjlLqyl2BAXjYOTK81lPYZX1F7YuRvPTGZBxy86SO\nJQhPzKhWseLzSYxs0wuVDW863mH7r/A+2vnXpJZ7Jdpt2ivKS7AZm8e/RMvmHfFxcJE6SpkotwUG\nMKp1L7ZMeYOMCu5SRxGEJ3atYW1i+nSnfZX6UkcpM+W6wBzUGoa27cWSL6dgUpXrb4Ugc+kV3An9\n5H1Gtukp65N0PKpy/1tbxdWLBm27su7916WOIgiPxahW8cu3H/J8hz44ax5vwqpclfsCA+hUvRG5\nfXtzuHcXqaMIwiNbNf0tWrV9hiCXClJHKXOiwLg9teL55s9waMKr3Kz94PWHBMGaHOr/DHTvTpsq\ndaWOIglRYP/QKFW80r4vK7+YQoanm9RxBOGhImtV5fAboxjctPxuOYgCu4ub1oEhHfry89wPMWjK\n5RQ5QSZSfSrw+5dTebldH9mf2/FJiAL7l6quXrRp9yzLPnsfczn6NEeQj2xXZxZ9P5MRnZ/D3c5R\n6jiSEgVWhFZBdQjo0Y9V09+i3CzVIciC3k7LT9/NoP9T/ankJOYvigK7j2dqN0fbfwBb3hopdRRB\nAG6fUfvnOdPp/FQfanj4SR3HKogCe4D+DTuQNnwoe4b3kzqKUM5ZgN9m/h91n+5N44rVHnr78kIU\n2AMoFApeaP4MV19/iaM9O0sdRyinLMDa90fj1rMPHR/hnI7lgfio7SGUCiWj2vRiwbsGtHn5NNod\nJnUkoRyxAKFTxqEZPITeDdpJHcfqlKslpZ+E3mTkpwMbaPHFd7TYskfqOEI5YAH++GA8TgMH0at+\n23J1jGNxiRFYMWlVal5v349flCp0jg60X71V6kiCDTMrFPz+0dt4DBhEj3qtpY5jtUSBPQKNUsWr\nbfuwWK1G5+RA18VrpI4k2CCzQsHyT9/Ft+9AupWDVVWfhCiwR6RSKhnVqge/qTRsdXSg+/fLxZmL\nhBJj0GpY+vlEgnr0o2vNplLHsXpiH9hjslgshJ7ag3ndOgZ9+h1Ks/g2Ck8m282ZRfM+ok2nnrQI\nrCV1HFkQBfYELBYLe6+d5uKePxn1zsdiaWrhsSUE+PLrvI8Y2Kkf1d19pY4jG6LASsCFpFts2beJ\nl9/6L17ilGzCI7raqA5rZk1kVMf++Dq4Sh1HVkSBlZDYnAyW7lvHwMmfU/3MJanjCDJxtGdnDv3f\n67zavh/OGjup48iOKLASlG3IZ9GBjbSY9zNt1u2QOo5gxYxqFWumjCOv+7O80KIbmnK8JM6TEAVW\nwoxmE6tO7MK4exdD/vstdvk6qSMJVibZz4sl30ynVasutK1ST+o4siYKrJScjL3OzsN/8cJ7n1Lp\nxi2p4whW4kynlmybOI7h7fuI5XBKgCiwUpScn83Sg5tpumgFHVZuFvPFyjGTSsW690eT0as7L7R4\nFnu1RupINkEUWCkzmc1sPHeApAN7eGHSbJyyc6WOJJSx+EB/Vnw+keYtO9O+agNxTGMJEgVWRi4m\nx7Dh8Da6f/kTDf8+KnUcoQyYFQp2j3yOsy8MYFibHvg5ipPFlDRRYGUoz6hn3ck9ZB89zJAPv8Et\nNUPqSEIpia/sz++fvkedJm14unZzVAqx9F5pEAUmgWvpCaw5vI12C3+nzdrtYt+YDTGqVWx//Xmu\n9O/J8627i1FXKRMFJhGD2cSf5w8RceoIQ6d9iW90gtSRhCd0oVUjtrz3Oi0btqZ9cAhKsa+r1IkC\nk1hMTjqhh7fhv/cgPb/9FaesHKkjCY8ovrI/a6aPx71BI3o37oSr1l7qSOWGKDArYLFYOJsUxbYT\ne2myejOdlq9HYzBKHUt4iBwXJza//TKJndoyoGU3Ma9LAqLArIjJbObAzfOEnT9Clx+W02zbPrF/\nzAoZtBr2D+7J0WF96d60MyHelcXUCImIArNCeUYD2y+Ece3yWbrN/ZX6B0+KIrMCejst+4b05Njg\nXrSs1YQOwQ1Qi2MYJSUKzIpl6PP463wYEdcv0uWH5TTaewSleLvKXL6DPX+/0JdT/bvRpk4zWgfV\nFQdfWwlRYDKQbchn18VjXLoRTttl62i5eTcavUHqWDYvx8WJvSP6c65XF9rXa0mrgFqolGI+lzUR\nBSYj+SYDB2+c49iV09TbsY+2KzfhmZgqdSybYgFu1gnm71efJ6V+bdrXa0nTitXERFQrJQpMhkxm\nM+eSb3Hw3GGIiqTt4lAaHDyJymSSOpps6eztONajI2HP98WvUhAdG7SmsrOn1LGEhxAFJnOp+Tkc\nvHqKC5FXqL03jHa/bRDLWheTBYioW52jg3sR2aIRzWs2pFVQXRzVWqmjCcUkCsxGmC1mLqTEcvDc\nYXKS4qm/fR9N/tyLtyizQixAZK2qHB/QnWutGxPkE0jz2o2p5uotpkLIkCgwG5RvNHAu+RanLp0i\nIyWRursP0WTLbvwjY6WOJgmzQkFUzSqc6vs0l9s2I9C7Es3qNKWGmzdKsW9L1kSB2Ti9yUh4aiyn\nLlGdAR4AAAKRSURBVJ0kMTWRyuevUOuv/dQ8HY5zRrbU8UpNsp8XF1s34WK3DqQHViTQ04+GtRpR\ny91X7JC3IaLAyhGzxcyt7HQux0Vw5dZV8jLSqXzuMrV27qfG6YuyXWzRAiRV8iWyVlWudm3PrXo1\n8HT1pE61etT1DsTT3knqiEIpEQVWjpnMZiKzU7kce4Pr0TfIzc3GJSmFwDMXCTx5jsCrkXgkpljV\nUQAWIMXfm8jawdxs1ZTo+jXRu7vh5exGUEA1qvsEEODkIVaCKCdEgQmFZOrzic5J41ZiDNFxUaTm\nZqLKysYjIZkKkdF4Xo2gQmwCFeKT8UhMKZWDzo1qFam+XiRV9CG5SgBJtauTVCWAbA83FPb2eDq6\nEhRQlSCvSgQ6e2CnUpd4BkEeRIEJD2Uym0nT55KSn0NqXhYpyfGkpqeQmpeNUa8DoxGMJtR6PQ65\neThk5WCfkYV9ZjYKiwWLUolZpQSF4va/lUosSgU6Zyfy3FzIc3JA52APGg1oNKjVGjwcnPHy9Mbb\n2x9vBxe87V1wUmvFJ4VCIaLAhBJjMJvINxrIMxnIMxrIN90+3EmhUKAAFChQKP73fzulBke1Bge1\nFq1SJcpJeGSiwARBkC3xebIgCLIlCkwQBNkSBSYIgmyJAhMEQbZEgQmCIFuiwARBkC1RYIIgyJYo\nMEEQZEsUmCAIsiUKTBAE2RIFJgiCbIkCEwRBtkSBCYIgW6LABEGQLVFggiDIligwQRBkSxSYIAiy\nJQpMEATZEgUmCIJsiQITBEG2RIEJgiBbosAEQZAtUWCCIMiWKDBBEGRLFJggCLIlCkwQBNkSBSYI\ngmyJAhMEQbZEgQmCIFuiwARBkC1RYIIgyJYoMEEQZEsUmCAIsvX/qnFJ/5ghIpsAAAAASUVORK5C\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x11db06e50>"
]
}
],
"prompt_number": 96
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u767b\u5165\u65b9\u5f0f\u5206\u6790"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT provider FROM users\")\n",
"\n",
"providers = cur.fetchall()\n",
"providers_count = {\"icook\":0, \"facebook\":0}\n",
"\n",
"for provider in providers: \n",
" providers_count[provider[0]] +=1\n",
" \n",
"figure(1, figsize=(5,5))\n",
"pie(providers_count.values(), labels=providers_count.keys(), autopct='%1.1f%%', startangle=90)\n",
"title('iCook Users Source Analysis')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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k0/HPWHUyQ+0Yl81tSmn5wRNs+qCD2jGEcDu5ZbvZXnzMbXZ4u0UpWZ12dlcf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\nNEVKSQihKf8P9v3+QNS2c7UAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x117961410>"
]
}
],
"prompt_number": 101
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u611b\u6599\u7406 Email \u57df\u540d\u5206\u6790"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT email FROM users\")\n",
"\n",
"emails = cur.fetchall()\n",
"domains = {}\n",
"for email in [e[0] for e in emails]:\n",
" parts = email.split(\"@\")\n",
" if len(parts) > 1:\n",
" d = parts[-1]\n",
" if not (d in domains):\n",
" domains[d] = 0\n",
" \n",
" domains[d] += 1\n",
"\n",
"print u'\u7ad9\u4e0adomain\u6578 \uff1d' + str(len(domains.keys()))\n",
"\n",
"charted_domains = {\"Others\": 0}\n",
"\n",
"for (k, v) in domains.items():\n",
" if v > 2500:\n",
" charted_domains[k] = v\n",
" else:\n",
" charted_domains[\"Others\"] += v\n",
"\n",
"[sorted_keys, sorted_values] = zip(*sorted(charted_domains.items(), key=lambda tup: tup[1]))\n",
"\n",
"fig = plt.figure()\n",
"fig.patch.set_facecolor('white')\n",
"\n",
"width = .35\n",
"ind = np.arange(len(sorted_values))\n",
"plt.bar(ind, sorted_values)\n",
"plt.xticks(ind + width / 2, sorted_keys)\n",
"\n",
"fig.autofmt_xdate()\n",
"\n",
"title(\"iCook User Email Domain Analysis\")\n",
