jakevdp/analysis.ipynb

## analysis.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = (10, 7.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('internet.csv')\n",
    "pivoted = data.pivot('year', 'country', 'users')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c61bcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pivoted.sum(0).sort_values().plot.barh(color='gray');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107e345c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pivoted.plot.line();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a162850f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(pivoted.T);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a164a95f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='year', y='users', color='steelblue', data=data);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (vega3)",
   "language": "python",
   "name": "vega3"
  },
  "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
}

## internet.csv

          
            country
            year
            users

            
              Argentina
              1994
              0.043705951

            
              Brazil
              1994
              0.037672709

            
              Canada
              1994
              2.378693853

            
              Chile
              1994
              0.141084507

            
              China
              1994
              0.001168115

            
              Germany
              1994
              0.922541043

            
              Algeria
              1994
              0.000360674

            
              France
              1994
              0.899867425

            
              United Kingdom
              1994
              1.036609166

            
              India
              1994
              0.001069562

            
              Iceland
              1994
              6.794811784

            
              Israel
              1994
              0.57696646

            
              Italy
              1994
              0.192304619

            
              Japan
              1994
              0.799684291

            
              Kenya
              1994
              0

            
              Mexico
              1994
              0.043339167

            
              Norway
              1994
              4.152450292

            
              New Zealand
              1994
              3.168718848

            
              United States
              1994
              4.862780635

            
              South Africa
              1994
              0.246905533

            
              Argentina
              1995
              0.086277081

            
              Brazil
              1995
              0.105138168

            
              Canada
              1995
              4.163525253

            
              Chile
              1995
              0.346980781

            
              China
              1995
              0.00495471

            
              Germany
              1995
              1.837737754

            
              Algeria
              1995
              0.001768954

            
              France
              1995
              1.637947245

            
              United Kingdom
              1995
              1.895168284

            
              India
              1995
              0.026228879

            
              Iceland
              1995
              11.2158757

            
              Israel
              1995
              0.93042297

            
              Italy
              1995
              0.524412787

            
              Japan
              1995
              1.594363148

            
              Kenya
              1995
              0.000727482

            
              Mexico
              1995
              0.10256419

            
              Norway
              1995
              6.423220493

            
              New Zealand
              1995
              4.88424078

            
              United States
              1995
              9.237088297

            
              South Africa
              1995
              0.676740104

            
              Argentina
              1996
              0.141954704

            
              Brazil
              1996
              0.450789179

            
              Canada
              1996
              6.76023965

            
              Chile
              1996
              0.68347561

            
              China
              1996
              0.013081692

            
              Germany
              1996
              3.054805234

            
              Algeria
              1996
              0.001738533

            
              France
              1996
              2.584033979

            
              United Kingdom
              1996
              4.123650336

            
              India
              1996
              0.046333977

            
              Iceland
              1996
              14.80647932

            
              Israel
              1996
              2.1683676

            
              Italy
              1996
              1.023289903

            
              Japan
              1996
              4.372981968

            
              Kenya
              1996
              0.008839115

            
              Mexico
              1996
              0.20040628

            
              Norway
              1996
              18.25031077

            
              New Zealand
              1996
              8.041899368

            
              United States
              1996
              16.41935296

            
              South Africa
              1996
