From 64e269626e52df34a89583aa271b3f9ccf7838e8 Mon Sep 17 00:00:00 2001 From: Allen Downey Date: Thu, 21 Mar 2019 13:51:44 -0400 Subject: [PATCH] Fixing permissions --- solutions/chap01soln.ipynb | 287 ++++----- solutions/chap02soln.ipynb | 384 +++++------- solutions/chap03soln.ipynb | 556 ++++++++--------- solutions/chap04soln.ipynb | 198 +++--- solutions/chap05soln.ipynb | 516 +++++++-------- solutions/chap06soln.ipynb | 262 ++++---- solutions/chap07soln.ipynb | 240 +++---- solutions/chap08soln.ipynb | 158 ++--- solutions/chap09soln.ipynb | 190 ++---- solutions/chap10soln.ipynb | 372 ++++------- solutions/chap12soln.ipynb | 1212 ++++++------------------------------ 11 files changed, 1528 insertions(+), 2847 deletions(-) diff --git a/solutions/chap01soln.ipynb b/solutions/chap01soln.ipynb index bcd1c2906..1d9e9386b 100644 --- a/solutions/chap01soln.ipynb +++ b/solutions/chap01soln.ipynb @@ -15,10 +15,8 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function, division\n", @@ -37,15 +35,26 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -231,7 +240,7 @@ "[5 rows x 244 columns]" ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -250,27 +259,21 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Index([ u'caseid', u'pregordr', u'howpreg_n',\n", - " u'howpreg_p', u'moscurrp', u'nowprgdk',\n", - " u'pregend1', u'pregend2', u'nbrnaliv',\n", - " u'multbrth',\n", + "Index(['caseid', 'pregordr', 'howpreg_n', 'howpreg_p', 'moscurrp', 'nowprgdk',\n", + " 'pregend1', 'pregend2', 'nbrnaliv', 'multbrth',\n", " ...\n", - " u'laborfor_i', u'religion_i', u'metro_i',\n", - " u'basewgt', u'adj_mod_basewgt', u'finalwgt',\n", - " u'secu_p', u'sest', u'cmintvw',\n", - " u'totalwgt_lb'],\n", + " 'laborfor_i', 'religion_i', 'metro_i', 'basewgt', 'adj_mod_basewgt',\n", + " 'finalwgt', 'secu_p', 'sest', 'cmintvw', 'totalwgt_lb'],\n", " dtype='object', length=244)" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -288,18 +291,16 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "u'pregordr'" + "'pregordr'" ] }, - "execution_count": 4, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -317,10 +318,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -328,7 +327,7 @@ "pandas.core.series.Series" ] }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -347,10 +346,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { @@ -416,10 +413,10 @@ "13590 3\n", "13591 4\n", "13592 5\n", - "Name: pregordr, dtype: int64" + "Name: pregordr, Length: 13593, dtype: int64" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -437,10 +434,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { @@ -448,7 +443,7 @@ "1" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -466,10 +461,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { @@ -480,7 +473,7 @@ "Name: pregordr, dtype: int64" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -498,10 +491,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ "pregordr = preg.pregordr" @@ -516,10 +507,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { @@ -533,7 +522,7 @@ "Name: outcome, dtype: int64" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -551,10 +540,8 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { @@ -578,7 +565,7 @@ "Name: birthwgt_lb, dtype: int64" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -596,10 +583,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { @@ -607,7 +592,7 @@ "array([4, 4, 4, 4, 4, 4, 1])" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -637,10 +622,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { @@ -658,7 +641,7 @@ "Name: birthord, dtype: int64" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -678,10 +661,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { @@ -689,7 +670,7 @@ "4445" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -707,10 +688,8 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [ { "data": { @@ -768,7 +747,7 @@ "Name: prglngth, dtype: int64" ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -788,10 +767,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { @@ -799,7 +776,7 @@ "7.265628457623368" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -817,10 +794,8 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "data": { @@ -828,7 +803,7 @@ "3.302558389828807" ] }, - "execution_count": 17, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -842,19 +817,15 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "`nsfg.py` also provides `ReadFemResp`, which reads the female respondents file and returns a `DataFrame`:" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": true - }, + "execution_count": 20, + "metadata": {}, "outputs": [], "source": [ "resp = nsfg.ReadFemResp()" @@ -869,15 +840,26 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "
\n", " \n", " \n", @@ -1063,7 +1045,7 @@ "[5 rows x 3087 columns]" ] }, - "execution_count": 19, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1081,10 +1063,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 22, + "metadata": {}, "outputs": [ { "data": { @@ -1122,7 +1102,7 @@ "Name: age_r, dtype: int64" ] }, - "execution_count": 20, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1142,15 +1122,26 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "
\n", " \n", " \n", @@ -1224,7 +1215,7 @@ "[1 rows x 3087 columns]" ] }, - "execution_count": 21, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1242,15 +1233,26 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "
\n", " \n", " \n", @@ -1408,7 +1410,7 @@ "[4 rows x 245 columns]" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1426,10 +1428,8 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, + "execution_count": 25, + "metadata": {}, "outputs": [ { "data": { @@ -1438,7 +1438,7 @@ "Name: age_r, dtype: int64" ] }, - "execution_count": 23, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1458,10 +1458,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 26, + "metadata": {}, "outputs": [ { "data": { @@ -1473,7 +1471,7 @@ "Name: prglngth, dtype: int64" ] }, - "execution_count": 24, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1493,10 +1491,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 27, + "metadata": {}, "outputs": [ { "data": { @@ -1505,7 +1501,7 @@ "Name: birthwgt_lb, dtype: float64" ] }, - "execution_count": 25, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1515,36 +1511,27 @@ "\n", "preg[preg.caseid==5012].birthwgt_lb" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.7" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/solutions/chap02soln.ipynb b/solutions/chap02soln.ipynb index 1f872af8c..f63883fc4 100644 --- a/solutions/chap02soln.ipynb +++ b/solutions/chap02soln.ipynb @@ -15,10 +15,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, + "execution_count": 1, + "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function, division\n", @@ -40,10 +38,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "t = [1, 2, 2, 3, 5]" @@ -58,10 +54,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { @@ -69,7 +63,7 @@ "{1: 1, 2: 2, 3: 1, 5: 1}" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -91,10 +85,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { @@ -102,7 +94,7 @@ "Counter({1: 1, 2: 2, 3: 1, 5: 1})" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -122,10 +114,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -133,7 +123,7 @@ "Hist({1: 1, 2: 2, 3: 1, 5: 1})" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -153,10 +143,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "data": { @@ -164,7 +152,7 @@ "2" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -182,10 +170,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -193,7 +179,7 @@ "2" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -211,10 +197,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { @@ -222,7 +206,7 @@ "0" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -240,18 +224,16 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[1, 2, 3, 5]" + "dict_keys([1, 2, 3, 5])" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -269,10 +251,8 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -299,10 +279,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -333,19 +311,19 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -366,10 +344,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, + "execution_count": 13, + "metadata": {}, "outputs": [], "source": [ "preg = nsfg.ReadFemPreg()\n", @@ -385,19 +361,19 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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0tLm5udgsZmbWBUrd4vilpIeAmenxR4EH8r5YRLzYMi3pFuD+9LAJGF4w6zBgfZpuq9563dOAaQD19fVFw8XMzHZfu1sNkg6XND4irgB+BBwLHAcsJP2RzkPSkIKH5wEr0/QcYJKkvpJGkH1HZDGwBBgpaYSkPmQH0OfkfV0zM+s6HW1x3Ah8FSAi7gXuBZBUn57727YWlDQTOA0YJKkJuBY4TdJost1Na4BPp3WvkjQbeJrsdN/LImJHWs/lwENkp+NOj4hVnXmjZmbWNToKjrqIWNG6GBFLJdW1t2BEXFSkfFs7898A3FCk/gCd2C1mZmbl0dEB7tp2ntu3KxsxM7OeoaPgWCLp71sXJV0CPF6elszMrJp1tKvqC8BPJX2MN4OiHuhDdnDbzMz2Mu0GRzp99iRJpwOjUvkXEfHrsndmZmZVqdTrccwD5pW5FzMz6wE6ez0OMzPbSzk4zMwsFweHmZnl4uAwM7NcHBxmZpaLg8PMzHJxcJiZWS4ODjMzy8XBYWZmuTg4zMwsFweHmZnl4uAwM7NcHBxmZpaLg8PMzHJxcJiZWS4ODjMzy8XBYWZmuTg4zMwsFweHmZnl4uAwM7NcyhYckqZL2ihpZUHtQElzJT2b7gekuiR9T1KjpBWSxhQsMyXN/6ykKeXq18zMSlPOLY7bgQmtalcCj0TESOCR9BjgbGBkujUAN0MWNMC1wFjgRODalrAxM7PKKFtwRMR8YFOr8kRgRpqeAXyooH5HZH4LHCBpCPB+YG5EbIqIV4C57BpGZmbWjbr7GMfBEbEBIN0flOpDgXUF8zWlWlt1MzOrkGo5OK4itWinvusKpAZJSyUtbW5u7tLmzMzsTd0dHC+mXVCk+42p3gQML5hvGLC+nfouImJaRNRHRP3gwYO7vHEzM8t0d3DMAVrOjJoC/LygfnE6u2oc8GralfUQ8D5JA9JB8felmpmZVUivcq1Y0kzgNGCQpCays6OmArMlXQKsBS5Msz8AnAM0AluBTwJExCZJ/wgsSfN9IyJaH3A3M7NuVLbgiIiL2njqzCLzBnBZG+uZDkzvwtbMzGw3VMvBcTMz6yEcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCyXsl2Pw6wzLr9+Zpes56avtXU5GDPbXd7iMDOzXBwcZmaWi4PDzMxycXCYmVkuPjhu1sN1xQkFPpnA8vAWh5mZ5eLgMDOzXBwcZmaWi4PDzMxyqUhwSFoj6SlJyyUtTbUDJc2V9Gy6H5DqkvQ9SY2SVkgaU4mezcwsU8ktjtMjYnRE1KfHVwKPRMRI4JH0GOBsYGS6NQA3d3unZma2UzXtqpoIzEjTM4APFdTviMxvgQMkDalEg2ZmVrngCOBhSY9Laki1gyNiA0C6PyjVhwLrCpZtSjUzM6uASn0BcHxErJd0EDBX0u/amVdFarHLTFkANQC84x3v6JouzcxsFxXZ4oiI9el+I/BT4ETgxZZdUOl+Y5q9CRhesPgwYH2RdU6LiPqIqB88eHA52zcz26t1e3BIepuk/i3TwPuAlcAcYEqabQrw8zQ9B7g4nV01Dni1ZZeWmZl1v0rsqjoY+Kmklte/KyJ+KWkJMFvSJcBa4MI0/wPAOUAjsBX4ZPe3bGZmLbo9OCLiOeC4IvWXgTOL1AO4rBtaMzOzElTT6bhmZtYDODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlkulrgBoe5DLr5+52+u46WsXdUEnZtYdvMVhZma5ODjMzCwXB4eZmeXi4DAzs1wcHGZmlouDw8zMcvHpuGa2k0+ttlJ4i8PMzHLxFsdeyp8szayzvMVhZma5ODjMzCyXHrOrStIE4LtADXBrREytcEvdzruXzKwa9IjgkFQDfB84C2gClkiaExFPV7azjvmPvZntaXpEcAAnAo0R8RyApFnARKDqg8Nsb+UPTXuunhIcQ4F1BY+bgLHlejH/hzerLl3xOwn+vewqiohK99AhSRcC74+IT6XHk4ETI+KzBfM0AA3p4ZHAM2VsaRDwUhnXvzuqtTf3lU+19gXV25v7yq91b++MiMEdLdRTtjiagOEFj4cB6wtniIhpwLTuaEbS0oio747Xyqtae3Nf+VRrX1C9vbmv/DrbW085HXcJMFLSCEl9gEnAnAr3ZGa2V+oRWxwRsV3S5cBDZKfjTo+IVRVuy8xsr9QjggMgIh4AHqh0H0m37BLrpGrtzX3lU619QfX25r7y61RvPeLguJmZVY+ecozDzMyqhIMjJ0kTJD0jqVHSlZXuB0DScEnzJK2WtErS5yvdUyFJNZKekHR/pXspJOkASfdI+l362b230j0BSPqH9O+4UtJMSbUV7GW6pI2SVhbUDpQ0V9Kz6X5AlfT1zfRvuULSTyUdUA19FTz3ZUkhaVC19CXps+nv2SpJ/7fU9Tk4cigY+uRs4GjgIklHV7YrALYDX4qIo4BxwGVV0leLzwOrK91EEd8FfhkR7wKOowp6lDQU+BxQHxGjyE4GmVTBlm4HJrSqXQk8EhEjgUfS4+52O7v2NRcYFRHHAv8JXNXdTVG8LyQNJxsyaW13N5TcTqu+JJ1ONgLHsRHxbuBbpa7MwZHPzqFPIuIvQMvQJxUVERsiYlma3kL2B3BoZbvKSBoGfAC4tdK9FJK0P3AqcBtARPwlIjZXtqudegH7SuoF7Eer7yx1p4iYD2xqVZ4IzEjTM4APdWtTFO8rIh6OiO3p4W/Jvu9V8b6S7wD/A6jIQeU2+roUmBoR29I8G0tdn4Mjn2JDn1TFH+gWkuqA9wCLKtvJTjeS/cL8tdKNtHIo0Az8S9qNdqukt1W6qYj4A9knv7XABuDViHi4sl3t4uCI2ADZhxbgoAr3U8x/Ax6sdBMAkj4I/CEinqx0L60cAZwiaZGk30g6odQFHRz5qEitak5Lk9QP+AnwhYj4YxX0cy6wMSIer3QvRfQCxgA3R8R7gD9RmV0ub5GOF0wERgCHAG+T9PHKdtWzSLqabPftnVXQy37A1cA1le6liF7AALLd21cAsyUV+xu3CwdHPh0OfVIpknqThcadEXFvpftJxgMflLSGbLfeGZJ+XNmWdmoCmiKiZcvsHrIgqbS/AZ6PiOaIeAO4Fzipwj219qKkIQDpvuRdHOUmaQpwLvCxqI7vGhxG9iHgyfR7MAxYJum/VLSrTBNwb2QWk+0VKOnAvYMjn6oc+iR9SrgNWB0R3650Py0i4qqIGBYRdWQ/q19HRFV8eo6I/wesk3RkKp1JdQzTvxYYJ2m/9O96JlVw0L6VOcCUND0F+HkFe9kpXeztK8AHI2JrpfsBiIinIuKgiKhLvwdNwJj0/6/SfgacASDpCKAPJQ7G6ODIIR14axn6ZDUwu0qGPhkPTCb7RL883c6pdFM9wGeBOyWtAEYD/6vC/ZC2gO4BlgFPkf2OVuybx5JmAguBIyU1SboEmAqcJelZsjOFuv1qnG30dRPQH5ibfgd+WCV9VVwbfU0HDk2n6M4CppS6leZvjpuZWS7e4jAzs1wcHGZmlouDw8zMcnFwmJlZLg4OMzPLxcFhVU3SjnRq5ZOSlkk6KdUPkXRPG8vUSfq7gsefkHRTGXv875Iu7mCeNnuQ9NV2lpOkX6extbqdpK9L+nI7z58r6bru7Mkqz8Fh1e7PETE6Io4jG+30fwNExPqIuKD1zGlgwDrg71o/Vy4R8cOIuGM3VtFmcADnAE9WwxAybfgF2egA+1W6Ees+Dg7rSfYHXoGdWxUr0/QnJN0t6T7gYbIvpJ2StlT+IS17iKRfpmtI7HLdAUknSro3TU+U9GdJfSTVSnou1Q9L63hc0mOS3pXqOz+VSzpB2fUgFiq7PkTh9Q926UHSVLKRcJdLKja20sdI38xO7/l3kmak17in5Q+2pDPTYI1PKbv2Qt9UX6N0/QdJ9ZIeLeh5uqRHJT0n6XMFP4urlV2j4VfAkQX1z0l6Or32LID0hbFHyYb5sL1FRPjmW9XegB3AcuB3wKvA8aleB6xM058gG8rhwPT4NOD+gnV8AngOeDtQC7wADG/1Or3IxoiCbHTaJWTfyP+vwMxUfwQYmabHkg2hAvB14MtpeiVwUpqe2qrHoj0Ar7Xz/l8A+he85wDGp8fTgS+n9a0Djkj1O8gGugRYAwxK0/XAowU9/wfQl2x8opeB3sDxZN9Y348sqBsL3tt6oG+aPqCgx48B/1zp/yu+dd/NWxxW7Vp2Vb2L7EI0d6QxnFqbGxHFroPQ4pGIeDUiXicbk+qdhU9GNpxMo6SjyK678m2y63WcAjymbOThk4C7JS0HfgQMKVyHsivO9Y+I/0ilu/L00IYDI7vGSot1EfHvafrHwMlkWwXPR8R/pvqM1HtHfhER2yLiJbKBCg9O7/enEbE1st1jhWOxrSAbouXjZKPPtthINpKv7SV6VboBs1JFxMK022Vwkaf/1MHi2wqmd1D8//5jZFd3fAP4FdlV02rIPtXvA2yOiNHtvEZHQ1KX0kNr2yXtExEt1zNpPUZQdPC623lzl3TrS9C21U9b4xB9gCyQPgj8T0nvToFbC/y5nR5sD+MtDusx0jGFGrLdKu3ZQjbYXV7zgS8ACyOiGRgIvAtYlT59Py/pwtSLJB1XuHBEvAJskTQulUq95OsbyobFL+YZsotOtXiH3rw2+kXAArLdeHWSDk/1ycBv0vQast1PAOeX0Mt84DxJ+0rqD/wtgKR9yHatzSO7MNcBQL+0zBFku+hsL+HgsGrXcuB4OfBvZCN47uhgmRVkn9SfLDg4XopFZLtr5hesZ0VEtHwC/xhwiaQngVUUv2zwJcA0SQvJtgReLeF1pwEr2jg4/guyYzYtVgNTlI3oeyDZhaheBz5JthvtKbLrKrSMDHsd8F1Jj5FtVbQrsksQ/xvZcaWfkG2FQRbYP07rfwL4Trx5qd3TU5+2l/DouGZdSFK/iHgtTV8JDImIz+/G+oYAd0TEWcouC3x/RIzqkma7gKSDgbsi4sxK92Ldx8c4zLrWByRdRfa79QLZ2VSdFhEbJN1SqS8AluAdwJcq3YR1L29xmJlZLj7GYWZmuTg4zMwsFweHmZnl4uAwM7NcHBxmZpaLg8PMzHL5/9Sesj4iouyOAAAAAElFTkSuQmCC\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -416,10 +392,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [], "source": [ "ages = np.floor(live.agepreg)" @@ -427,19 +401,19 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -491,10 +465,8 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": false - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -527,10 +499,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -565,10 +535,8 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": true - }, + "execution_count": 20, + "metadata": {}, "outputs": [], "source": [ "firsts = live[live.birthord == 1]\n", @@ -587,19 +555,19 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -620,10 +588,8 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": true - }, + "execution_count": 22, + "metadata": {}, "outputs": [], "source": [ "mean = live.prglngth.mean()\n", @@ -640,10 +606,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "data": { @@ -651,7 +615,7 @@ "(38.56055968517709, 2.702343810070593)" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -669,10 +633,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { @@ -680,7 +642,7 @@ "True" ] }, - "execution_count": 25, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -700,10 +662,8 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 25, + "metadata": {}, "outputs": [ { "data": { @@ -711,7 +671,7 @@ "(38.60095173351461, 38.52291446673706)" ] }, - "execution_count": 26, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -729,10 +689,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 26, + "metadata": {}, "outputs": [ { "data": { @@ -740,7 +698,7 @@ "0.07803726677754952" ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -758,10 +716,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": true - }, + "execution_count": 27, + "metadata": {}, "outputs": [], "source": [ "def CohenEffectSize(group1, group2):\n", @@ -793,10 +749,8 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, + "execution_count": 28, + "metadata": {}, "outputs": [ { "data": { @@ -804,7 +758,7 @@ "0.028879044654449883" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -835,10 +789,8 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, + "execution_count": 29, + "metadata": {}, "outputs": [ { "data": { @@ -846,7 +798,7 @@ "(7.201094430437772, 7.325855614973262)" ] }, - "execution_count": 30, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -859,18 +811,16 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "-0.088672927072602006" + "-0.088672927072602" ] }, - "execution_count": 31, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -890,10 +840,8 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": 31, + "metadata": {}, "outputs": [], "source": [ "resp = nsfg.ReadFemResp()" @@ -908,19 +856,19 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, + "execution_count": 32, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1042,10 +990,8 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, + "execution_count": 36, + "metadata": {}, "outputs": [ { "data": { @@ -1062,7 +1008,7 @@ " (3, 828)]" ] }, - "execution_count": 37, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1084,19 +1030,19 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, + "execution_count": 37, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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SpNFrpAPie4OHjqrnjVV7PzC9rd80YENpB5m5ODN7M7N38uTJtRYrSaPZSAfEXcC8ankecGdb+9zqaqaTgZcGD0VJkppR22R9EbEMOBU4IiL6gT8B/gy4LSIuBp4DZlfd7wXOAtYBPwbm11WXJKkztQVEZr7atJinF/omcFldtUiS9ly3nKSWJHUZA0KSVGRASJKKDAhJUpEBIUkqMiAkSUUGhCSpyICQJBUZEJKkIgNCklRkQEiSigwISVKRASFJKjIgJElFBoQkqciAkCQVGRCSpCIDQpJUZEBIkooMCElSkQEhSSoyICRJRQaEJKnIgJAkFRkQkqQiA0KSVGRASJKKxjRdgNStLl+4rLH3vu6q8xt7b2mQIwhJUpEBIUkqMiAkSUVdFRARcUZEPBUR6yLiyqbrkaTRrGsCIiIOBP4aOBM4Bjg/Io5ptipJGr266SqmE4F1mfkMQER8FTgH+I9Gq5Ia5tVUako3BcRUYH3bej9wUkO1SOpiTYXmzoG5v4d3ZGbtb9KJiJgN/GZm/m61fiFwYmZ+fKd+C4AF1erbgKdGtNCfOwL4fkPv3Y38PHbk57ErP5MdNfl5/EJmTh6qUzeNIPqB6W3r04ANO3fKzMXA4pEq6tVERF9m9jZdR7fw89iRn8eu/Ex2tC98Hl1zkhp4FJgREUdFxEHAh4G7Gq5JkkatrhlBZOa2iLgc+AZwIPA3mflkw2VJ0qjVNQEBkJn3Avc2XUeHGj/M1WX8PHbk57ErP5Mddf3n0TUnqSVJ3aWbzkFIkrqIAbGHnA5kRxExPSJWRMTaiHgyIj7RdE3dICIOjIjHIuKepmtpWkRMjIjlEfGd6vfk3U3X1LSI+FT172VNRCyLiHFN11RiQOwBpwMp2gZckZlHAycDl/mZAPAJYG3TRXSJvwS+npm/BLydUf65RMRU4PeA3sw8ltZFOR9utqoyA2LPbJ8OJDN/AgxOBzJqZebzmfntankzrX/8U5utqlkRMQ34LeCGpmtpWkQcBvwqcCNAZv4kMzc1W1VXGAOMj4gxwMEUvvPVDQyIPVOaDmRU/zFsFxE9wPHAI81W0rhrgT8AftZ0IV3gF4EB4KbqkNsNEXFI00U1KTP/B7gGeA54HngpM/+p2arKDIg9E4U2LwMDIuJQ4O+BT2bmD5uupykR8T5gY2auarqWLjEGeCewKDOPB34EjOpzdxFxOK0jD0cBU4BDIuKCZqsqMyD2TEfTgYw2ETGWVjjcmpm3N11Pw2YBZ0fEs7QOQZ4WEbc0W1Kj+oH+zBwcVS6nFRij2a8D/52ZA5n5CnA7MLPhmooMiD3jdCA7iYigdXx5bWZ+vul6mpaZf5iZ0zKzh9bvxwOZ2ZX/OxwJmfm/wPqIeFvVdDpO4f8ccHJEHFz9+zmdLj1x31XfpO52TgdSNAu4EHgiIh6v2v6o+la8BPBx4NbqP1XPAPMbrqdRmflIRCwHvk3rKsDH6NJvVftNaklSkYeYJElFBoQkqciAkCQVGRCSpCIDQpJUZEBINYuISyJibrV8UURMabomqRNe5irVKCLGZOa2tvUHgc9kZl9zVUmdMSCkIVSTEH6d1iSExwP/CcwFPgO8HxgP/Cvw0czMKgT+ldaXCO8CJgAvA88CS4D/AbYAfwz8bmb+dvU+vwF8LDN/Z0R+MGkIHmKSOvM2YHFm/grwQ+BS4LrMPKGa03888L62/hMz89cy8y8GGzJzOdAHzMnMd9C6//rRETG56jIfuGkEfhapIwaE1Jn1mfnNavkW4BTgPRHxSEQ8AZwG/HJb/68NtcNsDd+/AlwQEROBdwP/OLxlS3vPuZikzux8LDaBL9G6K9j6iLgaaL9t5I863O9NwN3AVuDv2s9XSE1zBCF15s1t91I+H3i4Wv5+dS+M8zrcz2Za5yQAyMwNtKaMv4rW+QmpaziCkDqzFpgXEV8GngYWAYcDT9A6+fxoh/tZAlwfEVuAd2fmFuBWYHJmjvZpsNVlvIpJGkJ1FdM91cnoOvZ/HfBYZt5Yx/6lveUIQmpQRKyidb7iiqZrkXbmCEKSVORJaklSkQEhSSoyICRJRQaEJKnIgJAkFRkQkqSi/wdGh0mavUcHJAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1118,10 +1064,8 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, + "execution_count": 38, + "metadata": {}, "outputs": [ { "data": { @@ -1129,7 +1073,7 @@ "[(8, 1), (7, 1), (5, 5), (4, 19), (3, 123), (2, 267), (1, 229), (0, 515)]" ] }, - "execution_count": 39, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1149,10 +1093,8 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, + "execution_count": 39, + "metadata": {}, "outputs": [ { "data": { @@ -1160,7 +1102,7 @@ "(1.0758620689655172, 1.2495758136665125)" ] }, - "execution_count": 40, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1168,8 +1110,8 @@ "source": [ "# Solution\n", "\n", - "notrich = resp[resp.totincr < 14]\n", - "rich.parity.mean(), notrich.parity.mean()" + "not_rich = resp[resp.totincr < 14]\n", + "rich.parity.mean(), not_rich.parity.mean()" ] }, { @@ -1181,18 +1123,16 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, + "execution_count": 40, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "-0.12511855314660611" + "-0.1251185531466061" ] }, - "execution_count": 41, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1204,38 +1144,36 @@ "# But remembering the design of the study, we should not make too much of this\n", "# apparent effect.\n", "\n", - "CohenEffectSize(rich.parity, notrich.parity)" + "CohenEffectSize(rich.parity, not_rich.parity)" ] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.7" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/solutions/chap03soln.ipynb b/solutions/chap03soln.ipynb index d1997778d..106a94162 100644 --- a/solutions/chap03soln.ipynb +++ b/solutions/chap03soln.ipynb @@ -16,9 +16,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function, division\n", @@ -43,9 +41,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "preg = nsfg.ReadFemPreg()\n", @@ -62,18 +58,18 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -93,9 +89,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "n = hist.Total()\n", @@ -114,18 +108,18 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -144,9 +138,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -174,9 +166,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -203,9 +193,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -232,9 +220,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -262,9 +248,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -292,9 +276,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -321,9 +303,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -351,9 +331,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "pmf = thinkstats2.Pmf(live.prglngth, label='prglngth')" @@ -369,18 +347,18 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -429,9 +407,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "live, firsts, others = first.MakeFrames()" @@ -447,9 +423,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "first_pmf = thinkstats2.Pmf(firsts.prglngth, label='firsts')\n", @@ -466,18 +440,18 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -547,9 +521,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "d = { 7: 8, 12: 8, 17: 14, 22: 4, \n", @@ -568,9 +540,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def BiasPmf(pmf, label):\n", @@ -593,18 +563,18 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -625,16 +595,14 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Actual mean 23.6923076923\n", - "Observed mean 29.1233766234\n" + "Actual mean 23.692307692307693\n", + "Observed mean 29.123376623376625\n" ] } ], @@ -653,9 +621,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def UnbiasPmf(pmf, label=None):\n", @@ -678,15 +644,13 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Unbiased mean 23.6923076923\n" + "Unbiased mean 23.69230769230769\n" ] } ], @@ -705,18 +669,18 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Rl0TE+hHbvgj8HfCjiHik1khvajyzDx7TcMEg9WVlNh+RmXOBuR0+u6hq+rAyj6/eb+bk5oZobunrTV/SenZ4J0kqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpIKhIEkqGAqSpEKpoRARR0TEkxGxLCIu6GT5OyLioYhoi4hZZdYiSaqttFCIiIHAVcAMYBxwQkSM67Das8ApwA/LqkOStPkGlbjvScCyzHwGICKuB2YCj69fITOXV5atK7EOSV104a1P1LuEbhsyKJg+dgRTxwyvdyl9QpnNR7sAz1XNt1Y+k9SLDRkU9S6hR61pS+546qV6l9FnlBkKnf3Lyi7tKOKMiFgYEQtXrFjRzbIkbcr0sSMaMhi0ecpsPmoFRlXNNwHPd2VHmTkHmAPQ0tLi365UoqljhjdMU0sjNH9tbWXeKSwAdo+I0RExBDgeuKXE40mSuqm0UMjMNuBs4HZgKXBjZi6JiEsi4miAiNg/IlqB44BvRMSSsuqRJNVWZvMRmTkXmNvhs4uqphfQ3qwkNYxjPzev3iV029DBA5l98BhmTm6udynaynyjWeoBQwcPrHcJPer1N9Zyw91P17sM1YGhIPWA2QePachgUP9TavOR1F/MnNzcME0tjdD8pa7zTkGSVDAUJEkFQ0GSVDAUJEkFQ0GSVDAUJEkFQ0GSVDAUJEkFQ0GSVDAUJEkFQ0GSVLDvI0n9QiOMwjZkUDB97IhSR8bzTkFSw2rEsabveOqlUo9hKEhqWNPHjmjIYCiTzUeSGtbUMcNLbWrZmrZW85d3CpKkgqEgSSoYCpKkgqEgSSoYCpKkgqEgSSoYCpKkgu8pSNqoYz83r94ldNvQwQOZffAYZk5urncpfYJ3CpI2MHTwwHqX0KNef2MtN9z9dL3L6DMMBUkbmH3wmIYMBm0em48kbWDm5OaGaWpphOavrc07BUlSwVCQJBVsPpLUL/T1pqRV22zDgAh23vEtpR7HOwVJDavRHpivy+T5l18r9RilhkJEHBERT0bEsoi4oJPlQyPihsryByKiucx6JPUvjfhNqnXZRwfZiYiBwFXAu4BWYEFE3JKZj1etdhrw58zcLSKOBy4FZpdVk6T+pZG+SfXur9y9VY5T5p3CJGBZZj6TmWuA64GZHdaZCVxbmf4xMD0iGmvsPEnqQ8p80LwL8FzVfCtwwMbWycy2iPgrMBzo8ZGpV22zTTG9tYa1k6S+psw7hc6u+Ds2hm3OOkTEGRGxMCIWrlixokeKawSNNiC5pPorMxRagVFV803A8xtbJyIGAdsDL3fcUWbOycyWzGwZOXJkSeX2LUMGBdPHjqh3GZIaTJnNRwuA3SNiNPD/gOOBf+qwzi3AycB9wCzg15nlPFq//dyDy9itJG0VW+t3WGmhUHlGcDZwOzAQ+HZmLomIS4CFmXkLcDXwvYhYRvsdwvFl1SNJqq3UN5ozcy4wt8NnF1VNrwaOK7MGSdLm841mSVLBUJAkFQwFSVLBUJAkFQwFSVIhSnotoDQRsQL4Q73rqGEEJXTVUQeNch7gufRWjXIufeE8/iEza7792+dCoS+IiIWZ2VLvOrqrUc4DPJfeqlHOpVHOA2w+kiRVMRQkSQVDoRxz6l1AD2mU8wDPpbdqlHNplPPwmYIk6W+8U5AkFQyFHhQRR0TEkxGxLCIuqHc9XRUR346IP0XE4nrX0l0RMSoi7oyIpRGxJCLOqXdNXRERwyLiwYj4beU8Pl3vmrorIgZGxMMR8R/1rqU7ImJ5RDwWEY9ExMJ619NdNh/1kIgYCDwFvIv2wYMWACdk5uN1LawLIuIdwCrgu5m5V73r6Y6I2AnYKTMfiojtgEXAMX3t76Uydvm2mbkqIgYD9wDnZOb9dS6tyyLiPKAFeGtmHlXveroqIpYDLZnZ299T2CzeKfScScCyzHwmM9cA1wMz61xTl2TmfDoZAa8vyswXMvOhyvSrwFLaxwbvU7Ldqsrs4MqfPntFFxFNwJHAt+pdizZkKPScXYDnquZb6YO/fBpZRDQDE4EH6ltJ11SaWx4B/gT8MjP75HlU/BvwL8C6ehfSAxKYFxGLIuKMehfTXYZCz4lOPuuzV3KNJiL+DrgJ+GhmvlLveroiM9dm5gTaxzufFBF9smkvIo4C/pSZi+pdSw+Zkpn7AjOAD1WaX/ssQ6HntAKjquabgOfrVIuqVNrgbwJ+kJk/qXc93ZWZfwHuAo6ocyldNQU4utIWfz3wzoj4fn1L6rrMfL7y3z8BN9PelNxnGQo9ZwGwe0SMjoghtI83fUuda+r3Kg9orwaWZuaX611PV0XEyIj4+8r0NsBhwBP1raprMvMTmdmUmc20/3/y68w8qc5ldUlEbFv5AgMRsS1wONCnv7VnKPSQzGwDzgZup/1h5o2ZuaS+VXVNRFwH3Af8j4hojYjT6l1TN0wB3k/71egjlT/vqXdRXbATcGdEPEr7BcgvM7NPf5WzQbwNuCcifgs8CPw8M39R55q6xa+kSpIK3ilIkgqGgiSpYChIkgqGgiSpYChIkgqGgnqViMiI+FLV/PkR8ake2vc1ETGrJ/ZV4zjHVXplvXMz178rIt40vm9EtETEFZXpUyLiyo1sv6qzz6WuMBTU27wO/M+IGFHvQqpVesHdXKcB/zszD+3OMTNzYWZ+pCvbbmG9UsFQUG/TRvvQhud2XNDxSn/9FXJETIuI/4yIGyPiqYj4QkScWBl/4LGIGFO1m8Mi4u7KekdVth8YEV+MiAUR8WhEnFm13zsj4ofAY53Uc0Jl/4sj4tLKZxcBU4GvR8QXO9nmXyrb/DYivlC16LhKvU9FxMFVx3/TC2qVt+bvq9T7r1Wfv6neiDipst9HIuIb68MiIlZFxGcrddwfEW/b2F+I+hdDQb3RVcCJEbH9FmyzD3AOsDftbzCPzcxJtHfN/OGq9ZqBQ2jvtvnrETGM9iv7v2bm/sD+wD9HxOjK+pOACzNzXPXBImJn4FLgncAEYP+IOCYzLwEWAidm5sc7bDMDOAY4IDP3AS6rWjyoUu9HgYtrnOu/A1+r1PvHDsuKeiNiD2A27R22TQDWAidW1tsWuL9Sx3zgn2scU/2EoaBep9KL6XeBLWk6WVAZO+F14GlgXuXzx2gPgvVuzMx1mfk74Bng7bT3V/O/Kt1SPwAMB3avrP9gZv6+k+PtD9yVmSsqXZz8AKjVO+ZhwHcy87XKeVaPWbG+o75FHertzBTgusr09zosq653OrAfsKBybtOBf6wsWwOsvwvZnGOqnxhU7wKkjfg34CHgO1WftVG5kKl0dDekatnrVdPrqubXseG/8479uiTt3Z5/ODNvr14QEdOA/9pIfZ11lV5LdHL89dbXu5bN+/9yY/uprjeAazPzE52s90b+rY+bzT2m+gHvFNQrVa6ib6S9aWe95bRf+UL7qHaDu7Dr4yJiQOU5wz8CT9LeieFZlS62iYixlR4vN+UB4JCIGFFppz8B+M8a28wDTo2It1SOs2MX6ge4l/beReFvzUGduQOYFRH/bf3xIuIfunhM9ROGgnqzLwHV30L6Ju2/iB8EDmDjV/Gb8iTtv7xvAz6Ymatpf+7wOPBQRCwGvkGNK+fMfAH4BHAn8Fvgocz8WY1tfkF7d+oLK80553ehfmh/dvKhiFgAbPS5S2Uc6k/SPirYo8Avae9tVdooe0mVJBW8U5AkFQwFSVLBUJAkFQwFSVLBUJAkFQwFSVLBUJAkFQwFSVLh/wPmfwEY1U1LNwAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1332,14 +1350,12 @@ { "cell_type": "code", "execution_count": 41, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.0242051550438309" + "1.024205155043831" ] }, "execution_count": 41, @@ -1356,14 +1372,12 @@ { "cell_type": "code", "execution_count": 42, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2.4036791006642821" + "2.403679100664282" ] }, "execution_count": 42, @@ -1379,9 +1393,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "**Exercise:** I started this book with the question, \"Are first babies more likely to be late?\" To address it, I computed the difference in means between groups of babies, but I ignored the possibility that there might be a difference between first babies and others for the same woman.