"\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\u7ad9\u4e0adomain\u6578 \uff1d4558\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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A0tKSnJwcALKzs7GxsVGnt7GxISsrq1y7TqcjOzu73DSloZObm1u5tRRCCPFA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\nlCiR+D9gW8PKqvCXUQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x108731b50>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u5e74\u9f61\u5c64\u7d71\u8a08\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT birthday FROM users\")\n",
"\n",
"bday = cur.fetchall()\n",
"\n",
"ages = []\n",
"for date in bday:\n",
" if date[0] is not None:\n",
" age = 2013 - date[0].year\n",
" if age < 80: # Some people born before 1900...\n",
" ages.append(age)\n",
" \n",
"fig, ax = plt.subplots(1)\n",
"ppl.hist(ax, ages, grid='y')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEACAYAAACznAEdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/D9YFa/6FpyCOwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x12141a250>"
]
}
],
"prompt_number": 100
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u98df\u8b5c\u767c\u8868 Top 20"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT email, recipes_count FROM users ORDER BY recipes_count DESC Limit 0, 20\")\n",
"\n",
"recipes_count = cur.fetchall()\n",
"\n",
"counter = []\n",
"name = []\n",
"for count in recipes_count:\n",
" name.append(count[0])\n",
" counter.append(count[1])\n",
"\n",
"\n",
"fig, ax = plt.subplots(1)\n",
"n = len(counter)\n",
"ppl.bar(ax, np.arange(n), counter, annotate=True, xticklabels=name, grid='y')\n",
"labels = ax.get_xticklabels() \n",
"for label in labels: \n",
" label.set_rotation(90)\n",
" \n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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LE0KIGBrsM6+qqoKbmxsePHiA6dOn15uVMDc3F/3792fLmpubv5SshGXyCvhdP82rzFd2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XJFaNEPl8tFaWkpCCFobGykMyi6devGmIyIgr+/P+7evSuQhcEE/Jk7NjY2At+x5c/Ozs6Gmpoa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\nM+B/FrS5xKKYUJEAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x121233b10>"
]
}
],
"prompt_number": 97
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u6211\u4e5f\u505a\u4e86 Top 20"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT email, dishes_count FROM users ORDER BY dishes_count DESC Limit 0, 20\")\n",
"\n",
"dishes_count = cur.fetchall()\n",
"\n",
"counter = []\n",
"name = []\n",
"for count in dishes_count:\n",
" name.append(count[0])\n",
" counter.append(count[1])\n",
"\n",
"\n",
"fig, ax = plt.subplots(1)\n",
"n = len(counter)\n",
"ppl.bar(ax, np.arange(n), counter, annotate=True, xticklabels=name, grid='y')\n",
"labels = ax.get_xticklabels() \n",
"for label in labels: \n",
" label.set_rotation(90)\n",