              0.841882931

            
              Argentina
              1997
              0.280339882

            
              Brazil
              1997
              0.786079155

            
              Canada
              1997
              15.07235736

            
              Chile
              1997
              1.057092496

            
              China
              1997
              0.032394861

            
              Germany
              1997
              6.711087477

            
              Algeria
              1997
              0.010268463

            
              France
              1997
              4.255003872

            
              United Kingdom
              1997
              7.385398957

            
              India
              1997
              0.070767849

            
              Iceland
              1997
              27.47886875

            
              Israel
              1997
              4.399405482

            
              Italy
              1997
              2.276737834

            
              Japan
              1997
              9.16307714

            
              Kenya
              1997
              0.034406051

            
              Mexico
              1997
              0.62731154

            
              Norway
              1997
              20.41788144

            
              New Zealand
              1997
              14.6015244

            
              United States
              1997
              21.61640097

            
              South Africa
              1997
              1.632093791

            
              Argentina
              1998
              0.83076668

            
              Brazil
              1998
              1.477874959

            
              Canada
              1998
              24.8974003

            
              Chile
              1998
              1.662322022

            
              China
              1998
              0.168540297

            
              Germany
              1998
              9.877852428

            
              Algeria
              1998
              0.020238555

            
              France
              1998
              6.319778722

            
              United Kingdom
              1998
              13.6699831

            
              India
              1998
              0.139027329

            
              Iceland
              1998
              36.2642065

            
              Israel
              1998
              10.30706995

            
              Italy
              1998
              4.558519565

            
              Japan
              1998
              13.41404088

            
              Kenya
              1998
              0.050261388

            
              Mexico
              1998
              1.265783278

            
              Norway
              1998
              22.56011255

            
              New Zealand
              1998
              31.63626081

            
              United States
              1998
              30.09319659

            
              South Africa
              1998
              2.906220867

            
              Argentina
              1999
              3.284481956

            
              Brazil
              1999
              2.038732184

            
              Canada
              1999
              36.18644004

            
              Chile
              1999
              4.103419297

            
              China
              1999
              0.708187957

            
              Germany
              1999
              20.84598264

            
              Algeria
              1999
              0.199523843

            
              France
              1999
              9.125317889

            
              United Kingdom
              1999
              21.29363827

            
              India
              1999
              0.273224277

            
              Iceland
              1999
              41.29456671

            
              Israel
              1999
              13.43612191

            
              Italy
              1999
              14.37841019

            
              Japan
              1999
              21.39129031

            
              Kenya
              1999
              0.114256028

            
              Mexico
              1999
              1.857436221

            
              Norway
              1999
              40

            
              New Zealand
              1999
              41.49448266

            
              United States
              1999
              35.84872446

            
              South Africa
              1999
              4.116249583

            
              Argentina
              2000
              7.038683086

            
              Brazil
              2000
              2.870685159

            
              Canada
              2000
              51.3

            
              Chile
              2000
              16.6

            
              China
              2000
              1.775913207

            
              Germany
              2000
              30.2163466

            
              Algeria
              2000
              0.491705679

            
              France
              2000
              14.30792394

            
              United Kingdom
              2000
              26.82175435

            
              India
              2000
              0.52753245

            
              Iceland
              2000
              44.47053382

            
              Israel
              2000
              20.87379

            
              Italy
              2000
              23.11087424

            
