{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Climate Change\n", "--------------\n", "\n", "About this dataset:\n", "http://www.cru.uea.ac.uk/documents/421974/1295957/Info+sheet+%231.pdf/c612fc7e-babb-463c-b5e3-124ac76680c5\n", "\n", "Monthly temperature readings in degree's celsius from baseline established by 50 year average. So, +1.2 means \"1.2 degrees celsius above the baseline.\" Columns from several datasources, but we'll be focusing on three reading synthesized by the Climate Research Unit calculated back to 1850. They provide three data points: \"NH\" for \"Northern Hemisphere\", \"SH\" for \"Southern Hemisphere\", and a \"GL\" for \"Global.\"\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# usual set up\n", "%pylab inline\n", "rcParams['figure.figsize'] = 14,7\n", "import pandas as pd" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "# load the data from the file\n", "data = pd.read_csv('/Users/oranlooney/Dropbox/code/python/scipy/climate_change_data.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# focus in on the data we're interested in today\n", "data = data[['Year', 'Month', 'Date', 'CRU3 NH', 'CRU3 SH', 'CRU3 GL']]\n", "data = data.rename(columns={'CRU3 NH':'North', 'CRU3 SH':'South', 'CRU3 GL':'Global'})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# sanity check: yep, they're numbers\n", "data.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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YearMonthDateNorthSouthGlobal
0 1850 1 1850.042-2.98-1.26-2.12
1 1850 2 1850.125 0.30-1.56-0.63
2 1850 3 1850.208-1.99 0.44-0.77
3 1850 4 1850.292-1.43-0.86-1.14
4 1850 5 1850.375-1.37-0.46-0.92
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ " Year Month Date North South Global\n", "0 1850 1 1850.042 -2.98 -1.26 -2.12\n", "1 1850 2 1850.125 0.30 -1.56 -0.63\n", "2 1850 3 1850.208 -1.99 0.44 -0.77\n", "3 1850 4 1850.292 -1.43 -0.86 -1.14\n", "4 1850 5 1850.375 -1.37 -0.46 -0.92" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# statistical moments and ranges of each column\n", "data.describe()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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YearMonthDateNorthSouthGlobal
count 1956.000000 1956.000000 1956.000000 1941.000000 1941.000000 1941.000000
mean 1930.993865 6.500000 1931.493865 -0.558032 -0.413122 -0.485095
std 47.054694 3.452935 47.055573 0.582007 0.398859 0.415996
min 1850.000000 1.000000 1850.042000 -3.220000 -1.960000 -2.160000