\n", "\n", @@ -1393,9 +1405,7 @@ { "cell_type": "code", "execution_count": 43, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "live, firsts, others = first.MakeFrames()" @@ -1404,9 +1414,7 @@ { "cell_type": "code", "execution_count": 44, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "preg_map = nsfg.MakePregMap(live)" @@ -1415,9 +1423,7 @@ { "cell_type": "code", "execution_count": 45, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -1434,18 +1440,18 @@ { "cell_type": "code", "execution_count": 46, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1543,10 +1545,8 @@ }, { "cell_type": "code", - "execution_count": 50, - "metadata": { - "collapsed": true - }, + "execution_count": 52, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -1575,19 +1575,19 @@ }, { "cell_type": "code", - "execution_count": 51, - "metadata": { - "collapsed": false - }, + "execution_count": 53, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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K1RHf3WZRLjSgwTUdS3PNxGpac2d8ls1R3WEW5UJJuJpGyFnluWZiZmYlczIx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\nxLqrjwDfl9QP2AK8DHwldbx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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1602,32 +1602,30 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.7" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/solutions/chap04soln.ipynb b/solutions/chap04soln.ipynb index 1309fdda8..e97a0c92c 100644 --- a/solutions/chap04soln.ipynb +++ b/solutions/chap04soln.ipynb @@ -16,9 +16,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function, division\n", @@ -45,9 +43,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "live, firsts, others = first.MakeFrames()" @@ -63,9 +59,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -99,18 +93,18 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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XdFalBn0xmfQqko4BfgJcm/RQ6oqkDwCtSS9KHNpNpT1hAHAm8L8j4kzgDxSG\naOqKpDdSONofARwPHCPp47WNqkvq+YACSV8G9kbE3bWOpVRycPMl4Kbi4hqFU8kAYGhEjAWuB35U\nqUFfTCY7gOFFy41JWd1Jhjl+AtwVER3eK1MHzgUulfQb4AfAOEnpH9LV/bZTOOL792T5JxSSS715\nL/CbiNgVEfuBnwLvrnFMnWlNnpWHpGHAb2scT1mSrqAwHFuvyXkkcCLwmKRnKXw3PSKpHnt72yj8\nbhIRq4EDkt7UWYO+mEzab5RMrpKZROEmx3p0B/BURHy71oGUExFfiojhEfE2Cj/LFRExpdZxlUqG\nYrZJOjUpupD6vGBgKzBW0p9JEoU46+lCgdLeZ9sNwtDJDcI18Lo4JY2nMBR7aUT8sWZRHaw9zoh4\nIiKGRcTbIuIkCgdAYyKiHhJ06f/7vwAXACR/UwMj4qXONtDnkklytNd2s+OTwKKimx3rhqRzgcuA\nCyStScb5x9c6rl7us8D3Ja2lcDXX12scz0Ei4mEKvaY1wGMU/oBvr2lQCUl3Aw8Cp0raKmkq8A3g\nIklPU0h8FS8RzVqZOP8ROAb4ZfK39J2aBknZOIsFdTDMVSbOO4C3SVoH3A1UPID0TYtmZpZan+uZ\nmJlZz3MyMTOz1JxMzMwsNScTMzNLzcnEzMxSczIxM7PUnEysz5E0s/iR/pLulXR70fKtkj5XYRsV\nJ86W9GxHjxCXdL6kd3XSbqKkr1TaflYk/UeF9b+sh0fNW+/iZGJ90QMkjyhJ7jJ/M4XpCNq8m8JN\nWmVFxHlVfE65m7RydP6IlOuBWt5UV+nmsoUUptI2q5qTifVFD/Lal/lo4AngP5LJs44ATgMeBZD0\nt5IeTiZVan8AX9vRuwq+I+mpZHKon0n6cFs14LOSHpH0mKRTJY0APg18LrkT+9ziwCSdAvy/iNiV\nLN8paY6k1SpM6PaBpHyQpDtUmEDrkWR+CSRdLukfi7a3VNJ72mKW9LVkXx6U9Jak/MRk+TFJ/7Oo\n7TBJv0rifLwo1qXA5HT/BXa4cTKxPiciXgD2JvOwtPVCVlGYhOwsYF1E7JN0EXBKRJwNjAHOktTW\nI2k7ev8rYHhEvJ3CIyVKh69+GxHvBOYCfxsRW5L334qIMyPigZL655IksiIjIuK/AB8E5iYJ7xrg\nQDKB1seBBXptRsZyPYujgQeTCaJ+DXwyKf82hacpnw68UFT/48C9yVOWTwfa5tfZDRwhaWiZzzE7\niJOJ9VW/k92XAAACUElEQVQPUvjifjfwbxQmTGpbbvuCfx+F5049SuELfhRwSsl2zgV+DO0Pk7y/\nZP0/J/8+QuGJsJW8FXixpOxHyfY3AZuBPwfOA/5PUv408ByFOSY688eIWNZBPOdSmCQO4K6i+quB\nqZK+CvxlROwpWvcihUfkm1XFycT6qrahrr+gMMz1EIVexbt47XyJgL9PehBjIuLUtpkau6DtCbX7\nKcwBUcl/An9WUlbc0xBwgIO1PRBwH6//uy3e1t6i98XxRNFntD9YMCJ+DbyHwhQN35P0iZLt/mfZ\nvTAr4WRifdWDFIaNdkXBy8AbeX0y+QVwpaSjoTA/u6Q3J+vavnQfAP4qOXfSQOHkeiX/AQwus249\nB/d+PpJsfySFGSOfpjBMdVkS16lAU1L+HHBGUr+JwjTVbco9gfYBXjsHcll7ZWk4hWG6+RSmZC6e\n/6Uh+SyzqjiZWF+1DngThSGu4rLdbSe/I+KXFB6v/W+SHqcwnPWGpG7bkfw/UZh34kkKVzk9Avy+\npE6ppcB/6+gEPPB/KUzRXGwr8DDwM2BaRPyJwtVe/ZO4fgBcHhF7k3MwzyXx/EMST5ty8XwOuEbS\nYxSG2drkKEzU9CjwUQrnVpD0TuChojnVzSryI+jNKpB0dETsSe4pWQWcm2ZCI0nfApZGxApJdybv\nf9pd8aYl6R+AxRFRen7IrKxqxnjNDnf3qDB3+0Dg5m6YGe/rwDnJ+3o8mlvnRGJd5Z6JmZml5nMm\nZmaWmpOJmZml5mRiZmapOZmYmVlqTiZmZpaak4mZmaX2/wEsuUZENbRaVQAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -134,9 +128,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def PercentileRank(scores, your_score):\n", @@ -159,9 +151,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "t = [55, 66, 77, 88, 99]" @@ -177,9 +167,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -206,9 +194,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def Percentile(scores, percentile_rank):\n", @@ -228,9 +214,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -257,9 +241,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def Percentile2(scores, percentile_rank):\n", @@ -278,9 +260,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -307,9 +287,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def EvalCdf(sample, x):\n", @@ -332,9 +310,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "t = [1, 2, 2, 3, 5]" @@ -350,9 +326,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -379,18 +353,18 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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JZlYR7rv+glKXUDV8xGBmZhkOBjMzy8g9GCRNkNQg6WVJM1t4fqqk59PHY5IOybsmMzNr\nXa7BIKkGuAkYD4wBpkga3Wyz5cD/iojDgFnAj/KsyczM2pb3EcPRwLKIWBkRm4G7gEmFG0TEkxHx\nbrr6JDAk55rMzKwNeQfDEOC1gvVVtP2L/6vAQ7lWZGZmbSqbr6tKGgtMB/6qtW3q6uqalmtra6mt\nrc29LjOzSlJfX099ff0O7UMR0T3VtLRz6VigLiImpOuXARER1zTb7lDgPmBCRPyplX1FnrWaWfk5\nfcYtTcu+jqFrJBER6sxr8h5KehoYKWmYpL7A2cD8wg0k7UcSCl9qLRTMzKx4ch1Kiogtki4CFpCE\n0JyIeEnS+cnTcStwBbAn8ENJAjZHxNF51mVmZq3L/RxDRDwMHNSsbXbB8nnAeXnXYWZmHVM2J5/N\nrDp5au3y4ykxzKykOhIKnl67uBwMZlZSHQkFT69dXB5KMrOy4a+klgcfMZiZWYaDwczMMhwMZmaW\n4WAwM7MMB4OZmWU4GMzMLMPBYGZmGb6Owcxy52kvKouPGMwsd572orI4GMwsd572orJ4KMnMisrT\nXpQ/HzGYmVmGg8HMzDIcDGZmluFgMDOzDJ98NrNu4+sVegYfMZhZt2kvFHytQmVwMJhZt2kvFHyt\nQmXwUJKZ5cLXK1QuHzGYmVmGg8HMzDIcDGZmluFzDGbWKf5Kas/nIwYz6xRPod3z+YjBzLazI0cF\n/lpq5XMwmFWpHR0S6te3D/O+d243V2XlwENJZlVqR0PBRwU9l48YzKpUR++qNmncYUWqyMqFg8Gs\nB9jRYSFfpWyFPJRk1gPs6LCQWSEHg1kP4HMF1p1yH0qSNAG4jiSE5kTENS1scwMwEXgf+EpEPJd3\nXWY9lYeFbEflGgySaoCbgBOBNcDTkh6MiIaCbSYCB0TEKEnHALcAx+ZZV6Wrr6+ntra21GWUhZ7Y\nF109X/DmqpcZOPTAnKqqLD3x56KY8j5iOBpYFhErASTdBUwCGgq2mQTcARARv5PUX9KgiFiXc20V\nyz/025RzXxR76og3V73M0P3HFOW9yl05/1xUgryDYQjwWsH6KpKwaGub1Wmbg8Fy0VPn+undq8bn\nC6xbVNTXVU+fcUupSygLLz65mCXvuC+g5/ZFV64hqKtb62sOrFsoIvLbuXQsUBcRE9L1y4AoPAEt\n6RZgUUTcna43ACc0H0qSlF+hZmY9WESoM9vnfcTwNDBS0jDgdeBsYEqzbeYDFwJ3p0GyvqXzC539\nYGZm1jW5BkNEbJF0EbCAbV9XfUnS+cnTcWtE/FLSyZJeIfm66vQ8azIzs7blOpRkZmaVpyKufJY0\nQVKDpJclzSx1PcUkaY6kdZJeKGj7uKQFkpZKekRS/1LWWAyShkpaKOmPkpZIuiRtr8a+6Cfpd5Ke\nTfviyrS96vqikaQaSc9Imp+uV2VfSFoh6fn0Z+OptK3TfVH2wVBwkdx4YAwwRdLo0lZVVHNJPnuh\ny4D/jIiDgIXAPxW9quL7CPhGRIwBjgMuTH8Oqq4vImIjMDYiDgc+DUyUdDRV2BcFZgAvFqxXa19s\nBWoj4vCIaLw0oNN9UfbBQMFFchGxGWi8SK4qRMRjwDvNmicBt6fLtwNfKGpRJRARaxunSomI94CX\ngKFUYV8ARMQH6WI/knOFQZX2haShwMnAjwuaq7IvALH97/VO90UlBENLF8kNKVEt5WKvxm9uRcRa\nYK8S11NUkoaT/KX8JDCoGvsiHTp5FlgLPBoRT1OlfQH8ALiUJBwbVWtfBPCopKclfTVt63RfVNQF\nbtaqqvkGgaRdgXuBGRHxXgvXt1RFX0TEVuBwSbsDD0gaw/afvcf3haTPAesi4jlJtW1s2uP7InV8\nRLwuaSCwQNJSuvBzUQlHDKuB/QrWh6Zt1WydpEEAkvYG3ihxPUUhqTdJKPwkIh5Mm6uyLxpFxJ+B\nemAC1dkXxwOnSloO3AmMk/QTYG0V9gUR8Xr675vAz0iG4jv9c1EJwdB0kZykviQXyc0vcU3FpvTR\naD7wlXR5GvBg8xf0UP8GvBgR1xe0VV1fSPpE4zdLJH0M+CzJOZeq64uI+GZE7BcR+5P8blgYEV8C\nfk6V9YWkndMjaiTtApwELKELPxcVcR1Dek+H69l2kdzVJS6paCTNA2qBASQTC15J8pfAPcC+wErg\nzIhYX6oai0HS8cBvSH7QI318E3gK+CnV1ReHkJxErEkfd0fEP0vakyrri0KSTgD+PiJOrca+kDQC\neIDk/43ewL9HxNVd6YuKCAYzMyueShhKMjOzInIwmJlZhoPBzMwyHAxmZpbhYDAzswwHg5mZZTgY\nbIdJ2pJOebxE0t2Sdip1Td1J0oYc9nmYpIkF61dK+kYHX/urxguZcqhrkaQjOrjt9ySNzaMOKy0H\ng3WH9yPiiIg4BNgMXNB8A0mVfGvWPC72+TTJjKCdIulk4Ll0htlSu5FkSmfrYRwM1t1+y7YpTBok\n3S5pCTBU0mcl/ZekxemRxc6Q/LKT9FI6I+T1kn6etl+Z3qhokaRXJF3c+CaSHki3X1IwiySSNkia\nJem59L0Gpu17Sbo/bX9W0rGSvi1pRsFrZxW+R0sk/YOkp9L9NN4gZ5ikFyXdKukPkh6W1C997qj0\nxinPSLo2rbcPcBVwZtr+N+nux7T0WZv5IumUBmktF6XLP5D0q3R5rKT/my6f1EqfHyGpPu3Dhxrn\n0in4nJI0V9JVSmZynSvphfSzzACIiFeBPSVVy8yl1SMi/PBjhx7AhvTf3iTTdZwPDAO2AEelzw0A\nfg18LF3/R+B/k9xP4FVgv7R9HjA/Xb4SeCzd7wDgLaBX+twe6b87kUyT8fF0fStwcrp8DfDNdPku\n4JJ0WcBuaY2/L2h7pXE/zT7fn9N/PwvMLtj+58BfpfvZBBySPnc3MDVdXgIcnS5/F3ghXZ4G3FDw\nHq1+1ma1rAB2SZePIZkOA5LpQp4EegHfAs5ro897A48DA9L2M0mmmgFYlO53HvBPadsRwIKCGnYv\nWL4VOK3UP4N+dO/D025bd/iYpGfS5d8Cc0jumbEikvsEABwLfBJ4PB1W6gM8AYwG/hTJX5+QzJB5\nXsG+fxERHwH/LWkdMAhYA3xdUuMNR4YCo0jmTdoYEb9M238P/HW6PA74EkAkv9E2ABskvSXpMGBv\n4JmIaH5TpEInAZ9NP6uAXdL3fQ34fxGxpOB9hyuZ6G7XiHgqbZ8HfK6N/bf2WQt9PCLeL3if/yFp\nN2Bjun4U8BngYlrv84OAT5HM2994Y5fC95lNEjjfTdeXAyMkXQ/8ElhQsO0bwOA2PpNVIAeDdYcP\nIiJzwjI9pfB+YRPJX51fbLbdYWRnjm1uY8HyVqC3ksnSxgHHRMRGSYtIjhwgOcfRaAvbfsZbO0/w\nY2A6STD8Wxt1NH6G70bEj5p9hmHN6txSUE9nzq1s91lb2OajxoWI+EjSCpKZMx8HXgDGAgdERIOk\nkbTc558C/hARx7dSx+PAWEnfj4iNEbE+/e80nuRo8Ezg3HTbnYAPO/EZrQL4HIN1h9Z++RW2Pwkc\nL+kAaJoieBSwlOSv0cZ7bpzVgffrD7yThsJokr+M26vlV8DX0veuUXKDG0iGviYARwKPtPM5HgHO\nUTKlMZIGN57DaOl9I+Jd4M+Sjkqbzi54egOwe/PXdMBSSfsXrP8W+AeSoaTHSE78P5s+11afD5R0\nbNreW9InC/Y5B3gI+KmkXpIGkAxrPQBcARxesO2BwB+68DmsjDkYrDu09td4U3tEvEXyl+2dkp4H\n/gs4KCL+QvIL+xFJTwN/Bt5tZ38PA30k/RH4DsnwSHu1fJ3kr+AXgMXAwWldm0nG1X+aDjG1+r4R\n8SjJcNAT6X7uAXYt3KYFXwV+nA4/7Vzw2RYBnyw4+dzRu2z9guSooNFvSY52noiIN0j+ev9NWm9r\nfb4ZOAO4RtJzJEFyXLPP+oO0/Q6SYcF6JbcS/QnpN5GU3DjpAJL+tB7E025byUnapXHcXNLNwMuR\nvRlPnu9dQzI2f0ZE/CmH/Rd+tpnA3hHxdzuwv72B2yNifHfVuAO1fAE4PCKuLHUt1r18xGDl4Lz0\nK6R/JBlemV2MN5V0MLAMeDSPUEh9Lv1sS0i+wTRrR3YWyc3cf6ScLnDrpF7Av5a6COt+PmIwM7MM\nHzGYmVmGg8HMzDIcDGZmluFgMDOzDAeDmZllOBjMzCzj/wPNltOPuK7EYAAAAABJRU5ErkJggg==\n", 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\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -506,9 +476,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "weights = live.totalwgt_lb\n", @@ -525,9 +493,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -555,9 +521,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -585,14 +549,12 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "98.827174153573807" + "98.82717415357381" ] }, "execution_count": 22, @@ -614,9 +576,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "sample = np.random.choice(weights, 100, replace=True)\n", @@ -633,18 +593,18 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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j+HdfbWb3mlnHvTBili/OyGP/bGatZjYiidhyYskbp5ldFv5OnzSzGzq6TtEn\nhsgguVOBScBsM5uQbFR57QG+7u6TgI8AlxZpnABzgTVJB9GBHwIPuPv7gGOBZxKOZz9mVgVcBkx2\n9w8QVM2em2xUGbcTfGairgR+7+5HA/XAVQWPan/54lwBTHL344DnKN44MbOxwMnA+oJHlN9+cZpZ\nDfAZ4Bh3Pwb4QUcXKfrEQGSQnLvvBtKD5IqKu29JT+Xh7m8TfJGNSTaq/YVv5BnAz5KOpS3hHeIJ\n7n47gLvvcfe3Eg6rLf2AwWZWARxIMMI/ce7+Z2B7zuGZwB3h9h3APxQ0qDzyxenuv3f31nB3JTC2\n4IHlaOP3CfDvwDcKHE6b2ojzy8AN7r4nPGdbR9cphcSQb5Bc0X3hRpnZ4cBxwCPJRpJX+o1czI1L\n44FtZnZ7WOU138wGJR1ULnffDPwb8ArBwMwd7v77ZKNq18h0jz933wKMTDiezvhHYFnSQeRjZmcA\nG9z9yaRj6cB7gU+Y2Uoze9jMpnT0hFJIDCXFzIYA9wBzw5JD0TCzTwNbw5KNQQ9m3YtXBTAZuMXd\nJwPvEFSDFBUzG05wF14NVAFDzOy8ZKPqkmK+OcDMrgZ2u/uipGPJFd6ofBP4dvRwQuF0pAKodPdp\nwL8Cv+roCaWQGDYB4yL7Y8NjRSesTrgH+C93r0s6njw+BpxhZi8CdwGfNLNfJhxTPhsJ7sQaw/17\nCBJFsfkU8KK7v+Hue4H/Bj6acEzt2WpmowDMbDTwWsLxtMnMLiSo8izWRHskcDjQZGYvEXwvPW5m\nxVgK20Dw3sTdHwNazezg9p5QCokhM0gu7PFxLsGguGL0c2CNu/8w6UDycfdvuvs4dz+C4PdY7+7n\nJx1XrrC6Y4OZvTc8dBLF2Vj+CjDNzA4wMyOIs5gayXNLhUuBC8PtC4BiuXnJijOcqv8bwBnuviux\nqPaXidPdn3L30e5+hLuPJ7iZ+aC7F0Oyzf27/wY4ESD8TPV399fbu0DRJ4bwTiw9SO5pYLG7F9OH\nDwAz+xgwBzjRzFaFdePTk46rhH0VWGhmqwl6JX034Xj24+6PEpRmVgFNBB/G+YkGFTKzRcD/Au81\ns1fM7CLgBuBkM1tHkMQ67LYYtzbivBkYAvwu/Bz9JNEgaTPOKKcIqpLaiPPnwBFm9iSwCOjwZlAD\n3EREJEvRlxhERKSwlBhERCSLEoOIiGRRYhARkSxKDCIikkWJQUREsigxSEGZ2d6wb/pqM2sMV+3D\nzA41s7wBYJYGAAAEjElEQVRD9cPBjbMj+xeY2c0xxniJmX2ug3PajMHM2p0N1MweCqdOKTgz+7aZ\nfb2dxz9tZtcWMiYpPkoMUmg73X1yOKXyNwkHWbn7q+7+2dyTzawfwaR6uVMjxDYAx91vc/c7O3Nq\nG8e/2dYTzGwGsLrY5tFKc/f7gdPN7ICkY5HkKDFIoUVHhw4D3oBMqeDJcPsCM6szs4eA3wPXAyeE\nJY254XPHmNmycNGZ7+33ImZTzOzecHummb1jZhVmNtDMXgiPHxFe4zEz+0N6Co7oXbWZfcjMmsLX\nvjEdY54YbgjPvx4YFJ7/X3n+/3MIp6II/8/PmNmdZrbGzH6V/kI2s5PCazSZ2c/MrH94/CULF4Qx\ns+PN7OFIzAvC2TOfN7PLIr+Lq8MY/wgcHTn+VQsWQVodjphNawBOz//nkz7B3fWjn4L9ECxo9ATB\nnELbCeaXgWCG0uZw+wKCeYiGhft/DyyNXOMC4HmCaRMGAi8DY3Jepx/wfLj9fYIp0D8CfAJYGB7/\nPXBkuD0VeCjc/jbBoksATwJTw+3rc2LMGwPwVjv//5eBwZH/cyswLdxfAHw9vN4rkdjuAL4abr8I\njAi3jyeY7yod858JZtI8GNgW/g6OJ5iuYyBwEMHCN+n/2yaCeXMAhkZiPA/4YdLvFf0k96MSgxTa\nOx5UJb0POA3Id1cN8Dt3f7Od6zzk7m97MMnaGoIv2QwP5th6wYJV9KYCNxEkmBOAP5nZYIKZUO82\ns1XAbcCo6DUsWPpyiAdzIkEwz0ynY2hDpbvvjOy/4u4rw+07gY8T3NW/6O4vhMfvIEho0P58PPd7\nsKjR68DW8P/zceDX7r7L3f9K9gSUTcAiM5sD7I0cf41gGnHpoyqSDkD6LndfaWaHmNkheR7emedY\nVHTWzb3kfy//kSD5tBCUDu4gqD79Rvjvdg/We2hPe1/EbcXQ3nP2dPB66XaLtq6xh31VwLntAJ35\nnUR9miDhnAFcbWbv92DltAOAv3XwXCljKjFIoUWnV55A8B5sdwpg4K8E1SBd9Wfga8D/hnfRBwNH\nu/vT4d3zS2Z2diSeD0SfHJZY3jKzD4WHOruec0vYaJ7POjM7IrI/zsw+HG6fB/wJWAdUR877PEG9\nP8BLBNVDAGe1E0P69/xH4B/CtpWDCNb+zby2u/+BYBGkoQTVYhCs+PVUO9eWMqfEIIV2QNiouopg\nsaDz3b2jHkbNBIuLrAobn3PPb+v5jxAsX/nHyHWaI4/PAb4QNr4+RXDnnOti4Gdm9gTBms5tVW9F\nY5gPPNlG4/P9wCcj++uAS81sDTAcuDWsmroIuMfMmgju/m8Lz/8O8CMze5T2Sx8O4O6rCFbsag5f\n+1HILCp1Z3j9xwnaFNLran8yPFf6KE27LdIOMxucbhMwsyuA0e5+eQ+uNxq4w91PNbNq4D53P6aX\nwu0xC1YgW+juJycdiyRHbQwi7ft0OGCtgqBH0YU9uZi7bzGz/4wMcCu2O7NxwD8nHYQkSyUGERHJ\nojYGERHJosQgIiJZlBhERCSLEoOIiGRRYhARkSxKDCIikuX/A45U/eHOng1GAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -840,32 +794,30 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.7" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/solutions/chap05soln.ipynb b/solutions/chap05soln.ipynb index 10b1d6a0e..499747b32 100644 --- a/solutions/chap05soln.ipynb +++ b/solutions/chap05soln.ipynb @@ -16,9 +16,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function, division\n", @@ -47,18 +45,18 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Lzb8/vTswYikl0cRfffYudHPk01BtRz/Pvl1LXactsE8I2Lookw/ekk+CUf0J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\nEUlKBUJERJJSgRARkaT+D2FgVyEdTn0SAAAAAElFTkSuQmCC\n", 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\n", 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\n", "text/plain": [ - "" + "
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\n", 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4jCWlisBKIrtij2+7xfj9foqKiti0aRMQaDTzyCOPGH2QB9rpDOCVV17hT3/6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\nEARBQMRAEARBQMRAEARBQMRAEARBAP4vHuowmJP8zNcAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -190,9 +188,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "preg = nsfg.ReadFemPreg()\n", @@ -209,26 +205,26 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Mean, Var 7.28088310002 1.54521257035\n", - "Sigma 1.24306579486\n" + "Mean, Var 7.280883100022579 1.5452125703544872\n", + "Sigma 1.2430657948614334\n" ] }, { "data": { - "image/png": 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YFpE9pxKDFLQNGzZ0mUnVTDOpiuwtJQYpWG1tbWzevJlkR7BfkkhoJlWRIaBy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\nH2J2opk9Hm5fambNZhY1s7i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RcDNwP3BvsF5HqWEnW/p440zHuCqgnKR48lOtrMlPJjlK/gGr4GrqGuSlQ43s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\nAElFTkSuQmCC\n", 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\n", 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OWfPhziaV/7AiL//346sYmKQZv4LBID6fj23btlFWVtahyh8SfAWgqm+IyIhm214KW30H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\n8LjbC4Fyt2Idj/NNPRRS2PJGYISIjHT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+ "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -348,9 +344,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "full_term = preg[preg.prglngth >= 37]\n", @@ -367,18 +361,18 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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VfxalMin8Pap6xaHWGWMmr/2tneysa+StPQd5oS7IG3Xt/ZY7YUYhX/ngMZNm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\nkiRJm5IDQJIkSZuSA0CSJEmbkgNAkiRJm/I3ZvV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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -412,10 +406,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, + "execution_count": 14, + "metadata": {}, "outputs": [], "source": [ "import brfss\n", @@ -432,10 +424,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [], "source": [ "def MakeNormalModel(weights):\n", @@ -466,26 +456,26 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 16, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "n, mean, std 398484 78.595995657 17.7545551918\n" + "n, mean, std 398484 78.59599565702814 17.75455519179871\n" ] }, { "data": { - "image/png": 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kr0XxTrgvzcyqgf/l7v9JsJiRdFBqoaEUJQkR6Wml0HD9MyCzrUKJogPcXSUJ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\nlLqAme0K/zUz+6WZvRIuPDM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+ "image/png": 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\n", 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y34+AJ6OMR6S7WlpaSO9WbWZUVekGOSktUZcgjgFeD0eBbQHuA87pYL9rgT8A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\niEiHlCBERKRDShAiItIhJQgREenQ/wcW441xH0GhIQAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -543,10 +533,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": true - }, + "execution_count": 18, + "metadata": {}, "outputs": [], "source": [ "def MakeNormalPlot(weights):\n", @@ -574,19 +562,19 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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fKiLXAp8B/6OqB4GuQOik79udbcaYBLD6m5387q9vVtv2zP3X0SanVZQi8quo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\n", 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\n", 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l/aDEhATuv/5kKx9h6hXRZKCqm4BN7vQuEVkOdAWCn5LxK5yzB1T1MxHJEJGO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\nSbXtrwdwiyUCUxM7MzDGGGNjBsYYYyw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\n", 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a30Akwcn+CG39EU72R4lOMG7A73KwpNJNc4WHJZUeav0u7SKqypIGhlGc6MhV\n97QsrZvx/Z490suLrbmqqQ9dsRq/R3/1sy2eTNHWH+VEX4QT/REGIuOPIg64HSyt9LC0ysOSCg9V\nXq0WUgo0MIyqtT0XGGZaYojEkgWT4+04p4HNyypndE9lM8bQF05wvC9Ma2+EU4PRcReL97ksllV6\nWVrlYVmVR7uLKjUGDQyjOHFq9gLDPS+00zds90Kq8rv4o4uWz+h+5S6ZMnQMRDnWG6a1Nzzu9NJO\nS1hS6WFFlZdlVXbVkAYCpSamgWGESDTO6a4BACwRljVNv4G4vTfM7/aeyR6/++LlujTnNEQTKU70\nRTjaM8zxvsi4jcZ1fhcrqr2sqPbSXOHRieSUmgYNDCOcPNWbXdR8SUMVbtf0fkXGGH7y5PHsUonr\nm4O8ae3sTquxmIXjSY72hDnaE6atPzJmFZHLEpZXe1lZ42VltY+ABl6lZkwDwwitHXk9kmbQ8Lzn\naC8H2gcBsATed+lKrcaYQDie5Eh3mMPdw7QPRMe8rsLjYFWNj5YaH0sqtVSg1GzTwDDC8fbe7P7K\nJTXTukcimeJXe9qyx2/Z3MjyWv+M07YYRRMpjvaEOdQ1TFt/hLEqieoDLlbX+lld66NGB5UpVVQa\nGEY43jHzhucnD3VzJv3E63c7uHFb8ZYEXYiSKUNrb5iDXcMc742QNKOHg+YKD2tqfayu81Gh3XuV\nmjP61zZCQVXSNAJDPJniNy/kZma97rxmApqpYYzhzFCM1zuHOdQ9POZgs+YKN2vr/Kyp82t7gVIl\nUvQcS0R2Al8FLOBOY8w/j3LNDuArgAvoNMa8pdjpGk3/YJj+wTAALqeD5vqpjzd49EAnPUP2OtEV\nXifXbGmc1TQuNOF4ktc7hzlwZojeMZatrA+4WF/vZ22dn6AGUaVKrqh/hSJiAXcAVwPtwLMicrcx\n5kDeNVXA14FrjTFtIlKyhQlGViNNdQ2GaDzJ/3oxV1q4fusSPK7ye+o1xtA2EGXfqSGO9YZH7VFU\n4XGwvj7A+no/NX5dylSp+aTYj2cXAweNMa0AIvIz4CbgQN417wX+0xjTBmCM6SpymsaUHxhWTKMa\n6Xf7zjCQfiquCbi4clPDrKVtIYjEk7zWGWLf6RD9o0xH4bKENXV+NjT4WVrp0QZkpeapYgeGZcCJ\nvOOT2MEi3wbAJSKPAEHga8aYHxU5XaM6XjBH0tQCQyyR4qFXTmeP3751adnMxNkVivHqqSEOdg1n\nx23kawqH3r2gAAAfIklEQVS62dQUYG2dH7cuW6nUvDcfKnSdwDbgKiAAPCkiTxpjDs11QmbSI+np\nw90MRnKlhcs2zHzyvfnMGENrb4SXOwZHHXPgdlhsaPCzuSlIrVYVKbWgFDswtAH561YuT5/LdxLo\nMsZEgIiIPAqcD5wVGHbt2pXd37FjBzt27JjVxJ48lT+GYfKBwRjDg3mlhWu2NOFcpE/GiZThtTMh\nXu4YHLW6qD7gYktzkHV1fl3UXqkS2L17N7t3757RPcSM0Yd8NoiIA3gNu/G5A3gGuNUYsz/vmk3A\nvwM7AQ/wNHCzMWbfiHuZYqY1FI7ygb/9HmD3SPrpv3x40nXgr57s56sPHATA47L48i3nLbpptaOJ\nFHtPDfHKqUHC8cKupgKsqfPzhuYgTRVubTtQah4REYwxU/qjLGruZYxJisgngAfJdVfdLyK32W+b\nbxljDojIfwEvA0ngWyODwlzo6h3K7jfUBKeUueW3LVyxsWFRBYVwPMkrHUO8emqQ2IjJ69wOi81N\nAc5tDmo3U6UWkaL/NRtjHgA2jjj3zRHH/wL8S7HTMp4zPYPZ/fqaikl/rq0nzN42ezZWEbhqkYxb\nCMeTvNg+yL5TQ8RHNCgH3A7OX1LBpqaANiYrtQjpY15aQYmhNjjpzz30aq60sG1VDQ0VM18fupSi\niRQvtQ/ySsfgWQGh2ufkgqWVrKv368R1Si1iGhjSOvNKDA21kysxDEUSPHUoN4XGtec2zXq65koi\nZXilY5AX2gaJJQvbEGr9Lt64rJLVdT5dA1mpMqCBIe1MT67E0DjJwPD04W4S6afqVQ1+1jZNvqQx\nX6SM4WDnMM+c6CcUK1wNrcbn4qIVlayu9WmDslJlRANDWldvfhvD5DL4J17PlRYu31CymTymrX0g\nwhNH++hOLz2aUel1ctGKStbW+bWEoFQZ0sCQ1tmT38YwcYnhRPcwx7uHAXA5hIvXLJzV2QajCf5w\nrI+jPeGC8z6XxYXLq9jUGNA2BKXKmAYGIBZP0DdoZ/IC1FZOvKjOE6/npnS6oKVmQXRRTaYML7UP\n8lzbQMHUFQ5L2Lq0gvOXVmgvI6WUBgYo7JFUWx3A6Rx/RtREMsVTh3PTZ1y+cf5XI53sj/DYkd6z\nRiuvq/ezfWWVjkNQSmVpbsDIrqoTVyO9fKKfobx5kTYtmfy4h7kWiSd5srWf1zpDBefrAy4uX1VD\nc+XC7l6rlJp9GhiAzryG54ZJDG7Lr0a6dH091jytjz/cNczjx3oLprBwO4SLVlSxpTmoDctKqVFp\nYKCwq2rDBD2SBsJxXjnRnz2ej7OoRuJJHjvay+HuwsbltXU+LltVg1+XzFRKjUMDA1OrSnruaG92\nRbJ1TUEaK73FTNqUtfaG+f3hXobjuTEJfpeDK9bUsKrWV8KUKaUWinG7oIjI9/P2P1j01JRIZ8/k\nxzC80NqX3b9oTU3R0jRViZThsSO93H+gqyAobGoMcPPWZg0KSqlJm6jEcH7e/qeBHxQxLSUz2ekw\nQtEEr3Xkrr2gZX4Eht7hOA8d7KYnb6Caz2WxY20tLTUaEJRSUzNRYCjeAgjzRCqVoqsv12NnvDaG\nl4/3Z/v/r2rwUxt0Fz19E3ntTIjHjvZmp+YAWF3r44o1Nfhc2paglJq6iQLDchH5Gva4r8x+ljHm\nU0VL2RzpHRgmlbJ77VQEvHg9Yy9D+UJrboW3bSUuLSRThseP9bL/dC6oOUS4dFU1m5sCOreRUmra\nJgoMf523v6eYCSmVyU6FEUukePXkQPb4glXVRU3XeIaiCR58vZszQ7HsuRqfk2vW11EXKH0pRim1\nsI0bGIwxi7JNId/IldvGsq9tgFjCLlk0V3tZUl2auvvTg1EeeK2rYGzC2jo/O9bW6BrLSqlZMWFO\nIiIfFJHnRSSUfu0RkQ/MReLmQv7KbeMNbnv+WH41UmlKC4e6hrlnb2c2KAhwaUs116yv1aCglJo1\n45YY0l1U/wr4DPA8dl60DfiyiBhjzI+Kn8Ti6pzEdNvJlOGl47luqlvnODAYY9hzcoDn8qqyPE6L\n6zbWsXSejaNQSi18E7Ux/AXwTmPMsbxzD4vIHwE/AxZ+YCjoqjp6YHj91CChqD02oCbgYnVDYE7S\nBvZCOr8/3Fsw11GNz8nOTfVUecduKFdKqemaKDBUjggKABhjjolIZXGSNLc6J7FyW/4UGFtbques\nx088meK3B7tp7Y1kzy2v8vLWDXV4nFp1pJQqjokCQ3ia7y0Ixhg6JzEdxoH2XKni3OVVRU8XQDSR\n4v4DnZwazPU82tgQ4Mq1NTr5nVKqqCYKDOeIyMujnBdgTRHSM6eGhqNEY/ZoYbfLSdB/9hTUQ5FE\ndqU2S2Bjc/Gn2I7Ek9y7v5OuUG4k8wXLKrh4RZWOT1BKFd1kpsRoAk6MOL8COFWUFM2hnv7h7H59\n9eiDwg505Bp8VzcE8BZ5ZtJwPMlv9nUWTG9x6apqzpvHaz4opRaXiSqqvwL0G2Na819Af/q9BW0w\nlKsNq6wYfVzC/rxqpHOWFrdZZTiW5J69ZwqCwo61tRoUlFJzaqLA0GSMeWXkyfS5VUVJ0RwaCOUa\ndSsDo3f7PNCeKzFsXFq8DDqSLin0hnNLb161rpZNjXPXA0oppWDiqqTxOuwv+Gk7B4dygaFilMDQ\nMxTjdH8UAJdDWNs4/pTc0xVLprjvQBe9YbukIMDV6+tYV+8vyvcppdR4Jiox7BGRj4w8KSIfBp4r\nTpLmTv9QriqpKnh2nMtvX1jXFMRdhC6iiZThgQNdBfMevWVdrQYFpVTJTFRi+CvgVyLyPnKB4ELA\nDbyzmAmbC4N5VUkVwbNLDMVuX0gZw29f76Z9IJo99+bVNWyYwwF0Sik10kST6J0GLhWRtwDnpk//\nL2PMw0VP2RwYr43BGFPQvrCpCO0LfzjWx7HeXKnlTSur2NJcnOoqpZSarEmt+WyMeQR4pMhpmXMD\ng2O3MZzuj9KbHkfgcztoqZ/dp/hXOgZ59VRucN35Syq4YNmiGEyulFrgynpehfwSw8g2hv15pYUN\nzUEc1uwNLDvWE+aJY7lJ+dbU+tjeMjcjqpVSaiJlHRjyxzGMbGPIX9t5NtsXeobj/O5gd/a4Mejm\nqvV1OqJZKTVvlHVgGBgau43hSN5sphtmaYBZNJHiv17rIp5en7nC4+Btm+pxzmJpRCmlZqpsA0Mk\nGieesKfSdjodBWs9D4Tj9KS7j7ocwtLqma95YIzhkUM99EfsAWwuS3jbpgZ8ruJOsaGUUlNVtoFh\nZI+k/Kqco3mlhZb6AM5ZWB3thbbBgh5IO9bWUuvX9RSUUvNP0QODiOwUkQMi8rqIfH6c6y4SkbiI\nvKvYaYLxRz3nB4ZVszDQrK0/wjN5azqct6SCtTqATSk1TxU1MIiIBdwBXAdsAW4VkU1jXPcl4L+K\nmZ584/VIOpYfGGY42CwST/K7gz3Z4yWVHu2BpJSa14pdYrgYOJielTWOvRzoTaNc90ngl8CZIqcn\na2Bo9B5JxpiCEsNMlvE0xvD7I70Mx+22DK/T4q3r63ShHaXUvFbswLCMwrUcTqbPZYnIUuAdxpj/\niT1/3JwYq0dS12Asu76z3+2gsfLsxXsm60BniKM9he0K/iKv56CUUjM1Hxqfvwrktz3MSXAomCcp\nLzAc7SqsRpru+IK+cJwnjuYGsW1pCrKqdsFPSKuUKgOTmhJjBtqAlXnHy9Pn8l0I/EzsHLgeeJuI\nxI0x94y82a5du7L7O3bsYMeOHdNO2EBo9JlVj56ZeTWSMYbdh3tIpMcrVPuc2q6glJoTu3fvZvfu\n3TO6R7EDw7PAOhFpATqAW4Bb8y8wxmTXjhaR7wG/GS0oQGFgmKmCXkl5bQzHumYeGPadDnFq0B4H\nYQlcs74O1yx0eVVKqYmMfGj+whe+MOV7FDUwGGOSIvIJ4EHsaqs7jTH7ReQ2+23zrZEfKWZ68o02\ns2oyZWjtyq0DPZ2uqkPRBE8dz1UhbV1aSX3APYOUKqXU3Cp2iQFjzAPAxhHnvjnGtX9W7PRkFDQ+\np0sMHX1hYokUANV+F9VTzNCNMTx+tI940o5vVV4n25brjKlKqYWlbOs3BkZpfJ5pN9WjPeGC0c1X\nrq3ReZCUUgtOWQYGYwyDeeMYKkcJDFMd2BZPpgqm0j6nKcDSypnPsaSUUnOtLAPD0HA025jh87px\nOu2xBcc6c+0LUy0xvNg+SChmj3/wuSy2r6yelbQqpdRcK8vAUDgdRq7huT2vGqhlCg3PQ9EEL+at\nD33xyio8zrL81SqlFoGyzL1Gm0CvcyCaG3fgdxHwTL5d/qnj/STTn60PuNg4w/mVlFKqlMoyMBR2\nVbUHt3X05UoLS2smP0L51GCUQ3ldXC9dVa1zISmlFrSyDAyjLenZ3pcLFksmuTCPMYY/5DU4r671\naYOzUmrBK8vA0D949uC2ghJD9eRKDK29Ec4M5UY4X9KiDc5KqYWvLAPDaBPotffmlRhqJn7qN8aw\n52Ru8Z1zm4NUeos+XlAppYquLANDQa+kCi+plJlyieFoT5iuUBwAhyVsXaojnJVSi0NZBobCXkk+\nuodi2WksKrxOghM8+dulhYHs8blNQV1nQSm1aJRlYMifcrsy4KV9ij2SjvaE6Rm2SwtOS9i6rGL2\nE6mUUiVSnoFhxJTbHVPokTSytLClOYjPpaUFpdTiUZ6BoWDks69gxPNEgaG1N5ItLbgsYetSLS0o\npRaXsgsMiUSScCTTxVQI+NwFJYaJqpJe6shNfbFZSwtKqUWo7AJDfmkhmOmqOskeSV2hGB0DUcBe\nmPoNzcHiJFIppUqo7ALD4IgJ9HpDcaJxe3Eev8dBpW/sHkkv5U2Ut7bOT3AK8ykppdRCUXY528CI\nCfRGlhZkjHmOQrEkh7tzcyK9YYmWFpSaqVWrVtHa2lrqZCwKLS0tHDt2bFbuVX6BYcRazwXtC+M0\nPO89NUR6AlWaK9w0VXiKlkalykVrayvGzNlS74vaWA+101F2VUmZhmcAv89T2CNpjIbnRMqw9/RQ\n9vi8JdoTSSm1eJVhYIhn970e56TGMBzsChFN2O0QFR4Hq2onPy23UkotNOUXGKK5EoPX7ZpUj6T9\np3NrQZ/bHNT1FpRSi1rZBYZoLJHdNw4nw1F7nWaPy6Im4Drr+t7heMHU2ht0dTal1CJXdoEhvyop\nbnI/flOld9TGmwOdudJCS41PB7QppRa9suuVlF+VFE3lAkF9hfusa5Mpw+t5gWFTo5YWlFIz85Of\n/ISOjg6eeeYZ3vnOd3LLLbeUOklnKbvAkF+VFEnmztcFz+5+eqIvQjgz+M3lYMUkl/xUSqnRHD58\nmO7ubj772c/S1dXF+vXr2b59O6tWrSp10gqUdVVSOC8wjFZiyK9G2tDg10ZnpdSM7N27ly9/+csA\n1NfXs27dOvbs2VPiVJ2t7EoM+VVJoVgquz+yxBCOJzmeN8ZBq5GUmlt/9OlvzOr9/vPfPjar9wM4\ncuQI3/72txGR7EC9zL6IsH37dm688cbs9ddffz333Xdf9rijo4N169bNerpmquwCQySaKzEMFgSG\nwhLD653DBSOdq31n91hSSi1uHR0dfPe732Xr1q08+uij/OVf/iV1dXWEQiGamppYs2YNX/ziFyd9\nP6fTybnnngvAvffey4UXXsjWrVuLlfxpK8PAYLcxGGAwksRy2L2MRgaGQ125eZE2ahdVpcrO8PAw\n73jHO7jvvvuoq6ujsbGRz372s7zvfe/j7W9/+4zuPTAwwA9+8AN+/OMfz1JqZ1fZBYZMVVISIWXs\nRha/24E/b6bUwWiCzlBu7MKaOn8pkqpUWStG1c9U/PznP+eNb3wjdXV1ADQ2NvLyyy/z3ve+F5fL\nrkHIr0rKN1ZVUsbtt9/Ot7/9bYLBIK2trbS0tBT/B5qCMgwMdlVSAgeWw/7HHFlaONKda1tYVuXF\n4yy7Nnqlyl4sFmP9+vXZ41AohMPh4F3velf23FSrkgDuuOMO3vnOdxKNRnn22WcJh8MaGEopkUiS\nTNrtCknLme1lVDdiptSjPblqpDU6L5JSZenWW2/l9ttv5/777ycej+P3+7ngggv4/ve/z80334zP\nN/W84YknnuDTn/40kCtVHD9+fLaTPmNlFRjCeQ3P4nRhr8MG9XklhlAsyanBXM8lnTBPqfJUWVnJ\nP/3TPxWcu+aaa2Z0z8suu4xkMjnxhSVWVnUkkbMCgy2/xHCsJ29SvUqPToGhlCo7ZRUY8ksMKSsv\nMOSVGPJXaVtTp6UFpVT5KXpgEJGdInJARF4Xkc+P8v57ReSl9OtxEXlDsdKSX2JISK4kUJ8uMYTj\nSToGotnzq2u1N5JSqvwUNTCIiAXcAVwHbAFuFZFNIy47AlxhjDkf+Cfg28VKT6bEYICE5H702oBd\nYjjWGyazyGBzhZuAW6uRlFLlp9glhouBg8aYVmNMHPgZcFP+BcaYp4wx/enDp4BlxUpMpsSQQiAd\nGLwui4DHDgBH87qpamlBKVWuih0YlgEn8o5PMn7G/2Hg/mIlJhMY4jiwLPtHr6/wICIkUoa2/lw1\nkrYvKKXK1bzprioibwE+BFw+1jW7du3K7u/YsYMdO3ZM6TsyM6smsHBYdlfVTDVSx0CUZHoSrBqf\nkwrPvPnVKKXUpO3evZvdu3fP6B7Fzv3agJV5x8vT5wqIyHnAt4CdxpjesW6WHximIxLLjXp25ZUY\nAE72RbLXLavSdReUUgvTyIfmL3zhC1O+R7Grkp4F1olIi4i4gVuAe/IvEJGVwH8C7zfGHC5mYrLT\nYYgDyyqcDuNkfy4w6II8SqlyVtTAYIxJAp8AHgT2Aj8zxuwXkdtE5KPpy/4bUAv8DxF5QUSeKVZ6\nIpFMG4OVbWOoq3AzHEvSPWy/ZwksqTx7NTellJotL730Ep/73OdKnYwxFb0i3RjzALBxxLlv5u1/\nBPhIsdMBuZlVEziybQx1QQ9tA7nSQlPQg9tRVuP+lFJz6F//9V95/PHHqa6uLnVSxlRWOWAklrDH\nMGDhyLYxuDnZl+uNtKxaSwtKqeL5zGc+w0033TTxhSVUVl1vIpE4KYSUWFgOweOyCLgdBe0Ly7Xh\nWal54cPfmd21kL/z4Qtn9X4w9aU9F4qyCgzhaIwE9mA2h2VRG3DTH0kSitmzHbodFo0j1mZQSpWv\n2V7ac6Eos8AQJ5GuPbMsob7CU1BaWFrlya7RoJQqb8Vc2nO+K6vAEM0LDA7LosbvKuymqtVISs0b\nxaj6mYpiLu0535VVYAhH4yQlV2IIep20502DsaxKG56VUrZiLe2ZkWmTmI/KqldSOBonmVdisJwW\n8ZT9jxN0O6jyllWcVEqN49Zbb6W7u5v777+fe+65h/b29uzSnuFweOIbjOGOO+7gzjvvZPfu3Xzh\nC19gcHBwFlM9O2Q+R618ImJmklZjDO/+q2/SIZWExMMbN6/khguXcyaSAGBdvZ9r1tfNVnKVUpOQ\n35tHzcxYv8v0+Sk1npZNiSGaHsOQxMIS+5cVTeV+iU3aG0kppYAyCgyZCfSSedNhhOK5RbmbKrR9\nQSmloIwCQ2bK7aSkRz0LRJN2icEhQp3fNd7HlVKqbJRNYIhE46SwV2+zLMHpdOBI17o1BF3ZuZOU\nUqrclU1gGNkjyed1QrrvsY52VkqpnLIJDJH8wOAQ3G5H9r2moLYvKKVURtkEhvwSgyWC5E2t3Vih\nJQallMoom8AQicaygcHjzbUp+F0OgnmlB6WUKndlFBgS2ekwvD4PznTLc1OF+6x5TpRSqpyVTWDI\nr0ryel0401VJ2vCslJqvHn30USKRCNFolMcee2zOvrdsJgeKRGIksUsGbo8Lp5UrMSil1Fy5++67\n2bt3Lw6Hg6VLl/L+979/zGs/+MEP0traSmNjI9/85jfHvG62lU1gyJQYLEtwuhy4HBYCNAQ0MCil\n5sbAwAD/+I//yHPPPQfAJZdcwvXXX5+d2nukv//7v2fnzp0sWbIEh2Pu2kLLpiopEkuQwMLns9sU\nnJZQF3DhcpTNr0ApVWKPPvooW7ZsyR6ff/75PPLII2Ne73K5WL58+ZwGBSijEoNdlWTh9boRwOkQ\nGrR9Qal56xtPnpjV+33skhWzej+Y+prPJ0+epLq6OntcXV3NwYMHx7z/M888gzGG7u5u1q9fP2eL\n/pRNYAhF4qTEwuN1ZUsMtT6dH0kpNbbZXvO5t7cXrze3UqTb7WZoaGjM6z/84Q9zwQUXALB161au\nvPJKqqqqpv8DTVLZ1KMMptdd8HhcdldVEWp14jyl1Bgyaz5/7GMf44YbbuCP//iP+exnP8tDDz1E\nbW3ttO5ZUVFRsGZCOBwe917nn39+dr+mpobdu3dP63unqmxKDAPhOGDh8eTaFTQwKDV/FaPqZyqK\nsebz2rVr2bNnT/a4u7ubbdu2jfr9d911F/fddx933XUXAENDQ3PW1lA2gSEUTeJyu+1eSQ7B57Lw\nuXTEs1JqdMVY8/nKK6/k85//fPb4+eef50tf+hJgB5nVq1dng8yqVau47bbbst/d1dXFVVddNaOf\nabLKZmnPmz5/F92eGlaurGdFQwWXravjxi2Ns5hCpdRUzeelPQcGBrj99tu57LLLiMfj+P1+vvvd\n73Lttddy88034/P5pnXfH//4xxw7dgxjDGvWrOF973sfANu2bePOO+/MtimAXWro7Ozk2LFj3Hrr\nrbzpTW8a876zubRn2QSGaz/zI1J1zTQ2VbF2SRXXbW7k8tU1s5hCpdRUzefAsNDoms9TlEymiKbs\nyfMAXE5L2xeUUmoMZREYIjF71LPH4wIBp0MDg1JKjaUsAkM4kgkMTgTBpWMYlFJqTOURGKJxHB4P\nIoIIVHqduJ1l8aMrpdSUlUXuGI3GcXrs5TsFoV4nzlNKqTGVRWAYCsdw+dLBQKC5Utd4VkqpsZTF\nALeeoajd8Aw4RKjXyfOUmhdaWlp0BcVZ0tLSMmv3KnpgEJGdwFexSyd3GmP+eZRrvga8DQgBf2qM\neXE209A7FMkFBgtteFZqnjh27Fipk6BGUdSqJBGxgDuA64AtwK0ismnENW8D1hpj1gO3Ad+Y7XR0\nD8VwZwODULPAu6rO1URaC4H+LnL0d5Gjv4uZKXYbw8XAQWNMqzEmDvwMuGnENTcBPwQwxjwNVIlI\n02wmons4Qaaw6jCp7LKeC5X+p8/R30WO/i5y9HcxM8UODMuA/NU2TqbPjXdN2yjXzEh/LJnddy/s\nmKCUUkVXFr2ShhO5fZ9OqKqUUuMq6iR6IrId2GWM2Zk+/lvA5DdAi8g3gEeMMT9PHx8ArjTGnB5x\nL51pSymlpmGqk+gVu1fSs8A6EWkBOoBbgFtHXHMP8HHg5+lA0jcyKMDUfzCllFLTU9TAYIxJisgn\ngAfJdVfdLyK32W+bbxlj7hOR60XkEHZ31Q8VM01KKaXGt2DWY1BKKTU3FkTjs4jsFJEDIvK6iHx+\n4k8sTiKyXEQeFpG9IvKKiHyq1GkqJRGxROR5Ebmn1GkpNRGpEpH/EJH96f8fYy/1tYiJyP8pIq+K\nyMsicpeIlNU0ByJyp4icFpGX887ViMiDIvKaiPyXiFRNdJ95HxgmM0iujCSAzxhjtgCXAB8v498F\nwKeBfaVOxDzxb8B9xphzgPOB/SVOz5wTkaXAJ4FtxpjzsKvKbyltqubc97Dzynx/C/zWGLMReBj4\nvya6ybwPDExukFxZMMacykwXYowZwv7jn9UxHwuFiCwHrge+U+q0lJqIVAJvNsZ8D8AYkzDGDJQ4\nWaXiAAIi4gT8QHuJ0zOnjDGPA70jTt8E/CC9/wPgHRPdZyEEhskMkis7IrIK2Ao8XdqUlMxXgL8G\ntJEMVgNdIvK9dNXat0RkeivVL2DGmHbgvwPHsQfK9hljflvaVM0LjZmensaYU0DjRB9YCIFBjSAi\nQeCXwKfTJYeyIiI3AKfTpSdJv8qZE9gGfN0Ysw0Yxq4+KCsiUo39dNwCLAWCIvLe0qZqXprwYWoh\nBIY2YGXe8fL0ubKULiL/EviRMebuUqenRC4DbhSRI8BPgbeIyA9LnKZSOgmcMMbsSR//EjtQlJtr\ngCPGmB5jTBL4/4FLS5ym+eB0Zv45EWkGzkz0gYUQGLKD5NI9DG7BHhRXrr4L7DPG/FupE1Iqxpi/\nM8asNMaswf7/8LAx5gOlTleppKsJTojIhvSpqynPRvnjwHYR8Yq9yMPVlGEjPGeXou8B/jS9/0Fg\nwgfKeb9Qz1iD5EqcrJIQkcuA9wGviMgL2EXCvzPGPFDalKl54FPAXSLiAo5QhgNFjTHPiMgvgReA\neHr7rdKmam6JyE+AHUCdiBwH/gH4EvAfIvJnQCvwngnvowPclFJK5VsIVUlKKaXmkAYGpZRSBTQw\nKKWUKqCBQSmlVAENDEoppQpoYFBKKVVAA4NSSqkCGhiUUkoV0MCg1DSJyIUi8pKIuEUkkF4gZnOp\n06XUTOnIZ6VmQET+EfClXyeMMf9c4iQpNWMaGJSagfTcRM8CYeBSo39QahHQqiSlZqYeCAIVgLfE\naVFqVmiJQakZEJG7sdeEWA0sNcZ8ssRJUmrG5v2020rNVyLyfiBmjPmZiFjAEyKywxizu8RJU2pG\ntMSglFKqgLYxKKWUKqCBQSmlVAENDEoppQpoYFBKKVVAA4NSSqkCGhiUUkoV0MCglFKqgAYGpZRS\nBf43CIVgkbZzpiMAAAAASUVORK5CYII=\n", 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\n", 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pQ0RE0BasaJNgm5PoVDonoZTqDGOGDkBEiI11z08s/XEnNTU1FBYWhuxCu6Cb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\nZmmSUEop1SxNEkoppZqlSUIppVSz/j+zImsgU+MXEgAAAABJRU5ErkJggg==\n", 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\n", 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SSEZTIMsx25/oH8dicc6ePxVQu0JkIBTIckycc/7/4/EYZ5ykFd5EBkqBLMdk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\n7VCWKCKDTIGchhoaGigvL/d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\n", 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B+z07YHqueo+X6373NLsrasLa/X4/Ho+HY0fmM2XsweRmBh4NyczMtCrfmC7W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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -816,10 +803,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": true - }, + "execution_count": 28, + "metadata": {}, "outputs": [], "source": [ "import random\n", @@ -839,10 +824,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, + "execution_count": 29, + "metadata": {}, "outputs": [], "source": [ "t = [expovariate(lam=2) for _ in range(1000)]" @@ -857,19 +840,19 