              Japan
              2000
              29.99074036

            
              Kenya
              2000
              0.318059714

            
              Mexico
              2000
              5.081384153

            
              Norway
              2000
              52

            
              New Zealand
              2000
              47.37955654

            
              United States
              2000
              43.07916264

            
              South Africa
              2000
              5.348559732

            
              Argentina
              2001
              9.780807285

            
              Brazil
              2001
              4.528494869

            
              Canada
              2001
              60.2

            
              Chile
              2001
              19.1

            
              China
              2001
              2.639650215

            
              Germany
              2001
              31.65093942

            
              Algeria
              2001
              0.646114017

            
              France
              2001
              26.32590355

            
              United Kingdom
              2001
              33.48109487

            
              India
              2001
              0.660146377

            
              Iceland
              2001
              49.39299537

            
              Israel
              2001
              17.37862386

            
              Italy
              2001
              27.22211698

            
              Japan
              2001
              38.53206086

            
              Kenya
              2001
              0.619782266

            
              Mexico
              2001
              7.038023117

            
              Norway
              2001
              64

            
              New Zealand
              2001
              53.24101529

            
              United States
              2001
              49.08083159

            
              South Africa
              2001
              6.346619318

            
              Argentina
              2002
              10.88212438

            
              Brazil
              2002
              9.149425086

            
              Canada
              2002
              61.59329927

            
              Chile
              2002
              22.1

            
              China
              2002
              4.595704331

            
              Germany
              2002
              48.82

            
              Algeria
              2002
              1.59164126

            
              France
              2002
              30.18

            
              United Kingdom
              2002
              56.48

            
              India
              2002
              1.537875582

            
              Iceland
              2002
              79.12

            
              Israel
              2002
              17.76459906

            
              Italy
              2002
              28.04

            
              Japan
              2002
              46.59420112

            
              Kenya
              2002
              1.207773885

            
              Mexico
              2002
              11.9

            
              Norway
              2002
              72.84

            
              New Zealand
              2002
              59.08075328

            
              United States
              2002
              58.78540388

            
              South Africa
              2002
              6.710322437

            
              Argentina
              2003
              11.91369655

            
              Brazil
              2003
              13.2075861

            
              Canada
              2003
              64.2

            
              Chile
              2003
              25.47377889

            
              China
              2003
              6.2

            
              Germany
              2003
              55.9

            
              Algeria
              2003
              2.195359731

            
              France
              2003
              36.14

            
              United Kingdom
              2003
              64.82

            
              India
              2003
              1.686489971

            
              Iceland
              2003
              83.14

            
              Israel
              2003
              19.59339366

            
              Italy
              2003
              29.04

            
              Japan
              2003
              48.43526589

            
              Kenya
              2003
              2.941902861

            
              Mexico
              2003
              12.9

            
              Norway
              2003
              78.13

            
              New Zealand
              2003
              60.96253987

            
              United States
              2003
              61.69711712

            
              South Africa
              2003
              7.007691726

            
              Argentina
              2004
              16.03668411

            
              Brazil
              2004
              19.07367227

            
              Canada
              2004
              65.95596346

            
              Chile
              2004
              28.17791012

            
              China
              2004
              7.3

            
              Germany
              2004
              64.73

            
              Algeria
              2004
              4.634475088

            
              France
              2004
              39.15

            