25% 1890.000000 3.750000 1890.771000 -0.860000 -0.670000 -0.740000
50% 1931.000000 6.500000 1931.500000 -0.540000 -0.410000 -0.500000
75% 1972.000000 9.250000 1972.229000 -0.240000 -0.150000 -0.250000
max 2011.000000 12.000000 2011.958333 1.720000 0.930000 1.000000
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ " Year Month Date North South Global\n", "count 1956.000000 1956.000000 1956.000000 1941.000000 1941.000000 1941.000000\n", "mean 1930.993865 6.500000 1931.493865 -0.558032 -0.413122 -0.485095\n", "std 47.054694 3.452935 47.055573 0.582007 0.398859 0.415996\n", "min 1850.000000 1.000000 1850.042000 -3.220000 -1.960000 -2.160000\n", "25% 1890.000000 3.750000 1890.771000 -0.860000 -0.670000 -0.740000\n", "50% 1931.000000 6.500000 1931.500000 -0.540000 -0.410000 -0.500000\n", "75% 1972.000000 9.250000 1972.229000 -0.240000 -0.150000 -0.250000\n", "max 2011.000000 12.000000 2011.958333 1.720000 0.930000 1.000000" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "why mean and std are (sometimes) meaningless: [Abscombe's Quartet](http://en.wikipedia.org/wiki/Anscombe%27s_quartet)\n", "\n", "![Anscombe's Quaret](http://upload.wikimedia.org/wikipedia/commons/e/ec/Anscombe%27s_quartet_3.svg)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# start by simply plotting all available data to get an intuitive picture\n", "data.plot(x='Date', y=['North', 'South', 'Global'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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18EWCTqs6ks8TlnY1FHPvDcVo13yZ6FNVa3LQBgkcJ4rxuM0XnHJwkt371qzN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\nw4hAkhnCjD7okplsdPn85+FQmR1Rn7AhcNBLw6z70iuZClle3k82gxM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NCMwVCKwVly8VbhhtKkymP3yJvqvrvgiuWc/fM4gEhlnMl6lgrgKKUvAjj5kYTvshXWsx+KwTGk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\nHS/ZNjU1uYqKCvfOO+8455w7fPiwO3XqlHOObFPxku3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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "# let's zoom in on the last data to get a close up picture of how the data varies.\n", "last = max(data['Date'])\n", "last_decade = data[ data['Date'] >= last-10][['Date', 'North', 'South', 'Global']]\n", "last_decade.plot(x='Date')\n", "linear = linspace(last-10, last, 100)\n", "\n", "plot(linear, 0.3 + 0.3*cos(linear*2*pi), 