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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apTRAs4a1bYqOyD7F8zRCVVb31OjSXqyqT4f8yWHC7ikqzdGsXEz4cBF+XbvDpy7tvmtx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\nDSIiMo1Jg4iITGPSICIi05g0iIjItP8HVV49tscseuEAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -923,10 +906,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": 31, + "metadata": {}, "outputs": [], "source": [ "import scipy.stats" @@ -941,10 +922,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": 32, + "metadata": {}, "outputs": [ { "data": { @@ -952,7 +931,7 @@ "scipy.stats._distn_infrastructure.rv_frozen" ] }, - "execution_count": 28, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -973,18 +952,16 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, + "execution_count": 33, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(178.0, 7.7000000000000002)" + "(178.0, 7.7)" ] }, - "execution_count": 29, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1002,18 +979,16 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, + "execution_count": 34, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.15865525393145741" + "0.1586552539314574" ] }, - "execution_count": 30, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1031,18 +1006,16 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": false - }, + "execution_count": 35, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.48963902786483265, 0.83173371081078573, 0.34209468294595308)" + "(0.48963902786483265, 0.8317337108107857, 0.3420946829459531)" ] }, - "execution_count": 31, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1068,10 +1041,8 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": 36, + "metadata": {}, "outputs": [ { "data": { @@ -1079,7 +1050,7 @@ "1.5034066538560549" ] }, - "execution_count": 32, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1100,18 +1071,16 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, + "execution_count": 37, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2.4285714285714288" + "2.428571428571429" ] }, - "execution_count": 33, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1131,18 +1100,16 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, + "execution_count": 38, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.77873969756528805" + "0.778739697565288" ] }, - "execution_count": 34, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1162,18 +1129,16 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, + "execution_count": 39, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(55602.976430479954, 55602.976430479954)" + "(55602.976430479954, 55602.97643069972)" ] }, - "execution_count": 35, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1193,18 +1158,16 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, + "execution_count": 40, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.0525452731613427" + "1.0525455861201714" ] }, - "execution_count": 36, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1222,18 +1185,16 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, + "execution_count": 41, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "618349.61067595053" + "618349.6106759505" ] }, - "execution_count": 37, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -1272,19 +1233,19 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, + "execution_count": 42, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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SA5S93D0ffoBW/T9/BjgUIPn91MTdv6nuBJEFfnLktOGmrFnAo/l4U5aZDQTO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\n", 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\n", 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4m2Am1XXu/ock4xAZjPlzpnPTg5t3KjmSZAmSgWRuBlTtKklb0rOqPp5n/53AnaV+PzObC8zdb7/9Sn1qGYGyS5SUowRJttG1tlO5kUztKiUOSUvF3zkeh7svdfezx40bl3YoIiXRNqMpZyFE1a6SNKlWlUgFy65lpdpVUgmqqsUhIiLJU+IQEZFYlDhERCSWqkocZjbXzBZu27Yt7VBERKpWVSUOzaoSEUleVSUOERFJnhKHiIjEosQhIiKxKHGIiEgsunNcZBDi1K1SKXapNlXV4tB0XElSrjLrxVApdqk2VdXicPelwNKWlpYFacci1SdfmfViJFGKvZR1q1SqXeKoqsQhkqTsMuvFKHUp9lxl1ktBpdoljqrqqhKpdvnKrJeCSrVLsdTiEBlGssusl4JKtUtcanGIiEgsShwiIhKLEoeIiMRSVYlD93GIiCSvqhKHyqqLiCSvqhKHiIgkT4lDRERiUeIQEZFYlDhERCQWJQ4REYlFiUNERGJR4hARkViUOEREJJaqShy6c1xEJHlVlTh057iISPKqKnGIiEjytJCTSJkMdRnZ+roa5s+ZHnv5WpFSU+IQSVB9XQ1v9rxVknO92fMWNz24OdHEUYrVAEfXGm0zmrR+eRVTV5VIgubPmU59XU3JzleqJBRV6jXMu3ud5U9tLek5pbKoxSGSoHmtzSVpIQy1m2sgbTOaWP7UVrp7vWTnLOW5pPIocYiMcLOnTyxZt1Ipurqk8qmrSkREYlHiEBGRWJQ4REQklqpKHCo5IiKSvKpKHCo5IiKSPM2qEpERoaenh46ODt544420Q0lVQ0MDU6dOpa6ubtDnUOIQkRGho6ODsWPH0tzcjFlpb3ocLtydrq4uOjo6mDZt2qDPU1VdVSIi+bzxxhtMnDhxxCYNADNj4sSJQ251KXGIyIgxkpNGRimugRKHiEgFWrFiBb/97W+HdI5dd921RNH0p8QhIlKBSpE4kqLEISJSRqeccgpHHHEEBx54IAsXLgTgrrvuYtasWRx66KG0tbWxZcsWrrnmGr7xjW9w2GGH8eCDD3LWWWdxyy239J0n05rYvn07bW1tzJo1i4MPPpg77rgj8c+gWVUiMuIkWW341ktOGPD56667jgkTJrBjxw6OPPJI5s2bx4IFC1i5ciXTpk3jpZdeYsKECZx77rnsuuuuXHjhhQBce+21Oc/X0NDA4sWL2W233di6dSutra2cfPLJiY7nKHGIiJTRt7/9bRYvXgzAs88+y8KFCzn22GP7psdOmDAh1vncnUsuuYSVK1cyatQonnvuOV544QWmTJlS8tgzlDhERMpkxYoV3HvvvTz00EM0NjZy3HHHceihh7Jx48aCr62treXtt98GgmTR3d0NwKJFi+js7GTNmjXU1dXR3Nyc+E2OShwiMuIU6k5KyrZt2xg/fjyNjY1s2LCB1atX8+abb/LAAw/wpz/9qV9X1dixY3nllVf6Xtvc3MyaNWv46Ec/yh133EFPT0/fOSdPnkxdXR33338/zzzzTOKfQ4PjIiJlcuKJJ9Lb28shhxzC5ZdfTmtrK5MmTWLhwoV8+MMf5tBDD2X+/PkAzJ07l8WLF/cNji9YsIAHHniAo446iocffphddtkFgNNPP5329nZaWlpYtGgRM2fOTPxzqMUhIlIm9fX1LFu2LOdzJ510Ur/HM2bMYN26df32rV69um/7y1/+MgBNTU089NBDOc+5ffv2oYSbV1W1OFRWXUQkeVWVOFRWXUQkeVWVOEREJHlKHCIiEosSh4iIxKLEISIisShxiIgMQ83NzWzdunXIxwyGEoeIiMSixCEiUiZbtmxh5syZfOpTn+Kggw7i9NNP59577+WYY45h//3355FHHuGll17ilFNO4ZBDDqG1tbXvJsCuri5OOOEEDj/8cM455xzcve+8119/PUcddRSHHXYY55xzDm+99Vain0N3jovIiHPp0g2JnfvKuQOX/Ni0aRM333wzCxcu5Mgjj+SGG25g1apVLFmyhKuuuoq9996bww8/nNtvv5377ruPM844g7Vr13LFFVcwe/ZsvvjFL/KrX/2qby2P9evXc9NNN/Gb3/yGuro6zjvvPBYtWsQZZ5yR2GdU4hARKaNp06Zx8MEHA3DggQfS1taGmXHwwQezZcsWnnnmGW699VYAjj/+eLq6uti2bRsrV67ktttuA+CDH/wg48ePB2D58uWsWbOGI488EoAdO3YwefLkRD+DEoeISBnV19f3bY8aNarv8ahRo+jt7aW2dudfy5lFmXItzuTunHnmmX21q8pBiUNERpxC3UlpOvbYY1m0aBGXX345K1asoKmpid12261v/2WXXcayZct4+eWXAWhra2PevHlccMEFTJ48mZdeeolXX32VffbZJ7EYlThEhpkklz0dqu1jxvRtn3rVn1OMZGefPb6JuufTLYDa8eIrdPe+zaYwjld2dPP8y6+z6fltfc+dce7nuOiC81h0wIE0jGnk/339u2x6fhv/55wLuOC8T3LjTTdz1NHHsOdeU3n6r68wYeJenP9vl/B372vD3WmoH801P/h+oonDoiPz1aKlpcXb29vTDkOkZE67ejlv9iQ7U6YUoomjHMydut5eRvf2Fjz2s8c3sec+08sQVbpGmbHvlN0GPGb9+vW85z3v6bfPzNa4e0tR7zH48ESkXObPmU59XU3aYRRkZf5D1M3oyTEmMJK9XYbvga64yDAwr7WZea3NaYdR0KrNXSx/aivdveVNIMWMWaxfv5799qjeJRc2lbEbTolDREpm9vSJzJ4+sSzvleS9GDIwdVWJyIhRjWO6cZXiGihxiMiI0NDQQFdX14hOHu5OV1cXDQ0NQzqPuqpEZESYOnUqHR0ddHZ2ph1KIjq37ejb7vlb/tltDQ0NTJ06dUjvpcQhIiNCXV0d06ZNSzuMxFwWub/n1ktOSPS9qqqryszmmtnCbdvSvclHRKSaVVXicPel7n72uHHVO+VORCRtVZU4REQkeVVZcsTMOoFnBvnyJqD0ay2WRqXGVqlxgWIbLMUWX6XGBcXFto+7TyrmZFWZOIbCzNqLrddSbpUaW6XGBYptsBRbfJUaF5Q+NnVViYhILEocIiISixLHzhamHcAAKjW2So0LFNtgKbb4KjUuKHFsGuMQEZFY1OIQEZFYlDhCZnaimW00s01mdlHKsextZveb2Xoz+4OZfTbcP8HMfm1mfwz/HZ9ijDVm9nsz+2X4eJqZPRzGdpOZjU4prt3N7BYz2xBev6Mr4bqZ2QXh9/IJM7vRzBrSumZmdp2ZvWhmT0T25bxGFvh2+HOxzsxmpRDb1eH3c52ZLTaz3SPPXRzGttHM/qHcsUWeu9DM3MyawsepX7dw/7+E1+YPZva1yP6hXTd3H/FfQA2wGdgXGA08BhyQYjx7ALPC7bHAU8ABwNeAi8L9FwFfTTHGzwE3AL8MH/8C+Fi4fQ3w6ZTi+hnwqXB7NLB72tcN2Av4EzAmcq3OSuuaAccCs4AnIvtyXiPgA8AywIBW4OEUYjsBqA23vxqJ7YDwZ7UemBb+DNeUM7Zw/97A3QT3jjVV0HV7H3AvUB8+nlyq65b4f9Lh8AUcDdwdeXwxcHHacUXiuQN4P7AR2CPctwewMaV4pgLLgeOBX4Y/HFsjP9z9rmcZ49ot/AVtWftTvW5h4ngWmEBQWPSXwD+kec2A5qxfMjmvEfBD4OO5jitXbFnP/SOwKNzu93Ma/vI+utyxAbcAhwJbIokj9etG8IfJ3+c4bsjXTV1VgcwPdkZHuC91ZtYMHA48DLzL3Z8HCP+dnFJY3wT+HXg7fDwR+Ju794aP07p++wKdwE/CbrQfm9kupHzd3P054OvAn4HngW3AGirjmmXku0aV9rPxCYK/5KECYjOzk4Hn3P2xrKdSjw2YAcwJu0MfMLMjSxWbEkfAcuxLfbqZme0K3Ar8q7u/knY8AGb2IeBFd18T3Z3j0DSuXy1Bc/0H7n448BpBt0uqwvGCeQTdAnsCuwAn5Tg09f9zOVTK9xYzuxToBRZlduU4rGyxmVkjcCnwxVxP59hX7utWC4wn6Cr7PPALMzNKEJsSR6CDoJ8yYyrwl5RiAcDM6giSxiJ3vy3c/YKZ7RE+vwfwYgqhHQOcbGZbgJ8TdFd9E9jdzDLru6R1/TqADnd/OHx8C0EiSfu6/T3wJ3fvdPce4DbgvVTGNcvId40q4mfDzM4EPgSc7mH/SgXENp3gj4HHwp+HqcDvzGxKBcRGGMNtHniEoIegqRSxKXEEHgX2D2e5jAY+BixJK5jwr4JrgfXu/l+Rp5YAZ4bbZxKMfZSVu1/s7lPdvZngOt3n7qcD9wMfSTm2vwLPmtm7w11twJOkf93+DLSaWWP4vc3Elfo1i8h3jZYAZ4SzhFqBbZkurXIxsxOBLwAnu/vrkaeWAB8zs3ozmwbsDzxSrrjc/XF3n+zuzeHPQwfBpJa/UgHXDbid4A87zGwGwWSRrZTiuiU5WDOcvghmQTxFMMPg0pRjmU3QdFwHrA2/PkAwlrAc+GP474SU4zyOd2ZV7Rv+59sE3Ew4kyOFmA4D2sNrdztBUz316wZcAWwAngD+h2BGSyrXDLiRYKylh+CX3SfzXSOCbo3vhT8XjwMtKcS2iaBPPvOzcE3k+EvD2DYCJ5U7tqznt/DO4HglXLfRwPXh/7nfAceX6rrpznEREYlFXVUiIhKLEoeIiMSixCEiIrEocYiISCxKHCIiEosSh4iIxKLEIYNmZhPNbG349Vczey7y+LcJvN9ZZvbdmK+5pNRxxGVmx1lYfj7Hc3dGy4RnPXdJZLs5VznvGDEcbmY/jvmaH5vZAYN8v2YzO20wrw1ff6+luGyADEyJQwbN3bvc/TB3P4ygLPg3Mo/d/b1pxxdKPXEMxN0/4O5/i+4L7zYeRWljvwT4TszYPuXuTw7y/ZqBQScOgpskzxvC6yVBShySCDPbHv57XFiZ8xdm9pSZfcXMTjezR8zscTObHh43ycxuNbNHw69j8px6bzO7K1yA5kuR9/un8JxrzeyHFiw09RVgTLhvkZn9u5l9Jjz+G2Z2X7jdZmbXh9snmNlDZvY7M7s5LDSJmR0Rfo41ZnZ3pK7TCjP7avjeT5nZnDxx72bBIkRPmtk1YWLAzLaYWVP4F/p6M/s+wV2+10ZjD89RY2Y/smBRnnvMbEx4js+E511nZj/P8b0YCxziYQVXM/sPM/tZeI4tZvZhM/ta+P24y4I6aZnP1pL5fprZlWb2mJmtNrN3hft/amYfibzX9nDzKwSVWddasIhVjQULMj0axnlOePweZrYyPO6JyPVbAnw8z7WUtJWjxIG+qv8L+A/gwsjj7eG/xwF/I1jjoR54DrgifO6zwDfD7RuA2eH2/yKo05X9HmcRlFWYCIwhKKXQArwHWArUhcd9HzgjGke43QrcHG4/SFDuow74EnAOQQG4lcAu4TFfIKh8Wgf8FpgU7p8PXBdurwD+M9z+AHBvjriPA94gKDFSA/wa+Ej43JbwfZsJitC1Zl/DcLuZoDLsYeHjXwD/FG7/hXcW69k9x/u/D7g163u1KvxchwKvE5adABYDp0Q+W0u47cDccPtrwGXh9k8znyXH9/2Xkf1nR15TT1AWZhrwb4QlfsJrMzbymj8CE9P+v62vnb8ylTlFkvSohwXezGwzcE+4/3GCX2oQVJA9wKyv4vNuZjbW3V/NOtev3b0rPNdtBHW9eoEjgEfD148hdwXcNcAR4V/gbxL8Zd8CzAE+Q5BYDgB+E55nNPAQ8G7gIODX4f4aggSWcVvk/M15rsEj7v50GPeNYdy3ZB3zjLuvzvN6CCrsrs3xXuuARWZ2O0F9rmx7EKxTErXM3XvM7PHw89wV7n88z2foJliAKvPe7x8gzlxOAA6JtE7GERTXexS4Lmzl3B75fBB8D/cEumK+lyRMiUPK4c3I9tuRx2/zzv/BUQSrkO0ocK7s4mpOUFDuZ+5+8YAvDH5RbgH+maAFsY4gcU0H1of//trd+3WRmNnBwB/c/eg8p858nrfI/zOVK+5srw0UP/2v41sECRLggwRLh54MXG5mB/o7C0QB7AAacp3L3d82sx4P/8Sn//ckKnpM9HP2EnZ5W5BV860wekAuAAAByklEQVSbbsC/uPvdOz1hdmz4Gf7HzK529/8On2oIY5cKozEOqRT3AOdnHpjZYXmOe7+ZTQj7908BfkNQzfUjZjY5fO0EM9snPL4n02cfWglcGP77IHAusDb8pbgaOMbM9gvP02hBOeqNwCQzOzrcX2dmB8b8fEdZULZ/FEFX16oiXpMd+07C8+3t7vcTrMq4O7Br1mHrgf1ixlusLQStPQgWq8rE+yowNnLc3cCnI+MnM8xsl/D79KK7/4hgXGdW+LwBU8LzS4VR4pBK8RmgJRw4fZLgF3ouqwhm3Kwl6Ldv92Dmz2XAPWa2jmAMYY/w+IXAusgA84Phcw+5+wsEYw8PArh7J8E4yo3heVYDM929m2DdjK+a2WPhe8edNfYQwYDxEwTroi8u4jXZsedSA1wfdjn9nmBmW79ZWu6+ARgXdtGV2o+AvzOzR4D/zTutpnVAbziYfgHwY4I1SH5nwbTiHxK0Wo4D1prZ74FTgW+Frz8CWJ3VcpIKobLqIiNA+Mv7VXePdS9HWszsW8ASd1+ediyyM7U4REaGH9B/jKTSPaGkUbnU4hARkVjU4hARkViUOEREJBYlDhERiUWJQ0REYlHiEBGRWP4/5vn1gL8JM6UAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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tW0ZLS4uSg4gP1IKQquWco7e3lwMHDhRdoWRmtLe3KzGI+EwtCJ+NtFTo4cOH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\nSUVORK5CYII=\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1963,32 +1931,30 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.7" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/solutions/chap06soln.ipynb b/solutions/chap06soln.ipynb index 22c58e181..e7731a506 100644 --- a/solutions/chap06soln.ipynb +++ b/solutions/chap06soln.ipynb @@ -16,9 +16,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function, division\n", @@ -43,9 +41,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "df = brfss.ReadBrfss(nrows=None)" @@ -61,9 +57,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -95,14 +89,12 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.033287319047441248" + "0.03328731904744125" ] }, "execution_count": 4, @@ -125,18 +117,18 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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GdVOMMXzqcdNwyui+1qxWpWpCRLh7wkCrvHRdOpcKrtkYkbrO54lBRCaJyAER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\nSikvmhiUUkp5+f83AtSQST8xJAAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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S1fF4whCRaSKSJSLZIvJMNW1eFpEDIrJTRAba6t8UkZMisrtS+ygRWS4i+0Vk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\npepEE4ZSSqk60YShlFKqTv5/2P+0pahbaZAAAAAASUVORK5CYII=\n", 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\n", 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JMWHuDq1Pmt+h15B6ugybzZj05+PtyeI5o+3PyV4NA5ckBtGraa354EA+VpuN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\nqiVVAs3AduCpQXVeB74G7EsSyZWIuCSpLY9zgaH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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -254,9 +246,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def RawMoment(xs, k):\n", @@ -273,14 +263,12 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(163.22347500412215, 26694.743218096592, 4374411.4625042202)" + "(163.22347500412215, 26694.74321809659, 4374411.46250422)" ] }, "execution_count": 10, @@ -295,9 +283,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -327,9 +313,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def CentralMoment(xs, k):\n", @@ -347,14 +331,12 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(-9.9035579401221681e-14, 52.840425675293282, -46.885695068870731)" + "(-9.903557940122168e-14, 52.84042567529328, -46.88569506887073)" ] }, "execution_count": 13, @@ -369,14 +351,12 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "52.840425675293282" + "52.84042567529328" ] }, "execution_count": 14, @@ -401,9 +381,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def StandardizedMoment(xs, k):\n", @@ -422,9 +400,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -444,9 +420,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -476,9 +450,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def Median(xs):\n", @@ -496,9 +468,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -525,9 +495,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def PearsonMedianSkewness(xs):\n", @@ -549,14 +517,12 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.092228905519051593" + "0.0922289055190516" ] }, "execution_count": 21, @@ -580,9 +546,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import first\n", @@ -600,18 +564,18 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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xXWojvo1PLGGYsFfj7VI7wsZgdCjM6UwYlQcbaWntafkYY0LLEoYJeyNxltru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\n", 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\n", 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k7o4Si8jQosQSMOn+SOLulI8uIScnGwj1HzU2taQ4IhFJJiWWgMmE57DEys7O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\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -724,14 +684,12 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(78.992452996871975, 77.269999999999996)" + "(78.99245299687198, 77.27)" ] }, "execution_count": 27, @@ -753,14 +711,12 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(1.054840012109306, 0.26436733816180391)" + "(1.054840012109306, 0.2643673381618039)" ] }, "execution_count": 28, @@ -798,9 +754,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def InterpolateSample(df, log_upper=6.0):\n", @@ -839,9 +793,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import hinc\n", @@ -851,10 +803,16 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/downey/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:26: DeprecationWarning: object of type cannot be safely interpreted as an integer.