              United Kingdom
              2004
              65.61

            
              India
              2004
              1.976136492

            
              Iceland
              2004
              83.88

            
              Israel
              2004
              22.77048553

            
              Italy
              2004
              33.24

            
              Japan
              2004
              62.39392963

            
              Kenya
              2004
              3.023528042

            
              Mexico
              2004
              14.1

            
              Norway
              2004
              77.69

            
              New Zealand
              2004
              61.84762781

            
              United States
              2004
              64.75825648

            
              South Africa
              2004
              8.425118683

            
              Argentina
              2005
              17.72058337

            
              Brazil
              2005
              21.02274725

            
              Canada
              2005
              71.66

            
              Chile
              2005
              31.17534703

            
              China
              2005
              8.523257003

            
              Germany
              2005
              68.71

            
              Algeria
              2005
              5.843942092

            
              France
              2005
              42.87

            
              United Kingdom
              2005
              70

            
              India
              2005
              2.388075

            
              Iceland
              2005
              87

            
              Israel
              2005
              25.19404242

            
              Italy
              2005
              35

            
              Japan
              2005
              66.9210661

            
              Kenya
              2005
              3.101897702

            
              Mexico
              2005
              17.21

            
              Norway
              2005
              81.99

            
              New Zealand
              2005
              62.72021237

            
              United States
              2005
              67.96805292

            
              South Africa
              2005
              7.48854253

            
              Argentina
              2006
              20.9272021

            
              Brazil
              2006
              28.17838018

            
              Canada
              2006
              72.4

            
              Chile
              2006
              34.49775117

            
              China
              2006
              10.52315262

            
              Germany
              2006
              72.16

            
              Algeria
              2006
              7.375984956

            
              France
              2006
              46.87

            
              United Kingdom
              2006
              68.82

            
              India
              2006
              2.805499865

            
              Iceland
              2006
              89.51

            
              Israel
              2006
              27.88107446

            
              Italy
              2006
              37.99

            
              Japan
              2006
              68.68527032

            
              Kenya
              2006
              3.6

            
              Mexico
              2006
              19.52

            
              Norway
              2006
              82.55

            
              New Zealand
              2006
              69

            
              United States
              2006
              68.93119327

            
              South Africa
              2006
              7.607139675

            
              Argentina
              2007
              25.94663294

            
              Brazil
              2007
              30.88

            
              Canada
              2007
              73.2

            
              Chile
              2007
              35.9

            
              China
              2007
              16

            
              Germany
              2007
              75.16

            
              Algeria
              2007
              9.451190626

            
              France
              2007
              66.09

            
              United Kingdom
              2007
              75.09

            
              India
              2007
              3.95

            
              Iceland
              2007
              90.6

            
              Israel
              2007
              48.12806219

            
              Italy
              2007
              40.79

            
              Japan
              2007
              74.3

            
              Kenya
              2007
              4.4

            
              Mexico
              2007
              20.81

            
              Norway
              2007
              86.93

            
              New Zealand
              2007
              69.76

            
              United States
              2007
              75

            
              South Africa
              2007
              8.065375174

            
              Argentina
              2008
              28.11262348

            
              Brazil
              2008
              33.83

            
              Canada
              2008
              76.7

            
              Chile
              2008
              37.3

            
              China