'y--')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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gcQSto9X4f38wHM43zAkiMlodEyiCEgNFEEl6GBKnHzxFEJ0goiUsltCqw9EJ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x+rJGgVfzJwh91oMNbjCttJZnQRmDVmmlvAw6lT2VQjkWHG1QQjzIRnMB2cxva1H0d390O523c3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\nnqS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vOEGQLHGzuq7PRSWotqoWV9BFOBIu6PHekLegZLgYNabcMdl7Jwap9yQKpWp9NUat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\nTPMZbSzdqFVzVo1whQgUPhtgJZI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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "# I suspect seasonal variation, so I'm going to use a Fast Fourier Transform to check for periodicity in the data.\n", "import statsmodels\n", "from scipy import fftpack as fft" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "# Check the 'North' temperature data for seasonal variation\n", "temps = data['North'].fillna(method='pad')\n", "\n", "# rfft => real fast-fourier transform\n", "weights = fft.rfft(temps)\n", "frequencies = fft.rfftfreq(temps.size)\n", "\n", "plot(frequencies, weights)\n", "ylim([-10, 250])\n", "\n", "annotate('annual', xy=(1.0/12.0, 80), xytext=(1/12.0, 100), arrowprops=dict(arrowstyle='->',))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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HHVX765uh3gxMtQHOPfdIf/xjfZ/ZE2opBwMHVvf83pr9ss/r979fOuus6Pdm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\nfB/DnneUFOC43/Wllyo/621vi366qxZ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wwNdeiwLkLNxVIpMakaElpEOZRikuO2vWRPsp\ny0W+mgzOKadUNjp986A++MHycnz33fGwGV/v/w9+EA2DtsuvvY/tTsGZMyszVyF77BEuj/vtF82R\nkCq/9+c/H2UevvOd6gIcc60LXXNDAY57Lifd3NTYsKE8wHGztFnUGuA8+WS4w8vUk2a/mWthV1c0\nP8y0A3zXAjfAcbehmgzOCy9kH0oYOk98mcSxY6NyZbfZpOQAx7z/jBn+AMd19dXxvN2kwPWvf60s\nu/bCJLbVq+P5kKYMX3ZZ+XP22iu+VUKIaasllR17pbRjjonmiXV2lrc17P1g3vPnP5e++93ovlZJ\nC6k89VRcvxQywDG9gPYSy74GXFIGJ2keS5JQA8QuaFOnSr/7XfnjpqCaCiB0spq72X/lK1HE76to\n7MqhvV065JD4324F3NlZ38pcvoLsZijM9rg9AqtXx5X+PfdUDplIuhlivXNwfI1t+waU9vfKMpHU\nvNZ38Uqbg2OY77HtttEF1A5wzHEzfzvggPh1SasFpTWIkzI4O+5YPiygoyNuyLnHPWlezMaN0dLA\n/fsnb4+9n+rN4BiLFpVfBEJzcAz7/Ail9311g2/+nHHfff7vbc47u3wtWxZd0AcPjrfbbqynVcyl\nUnQu+RqKoRVq3O/jBge+DE5onH0ae85glnmP7jHwLVXvWwyi2gxOtd8nFODMmxcvgWr+nrVx6Q5R\n83XsmGFddh1vlwn793/+s7wh4M5VynKRt+ty9zv79vHjj6e/5+DB5YHYE0/ENy11OxbtANRuXNn7\nuKMj2pYttog6LO69N1sQPmdO8rLJpmy43/svf4l+rlkTn7ujRkVDMLPciDNUHrJkcLJavz7aHsME\nHNtsE41KsOfcJb1HSFKb4eGH45UUfa+zr3+mHJj3M4GBKQdPPhkHobUGOB0dUVbcDCeWyttErqOO\nipaBN0JlyS3/69ZF27T55pXtiywZnI6ObCs/fvWr8a0k0jJzbtn13bPpkUei4X5mPuSqVf7AoH//\n9CFvWVZR+89/oueZTO6qVVFwZU8j+da3Kl