\n" + ] + } + ], "source": [ "log_sample = InterpolateSample(income_df, log_upper=6.0)" ] @@ -862,18 +820,18 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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xfHA/ju7TVYEgkuAUEAJErmr+cE0kED4o2lRrsrz6dO7UkaGDejNiSH9GDO7L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\nAkJEROqlgBARkXr9f7nUBqcnMx7fAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -887,9 +845,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "sample = np.power(10, log_sample)" @@ -898,18 +854,18 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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NwJfMrF+HRu5+j7s3u3tzQ0PDqAc6Ei+/coydHYcAyGYzLFs0J9V4RESSkmSCaAXiw6s1Au1l6nzf3bvcfSuwmShhjFvPb++5CrascQ61ucRu44iIpCrJBLEGWG5mS82sFrgJWNWnzveAqwHMbA7RJactCcZ0yl7Y1nP/4SyNHiciFSyxBOHu3cDtwAPAJuA+d99gZp8wsxtCtQeAfWa2EXgQ+DN335dUTKPh+W09ZxBnLVGCEJHKlej1EXdfDazuU3ZXbNqBj4bPuOfutLzUkyDOXDIhnsoVETkpepN6BNo7DpU66Js6pY55s+tTjkhEJDlKECPwfOz9h+VL5uoFORGpaEoQI/Bc/P2HZep/SUQqmxLECMRfkDtbTzCJSIVTghimo8c6ad11AICMGct1g1pEKpwSxDC98NKe0mvgixfMZlJdLtV4RESSpgQxTM/3ekFOZw8iUvkGTRBm9tXY9C2JRzOOtWzXC3IiUl2GOoNYGZv+cJKBjHdbWveWps9YnG6HgSIiY2GoBNG399WqdOjwMfYfOgJAribLwrn9OpwVEak4Q3W10Whmnybqurs4XeLuH0ossnFka1vP2cOSBbPJZnXrRkQq31AJ4s9i02uTDGQ829bW03/g0sbZKUYiIjJ2Bk0Q7v61sQpkPIufQTQt0ABBIlIdhrxWYma3mNmTZnYkfNaa2bvHIrjxYnvsDKJpoc4gRKQ6DHoGERLBR4i6436S6F7ExcAnzQx3/3ryIaarqytP255DpfklC2alGI2IyNgZ6gziA8DvuPuD7n7I3Q+6+8+Bt4ZlFa9tzwEKhQIAc2fVM3lSbcoRiYiMjaESxDR339a3MJRNSyKg8SZ+g3rJAl1eEpHqMVSCOHaSyyrG1tbY/Qc9wSQiVWSox1zPNbNnypQbsCyBeMadbe3xJ5iUIESkegyVIFYC84AdfcqXAO2JRDSOuHuvS0xNC/WIq4hUj6EuMf0z8LK7b49/gKNhWUU78PJRXjl6AoBJdTmNQS0iVWWoBNHk7v0uMbn7WqApkYjGke3t+0vTSxbM1hjUIlJVhkoQkwZZNnk0AxmPXtrZkyAWz5+ZYiQiImNvqASxxsze37fQzG4FnkgmpPFje3vP/YfF8/WCnIhUl6FuUn8E+E8zeyc9CaEZqAV+J8nAxoPeZxBKECJSXYbqrG838Fozuxo4PxT/V3ibuqLl8wVadx0ozeslORGpNkOdQQDg7g8CDyYcy7iyc+8hurrzAMycNoX60wa7HSMiUnk08s0A4peXdPYgItVICWIAuv8gItVOCWIAO9qVIESkuiWaIMzsWjPbbGYtZnbHIPXeZmZuZs1JxjMSO2I3qBedrncgRKT6JJYgzCwL3A1cB6wAbjazFWXq1QMfAh5LKpaR6u7Os7OjZ5CgRiUIEalCSZ5BXAq0uPsWd+8E7gVuLFPvr4F/AI4nGMuItHccouAOQMPMeibV5VKOSERk7CWZIBbSuxfY1lBWYmYXAYvc/f4E4xix+OWlxtNnpBiJiEh6kkwQ5Xq289JCswxRj7B/MuSKzG4zs7Vmtrajo2MUQyxvx66eG9SLTtcNahGpTkkmiFZgUWy+kd5jSNQTvZ39kJltAy4DVpW7Ue3u97h7s7s3NzQ0JBhyRE8wiYgkmyDWAMvNbKmZ1QI3AauKC939kLvPcfcmd28CHgVuCF2Jp6p198HStJ5gEpFqlViCcPdu4HbgAWATcJ+7bzCzT5jZDUlt91R1d+dp1xNMIiLD64vpZLn7amB1n7K7Bqh7VZKxDNfOvS9TKBQAmDNzqp5gEpGqpTep+4j34No4T2cPIlK9lCD6aNvTc/9h4Tw94ioi1UsJoo+23TqDEBEBJYh+2mJPMC2YOz3FSERE0qUEEePuvS4xLZirS0wiUr2UIGIOvHyU4ye6AJgyqZaZ06akHJGISHqUIGLil5cWzpuBWbneQkREqoMSREzv+w+6vCQi1U0JIiY+BoQShIhUOyWImPYOPcEkIlKkBBHTHn9JTmcQIlLllCCC7u48e/YdLs2fPmdaitGIiKRPCSLoOPBKaZjRmdOmUFerTvpEpLopQQTxG9TzG3T/QURECSKIJ4jT5yhBiIgoQQS9H3FVghARUYII2tUHk4hIL0oQgV6SExHpTQmC6BHXjv3RI64GzJtdn25AIiLjgBIEsHv/YTxMz545ldpcokN1i4hMCEoQ9H2CSS/IiYiAEgQAu/e+XJrWI64iIhElCGD3vp4EMW+2ziBEREAJAuh9BjFPl5hERAAlCCC6SV00b5aeYBIRASUI3J1dsZvUOoMQEYlUfYLYd/AIXd15AKZOqaP+tEkpRyQiMj5UfYLYtVed9ImIlKMEEX/EtUGXl0REipQg1M23iEhZShDxYUb1DoSISEmiCcLMrjWzzWbWYmZ3lFn+UTPbaGbPmNnPzGxJkvGUs2ef3oEQESknsQRhZlngbuA6YAVws5mt6FPtKaDZ3V8FfBf4h6TiGcie2DsQc/UOhIhISZJnEJcCLe6+xd07gXuBG+MV3P1Bdz8aZh8FGhOMp5/jJ7o4fOQ4ANlshtkzThvLzYuIjGtJJoiFwI7YfGsoG8itwA/LLTCz28xsrZmt7ejoGLUA42cPDTOnYmajtm4RkYkuyQRRrrX1MmWY2e8BzcAnyy1393vcvdndmxsaGkYtwF4JQpeXRER6SXJknFZgUWy+EWjvW8nM3gR8DLjS3U8kGE8/Hb3OIJQgRETikjyDWAMsN7OlZlYL3ASsilcws4uALwA3uPueBGMpa1eHnmASERlIYgnC3buB24EHgE3Afe6+wcw+YWY3hGqfBKYC3zGzdWa2aoDVJaK942BpesFcvSQnIhKX6ODL7r4aWN2n7K7Y9JuS3P5Q4m9RL2hQghARiavaN6kLhUKvcSDUzYaISG9VmyD2HjxCPl8AYHr9ZCbV5VKOSERkfKnaBNFrmFH1wSQi0k/VJog9+3sSxNzZesRVRKSv6k0Q++LjUOsMQkSkr+pNEPFO+nQGISLST9UmiL0HXilNq5sNEZH+qjZBdOzvSRBzZk5NMRIRkfGpKhNEd3eevQd69+QqIiK9VWWCaO84VOpWtmFmPbW5RF8oFxGZkKoyQbTt7umDaeG8GSlGIiIyflVlgtgZ74NJnfSJiJRV9QlCfTCJiJRXlQli976et6jnqxdXEZGyqj5BaKAgEZHyqi5BdHfn2Rd7SW6uhhoVESmr6hLE3oNHSo+4zpw2hVwum2o8IiLjVfUliPgLcupiQ0RkQFWYINTFhojIcFRdgmjddaA0PU9nECIiA6q6BLG+pb00fcbiuSlGIiIyvlVVgujs6ubFHXtL8+edOT/FaERExreqShBbduylUCgAsKBhOtOmTk45IhGR8au6EkRrR2n6zCW6vCQiMpiqShDb2/eXppsWzkkxEhGR8a+qEsSO2BNMi+fPSjESEZHxr2oShLvTvkfjQIiIDFfVJIhtbfs4fOQ4AFMm1WqYURGRIVRNgnh6c2tp+qIVizGzFKMRERn/qiZBvLBtd2n6guULUoxERGRiSDRBmNm1ZrbZzFrM7I4yy+vM7Nth+WNm1pRULC/t7HmCaVljQ1KbERGpGIklCDPLAncD1wErgJvNbEWfarcCB9z9TOCfgb9PIhZ3Z/f+nl5cdYNaRGRoSZ5BXAq0uPsWd+8E7gVu7FPnRuBrYfq7wBstgZsDBw8fI5+P3qCeOqWOSXW50d6EiEjFSTJBLAR2xOZbQ1nZOu7eDRwCZo92IC+/cqw0PaN+ymivXkSkIiWZIMqdCfhJ1MHMbjOztWa2tqOjo8xXBnfwcE+CmF6v/pdERIajJsF1twKLYvONQPsAdVrNrAaYDuzvUwd3vwe4B6C5ublfAhnKotNn8uF3vYFDh48zQwlCRGRYkkwQa4DlZrYUaANuAn63T51VwC3Ab4C3AT939xEngKHMmn4ar28+a7RXKyJS0RJLEO7ebWa3Aw8AWeDL7r7BzD4BrHX3VcC/Ad8wsxaiM4ebkopHRERGJskzCNx9NbC6T9ldsenjwNuTjEFERE5O1bxJLSIiI6MEISIiZSlBiIhIWUoQIiJSlhKEiIiUZQm8dpAoM+sAtp/k1+cAe0cxnIlA+1wdtM/V4VT2eYm7j6gr6wmXIE6Fma119+a04xhL2ufqoH2uDmO9z7rEJCIiZSlBiIhIWdWWIO5JO4AUaJ+rg/a5OozpPlfVPQgRERm+ajuDEBGRYaqKBGFm15rZZjNrMbM70o5nOMxskZk9aGabzGyDmX04lM8ys5+Y2Qvh58xQbmb26bCPz5jZxbF13RLqv2Bmt8TKX21mz4bvfLo43OtA2xjDfc+a2VNmdn+YX2pmj4V4vm1mtaG8Lsy3hOVNsXXcGco3m9lbYuVlfxcG2sYY7e8MM/uumT0XjvfllX6czeyPw+/1ejP7lplNqrTjbGZfNrM9ZrY+VpbacR1sGwNy94r+EHU1/iKwDKgFngZWpB3XMOKeD1wcpuuB54EVwD8Ad4TyO4C/D9PXAz8kGqXvMuCxUD4L2BJ+zgzTM8Oyx4HLw3d+CFwXystuYwz3/aPAvwP3h/n7gJvC9OeBPwzTHwA+H6ZvAr4dpleE41wHLA3HPzvY78JA2xij/f0a8L4wXQvMqOTjTDTU8FZgcuzf/j2VdpyB1wMXA+tjZakd14G2Meg+jNV/grQ+4R/wgdj8ncCdacd1EvvxfeDNwGZgfiibD2wO018Abo7V3xyW3wx8IVb+hVA2H3guVl6qN9A2xmg/G4GfAW8A7g+/zHuBmr7Hk2iskcvDdE2oZ32PcbHeQL8Lg21jDPZ3GlFjaX3KK/Y40zMW/axw3O4H3lKJxxlooneCSO24DrSNweKvhktMxV/GotZQNmGEU+qLgMeAee6+EyD8nBuqDbSfg5W3lilnkG2MhX8B/hwohPnZwEF37y4TZ2nfwvJDof5I/y0G20bSlgEdwFcsuqz2JTM7jQo+zu7eBvwj8BKwk+i4PUFlH+eiNI/riNvCakgQVqZswjy6ZWZTgf8HfMTdXx6sapkyP4ny1JjZ/wD2uPsT8eIyVX2IZRPp36KG6DLE59z9IuAI0WWBgUykfSsrXBO/keiy0ALgNOC6MlUr6TgPZSz2ZcTfqYYE0Qosis03Au0pxTIiZpYjSg7fdPf/CMW7zWx+WD4f2BPKB9rPwcoby5QPto2kXQHcYGbbgHuJLjP9CzDDzIqjH8bjLO1bWD6daOjakf5b7B1kG0lrBVrd/bEw/12ihFHJx/lNwFZ373D3LuA/gNdS2ce5KM3jOuK2sBoSxBpgeXh6oZboJteqlGMaUngi4d+ATe7+T7FFq4Dikwy3EN2bKJa/OzypcBlwKJxePgBcY2Yzw19u1xBdd90JHDazy8K23t1nXeW2kSh3v9PdG929ieg4/dzd3wk8CLytTDzxON8W6nsovyk8/bIUWE50Q6/s70L4zkDbSJS77wJ2mNnZoeiNwEYq+DgTXVq6zMymhJiK+1yxxzkmzeM60DYGNhY3pdL+EN29f57oyYaPpR3PMGN+HdHp3zPAuvC5nug66s+AF8LPWaG+AXeHfXwWaI6t638BLeHz3lh5M7A+fOcz9Lw4WXYbY7z/V9HzFNMyov/4LcB3gLpQPinMt4Tly2Lf/1jYr82EpzsG+10YaBtjtK8XAmvDsf4e0dMqFX2cgb8CngtxfYPoSaSKOs7At4jusXQR/fV+a5rHdbBtDPTRm9QiIlJWNVxiEhGRk6AEISIiZSlBiIhIWUoQIiJSlhKEiIiUpQQhIiJlKUFIKszslT7z7zGzz4zRtreZ2ZwR1B8wtr77ESv/9cnGNxbM7LfN7K4+ZR/vM19rZg/H3jyWKqMEIZIAd39t2jEM4c+BzwKY2QIz+yHwATNbZ2Z/DODunUQvWr0jvTAlTUoQMu6Y2RIz+1kY1ORnZrY4lH/VzN4Wq/dK+Dk//KW7zqIBaP5bKL/GzH5jZk+a2XdCx4dFHwzlz5rZOaH+LDP7Xtjuo2b2qjKxLQ3rXGNmfz3IPhRju8rMHrKeAYG+GbpGwMwuMbNfm9nTZva4mdVbNHDOV0JcT5nZ1aHue0JsPzCzrWZ2u5l9NNR51MxmhXpnmNmPzOwJM/tlcd+Yb5NwAAADWElEQVT6xHYWcMLd94aijxD1pvpZ4BLgR7Hq3wPeOegBk4qlBCFpmRwa9HVmtg74RGzZZ4Cvu/urgG8Cnx5iXb9L1D/NhcBKYF24hPSXwJvc/WKiriw+GvvO3lD+OeBPQ9lfAU+F7f4F8PUy2/oUUc+rlwC7hrmvFxE1wiuIunq4IvQR9G3gw+6+kqgDu2PAHwG4+wVEffx/zcwmhfWcH/b1UuBvgKMe9QD7G6K+eCAa1P6D7v7qsF+fLRPPFcCTsflOou4Zcu7e5e6bYsvWEyUNqUJKEJKWY+5+YfEDxK+HX040ohxE/fS8boh1rQHeG66hX+Duh4lGzFoBPBIS0C3Akth3ir3jPkE0qAthO98AcPefA7PNbHqfbV1B1MdOMbbheNzdW929QNSnVhNwNrDT3deE7b3s0TgF8RieA7YDZ4X1POjuh929g2hMhB+E8meBpnCG9FrgO2Gfv0A0YExf84nGoCj6JFFb8PvhjO2q4gJ3zwOdZlY/zH2VCqKbTzIRFDsM6yb8URMu09QCuPvDZvZ64L8D3zCzTwIHgJ+4+80DrPNE+Jmn5//BcPvLH2kHZidi08Xt2QDrKRdDufUUYvOFsM4M0YA4Fw4RzzGiLrMBcPdDRMmh2Hvo981ssbsfD1XqgOP9VyOVTmcQMh79mqiLZoiuf/8qTG8DXh2mbwRyEN2zIBpo6ItEXaRfDDxKdCnnzFBnSrj2PpiHw/YIf0Xv9f6DND3SJ7aT9RywwMwuCdurD08LxWM4C1hM1FPpkEKsW83s7eH7ZmYry1TdBJxZnDGzc82s2BY8S5Rwiv+2s4HiuA1SZZQgZDz6ENElo2eAdwEfDuVfBK40s8eB1xCNvgZR1+DrzOwp4K3Ap8JlmPcA3wrreRTod8O2j48DzaH+39HTp37ch4E/MrM1xP4KH6nwhNA7gH81s6eBnxB1a/1ZIGtmzxLdo3iPu58YeE39vBO4NaxzA1Ei7eth4KLizXKiy2a/Bt5LNKzt34TLdABXA6tHtHNSMdTdt0gVMrNPAT9w95/Gyj7u7h/vU+8/gDvdfVhnMVJZdAYhUp3+FpjSp+yh+Ex40up7Sg7VS2cQIiJSls4gRESkLCUIEREpSwlCRETKUoIQEZGylCBERKSs/w/pK9U0n9b93gAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -930,14 +886,12 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(74278.707531187392, 51226.454478940461)" + "(74278.70753118739, 51226.45447894046)" ] }, "execution_count": 35, @@ -954,14 +908,12 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(1.054840012109306, 0.26436733816180391)" + "(4.949920244429579, 0.7361258019141795)" ] }, "execution_count": 36, @@ -978,14 +930,12 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.66000587956687196" + "0.660005879566872" ] }, "execution_count": 37, @@ -1013,32 +963,30 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.7" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/solutions/chap07soln.ipynb b/solutions/chap07soln.ipynb index 7d5215a50..9a11c74b3 100644 --- a/solutions/chap07soln.ipynb +++ b/solutions/chap07soln.ipynb @@ -16,9 +16,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function, division\n", @@ -45,9 +43,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "df = brfss.ReadBrfss(nrows=None)" @@ -63,9 +59,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def SampleRows(df, nrows, replace=False):\n", @@ -84,9 +78,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "sample = SampleRows(df, 5000)\n", @@ -103,18 +95,18 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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l6VHRRCqthR/uPXRAeaNFItXkANRnYcLMmcwXX6zSv5joFObvv5lvuUXV6ygo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\nOjnP6t/dEAAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -138,9 +130,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def Jitter(values, jitter=0.5):\n", @@ -158,9 +148,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "heights = Jitter(heights, 1.4)\n", @@ -177,18 +165,18 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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GjSPq3Zto9mxOFJgd+PZb7VNGy5bWd4TeuHKFaORIoipViAoW5KWGpk2JduywPiYlhZfd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\nvPhXrCB6+GH3+8KFifr04UJNefJYT5ZCEO3axedJTyd66im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\n", 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AvsfqfGpq9XomTgHIdi1yW8F81OPH4qRd1eKtajM67YthNu6DMiz8rR5HXL9+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\n", 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GPXipg7TVTifp13B8A7P7at2w7iqpqQsGM//Aqm5KRH8bwF8F8G3B1zcBPBZ8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\n", 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AROYzOuvdb0B5fl4Tc0f53BuDDxCK3MOxI279eN+dkbtwi5aMVMe+ya8Q11RU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\nSunTKaWvD78dh/H/4ZTSv0sp/X5K6dcaZ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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -343,9 +331,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "cleaned = df.dropna(subset=['htm3', 'wtkg2'])" @@ -361,9 +347,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "bins = np.arange(135, 210, 5)\n", @@ -373,9 +357,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "Here are the number of respondents in each group:" ] @@ -383,9 +365,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -425,9 +405,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "mean_heights = [group.htm3.mean() for i, group in groups]\n", @@ -444,18 +422,18 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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G0uy4bNOqqlwfWeRrV8b5tR89Fb0mKXcvjNM4/RePAw8AszgT95486IcelgWG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\n", + "image/png": 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\n", 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/+hEmEN0+211VIBQlOmmLxFPA2dbzlfljNuuAW8XZZtIPbBSRaWPM7d6Lbdmy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\nevDWIPwEIqyz2otfBOEnEKV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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -529,9 +507,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def Cov(xs, ys, meanx=None, meany=None):\n", @@ -557,9 +533,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -579,9 +553,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "Covariance is useful for some calculations, but it doesn't mean much by itself. The coefficient of correlation is a standardized version of covariance that is easier to interpret." ] @@ -589,9 +561,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def Corr(xs, ys):\n", @@ -615,14 +585,12 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.50873647897347707" + "0.5087364789734771" ] }, "execution_count": 21, @@ -644,15 +612,13 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 1. , 0.50873648],\n", - " [ 0.50873648, 1. ]])" + "array([[1. , 0.50873648],\n", + " [0.50873648, 1. ]])" ] }, "execution_count": 22, @@ -683,9 +649,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", @@ -706,14 +670,12 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.54058462623204762" + "0.5405846262320476" ] }, "execution_count": 24, @@ -735,9 +697,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def SpearmanCorr(xs, ys):\n", @@ -756,14 +716,12 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.54058462623204839" + "0.5405846262320457" ] }, "execution_count": 26, @@ -785,14 +743,12 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.53172826059834655" + "0.5317282605983465" ] }, "execution_count": 27, @@ -821,9 +777,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import first\n", @@ -835,16 +789,14 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Corr 0.0688339703541\n", - "SpearmanCorr 0.0946100410966\n" + "Corr 0.06883397035410908\n", + "SpearmanCorr 0.09461004109658226\n" ] } ], @@ -860,18 +812,18 