              2008
              22.6

            
              Germany
              2008
              78

            
              Algeria
              2008
              10.18

            
              France
              2008
              70.68

            
              United Kingdom
              2008
              78.39

            
              India
              2008
              4.38

            
              Iceland
              2008
              91

            
              Israel
              2008
              59.39

            
              Italy
              2008
              44.53

            
              Japan
              2008
              75.4

            
              Kenya
              2008
              5.2

            
              Mexico
              2008
              21.71

            
              Norway
              2008
              90.57

            
              New Zealand
              2008
              72.03

            
              United States
              2008
              74

            
              South Africa
              2008
              8.43

            
              Argentina
              2009
              34

            
              Brazil
              2009
              39.22

            
              Canada
              2009
              80.3

            
              Chile
              2009
              41.56

            
              China
              2009
              28.9

            
              Germany
              2009
              79

            
              Algeria
              2009
              11.23

            
              France
              2009
              71.58

            
              United Kingdom
              2009
              83.56

            
              India
              2009
              5.12

            
              Iceland
              2009
              93

            
              Israel
              2009
              63.12

            
              Italy
              2009
              48.83

            
              Japan
              2009
              78

            
              Kenya
              2009
              6.1

            
              Mexico
              2009
              26.34

            
              Norway
              2009
              92.08

            
              New Zealand
              2009
              79.7

            
              United States
              2009
              71

            
              South Africa
              2009
              10

            
              Argentina
              2010
              45

            
              Brazil
              2010
              40.65

            
              Canada
              2010
              80.3

            
              Chile
              2010
              45

            
              China
              2010
              34.3

            
              Germany
              2010
              82

            
              Algeria
              2010
              12.5

            
              France
              2010
              77.28

            
              United Kingdom
              2010
              85

            
              India
              2010
              7.5

            
              Iceland
              2010
              93.39

            
              Israel
              2010
              67.5

            
              Italy
              2010
              53.68

            
              Japan
              2010
              78.21

            
              Kenya
              2010
              7.2

            
              Mexico
              2010
              31.05

            
              Norway
              2010
              93.39

            
              New Zealand
              2010
              80.46

            
              United States
              2010
              71.69

            
              South Africa
              2010
              24

            
              Argentina
              2011
              51

            
              Brazil
              2011
              45.69

            
              Canada
              2011
              83

            
              Chile
              2011
              52.24960729

            
              China
              2011
              38.3

            
              Germany
              2011
              81.26999954

            
              Algeria
              2011
              14.9

            
              France
              2011
              77.81999899

            
              United Kingdom
              2011
              85.37999855

            
              India
              2011
              10.07

            
              Iceland
              2011
              94.8196868

            
              Israel
              2011
              68.87387799

            
              Italy
              2011
              54.3899983

            
              Japan
              2011
              79.05411352

            
              Kenya
              2011
              8.8

            
              Mexico
              2011
              37.17629541

            
              Norway
              2011
              93.48998265

            
              New Zealand
              2011
              81.23

            
              United States
              2011
              69.72946076

            
              South Africa
              2011
              33.97

            
              Argentina
              2012
              55.8

            
              Brazil
              2012
              48.56

            
              Canada
              2012
              83

            