83cWK0sMPjj4dXNZSi2wjceWf0u2mX+I5VPVoiwMk6\nRG39+sqLSa0ZnNCF1S4YRx/tXxxASg9w7AzOr36VPETNx12yt94AJ5T+tZl96X6OHeBI0fhMW1KA\nU+scHCl9FSx3mEyWAMdUUhs2VL4+6xwcs8LRtttGFYDZb3ZZNBVI//7xylJJAY5v0rz9/c2KI1n2\nYUdHfLF1K+K0AMc0JJKGBNnb5VvMoBZ//GP5ED57GGiIuflbqDIPZXCmTKnMCElRj9tZZ/lfI5WX\nL5PBsbOIdt3lVsy+wCnUK501wHH5MjhZ77visi/ItayYc/rplZPn7QagObZuHWR6412mPGZpWEhR\nr/jf/165jKo5hi++mLzyUVKAb4LrpPJpAqlQBscdr293pLlzlWqdM2b4OomyBoqhlfgefVQaPVo6\n8sio0WOv+GQ3cO193NERD9sy+yfUAHrqqajHOOv8ISl8fmy1VXzcn38+mpeaZU5BqNyb692550Yd\nmIbv8z/xifDSx1Jlw9cEOCNGSI89Vt6AD7nnnnAnRFqbIbQf3HaVuWfWW98aLdVvlo42zzvyyPja\n5M7BqTaDY48KMIG/77p3113xkFcpyspm0dER3i++c83N4GQNcKS4bCatoiZVlh1fgHPbbeXB8KpV\nlSurZR05kBbg9OsXPdavXzyM/Pnns2e5jVAngVmow25Lrl4dlSe7A70QGZy0AMcU7nXrKgtCNevx\nu+/pKwxZJ3tlCXDMtq1Zk7zIQBYbNsQnpbkPSDWyTMA32+Nu6+rV5asPud/Zt2SuUW8Gx9hjj+he\nLVL6ZD8paiz7huzZGRw7wFm7tjLoTauUzJhgO4Pj2rAhvuAnXWx8AbcveMiyD00PlVR5AUsKcOyV\nikIV03e+UzmxNC/2pE83g+M7V0yDuZoMzuDB0YTl0Bj766+Pep/s4aJugNPdHR3T7bePLn6+DE6W\nsfShBlmtAY57LNrbaw9wbPZNNleuTJ7HZXPPH/v4mnLmNmDNil2uaufgbLddOFiSokUUkgKcfv3C\n54B7HxwpbgS4QnNwXHbdZe+3WgKcLHNwsgY4oQbwtGlR59/vfx/1UtufYWdH3AyOuxxtaNGL66+P\nVrTKMjSxoyOq88xwICmae2Fvg30cZszI9r6hAMeU4wceiOqSJDNmRItZhOoDN9uxdGmUJTPXpqyd\nmuvXR0P+Ro0q/3va60Pb5Ztj97a3RcOP3ve+eDK5r1PUnajvbsPKldLkyZXvn1TOQ9tZS9Zs3bpw\nZ+h991V+Vq0ZHCl+L/c93X3kLgvvC3Ck8n3pC3D22y9b1iPtptf255t2jblvTTVCdahph9gZINO2\nMUumJ21fVi0xB8fOdvgacCY96gtwstxh2O4R+PjH48/xBVNZK5RqMjhr1lSfwXHZGRx3ydYsqglw\n3G19/fXyxoB7sjZqiJqd/QkN9Qh91pVXSlddVfkce2iM3SB8xzuiIRi2tABnm23KMzh2gGPKVtZl\nzX2NEDuodN83yeuvx/vCbaAkZbnsACd0TI84ovZhoWns/ecGOL7g0VSSoXM2lMGRkjNPbjk172Pf\nsLCrKzru9kIXSRkcn7QAx73nQ7X7vZ4Mjm3+fGnIkOj3d70rmoCaRdL5boYmSOWN4BA7wJk5M7mB\narIOSUstd3fHQazbuWA6vkJZfjPXz/5+oYAha4ATuhGiCXBKpex1ie+WBa6sDcNQBsfeFrcRE7qZ\n5Pr15UGIFG64mgak/fmhexitWxfdDsEEHrfdFmWXjK23joMVsxx/e3tcp7zwQrR/zfE2K+ulZS7N\n3Dd3jofRv7+0667R73Yngc2tZ7u64sy0VF2AM3x45T5K60StZlGDk06KjqddVs0+TFqR1fcdvv71\nyr8ltVHSAhzftfqYY/yvScrgSJWdgOb7mmxDNQGOKZPu9ieN5khaVc1dqc93TiStxGmYsh6qI+05\nQEkd2GncAN5w97GdbLDP+ZYMcO69916NHj1au+66q640g5E9smZwzMWto6P6i/zxx5dXdgccEDVu\nOjv9F+BqMzihE88OcFavTl9kII2dwamFW1D+53+in0OHxu8bCnDWri2/gLvf+YUX4snr7j0C6glw\n7IaPL3gwzGQ4t/Hu21/2EDU7wLHvHG5O/rQAp1+/cIBj3sPd1jFj4r994xvlz9933/Ln+hp+Wfbh\na6+FMzhJjaSNG8szOAce6A+IeiLA6d+//Lv6LtTmwlPtHBwpOcAZPDhaHc19jXHVVXF579cv/hy7\nQZwlwAlt9+LFUTkdNqz8eKU1VjZsiIb6md7AvDI4nZ3x/nruuex1ZFJZnTIl/v3gg9Pfyw5w3vnO\nqFc8xAxrcc/fZcviRQ6keMK8e5E3rwvtb7OEsN0gCwU49ntkvV+JXb+uXRufk1kbVW5A4wvU0kY+\nmBWUQhkc+9gmBThuBscVen8zdM1u7IQmXnd0lC+Ks/