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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q2qmod3KiqYPTnboIzCvs7V6aacsbGjMM9a1d/OCZPTS0eTpmpCXFced1c8nP\nSApxZGNnrMcx3KaqvxORfwz0uqr+9yhiHLVoSwxut3LcO0V0byI4WufsG74/HGlJcRTnOjinKIPz\np2eT4bDupcaMVFVDOz/8y16cnZ4u3LlpCXz7unlR8/9prNsYestTE3NKwjHU6erhaH07R/sSgGe9\n4EADywIRgfyMJIqzHUzNSaY4x0FRtiNq/nCNCaXCrGS+fmUpP35uH64ez9Ku9714gG9eO2fCDuy0\nAW5jSFVp9FYFHetNBHVOTrZ0nrYqqFdifAxTs5Ip8n75F+V41ghIjJuYf6DGjJf3yhv535cP0jsr\nzNzCNNZcVRrxK/QFaxK92cD/A/JVdYGInANcr6r3jD7UkQvXxKCqvFfRxGu7T1Je56R1BMtFZjri\nKcpxUJzjWS+4KNvBpPREW8TcmBDZsK+GBzeU9z0/f3oWX1o5I6L/TwYrMbwOfBP4haqe6932gaou\nGHWkoxCOiaG2pZNHN1aw8+jQ7fG9C8YX95UCPInAppwwJvw8u6OaP22t7Ht+6fxJfOqCoogd9xOs\ncQwOVd3c75cyoccvdPe4een9EzyzvWpAO0FSfAxTsz2lgKKcUwvGWJdRYyLDNQsn09zu4pVdJwF4\ndfdJMhzxXLuoIMSRjZ/hJIZaEZmJd74kEfk4UB3UqMLY3qpmHtlY0df3udclc3O56uzJTEpPjNg7\nC2OM5w77k8uLaHK62PphAwB/2lpJenIcH5mTF+LoxsdwqpJmAGuBC4EG4EPgVlUtH/KNYyzUVUnN\n7S7+sOko7xys99telJ3Mpy8uYcak1BBFZowJBlePm/tePMDeqhbA0ztw9eWzWFSSGeLIRibYA9xS\ngBhVbRlNcGcqVInB7Vbe2FfDU1sq/aaqToyP4W/Pm8Kl8yfZNBPGRKn2rh7ufXZf3/xj8bHCP10z\nh1n5kXMjGKzG50PAO8AGYIOq7hp9iKMXisRQXtvG796q4MOaNr/t50/P4ublRWSlJIxrPMaY8dfk\ndPGDZ/ZQ29IFgCMxlm/9zVymZCWHOLLhCVZiSASWAR8BLgLmADtV9aOjDXQ0xjMxODu7WfduFa/u\nPuk3/mBSeiK3XFjMgqkZ4xKHMSY8nGzu4AdP76XF2x19wdR07rh6doijGp5g9UrqAVzef93ASe9P\n1FFVthxu4A+bjvotahMXI6xaOJlVCwusd5ExE9Ck9CTWXFXKvc/tozjHwRdXzgh1SEE1nBKDE3gf\n+G/g5VBI8jPVAAAaeklEQVSt2BbsEsOJpg4e2VjB7spmv+3zp6Rz64XFUTWpljFmdI7UtFEYYd3P\ng1WVdANwMbAU6AI2Am+o6iujDXQ0gpUYurrdPPdeNS+8d5xu96njZzriuWl5EUumZ1n3U2NMxAp2\nr6S5wCrgDmCSqo5ry0swEsMHx5p4dGOF3/KXIp6RjjcsLrSpq40xES9YJYYngYXAIeAN4E1gk6p2\nDPnGMTaWiaGhrYvH3znaN3il1/S8FG67qJiS3OhaqMMYM3EFKzGcD2xX1Z4hdwyysUgMPW7l1d0n\n+fO2Sr/VzxwJsXxsyRQumZMX0ZNlGWNMf0GtShoN78ysj+OZTkOAGcC/qepP+u33EzzVVG3A36nq\njgDHOqPEcPhkK797q6JvoEqv5bOyuWlZkU1oZ4yJSsHqrjpqqrof6J2RNQY4BvzJdx8RWQXMVNVS\nEVkG/BxYPlYxtHZ089TWY2zYV+s3JqEgM4lbLyxmbqEt/m2MMb7Gs3X1cuCQqh7tt/0G4CEAVd0k\nIhkikq+qJ87kw1SVjQfqeGLzMb81EuJjhevOLeTKs/OJi/AFOIwxJhiGlRhEZApQ4ru/qr4xws+6\nGXgswPYpgG+yqPRuG3ViqGxo53dvlXPgeKvf9nOKMrjlwmJy0xJHe2hjjIl6p00MIvKfeL7Ud+MZ\n/QyeNoNhJwYRiQeuB+4cRYwjtqO80S8pZKXEc8sFxSwqybQxCcYYcxrDKTH8LTBHVTtPu+fgVgHb\nVLUmwGuVQJHP86nebQPcfffdfY/LysooKysL+GFXnp3PxgO11LZ0ccWCfK47t4DEeFsz2RgT/dav\nX8/69evP6BjD6a76PPAJVW0dcsehj/EY8IKqPhjgtWuA1ap6rYgsB/6vqg5ofB5pr6TDJ1tJjItl\nSnZkzIBojDHBMKbdVUXkp3iqjKbgGeD2CtBXalDVrw8zKAdQDszoXctBRL7sOYSu9T6/H7gaT3fV\n21X13QDHCbs1n40xJtyNdWL47BDvU1V9aCQfdKYsMRhjzMiN6TiG3mofEVmjqvf1+6A1owvRGGNM\nuBtOR/5AJYe/G+M4jDHGhIlBSwwi8ingFmCGiDzt81IaUB/swIwxxoTGUN1VNwLVQC7wY5/tLcDO\nYAZljDEmdIZqYygXkWNAh6q+Po4xGWOMCaEh2xi8U227RSRjnOIxxhgTYsMZ+dwKvC8if8UzzgAY\n/jgGY4wxkWU4ieEp748xxpgJIKgL9YwlG+BmjDEjN6YD3ETkD6p6k4i8j2dqDD+qes4oYjTGGBPm\nhpoSo0BVq0WkJNDrqloe1MgGxmMlBmOMGaGgr/ksIrlAXSi+oS0xGGPMyI0mMQzaXVVElovIehF5\nSkTOFZEPgA+AEyJy9ZkGa4wxJjwNVZW0FbgLyADWAqtU9R0RmQs8pqrnjl+YVmIwxpjRGNMSAxCn\nqi+p6hPAcVV9B0BV955JkMYYY8LbUInB7fO4vd9rdutujDFRaqiqpB48I50FSAacvS8BSaoaPy4R\nnorHqpKMMWaExnqhntgzD8kYY0ykGc5CPcYYYyYQSwzGGGP8WGIwxhjjxxKDMWZUetzWGSRaDWfa\nbWOMAaCtq4dDtU4O1DqpaeuiKDOJy0tzSIyze8xoYtNuG2OG1Nnt5nC9k4O1TiqbOge8nu2I55q5\nuaQm2n1mOAr6JHqhZInBmPHT7VYqGto5UOukvKGd09UapSbEcu28PLIc4zq8yQyDJQZjzKi5Valq\n6uRArZMP65109QT+/1aYnkhprgOADR829CWNxLgYVs3NZXJa4niFbIbBEoMxZkRUlZOtXRyodXKo\nzkm7yx1wv9yUeEpzHczMcfhVGR1tbOelfXW4vNkhNka4cnYOJVnJ4xK/OT1LDGbCUFWqWzqpae3C\nkRBLdnI8mcnxxMaM6O9/wmpwujhQ62k3aO7sDrhPelIcpbkOZuU6yEoevIroZGsXz++t6UsqAlwy\nM4t5k1KDEboZIUsMJqqpKjVtLg56727bunr8Xo8RyEiKJ9vh+clxxJPliCM9MQ4RSxitnd0crHVy\nsM5JbZsr4D6O+Fhm5SYzKzeFvJT4Yf/emjpcPLu71i/JLC3K4Nwpafa7DzFLDCYq9d3d1jlp7gh8\ndzuUuBghKzmenJR4spNPJY7k+Jio/9LqcPVwuN7TiFzdPLBHEUBCbAwzcpKZleugMD2RmFH+Tpxd\nPTy3t8Yv6Zw1OZWLpmWO+pjmzFliMFGjuaObg3Weqo56Z+C726S4GEqykuno7qHe6aKlsyfgfoNJ\njIshx3EqUWQnx5PliI/4PvmuHjflDR0cqG3jaGNHwB5FsSKUZCUxK9dBcVYycWNUBdfV7ebF/bV+\n3VpnZCdzaWnOmH2GGRlLDCaiObt6OFTnGTx1srUr4D4JscL0bAezcpMpTE/ya1Po6nHT4HRR7/2p\nc7poaHcN2qA6mNSE2FPJwvuTFebtFz1u5VhTBwdqnRypb6d7kP6lUzOSKM11MC07OWgJsMetvHaw\nnoN1zr5tBemJXD0nN+KTbiSyxGAiTme3m8PeZFA1SFVHbIxQkjn6u9t2V49fsqh3umhwuvp60gyH\nABnJcd52i1NVUulJcSGrJlFVjrd0caC2jUN17XR2B06Ak1IT+noUORLGZzZ9VeXt8kZ2Vrf2bct2\nxHPtvDxSximGYHD1uGlo72ZSakKoQxk2SwwmIgynqiNGPHe3s7x3twmxY3unqaq0dvVQ1+aivt1F\nvfffxnbXaQdz+YqNkZBVkbhVcQ0y1iAzOY7S3BRm5SaTkRSaQWeqyntVLbxT0dS3LTUhlmvn5w3Z\nyykcuVXZd7KNLUebUZRPLSogIUJKP5YYTNjqcStHGzv6RtIOVtVRmJ7IrFwH07OTSY4f/zvLHrfS\n1NHdV8Lo/RmsS2c4SUmIZVaug9JcBzmO4fcoCrb9NW2sP1TvNxDumrm55EfAQDhVz9/tOxVNfm1d\ni6eks7Q4I4SRDZ8lBhNWekfSHqxzcriuna6ewFUdeSmeqo4ZOclhO9+Oq8ftSRLtrr52jDrnyNsv\nxlpinKdHUWmug4K0xLBJBv1VNLTz0v66vhuCSBgIV9vWxTvljRzrNz+UIz6W5SUZzM5LCVFkIxOW\niUFEMoBfAgsAN/A5Vd3k8/oKYB1w2LvpKVW9J8BxLDFEAFXlREsXB+uGHkmblewdSRvCqo6x0Nnt\nxh3Cv8vEuJiI6Qp6oqWT5/fW0tF9aiDcipnZzJ0UXl+wrZ3dbDnazL6aNr/t8THCwilpLCxII36M\nqzaDKVwTw2+B11X1NyISBzhUtdnn9RXAP6nq9ac5jiWGMKWq1DlPDTwbrNtoWqKnqmNWjoOclMhp\nvDNjp7HdxbN7avz+RsJlIFxXt5sdVS28V90yYK2JefkpLJmaMW6N92Mp7BKDiKQD21V15hD7rAD+\nWVWvO82xLDGEkS5v1cqxpg4O1jppbA9cB++Ij2Wmd/DUpNSEkP/nN6EXbgPhetzK3pNtbD3WNKCE\nW5KVxPLizIieNTYcE8NCYC2wG1gIbAXWqGq7zz4rgCeBY0Al8E1V3R3gWJYYQsC3MbbO2dXXGDvU\nYLLEuBimZ3vrvc9gJK2JXl3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eX4+ILAUuAz4BfM37GO/+vonCTFBWYjCh1Pvl+Wvgu6q6\nq9/rG4DbAESkDKhVT8NsC5A+jOO+CHxORFK8xygUkbx++/i/UaQAaFfVR/Ekq8UBdkvFM3d/PJ52\ngV7vAB/3Pv6kz/ah4vC1T0Rm+Dz/M551Hc73HmOoY2UADd6kMBdY7ntaPueXgqfK6QXgH4FzfPab\nTYRNoW2Cw0oMJpR672IrgfsDvH438GsReQ/PHf5nvdufAf4oItfj6UkTcKU0Vf2r90vybU/HI1rw\nJBp3gPf0Ohu4V0TcQBfw9wH2+TdgM56ql01Amnf7N4DfichdeL7Am04TR02/4z6Lpy3lsPd9Lu+d\nf4PPHf9gx3oB+IqI7AL2AW/3/314pQHrehvMvTH3ughP+42Z4GzabWPGiIgkq6d3DyJyM/BJVf3o\nCN4/GXhQVa/yPo8BtgEfV9VDwYjZ57MX4Wl4/uxpdzZRz0oMxoyd80TkfjxVNw3A50byZlU9LiIP\neBvYi4C/AE8GOyl45eApCRljJQZjjDH+rPHZGGOMH0sMxhhj/FhiMMYY48cSgzHGGD+WGIwxxvix\nxGCMMcbP/wdNiLFUccs1xAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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sbLjy/uADzzvAJ6f4a2bG8wPUDmxu2nv7+/Y/Sdjbt+0YGxsOEY2NedI40gRR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\nunhQ9bp95u5dZ9XAsmDiwpBBcQElcIxHj9yjg4FUrfZy1FGMjLXV8gg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Kw3gQZj7mFOpo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MfgDwLXrrUnsQGhrZK9cy+AEmzj4ylDOuRh/JqxVp8h4SgHFXVRgXD8NiXrgp6cDgYCsyUqxkMb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\n", + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -944,9 +896,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -969,32 +919,30 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.7" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/solutions/chap08soln.ipynb b/solutions/chap08soln.ipynb index 3f162463c..f67a291d8 100644 --- a/solutions/chap08soln.ipynb +++ b/solutions/chap08soln.ipynb @@ -16,9 +16,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function, division\n", @@ -50,9 +48,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def RMSE(estimates, actual):\n", @@ -78,17 +74,15 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Experiment 1\n", - "rmse xbar 0.387479370608\n", - "rmse median 0.471712803818\n" + "rmse xbar 0.3666916796469523\n", + "rmse median 0.4440447654801178\n" ] } ], @@ -137,9 +131,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def MeanError(estimates, actual):\n", @@ -164,16 +156,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "mean error biased -0.145102935893\n", - "mean error unbiased -0.0026200918753\n" + "mean error biased -0.11357007322862302\n", + "mean error unbiased 0.03416824789993983\n" ] } ], @@ -216,9 +206,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def SimulateSample(mu=90, sigma=7.5, n=9, iters=1000):\n", @@ -242,18 +230,18 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -274,14 +262,12 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "89.922752764882361" + "89.9861531227758" ] }, "execution_count": 8, @@ -303,14 +289,12 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(85.879315939948214, 93.961142887996857)" + "(85.67721360886706, 94.03550577193234)" ] }, "execution_count": 9, @@ -333,14 +317,12 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2.4348895414845479" + "2.4985255047938177" ] }, "execution_count": 10, @@ -372,18 +354,16 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "rmse L 1.16426748911\n", - "rmse Lm 1.90357268822\n", - "mean error L 0.368284042683\n", - "mean error Lm 0.569552609167\n" + "rmse L 1.0991868744984798\n", + "rmse Lm 1.4874648694733599\n", + "mean error L 0.32089631663544593\n", + "mean error Lm 0.35349315821339045\n" ] } ], @@ -435,17 +415,15 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Experiment 1\n", - "mean error xbar -0.000173418850001\n", - "mean error median 0.00026603865987\n" + "mean error xbar 0.0005094416922616375\n", + "mean error median 0.0008580279056516486\n" ] } ], @@ -480,17 +458,15 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Experiment 2\n", - "RMSE biased 0.516531113516\n", - "RMSE unbiased 0.578781640442\n" + "RMSE biased 0.5135938607123939\n", + "RMSE unbiased 0.5763054869567986\n" ] } ], @@ -525,9 +501,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -554,22 +528,20 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "standard error 0.761173989719\n", - "confidence interval (1.2585319334734288, 3.6101017109792357)\n" + "standard error 0.825791904537049\n", + "confidence interval (1.311259184670713, 3.7054533946140884)\n" ] }, { "data": { "text/plain": [ - "0.76117398971850647" + "0.825791904537049" ] }, "execution_count": 15, @@ -578,12 +550,14 @@ }, { "data": { - "image/png": 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HSURkd6kYyC5buvInX/u4LpoCWiRTqRjILomdh+gvN57tKImIpIKKgeySe58Z7Wt3zGvm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\nAAAASUVORK5CYII=\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -629,9 +603,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -668,10 +640,8 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 17, + "metadata": {}, "outputs": [], "source": [ "def SimulateGame(lam):\n", @@ -696,27 +666,27 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Experiment 4\n", - "rmse L 1.4137499779\n", - "mean error L 0.001003\n" + "rmse L 1.4126517617587144\n", + "mean error L -0.001049\n" ] }, { "data": { - "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -748,9 +718,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -771,32 +739,30 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.7" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/solutions/chap09soln.ipynb b/solutions/chap09soln.ipynb index 819f8f788..ee0e3c0a8 100644 --- a/solutions/chap09soln.ipynb +++ b/solutions/chap09soln.ipynb @@ -16,9 +16,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function, division\n", @@ -50,9 +48,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "class HypothesisTest(object):\n", @@ -89,9 +85,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "class CoinTest(HypothesisTest):\n", @@ -120,14 +114,12 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.074" + "0.045" ] }, "execution_count": 4, @@ -153,9 +145,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "class DiffMeansPermute(thinkstats2.HypothesisTest):\n", @@ -186,9 +176,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import first\n", @@ -207,14 +195,12 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.166" + "0.189" ] }, "execution_count": 7, @@ -238,18 +224,18 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -269,9 +255,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "class DiffMeansOneSided(DiffMeansPermute):\n", @@ -292,14 +276,12 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.071" + "0.085" ] }, "execution_count": 10, @@ -332,9 +314,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "class DiffStdPermute(DiffMeansPermute):\n", @@ -348,14 +328,12 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.083" + "0.089" ] }, "execution_count": 12, @@ -388,9 +366,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "class CorrelationPermute(thinkstats2.HypothesisTest):\n", @@ -416,9 +392,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -453,14 +427,12 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.068833970354109084, 0.041357077878216401)" + "(0.06883397035410908, 0.03563281248793086)" ] }, "execution_count": 15, @@ -484,9 +456,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "class DiceTest(thinkstats2.HypothesisTest):\n", @@ -517,14 +487,12 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.1302" + "0.1292" ] }, "execution_count": 17, @@ -551,9 +519,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "class DiceChiTest(DiceTest):\n", @@ -576,14 +542,12 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.0418" + "0.0415" ] }, "execution_count": 19, @@ -599,9 +563,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "Taking this result at face value, we might consider the data statistically significant, but considering the results of both tests, I would not draw any strong conclusions." ] @@ -616,9 +578,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "class PregLengthTest(thinkstats2.HypothesisTest):\n", @@ -660,17 +620,15 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "p-value = 0.0\n", - "actual = 101.501414829\n", - "ts max = 26.754264616\n" + "actual = 101.50141482893264\n", + "ts max = 26.83921472143575\n" ] } ], @@ -695,9 +653,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def FalseNegRate(data, num_runs=1000):\n", @@ -725,14 +681,12 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.701" + "0.691" ] }, "execution_count": 23, @@ -773,9 +727,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -817,21 +769,19 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "9148\t0.17\t0.00\t0.00\t0.00\n", - "4574\t0.09\t0.06\t0.00\t0.00\n", - "2287\t0.93\t0.00\t0.00\t0.00\n", - "1143\t0.35\t0.82\t0.03\t0.00\n", - "571\t0.11\t0.41\t0.47\t0.00\n", - "285\t0.32\t0.76\t0.55\t0.23\n", - "142\t0.13\t0.55\t0.52\t0.04\n" + "9148\t0.16\t0.00\t0.00\t0.00\n", + "4574\t0.24\t0.00\t0.00\t0.00\n", + "2287\t0.80\t0.15\t0.00\t0.00\n", + "1143\t0.64\t0.03\t0.00\t0.00\n", + "571\t0.36\t0.78\t0.88\t0.03\n", + "285\t0.71\t0.03\t0.53\t0.05\n", + "142\t0.12\t0.62\t0.54\t0.07\n" ] } ], @@ -848,9 +798,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -892,9 +840,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -916,9 +862,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -950,9 +894,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -960,14 +902,14 @@ "text": [ "\n", "diff means resample preglength\n", - "p-value = 0.1638\n", - "actual = 0.0780372667775\n", - "ts max = 0.214769744092\n", + "p-value = 0.1674\n", + "actual = 0.07803726677754952\n", + "ts max = 0.21393028325881147\n", "\n", "diff means resample birthweight\n", - "p-value = 0.0\n", - "actual = 0.124761184535\n", - "ts max = 0.106289293414\n" + "p-value = 0.0003\n", + "actual = 0.12476118453549034\n", + "ts max = 0.1335955672457132\n" ] } ], @@ -980,9 +922,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -999,23 +939,23 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.7" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/solutions/chap10soln.ipynb b/solutions/chap10soln.ipynb index 08f7ac47d..1526065dc 100644 --- a/solutions/chap10soln.ipynb +++ b/solutions/chap10soln.ipynb @@ -16,9 +16,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function, division\n", @@ -45,9 +43,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import first\n", @@ -69,9 +65,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from thinkstats2 