              Chile
              2012
              55.05

            
              China
              2012
              42.30011749

            
              Germany
              2012
              82.34999847

            
              Algeria
              2012
              18.2

            
              France
              2012
              81.44

            
              United Kingdom
              2012
              87.47999842

            
              India
              2012
              12.58006091

            
              Iceland
              2012
              96.20979955

            
              Israel
              2012
              70.8

            
              Italy
              2012
              55.82999799

            
              Japan
              2012
              79.4964

            
              Kenya
              2012
              10.5

            
              Mexico
              2012
              39.75

            
              Norway
              2012
              94.64997805

            
              New Zealand
              2012
              81.64447018

            
              United States
              2012
              74.7

            
              South Africa
              2012
              41

            
              Argentina
              2013
              59.9

            
              Brazil
              2013
              51.04

            
              Canada
              2013
              85.8

            
              Chile
              2013
              58

            
              China
              2013
              45.8

            
              Germany
              2013
              84.17

            
              Algeria
              2013
              22.5

            
              France
              2013
              81.9198

            
              United Kingdom
              2013
              89.8441

            
              India
              2013
              15.1

            
              Iceland
              2013
              96.5468

            
              Israel
              2013
              70.25031195

            
              Italy
              2013
              58.4593

            
              Japan
              2013
              88.21942891

            
              Kenya
              2013
              13

            
              Mexico
              2013
              43.46

            
              Norway
              2013
              95.0534

            
              New Zealand
              2013
              82.78

            
              United States
              2013
              71.4

            
              South Africa
              2013
              46.5

            
              Argentina
              2014
              64.7

            
              Brazil
              2014
              54.55100188

            
              Canada
              2014
              87.12

            
              Chile
              2014
              61.11

            
              China
              2014
              47.9

            
              Germany
              2014
              86.19

            
              Algeria
              2014
              29.5

            
              France
              2014
              83.75

            
              United Kingdom
              2014
              91.61

            
              India
              2014
              21

            
              Iceland
              2014
              98.16

            
              Israel
              2014
              75.01775316

            
              Italy
              2014
              55.63846022

            
              Japan
              2014
              89.10683302

            
              Kenya
              2014
              16.5

            
              Mexico
              2014
              44.39

            
              Norway
              2014
              96.3

            
              New Zealand
              2014
              85.5

            
              United States
              2014
              73

            
              South Africa
              2014
              49

            
              Argentina
              2015
              68.04306411

            
              Brazil
              2015
              58.32795173

            
              Canada
              2015
              88.47

            
              Chile
              2015
              64.289

            
              China
              2015
              50.3

            
              Germany
              2015
              87.5898

            
              Algeria
              2015
              38.2

            
              France
              2015
              84.6945

            
              United Kingdom
              2015
              92.0003

            
              India
              2015
              26

            
              Iceland
              2015
              98.2

            
              Israel
              2015
              77.35208966

            
              Italy
              2015
              58.14173496

            
              Japan
              2015
              91.05802839

            
              Kenya
              2015
              21

            
              Mexico
              2015
              57.43104299

            
              Norway
              2015
              96.8103

            
              New Zealand
              2015
              88.22288882

            
              United States
              2015
              74.55420245

            
              South Africa
              2015
              51.91911572

            