nm5Q2opUulL3wh+t3uKTeNQ3vCvL3v0hp2\n5jwILeNt1zFvf7v/Ob6OJNOZIMV1zx13RJnlkFDZSusA9tVTp5/uf67ds26E2gz2DX+ztluSGrOh\na7E573zDfe1OFClajW3hwvLFE0LscmCea4Y1VxPgmGAjrS1hrF0blfPQzV7teiYU4LidP74sqSkv\n9vm1cWM858nO4PjuFWYHJF/6UniulF032K9xV4kL7Z+Wm4PT1dWls846S/fee6/mzJmjX//613rG\nvqmCJRTguDcUtG9oV20GxxcYJC1o0FMZHNMDnJVvDk41AY9bAZqb09m9RaHKSirvOTj33PIKYM6c\ncCPFbgxVG+DYJ29oXz35ZLwSl1tp+RpioSFq9u9mO9MqpQ0bygMc+z3sDM6XvxwtL9zdHQ2NMcfC\nvmB3dVVO/PUN/8rSi7tqVTjASer5djM4oTR5nisX2pWe2+jKmsEJNbh9+8/sF/sCnMY9H+zAVIrL\nnT0R2u0E8A2HDQWKGzb4e4XNTddCZs+OMtRXXRUFy//8Z7wIRJa5DKHt3XzzqGybv4WGY7lC57s7\nzylpIrHhltukseYmwHGD2Icf9u9Xd/hb1hXb7OOXlsEplcK9mVJchjZuLL+or1oVn5NZL/Znnik9\n/XT876zj8m1meF8og2Nvi3s/EXt/unNwXEn7xLy3uS9QaMXGdesq58radUKoMWuCL/vaZm97Ugbn\n+uvj37PexNewG6++ITxbbBF32pm65+WXKzO6trRr6x57lM8XMuptQOYZ4CR1AISuxYMGRSMv7PIe\n8qlPRbfSsIdwh9jBrdvGTApwnn++vPFuylDWTNm8ecn1T5YAx2Vu7mzzBThdXVFWe9q08tstHH54\n5evtcvOb34Tv8Wef3/Y+cDM4oe/cchmc6dOna9SoURo5cqQGDhyoz3zmM7orZaFue5nozs7Km68l\nZXBqCXCMPDI4tQY45kaWWfm+R5Y7xRu+gnLaaeWVXmgOjlT52VlWd5H8gUNWdu9fqFFtL2Xoy+C4\nnxlaZMB+ra+i9V0Iurqi42jfiNawA5whQ6ILjHkPX8M71AB1v3c1GZzLLouWerX5ekzNtnZ2lmdw\nQj2meWZw7N7lpADHd/zTAhyfLBmc0GtC7LJjsnD1DFHbsCF5eU2bb4ns7m7pH/+IesFN462aZZb7\n9y/ffhPo2oFDln3uK6vDhknf+175hXnYsPIbYro+9rHKZYzdc9RuZJoeR98Kf6NHJzfIff8Osc/Z\nLEPUku50bhpFbuPLDnCqudjbw1RquYmg2b+hDIvZFlM23CyY2Tf2fnGPWVrQJ0UNMFMPhRpzvuuw\n/e/QeTZ/fnnnqlS+PW6AY19vv/jFuMyF6uTQ8bKzw6GhwCbw2WyzaPtWrEiu+9OGoA8eHK1Q5qqm\no8cnFODY9av9mMmk+dSSwfnKV6J5J74sg8/q1dkyOAsWRNlq33415c2UHfscefLJ6Bz+9KfLX5M1\nwEk7jqY+nz49quOzBDhS+cp09ufY1wVzHtjz5Do7o8yhWT3RsOvIpG22A3g7KOy1Ac6iRYu0o3XD\njxEjRmiRZ1BgqRQvJ2kvE71hQ2WF9LnPRT/Xrau+99i92ZjNd2DqDXDOPTe6WLkBjv2+P/pR9Pp6\nMzjVBDi+7/qjH5WfiEkZnFoukq7Ozmj1FftmcEmyZHDsysUX4LgNRTuDYwcapoHxgQ/4l170VaAm\ng+ObdGzKxYYN8bYnVXKh8f5uKnfatPSldc0Y44svjsqjPfTN12AxwxXt4TDLluUf4Jx5ZuXfejrA\nMWWkmgAn7f19c8WyLH8c2o9r11YuTx+SdKEuleJtC/XEu449Npr7ZTdYTSPWDM1qb89WBnwNslCD\n+Q9/CL/Pn/5U+Tf3fLS31zwW6oF357a5z8saDGYZombvp6R7C5nj2N5eXq/XksGRyhvq1VwnDPdG\nrG42wg1w3JuRmuNh17FuY+WNb8wW4JgOTzsQ6e6Oj5NvvyTNvzK22aay59/eHnfb3H1gFtuwG27v\nfW/089Zbsx0ve6imjyk/q1bVF+BI/jmdWe4DliTUZrDLvSkDX/pStEhNiO87mNEZaRnxrFnK1avL\nOxG6uvw3tF64MJo/5Wbrpagcd3fH22Q3b80xco+raQ+kjQqxF0byze4wAc673x0tYJE1wHG/h29f\nm5UQV6yIrtX2e7vXZvv8qiXAcds1q1b5j2HLDVErZZn1/3/MfA23F8U+OS6+OK40fEPU0mzYEG4E\n5D1E7bOfjW5wJFXOwXHfd/366ib45RHgpDXUkgKcrBWI7zPMCbB6tXTiidHN4LJIOsEMuzHiC3Ds\nuTWSP8Bpb49PuP/6L39j2l3lxLzHgAFxI8C+gJtGkx3gJFVuoQyO7xhnOenNMdxii2h4nOFrYJqx\n3XaA85//hIeoJZ2D48eHH/N9x6QAx64QaxmiZjPPqSWDk3ZRssvdIYck39DVFtqPa9ZEWY4k5uZ3\nvnPVlI9SKd42N2vhM3t2NNxg3bryHrptt43Ks5mzkvWi46tfs45Ft5mFYWz2EtT/+ld5wGM6Nex5\nGUnMZHEja4Bjf7/QcKSsnVimfK9dW37xX7Mm3t/VXOztVQJHj86+Lwy30eI2SMy2mE4Q97iafThr\nVtzIsevHrq4owEkrlytXRhOy3SD3/PPj64NvuFCWORLjx1cuF5+0Pe4xNtcW+7ubsnTYYeHru70v\nH388mpcZYtpFr7/emACn3vuY9e8f3W/IDXB90nrjfY8PHBitiOeWr1obviaDY+rN2bOj1efc8mIW\nhZgzpzKj686JM9vW3u7/Dm95S1wWttgieeijvWyyr93qnodmlMu8eeX3HvNda32BmG2//aKfZvvs\n67/bgWPvk6TOBLuTwH6e26558MHy+ZFGy2Vwhg8frgXWkiELFizQCM+SEZdeOkmTJk2SNEnz57dt\nOpGPOabyomAvaZd1iJq5S3JeQ9TcSHnQoOqGqLnvO3du5b0Qkvi+RzVLJHZ0pDcEBw6Mest8w2Oy\nVKBS5QkoxRe7b30rypDYafHQjcakbEPUkgKcQYMqAxPfELUdd6x8rRvQvfBCZW+XGaJmhnh1dMSV\ngunds+damUpu6tToXgzue/n49ue6ddGQnqRlbu2yYlcSoR70zTYrr6B/+MNsE6dd7j2SbL6K0P7e\n7vvaWYcBA+IViYy0RQZspkI1x9W3X0PMMMjQxE/7vS64oHKlqBBTl7np/yyNM1NefRdB00jr16/6\nDI7v87u6ysuQr+HmK7/VDkkNGTCgcvESE+D8859RA/7kk8uvE2PH+rcny20FsgxR23HH5AyOaWBU\nexuDtWsrL/5ZMji+xSS6uqJAOFRufcx+c+t7t5y5GRy3TJh9+MADcePXfs8rrojqfrsB5JvHuWJF\necN8+vToNfbyzL56MMvy9TvsUFnWkzJK7ueYYZOf/3z8/U05MPfHytIxaLIUPiaz+dpryfMvV61K\nrwd9AU69DchTT82+fHDaZ4XaGJtvXt7OWrZMuuaayuddfHF4iX3DHaJm2hju+Wvm6v35z5Wr1roB\njvl5ySXxaAjbiBHl54fdOeNm6hctSj6O7jXSPHe33cpvwOmrK44+Ov49qW42AU7SHMMsdeT225cf\n86QhalK0EqLR1tYmaZK6ukycUJvcA5z99ttP8+bN0/z587V+/XrdfvvtOvLIIyued8klcYCz447j\nNlVIv/1tZRBjHrMzOOZnqNI3N6KqNsDxPfeBByorIXMjwqwBTq3367G3tScyOPPn+yfspTVWkhJ3\n5mR44QXpM58pf2zbbcOTp/9/e9ceXFV19dcN9+YBRBrCU2ipJnRAHa6xKEOp9dnBQGtTapXpy3Gs\npeJMR506nU+mL/2mQ6vtTJUOPrHFYsWCQh+GGSlEW1GTSvmwg7UiVIKdQCGEEARubu79/thdnHXW\nWXuffW4SoOn6zTC5Ceees8/ea6+9fnutvZaPB4cuZJIHhxMc6sGhuxzc4OUL39694doKeA8aonb8\neNDH2F9SiBonNwDJCc4FF7h3mmlf+BCcmpqwBwfAPqZxXlTbon7bbeF79vW5PTg0m1A6HX2ujwen\ns9PsXuO1OF8TOJpPLppSXSUAvwKzEhobjZzwtvgUIcRnSvqK7kLjdUkIDkcuFzY+UI7p+Lz/vjEe\nvvWt4G8DRXA4xowx86q3F+DCC83f9u4NH0LHXfFHHgn+1tXld+bAx4OzaJEp4Ix1e7gBgMaor5x1\ndprMZa+/XhrBkQ7gt7aa901C5i+6yPyMIzjYFnxvTgyoAYTyQnXL3r3mXAB9zic/GW1PV1fYMJ81\ny4RV53LmM4BsuNM+lIgBHRd6NoWe6aTo7o6OMT0/g7vjqKMKBfOZG/WvvBIlg66NKlyH4jw4b7wR\nztR2883Ra6R+6m8IEIBfWmKfZ9kI0PDh0T7jGd2kNUeyGQ4fDoeo2dYO9CbYzuAARAkOQLTUBIAh\nOI88YtY/gPB5QylKwlWjyscjnM/Lm1D4N34+iEPyMPE29fQEiaps7VqyxPQfjo0rRA0gvDF4+eWX\nQ2Xl9wDge/Cd73zP3WAHBpzgpNNpWLZsGcydOxfOO+88uOGGG2D69OnO77hC1ChRQIKzb1+wgMXF\n2iYlOFRBUVBDOpcLh6jhYNHvcILjC9u1/U0y4CI4OIlRSCWDzbeqvATpIBsCvSAApjIxBSU4th05\nunjZQtTOPTf4G/Xg8PGiQIMQvWSFgmzEHDkSxNtK+fUlgiMpg4EKUUP5pWPtQ3BGjzbt68/heIRE\n1j7xCaPYqWLL5dwE5+23gyQYpRKcO+4wz+UEJ0lmqWPH3KFVSQkOXQQl48vnwOywYSYkVvJaovcw\nnzf9XV0d9X4lwYkTwbypqgpkhCaDQT1M5bi/BIeGZ1EUi8E6QIHhNkePBuEWM2aEjXCf0EQXwUFj\ntLw8nPiA64ak7/7Pf5rd3O9/P5gjvBgf7wuqR6TzcrTquS96e40+43uSNg8O6nMejUDXMYngABgZ\njiOcnOAABB4D7CdXEWAAgAceCD6jXNgMRSl6oa3NnBuViAjqpMceC8jum2+a98rlokkEMNyeTjN/\ngAAAHEtJREFUwqcOVHe3W6a2bTM2EV6DfX3XXcEGDZX9ESPcBUg5eLIaCpcHiqJUD05VVXxoq1S8\nU+rXnTvN+Eg62/d4AoY1ooyvW+e+HvUSzbznIirSGWCETzbMVEruL5QNl60GIKdH57J/5AgANeul\nNRjJG+pTmwcH+8Km3/rjHBiUOjiNjY3w1ltvwc6dO+F/pIpODJzg0MGnBjASnHHj/Cuo8zM41LBx\nhajxWFz6vCNHwgQHFzdqrNBCkkkIDroReVRffz04rhA17BMfgiNlgwMI7+ZyuNyZtJ/4xPZR/FKS\nATSaKyrMjhyNcaYeHGpcc6KM409lkfdLX5/ZJaX35n2MXh4AmeCgWzapB8cGlAlOyBHYX7yvhw83\ncmArSEcRt4skLWQvvmh+8rpINoKTy5mdQdxRLYXg9PUFyhW/i2OQxAA9ccK965VkhxwgMLIA5EQX\nR46YwrMuxd7XZ0KPeHacmppgRxUX/YMHAX7yk2RtpKDjWVlp+rC3N9wn0kbTr35V2vNuucWcQRo5\nMtq36bR5Lx62AhB4MfbvD1JZjxkTyH9np58Hh+orToQxZTGXuf4SHMTRo4Fc4xpgIzi0DbYUykmR\ny5mwNt7vNg8OBZVX+v845yQDNm48enrCfUuNMyS4UlgSXRtpnZo4g55uLqxda87S4M6yNM+RSD38\ncPA3Wndv1y738wD81rkDB9wyVSyadS6VMrqDZslaudKshZQonneesTV4f9iyo9rSAAO4PQ4UpZzB\nAZDnOodEhF39KpEZKuNz5rifBxDYdXEeX0nGXeGGeGZWIjM8myRtB4Uk5yg/cZE80jjwMebz//jx\nqHweO2YK60rJOOhabttsTBJlYcOgEJykoGmiAcIvTw1gGqLmS3B4FjVqUEkKF6/lO2L0eT09xmh4\n4YUwwaH3LhQCQYqrXUIHGM8wrFoVvoYSHLw+juBQkpQkyYBEcFB4ly4N//2yy8xP6m2hu2c33GAv\nhAYQJrDcoPPJEEKVC34fx6q83PQVjdfFic8JDj83IR025QtcPh+e+DaCw5MMUIKAhqdtZ8aX4KRS\nJhRLqjJPFVZ3twntsJ2V4XVCsEo4RZwHx+Xt8/Xg4KFofFaxGO1bSnAkJXnwYDDeaATRA6FJ4Mry\nVWqIGgcNV8ANA9vmAPZbU1P4oDCGGgKYsauqMn3oqy8l0PGsqjJteu+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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "# Check the global temperature data for seasonal variation\n", "temps = data['Global'].fillna(method='pad')\n", "\n", "# rfft => real fast-fourier transform\n", "weights = fft.rfft(temps)\n", "frequencies = fft.rfftfreq(temps.size)\n", "\n", "plot(frequencies, weights)\n", "ylim([-10, 250])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "(-10, 250)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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zT/xjKjGDU0xD3i7zd9xhhrZlKcCx64BKCnDOOivYHLlSMQcHIkE5qKROnL7g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\n0UPUnnnGLIMfNSypttbMoXFXrnSvq5/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uvkc7g5O2A9Ud7msvIDJgQLAS5ZAh5p5yww1B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\nuLLlK1Oa+fDNI3T3xtOO47hg+nOfC2ccfHyfpdal+bwJ3NI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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "# fit a linear regression model to the 'Global' temperature data\n", "import statsmodels.api as sm\n", "\n", "X = sm.add_constant(data['Date'])\n", "Y = data['Global'].fillna(method='pad')\n", "\n", "linear_model = sm.OLS(Y, X)\n", "\n", "results = linear_model.fit()\n", "results.summary()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: Global R-squared: 0.363