" \n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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x/fffy71n6tSpYn4kIYT854kayLW0tLB8+XJ8+umnqKqqwocffog333xTzI8g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Z1NfH19yYQJE4irqytxdnZmfZ4XL16QdevWEVNTU7Jq1SoyduxY8ttvv1XDiKuHpUuXkjdv3ij8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\nyvk/gQkCp9rxw3EAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1213d84d0>"
]
}
],
"prompt_number": 98
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u6d3b\u8e8d\u4f7f\u7528\u8005 Top 20"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT email, sign_in_count FROM users ORDER BY sign_in_count DESC Limit 0, 20\")\n",
"\n",
"sign_in_count = cur.fetchall()\n",
"\n",
"counter = []\n",
"name = []\n",
"for count in sign_in_count:\n",
" name.append(count[0])\n",
" counter.append(count[1])\n",
"\n",
"\n",
"fig, ax = plt.subplots(1)\n",
"n = len(counter)\n",
"ppl.bar(ax, np.arange(n), counter, annotate=True, xticklabels=name, grid='y')\n",
"labels = ax.get_xticklabels() \n",
"for label in labels: \n",
" label.set_rotation(90)\n",
" \n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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xcXG4urry888/88orr6iTBXTlAwICqF+/PpMmTQJg/fr1rFixgvnz59+1DULU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\nIUGeQCAQ+jD/BwfjK2WdIqu1AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10f642ad0>"
]
}
],
"prompt_number": 99
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u529f\u80fd\u4f7f\u7528\u72c0\u6cc1\u5716"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT DISTINCT user_id FROM favorites\")\n",
"use_favorites = cur.fetchall()\n",
"\n",
"A = []\n",
"for user in use_favorites:\n",
" A.append(user[0])\n",
"\n",
"cur.execute(\"SELECT DISTINCT user_id FROM recipes\")\n",
"use_recipes = cur.fetchall()\n",
"\n",
"B = []\n",
"for user in use_recipes:\n",
" B.append(user[0])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"C = set(A) & set(B)\n",
"cur.execute(\"SELECT count(*) FROM users\")\n",
"all_users = cur.fetchall()\n",
"\n",
"counter = {\"use both\": len(C), \"only use favorites\": len(A)-len(C), \"only use recipes\": len(B)-len(C), \"not use both\": all_users[0][0]-len(A)-len(B)+len(C)}\n",
"figure(1, figsize=(5,5))\n",
"pie(counter.values(), labels=counter.keys(), autopct='%1.1f%%', startangle=90)\n",
"title('Function Analysis')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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v1JR71bkqJSXRFB4+Sfhbb2Fp1ozKoCCKBw6kyY19OJFTwL3h4czOz+fzgABi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\nRX1PLf7SuAfDQf///DltVCxSJDMWVJ+fpKX070I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"text": [
"<matplotlib.figure.Figure at 0x1016a1090>"
]
}
],
"prompt_number": 6
}
],
"metadata": {}
}
]
}
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