              Argentina
              2016
              70.15076431

            
              Brazil
              2016
              59.68274736

            
              Canada
              2016
              89.84

            
              Chile
              2016
              66.01

            
              China
              2016
              53.2

            
              Germany
              2016
              89.64710059

            
              Algeria
              2016
              42.94552688

            
              France
              2016
              85.62219995

            
              United Kingdom
              2016
              94.77580063

            
              India
              2016
              29.54716289

            
              Iceland
              2016
              98.2400163

            
              Israel
              2016
              79.77879126

            
              Italy
              2016
              61.32425277

            
              Japan
              2016
              92

            
              Kenya
              2016
              26

            
              Mexico
              2016
              59.540446

            
              Norway
              2016
              97.29820367

            
              New Zealand
              2016
              88.47018635

            
              United States
              2016
              76.17673698

            
              South Africa
              2016
              54
country	year	users
Argentina	1994	0.043705951
Brazil	1994	0.037672709
Canada	1994	2.378693853
Chile	1994	0.141084507
China	1994	0.001168115
Germany	1994	0.922541043
Algeria	1994	0.000360674
France	1994	0.899867425
United Kingdom	1994	1.036609166
India	1994	0.001069562
Iceland	1994	6.794811784
Israel	1994	0.57696646
Italy	1994	0.192304619
Japan	1994	0.799684291
Kenya	1994	0
Mexico	1994	0.043339167
Norway	1994	4.152450292
New Zealand	1994	3.168718848
United States	1994	4.862780635
South Africa	1994	0.246905533
Argentina	1995	0.086277081
Brazil	1995	0.105138168
Canada	1995	4.163525253
Chile	1995	0.346980781
China	1995	0.00495471
Germany	1995	1.837737754
Algeria	1995	0.001768954
France	1995	1.637947245
United Kingdom	1995	1.895168284
India	1995	0.026228879
Iceland	1995	11.2158757
Israel	1995	0.93042297
Italy	1995	0.524412787
Japan	1995	1.594363148
Kenya	1995	0.000727482
Mexico	1995	0.10256419
Norway	1995	6.423220493
New Zealand	1995	4.88424078
United States	1995	9.237088297
South Africa	1995	0.676740104
Argentina	1996	0.141954704
Brazil	1996	0.450789179
Canada	1996	6.76023965
Chile	1996	0.68347561
China	1996	0.013081692
Germany	1996	3.054805234
Algeria	1996	0.001738533
France	1996	2.584033979
United Kingdom	1996	4.123650336
India	1996	0.046333977
Iceland	1996	14.80647932
Israel	1996	2.1683676
Italy	1996	1.023289903
Japan	1996	4.372981968
Kenya	1996	0.008839115
Mexico	1996	0.20040628
Norway	1996	18.25031077
New Zealand	1996	8.041899368
United States	1996	16.41935296
South Africa	1996	0.841882931
Argentina	1997	0.280339882
Brazil	1997	0.786079155
Canada	1997	15.07235736
Chile	1997	1.057092496
China	1997	0.032394861
Germany	1997	6.711087477
Algeria	1997	0.010268463
France	1997	4.255003872
United Kingdom	1997	7.385398957
India	1997	0.070767849
Iceland	1997	27.47886875
Israel	1997	4.399405482
Italy	1997	2.276737834
Japan	1997	9.16307714
Kenya	1997	0.034406051
Mexico	1997	0.62731154
Norway	1997	20.41788144
New Zealand	1997	14.6015244
United States	1997	21.61640097
South Africa	1997	1.632093791
Argentina	1998	0.83076668
Brazil	1998	1.477874959
Canada	1998	24.8974003
Chile	1998	1.662322022
China	1998	0.168540297
Germany	1998	9.877852428
Algeria	1998	0.020238555
France	1998	6.319778722
United Kingdom	1998	13.6699831
India	1998	0.139027329
Iceland	1998	36.2642065
Israel	1998	10.30706995
Italy	1998	4.558519565
Japan	1998	13.41404088
Kenya	1998	0.050261388
Mexico	1998	1.265783278
Norway	1998	22.56011255
New Zealand	1998	31.63626081
United States	1998	30.09319659
South Africa	1998	2.906220867
Argentina	1999	3.284481956
Brazil	1999	2.038732184
Canada	1999	36.18644004
Chile	1999	4.103419297
China	1999	0.708187957
Germany	1999	20.84598264
Algeria	1999	0.199523843
France	1999	9.125317889
United Kingdom	1999	21.29363827
India	1999	0.273224277
Iceland	1999	41.29456671
Israel	1999	13.43612191
Italy	1999	14.37841019
Japan	1999	21.39129031
Kenya	1999	0.114256028
Mexico	1999	1.857436221
Norway	1999	40
New Zealand	1999	41.49448266
United States	1999	35.84872446
South Africa	1999	4.116249583
Argentina	2000	7.038683086
Brazil	2000	2.870685159
Canada	2000	51.3
Chile	2000	16.6
China	2000	1.775913207
Germany	2000	30.2163466
Algeria	2000	0.491705679
France	2000	14.30792394
United Kingdom	2000	26.82175435
India	2000	0.52753245
Iceland	2000	44.47053382
Israel	2000	20.87379
Italy	2000	23.11087424
Japan	2000	29.99074036
Kenya	2000	0.318059714
Mexico	2000	5.081384153
Norway	2000	52
New Zealand	2000	47.37955654
United States	2000	43.07916264
South Africa	2000	5.348559732
Argentina	2001	9.780807285
Brazil	2001	4.528494869
Canada	2001	60.2
Chile	2001	19.1
China	2001	2.639650215
Germany	2001	31.65093942
Algeria	2001	0.646114017
France	2001	26.32590355
United Kingdom	2001	33.48109487
India	2001	0.660146377
Iceland	2001	49.39299537
Israel	2001	17.37862386
Italy	2001	27.22211698
Japan	2001	38.53206086
Kenya	2001	0.619782266
Mexico	2001	7.038023117
Norway	2001	64
New Zealand	2001	53.24101529
United States	2001	49.08083159
South Africa	2001	6.346619318
Argentina	2002	10.88212438
Brazil	2002	9.149425086
Canada	2002	61.59329927
Chile	2002	22.1
China	2002	4.595704331
Germany	2002	48.82
Algeria	2002	1.59164126
France	2002	30.18
United Kingdom	2002	56.48
India	2002	1.537875582
Iceland	2002	79.12
Israel	2002	17.76459906
Italy	2002	28.04
Japan	2002	46.59420112
Kenya	2002	1.207773885
Mexico	2002	11.9
Norway	2002	72.84