Model: OLS Adj. R-squared: 0.362
Method: Least Squares F-statistic: 1111.
Date: Sun, 19 Jan 2014 Prob (F-statistic): 2.64e-193
Time: 15:30:43 Log-Likelihood: -644.13
No. Observations: 1956 AIC: 1292.
Df Residuals: 1954 BIC: 1303.
Df Model: 1
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [95.0% Conf. Int.]
const -10.8928 0.312 -34.858 0.000 -11.506 -10.280
Date 0.0054 0.000 33.337 0.000 0.005 0.006
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 44.414 Durbin-Watson: 0.924
Prob(Omnibus): 0.000 Jarque-Bera (JB): 70.180
Skew: 0.210 Prob(JB): 5.76e-16
Kurtosis: 3.827 Cond. No. 7.93e+04
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: Global R-squared: 0.363\n", "Model: OLS Adj. R-squared: 0.362\n", "Method: Least Squares F-statistic: 1111.\n", "Date: Sun, 19 Jan 2014 Prob (F-statistic): 2.64e-193\n", "Time: 15:30:43 Log-Likelihood: -644.13\n", "No. Observations: 1956 AIC: 1292.\n", "Df Residuals: 1954 BIC: 1303.\n", "Df Model: 1 \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "const -10.8928 0.312 -34.858 0.000 -11.506 -10.280\n", "Date 0.0054 0.000 33.337 0.000 0.005 0.006\n", "==============================================================================\n", "Omnibus: 44.414 Durbin-Watson: 0.924\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 70.180\n", "Skew: 0.210 Prob(JB): 5.76e-16\n", "Kurtosis: 3.827 Cond. No. 7.93e+04\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] The condition number is large, 7.93e+04. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n", "\"\"\"" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "# let's graph the fit line to see if it makes sense\n", "data.plot(x='Date', y=['Global'])\n", "plot(data['Date'], data['Date'] * 0.0054 - 10.89, 'r-', linewidth=2, label='fit line')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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I/eIX4k8mjnmECuERamkRJSG9KOanxSZCiHOE4oPzAeKjI+cR6mqTlsZp29/9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3MK0Wgy3EVaWSTYT5T7Yf3Z6/eqEyHebm4OHz6bt/2I0H770cRDKuXub8IqQl7f8/ZY60be5/8y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\nmhSyPkbRcc86S7r7bumNN6SWFrui5AxVK2XsWGnlyvIrDnffL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