New Zealand	2002	59.08075328
United States	2002	58.78540388
South Africa	2002	6.710322437
Argentina	2003	11.91369655
Brazil	2003	13.2075861
Canada	2003	64.2
Chile	2003	25.47377889
China	2003	6.2
Germany	2003	55.9
Algeria	2003	2.195359731
France	2003	36.14
United Kingdom	2003	64.82
India	2003	1.686489971
Iceland	2003	83.14
Israel	2003	19.59339366
Italy	2003	29.04
Japan	2003	48.43526589
Kenya	2003	2.941902861
Mexico	2003	12.9
Norway	2003	78.13
New Zealand	2003	60.96253987
United States	2003	61.69711712
South Africa	2003	7.007691726
Argentina	2004	16.03668411
Brazil	2004	19.07367227
Canada	2004	65.95596346
Chile	2004	28.17791012
China	2004	7.3
Germany	2004	64.73
Algeria	2004	4.634475088
France	2004	39.15
United Kingdom	2004	65.61
India	2004	1.976136492
Iceland	2004	83.88
Israel	2004	22.77048553
Italy	2004	33.24
Japan	2004	62.39392963
Kenya	2004	3.023528042
Mexico	2004	14.1
Norway	2004	77.69
New Zealand	2004	61.84762781
United States	2004	64.75825648
South Africa	2004	8.425118683
Argentina	2005	17.72058337
Brazil	2005	21.02274725
Canada	2005	71.66
Chile	2005	31.17534703
China	2005	8.523257003
Germany	2005	68.71
Algeria	2005	5.843942092
France	2005	42.87
United Kingdom	2005	70
India	2005	2.388075
Iceland	2005	87
Israel	2005	25.19404242
Italy	2005	35
Japan	2005	66.9210661
Kenya	2005	3.101897702
Mexico	2005	17.21
Norway	2005	81.99
New Zealand	2005	62.72021237
United States	2005	67.96805292
South Africa	2005	7.48854253
Argentina	2006	20.9272021
Brazil	2006	28.17838018
Canada	2006	72.4
Chile	2006	34.49775117
China	2006	10.52315262
Germany	2006	72.16
Algeria	2006	7.375984956
France	2006	46.87
United Kingdom	2006	68.82
India	2006	2.805499865
Iceland	2006	89.51
Israel	2006	27.88107446
Italy	2006	37.99
Japan	2006	68.68527032
Kenya	2006	3.6
Mexico	2006	19.52
Norway	2006	82.55
New Zealand	2006	69
United States	2006	68.93119327
South Africa	2006	7.607139675
Argentina	2007	25.94663294
Brazil	2007	30.88
Canada	2007	73.2
Chile	2007	35.9
China	2007	16
Germany	2007	75.16
Algeria	2007	9.451190626
France	2007	66.09
United Kingdom	2007	75.09
India	2007	3.95
Iceland	2007	90.6
Israel	2007	48.12806219
Italy	2007	40.79
Japan	2007	74.3
Kenya	2007	4.4
Mexico	2007	20.81
Norway	2007	86.93
New Zealand	2007	69.76
United States	2007	75
South Africa	2007	8.065375174
Argentina	2008	28.11262348
Brazil	2008	33.83
Canada	2008	76.7
Chile	2008	37.3
China	2008	22.6
Germany	2008	78
Algeria	2008	10.18
France	2008	70.68
United Kingdom	2008	78.39
India	2008	4.38
Iceland	2008	91
Israel	2008	59.39
Italy	2008	44.53
Japan	2008	75.4
Kenya	2008	5.2
Mexico	2008	21.71
Norway	2008	90.57
New Zealand	2008	72.03
United States	2008	74
South Africa	2008	8.43
Argentina	2009	34
Brazil	2009	39.22
Canada	2009	80.3
Chile	2009	41.56
China	2009	28.9
Germany	2009	79
Algeria	2009	11.23
France	2009	71.58
United Kingdom	2009	83.56
India	2009	5.12
Iceland	2009	93
Israel	2009	63.12
Italy	2009	48.83
Japan	2009	78
Kenya	2009	6.1
Mexico	2009	26.34
Norway	2009	92.08
New Zealand	2009	79.7
United States	2009	71
South Africa	2009	10
Argentina	2010	45
Brazil	2010	40.65
Canada	2010	80.3
Chile	2010	45
China	2010	34.3
Germany	2010	82
Algeria	2010	12.5
France	2010	77.28
United Kingdom	2010	85
India	2010	7.5
Iceland	2010	93.39
Israel	2010	67.5
Italy	2010	53.68
Japan	2010	78.21
Kenya	2010	7.2
Mexico	2010	31.05
Norway	2010	93.39
New Zealand	2010	80.46
United States	2010	71.69
South Africa	2010	24
Argentina	2011	51
Brazil	2011	45.69
Canada	2011	83
Chile	2011	52.24960729
China	2011	38.3
Germany	2011	81.26999954
Algeria	2011	14.9
France	2011	77.81999899
United Kingdom	2011	85.37999855
India	2011	10.07
Iceland	2011	94.8196868
Israel	2011	68.87387799
Italy	2011	54.3899983
Japan	2011	79.05411352
Kenya	2011	8.8
Mexico	2011	37.17629541
Norway	2011	93.48998265
New Zealand	2011	81.23
United States	2011	69.72946076
South Africa	2011	33.97
Argentina	2012	55.8
Brazil	2012	48.56
Canada	2012	83
Chile	2012	55.05
China	2012	42.30011749
Germany	2012	82.34999847
Algeria	2012	18.2
France	2012	81.44
United Kingdom	2012	87.47999842
India	2012	12.58006091
Iceland	2012	96.20979955
Israel	2012	70.8
Italy	2012	55.82999799
Japan	2012	79.4964
Kenya	2012	10.5
Mexico	2012	39.75
Norway	2012	94.64997805
New Zealand	2012	81.64447018
United States	2012	74.7
South Africa	2012	41
Argentina	2013	59.9
Brazil	2013	51.04
Canada	2013	85.8
Chile	2013	58
China	2013	45.8
Germany	2013	84.17
Algeria	2013	22.5
France	2013	81.9198
United Kingdom	2013	89.8441
India	2013	15.1
Iceland	2013	96.5468
Israel	2013	70.25031195
Italy	2013	58.4593
Japan	2013	88.21942891
Kenya	2013	13
Mexico	2013	43.46
Norway	2013	95.0534
New Zealand	2013	82.78
United States	2013	71.4
South Africa	2013	46.5
Argentina	2014	64.7
Brazil	2014	54.55100188
Canada	2014	87.12
Chile	2014	61.11
China	2014	47.9
Germany	2014	86.19
Algeria	2014	29.5
France	2014	83.75
United Kingdom	2014	91.61
India	2014	21
Iceland	2014	98.16
Israel	2014	75.01775316
Italy	2014	55.63846022
Japan	2014	89.10683302
Kenya	2014	16.5
Mexico	2014	44.39
Norway	2014	96.3
New Zealand	2014	85.5
United States	2014	73
South Africa	2014	49
Argentina	2015	68.04306411
Brazil	2015	58.32795173
Canada	2015	88.47
Chile	2015	64.289
China	2015	50.3
Germany	2015	87.5898
Algeria	2015	38.2
France	2015	84.6945
United Kingdom	2015	92.0003
India	2015	26
Iceland	2015	98.2
Israel	2015	77.35208966
Italy	2015	58.14173496
Japan	2015	91.05802839
Kenya	2015	21
Mexico	2015	57.43104299
Norway	2015	96.8103
New Zealand	2015	88.22288882
United States	2015	74.55420245
South Africa	2015	51.91911572
Argentina	2016	70.15076431
Brazil	2016	59.68274736
Canada	2016	89.84
Chile	2016	66.01
China	2016	53.2
Germany	2016	89.64710059
Algeria	2016	42.94552688
France	2016	85.62219995
United Kingdom	2016	94.77580063
India	2016	29.54716289
Iceland	2016	98.2400163
Israel	2016	79.77879126
Italy	2016	61.32425277
Japan	2016	92
Kenya	2016	26
Mexico	2016	59.540446
Norway	2016	97.29820367
New Zealand	2016	88.47018635
United States	2016	76.17673698
South Africa	2016	54