import Mean, MeanVar, Var, Std, Cov\n", @@ -98,14 +92,12 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(6.8303969733110526, 0.017453851471802756)" + "(6.8303969733110526, 0.017453851471802753)" ] }, "execution_count": 4, @@ -130,9 +122,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -161,14 +151,12 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.17453851471802756" + "0.17453851471802753" ] }, "execution_count": 6, @@ -192,9 +180,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def FitLine(xs, inter, slope):\n", @@ -215,9 +201,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "fit_xs, fit_ys = FitLine(ages, inter, slope)" @@ -235,18 +219,18 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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xcRnG9XUfdjQ4KGOymxdMd3Mq5cioet17OJ5XGg1HTzHnOpHDk27SRL/bzN4C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\ngg==\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -274,9 +258,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def Residuals(xs, ys, inter, slope):\n", @@ -298,9 +280,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "live['residual'] = Residuals(ages, weights, inter, slope)" @@ -320,9 +300,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -365,9 +343,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "cdfs = [thinkstats2.Cdf(group.residual) for _, group in groups][1:-1]" @@ -385,9 +361,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def PlotPercentiles(age_means, cdfs):\n", @@ -410,18 +384,18 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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TVRURBXC//Z8XVT2Dc2rvueObgDvc54dx7v1hjDGmQEy0xfFj96yqKvfMpmeB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\n+S1A5AXgv6nqtgnMez/Qo6r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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -447,9 +421,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def SampleRows(df, nrows, replace=False):\n", @@ -487,9 +459,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def SamplingDistributions(live, iters=101):\n", @@ -517,9 +487,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "inters, slopes = SamplingDistributions(live, iters=1001)" @@ -537,9 +505,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def Summarize(estimates, actual=None):\n", @@ -562,15 +528,13 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "mean, SE, CI 6.82902330267 0.0704099872199 (6.7111715080534804, 6.9409762759895068)\n" + "mean, SE, CI 6.829185459088737 0.06767011520211424 (6.716748354462339, 6.941896381986979)\n" ] } ], @@ -590,15 +554,13 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "mean, SE, CI 0.0175060534792 0.00281785466975 (0.013019789706016532, 0.022194850584772059)\n" + "mean, SE, CI 0.017480239500445995 0.002670358753454292 (0.013028573267487135, 0.022022292160010386)\n" ] } ], @@ -618,15 +580,13 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "mean, SE, CI 7.26542410517 0.0143249535822 (7.2419437375525559, 7.2883173821641956)\n" + "mean, SE, CI 7.265321586634211 0.014517304608097607 (7.240851128568267, 7.2885870767869)\n" ] } ], @@ -653,18 +613,18 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Uvz8+Z9IqSLrlphUDF4JhZpqVNG9cGJxFYZwgxC2xG41GsAwODw/Z2dmh0Wjw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\nQFXfB6yKyF0prisVRCQUuLkoOI6zyKQ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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -690,9 +650,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def PlotConfidenceIntervals(xs, inters, slopes, percent=90, **options):\n", @@ -719,18 +677,18 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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F5gqGh4eLdloTkfqr+R2DmfUDDwNXuft69rlbyDT6uc3M3gO8KHuMAfvu/ow8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\ndgb4/TyvXwbeZ2b/QuY3/Jd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+ "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -765,9 +723,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def CoefDetermination(ys, res):\n", @@ -784,14 +740,12 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.0047381154747102583" + "0.004738115474710258" ] }, "execution_count": 27, @@ -818,16 +772,14 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "rho 0.0688339703541\n", - "R 0.0688339703541\n" + "rho 0.06883397035410908\n", + "R 0.06883397035410828\n" ] } ], @@ -848,16 +800,14 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Std(ys) 1.40821553384\n", - "Std(res) 1.40487542879\n" + "Std(ys) 1.4082155338406197\n", + "Std(res) 1.4048754287857832\n" ] } ], @@ -878,9 +828,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -916,9 +864,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "class SlopeTest(thinkstats2.HypothesisTest):\n", @@ -951,9 +897,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -984,14 +928,12 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.017453851471802756, 0.0082331589438805076)" + "(0.017453851471802753, 0.009339357664930548)" ] }, "execution_count": 33, @@ -1015,9 +957,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "sampling_cdf = thinkstats2.Cdf(slopes)" @@ -1037,18 +977,18 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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vMJO3ZOFpLCAXjKewdeLsRUO5Uwf+OQTa2YvG/opL2jNZmMlbstgsIvc5nxSR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\n", 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bb6332JSU+j/svF/n+Lb3FPLGGCoqKhqN19+1HT9ffVPKhzNjDDsPHPWUzxrYycFootdv399YZ1+0TEYYiGZXPeVEd7idO3fStm1brr32Wlq2bMmsWbM8CSIjI4MjR44wd+5crrjiihM677Zt2/jiiy8YOXIks2fPZsyYMSccW5s2bUhNTeXLL79kxIgRvPHGG36PGzt2LC+99BLXX389e/fuZdGiRXXuSvbt20dCQgKXX3453bt358YbbwQgNTWVkpKSgGOaM2cO06ZNY86cOYwc6ZoO4/gU8hMnTuSdd96hsrKy0XOPHTuW119/nYcffpjFixeTkZHR4N1PuFu02toD7cKhXRyKJHpV+k4sBTw4zp6JDyNVs0saTlizZg33338/MTExxMfH88ILL5CWlsaUKVPIyckhKyuLoUOHnvB5+/Tpw6uvvsqPf/xjevbsyU9/+tOTiu+VV15hypQppKSkkJeX56k+83bppZeycOFCcnJy6NWrF2eccUadY3bs2MFNN93kuSN49NFHAVcj9k9+8hOSk5MDqm4qLy9n+PDh1NTUMHv2bACmTJnChAkTGDZsGGeffbbnTmXAgAHExcUxcOBAbrzxRgYPHuw5zyOPPMJNN93EgAEDaNGiBa+++uqJ/3DCyCc+VVNdT9G11EPtrW+sA/nuObMbLRP1Y9KbTo0epgoKCrjwwgs9jc5NceTIEU9vpMcee4xdu3bx9NNPN/m8kS7cpkb3nvp83OBMfnx+3ybHFW2a+nvwnfa8OQ3kC9bU6JpCo8D8+fN59NFHqaqqomvXrsyaNcvpkJSPsgprm8vovqc6FEn0MsZYEsa4Pu2cCyaMadIIU1lZWUG5ywBXT6aGejMp5731RYGl3LdzG0fiiGav51u7O4/ISnMokvDWbHpPRVo1m3JWuL1f5n5mXR9FR3+HljGG9buPWPYlxun4GH+aRdJISkpi//79YfdBoMKTMYb9+/eTlBQeK9+Vllurpm4+t/nUo0eKzfussy1codOF1KtZVE9lZmZSWFhIUVGR06GoCJGUlERmZqbTYQCwaI21q+147Wobcq9+td1SHty5bg9D5dIskkZ8fDzZ2dlOh6HUSXnlQ/umvlGNM8ZQ41VJkdEywblgIkCzqJ5SKlJV+wwmG9m7vUORRK8Dx6wrI04ZpXd6DdGkoZSD7n3ZOhjyrotzHIoken259aClrIP5GqZJQykHFe4/ainHx+mfZKh97pM0VMP0HaqUQ46UWqtFbh2nvaZCzbfH5Rk90h2KJHJo0lDKIWt+OGApn5+rdemh9tqyQkv5v3q0dSiSyKFJQymHvPhe7brrXdrp5IRO+H6vtXowWRe8apStSUNEzhORDSKySUTqLBknIl1EZJGIrBSR1SJygZ3xKBVOvKunWqfoqnChVuXTc23iEB3QFwjbkoaIxALPAecDfYFJIuI7beevgH8YYwYDVwPP2xWPUuHkaJlPN88fNa9ZmiOBb1fbgZ10QF8g7LzTGAZsMsZsMcZUAG8AE3yOMcDxVXNaAztRKgpc/z+LLGVd1jX0Vu887HQIEcnODsmdAO+x+YXAcJ9jHgE+FJE7gBTgHBvjUSos+FaLKGcs3rjfs52u1YMBs/NOw980nb4zCk4CZhljMoELgP8TkToxichUEckXkXydX0pFunXbrOMCnr/tvxyKJLp597bN6Ri5ywSHmp1JoxDo7FXOpG710y3APwCMMV8ASUCG74mMMTONMbnGmNx27XRhFBXZfjdnpaXcPi3ZoUiiV43P+IxR3XT9kkDZmTSWAz1FJFtEEnA1dM/zOWYbcDaAiPTBlTT0VkI1a9U1tdVTp7Zp4WAk0ev7Pda1M1ISdOqQQNmWNIwxVcDtwAfAely9pNaKyAwRudh92M+BKSLyDTAbuNHoohiqGTt8rMJSfuiqwQ5FEt0+3Xyg8YOUX7amV2PMAmCBz77pXtvrgNF2xqBUOPl07W5LuWNb7TXlBO/qqW4Zerd3InREuFIh9NePdO2McLDtYJlne3Cmjs84EZo0lAqhTK/xGKf30E4dTvCtAe/YOtGhSCKTJg2lQsh7KvSJY7o5GEn0KquyjpM5JVWTxonQpKGUQ1qn6LKiTvhut7XnVIz4G1Km6qNJQ6kQOVBSbim3banfcJ2wseho4wepemnSUCpEvtm631KOjdU/Pyes31Pi2e7RTntOnSh91yoVIuu367Ki4aCiqrYhvO+puo7JidKkoVSIrC6oHVCmPaecsdenirDPqS0diiRyadJQKkSKDpV6tkf3ae9gJNFrjc906KmJOn3IidKkoVQI7C0utZT7dNYJ8pyw/Idiz3ZqYiyiPadOmCYNpULgN7NXWMqn6My2IVdjDCXl1Z7yQB0JflI0aSgVArsPHvNst9Guto744YD1bu/0zpo0ToYmDaVsdqy8ylL+5USd2dYJxaXWNcF1JPjJ0aShlM0Wr7GuPZbdXrt5OuGLrbVdnvtqr6mTpklDKZtt2W3tsaONr87YUVw7s+2RiuoGjlQN0aShlM3Wb6/tsTOs1ykORqKOG9OtrdMhRCxNGkrZzLsRvGdHbXwNBx10OvSTpklDqRDq20XHZzih0GecTOukeIciiXyaNJSyUU2NdcGfDm10gjwn/O8X2y3l2BhtVzpZmjSUstHqAuvMtq1a6DdcJ3gvvJQQpwmjKTRpKGWjWR9/bylrz6nQ813e9bqhmQ5F0jxo0lDKRkWHa7t5ZrRKcjCS6LXHZ2bbzDY6hUtTaNJQykZlFbWjwS8ZkeVcIFFsy/5jlnKCLn7VJPrTU8omvo3gPbS7rSO855xKTYx1MJLmQZOGUjb5evM+S1mnD3GG98JL3dulOBhJ86BJQymbbNx5yFKO02oRR+wtqfBs99Ck0WT6LlbKJh+uLPRsZ+ldhiNKfeaY6p6h42SaSpOGUjY5fKz2G25OV53ryAkFB6yN4K10JHiTadJQygbevaYAxg3RsQFOWLSxdnClDgIPDk0aStmgcN9RS7ljW61Ld0JKQm1vqVNb6SSFwaBJQykbPPXOGqdDUMD3e2uTd26XNAcjaT5sTRoicp6IbBCRTSIyrZ5jJorIOhFZKyJ/tzMepULFezr0lslajx4O2uvyrkERZ9eJRSQWeA44FygElovIPGPMOq9jegIPAqONMQdFRFeoURFv6brdlvLDVw1xKBLlrW2KJu9gsPNOYxiwyRizxRhTAbwBTPA5ZgrwnDHmIIAxZq+N8SgVEn9fvNFS1pHgzth+0LqGRstE274jRxU7k0YnwHsS+0L3Pm+9gF4i8pmIfCki5/k7kYhMFZF8EckvKiqyKVylgmOP14I/uuiSc77YetBSjtEZhoPCzqTh7zdkfMpxQE8gD5gEvCwidVqrjDEzjTG5xpjcdu3aBT1QpYKlwmvdBoDJeT0dikR5z27bKU1nGA4WO5NGIdDZq5wJ7PRzzDvGmEpjzFZgA64kolREWra52FLunak9dpyy+3Bt0ujdvqWDkTQvdiaN5UBPEckWkQTgamCezzFvA2cCiEgGruqqLTbGpJStvt91xOkQFFDjs/BST51zKmhsSxrGmCrgduADYD3wD2PMWhGZISIXuw/7ANgvIuuARcD9xpj9/s+oVPjbtq920aUzB3R0MJLoVlJhTRpaPRU8tnYnMMYsABb47JvutW2Ae93/lIp4+0rKSUlx/VnpfFPO2VlShfd3Ym0EDx4dEa6UTfp01p5TTlmxu7Y9Iz5WE0YwadJQKki27rXOqNqutVaJOKW0qrZ6qoP+HoJKk4ZSQfLf8zdbyqJVIo4p90oaZ/RIdzCS5keThlI26N6hldMhRK0qn7XZO+jstkGlSUMpG/zi8kFOhxC1fjhkXcukVZJOHxJMmjSUCoLySutI8HSdUdUxO49Yk4ZWEwaXJg2lgmDjbuugPv2gcs63RbXL7OrCS8HXYNIQkVle2zfYHo1SEWrdDh0JHi6qvW76BnTStqVga+xOY6DX9l12BqJUJPtswwHPts435Rzf6UNyOqQ6FEnz1VjS8J2VVinlR7VXj52hvXQtMaeUVlo/stqmJDgUSfPVWLeCTBF5Btc058e3PYwxd9oWmVIRorra2gg+qnd7hyJR+0qrnQ6h2WssadzvtZ1vZyBKRaqdB60jwU9JS3YoErX5YKVnW6cPsUeDScMY82qoAlEqUm0oLG78IBUS6/bVJo2ubTV526HRLrcicoOIfC0iR93/8kXk+lAEp1Qk+PK72qXtkxNiHYxEeTtNF16yRYN3Gu7kcDeuqcu/xtW2MQR4QkQwxrxmf4hKhbeVW/Z5tnt31A8qpxSXVlrKgzq1diiS5q2xO43bgEuNMYuMMYeMMcXGmIXA5e7HlIpqR8usH1Rj++jkeE7ZdqDUUm6hd322aCxptDLGFPjudO/TUTMq6m3YcchS7tG+hUORqM37jnq2E+O0EdwujSWN0pN8TKmosL1Ipw8JF9/uKvFsd0jRuwy7NNblto+IrPazX4BuNsSjVESZ82ntGhqDumodupPKvCaNbK9JwzaNJY2BQHtgu8/+rsBOWyJSKkLU1BjKK2sHkyUl6Pyf4SI7Ld7pEJqtxt7lTwGHjTE/eP8DjrkfUypq7Sm21tBeOFhHgjvlkE/PqbQkTeB2aewnm2WMqVM9ZYzJB7JsiUipCLHNpz0jLUW/3TplU9FRSzkuRtuW7NJY0mhoRXYdbqmi2g9FtQ2vmTr62FG+YzSUfRpLGstFZIrvThG5BVhhT0hKRYZVW/Z7tmP1m62jFn5f+7vo0FIbwe3UWEP43cBbIjKZ2iSRCyQAl9oZmFLhznvOqT6ddCR4uOjSStcEt1NjExbuAUaJyJlAf/fu+e5R4Uoptx6npjgdQtTybQTvk6FraNgpoJRsjFkELLI5FqUixl6fnlPddSS4Y9buLrGUW2rXZ1vpT1epk/DxqkJLOT5W/5Scsm5XbS+2lARtW7KbvtOVOglrfjjo2U5J0q62Ttq6v3YRrK7anmE7TRpKnYTvd9Q2gufldHAwkujm256Rc0qiQ5FED1uThoicJyIbRGSTiExr4LgrRMSISK6d8ShlhxGn6Uhwp2w7aG1batdCu9vazbakISKxwHPA+UBfYJKI9PVzXCpwJ/CVXbEoFUxV1TWWcvcOukqAU77dWdsInhSnFSehYOdPeRiwyRizxRhTAbwBTPBz3G+BPwJlNsaiVNAs31hkKSfG67dbp3hPh57ZpqEJLFSw2Jk0OmGdHbfQvc9DRAYDnY0x79oYh1JB9dJ7650OQQEVVdY7vtM7pzkUSXSxM2n46/tmPA+KxOCaKffnjZ5IZKqI5ItIflFRUWOHK2WrktIKz3a/Lm0djCS6zVuz21Luc6qOyg8FO5NGIdDZq5yJdQ2OVFyjzBeLSAEwApjnrzHcGDPTGJNrjMlt166djSErdWKuGJ3tdAhRa2XhYUtZx8qEhp0/5eVATxHJFpEE4Gpg3vEHjTGHjDEZxpgsY0wW8CVwsXvadaXC0tEyaxfPvl3aOBSJ8nZu7wynQ4gatiUNY0wVcDvwAbAe+IcxZq2IzBCRi+16XaXslO/TCB6n324d4duekdtF2zNCxdbhk8aYBcACn33T6zk2z85YlAqGZRu1TS0cLN1ywFJumagjwUNFvyYpdQL2eA0m652p326d8p8N+5wOIWpp0lDqBOzYX7us6LBepzgYSfQyxljKQzq3diiS6KRJQ6kAVVXXUFFV7SlntU91MJrotWL7IUv5nNO0ETyUNGkoFaCvN1urRLR6yhlb9h2zlFsn6yzDoaRJQ6kAzf1si6Ws04c4Y++Rcs92j3a6+FWoadJQKkA/7K1d7KdHB61Hd8quQ7VJo2c7HQUeapo0lAqQ9+y25+d2buBIZZfqGmsjeNe2yQ5FEr00aSh1Evp01pHgTvBdPyMzTWe2DTVNGkoFYE+x9cMqPVVXiHPCDp/fg4iuCR5qmjSUCsCqLdaeUzp9iDOW/VC7zG56ivaacoK+85UKwKLVtRM0t2qR4GAk0W3/0doJI7u00fYMJ2jSUCoAG3fWDijLydI1NJxQcMA6PuN0naTQEZo0lGpEWUWVpTxheJYzgUS5L7cetJSz03WMhhM0aSjViA9XFlrK3Tu0ciiS6LbvaO2KiZ07CG+xAAASOklEQVR1PXDHaNJQqhGv/ud7p0NQWAf15XTUxO0UTRpKNcB3RtWhPXW54XCgVVPO0aShVAMK9pRYylPO6+NQJNHNdyR4u5bag80pmjSUaoD3+hkA6alal+6EIq9JCgHidZyMY/Qnr1QD/rZ4k2c7u73Woztlb0lF4wepkNCkoVQDig7VTlvROkWrRJyyeGPtiPwuOkmhozRpKBWgcwd3cjqEqLXH607Dt3OCCi1NGkrVw/fDqX8XHQkeDkZ309+DkzRpKFWPw8cqLeWUpDiHIolu5V7rsgP0aJfiUCQKNGkoVa+CvdbutjoNtzO2HyyzlJN1mV1HadJQqh4bdhQ3fpCy3QavZXaV8zRpKFWP1VsPeLZPy9QZVZ3y+ZbaiQp1zinnadJQqh7rt9d+WHVK13r0cDCkc2unQ4h6mjSU8uNYuXU6dJ1zyhm+y7ue3lnv+JymSUMpP+7/65eWcm4PTRpO+NxnDY3YGO2M4DRNGkr5MMaw+6B1lbgY/bByxKrCw57tti10TfBwoElDKR8rt+y3lB+8crBDkUQ335ltT++i7RnhwNakISLnicgGEdkkItP8PH6viKwTkdUi8h8R6WpnPEoF4vdzvraUc7U9wxGvLdtuKQ/v2sahSJQ325KGiMQCzwHnA32BSSLS1+ewlUCuMWYAMBf4o13xKBWIikrr6OMu7VIdikRtKrJWESYn6KC+cGDnncYwYJMxZosxpgJ4A5jgfYAxZpEx5vg740sg08Z4lGrU218VWMpP3jzcmUCUxeShOllkuLAzaXQCvO8vC9376nML8J6/B0Rkqojki0h+UVFREENUymrXAeu321hd7McR+49a18/oqfNNhQ07/yL8dTfxO6exiFwL5AJP+HvcGDPTGJNrjMlt107rl5V9lny7y7P9oyGdHYwkum0qsq6YqCv1hQ87p+0sBLz/6jKBnb4Hicg5wEPAGcaYct/HlQqV4qPWt9+wXvoFxSnLt9XO+6W9ncOLnel7OdBTRLJFJAG4GpjnfYCIDAZeAi42xuy1MRalGnXnS59bygOz0x2KJLoZY9h1qDaBn95FR4GHE9uShjGmCrgd+ABYD/zDGLNWRGaIyMXuw54AWgJvisgqEZlXz+mUst3RMuv6GToVujP2+bRnDNXxGWHF1lVljDELgAU++6Z7bZ9j5+srFahDPh9Uz/5kjEORqL/n77CUO6XpmuDhRFuXlAI+WGkdSHZqG/2gcsrekorGD1KO0aShFPCvzwssZa2acsZhnyrCKwd3cCgSVR9NGkoBlV7rUI8brGNMnfK35daqqUGZ2p4RbjRpqKhnjHX40AVDuzgUidpRXNb4QcpRmjRU1NtWZF2DulNbHX3shKrqGkv5mlydOiQcadJQUe+9FdZGcF07wxmrdhy2lHu3b+lQJKohmjRU1PtkTe3UIbEx+ifhlLe+2W0p6yp94Un/QlTUq/BqBL9sVLaDkUSvMp8p6Xu0a+FQJKoxmjRUVPNtBB+u8005YuZnP1jKVw7u6FAkqjGaNFRUW7Fpn6Wc1V4XXQo1Ywx7fAb0tUy0dbIK1QSaNFRUm/n+ektZB/WF3oJ11rlKbxiu42TCmSYNFdX2l9SOC0hLSXQwkuj1+ZaDlnKvU7TXVDjTpKGi1tJ11t46t4zr7VAk0cu3TemsXjodfbjTpKGi1lNvr7aUR/Y+xaFIotev3t1gKZ/RQ5NGuNOkoaKS71ToI3q31/aMEFu/u6TOvjhd1jXs6W9IRaX//dj6DffnlwxwKJLo5Ts54S/O6e5QJOpEaNJQUenTtbssZZ06JLSOlFdZykO7ptE6Od6haNSJ0KShos5z89dayvdMyHEokuj16IebLOUJOe0dikSdKB1Bo6LKkdJKFn5jrRYZ008X+gmViqoa/m95YZ392p4UOTRpqKhyw1OLLOV7L9W2jFD6zXvf19n32wtPcyASdbK0ekpFjaM+S4kCjO5zqgORRKcdxaV19p19WgYxepcRUfROQ0WN6//Hepfxt5+f5VAk0en5T62TEt48sjPdM3TBq0ijdxoqKrzzZUGdfck6KV7IVPisytc6OU4TRoTSvxrV7NXUGF5baK1Lf/YnYxyKJvrsKSnnmcVbLfsmDtGpzyOVJg3VrB0tq6xTLTWyd3s6tNVFfkIhf1txnRX5ALL05x+xtHpKNVvGmDoJA+C+ywY6EE30Wb3jsN+E8cC5OvI7kumdhmq2rnj0ozr7tPE7NH44cIw5X++ss/93F56mYzIinCYN1eyUV1ZzzRP/qbP/jV+cQ3yc3lzb7XBZJTM/21ZnvyaM5kGThmpW9h0u48fPLqmz/4mbR2jCCIHqGsPjH22us//3F+laJc2FJg3VLBwrr+Lmpz+hsqq6zmMPXTWEbqe2ciCq6LHzUBnPLSnw+5gmjObF1qQhIucBTwOxwMvGmMd8Hk8EXgNOB/YDVxljCuyMSTUfRYdKmb98G/9e9kO9x/zljjNom6rLuNpl3e4SXveZ4tzb73SKkGbHtqQhIrHAc8C5QCGwXETmGWPWeR12C3DQGNNDRK4GHgeusismFTlqagyF+49algPdeeAYpeVVdWaprc+cB87RRX1scOBYBct+KObTTQcaPO43F/TSNoxmyM47jWHAJmPMFgAReQOYAHgnjQnAI+7tucCzIiLGd+Fg1WwdKCnn9cUb2bH/KAAbdx5q0vlSkxN4aspI2rTUu4tgWLPzMF8VFLN1/7GAn3Pf2d1p00LXxmiu7EwanYDtXuVCYHh9xxhjqkTkEJAO7LMxLhVG3svfxuI1dbtmnqi8nI5MzuupVVFBVFldw1vf7Ka8qqbRY087JYXrhmXqnUUUsDNp+Hv3+N5BBHIMIjIVmArQpUuXpkemwsaBI+WNHtO5XUvP9vaiI+T2aEe71slcOaYbrVMS7AwvqpVX1TSYMOJjheFZbTivTztNFlHEzqRRCHT2KmcCvl8pjx9TKCJxQGugTkWpMWYmMBMgNzdXq66akTP6d6Dbqa3YtOsQOV3bkpmRQnJiHB3atCA2RvTDyEGJcTFc1L89h8uqOFpRxdCuabRPTSRGhFhdHjdq2Zk0lgM9RSQb2AFcDVzjc8w84AbgC+AKYKG2Z0SXAdnpDMhOdzqMJuvRo4fTIQRdfGwMI7LbOB3GCWmOv4dwY1vScLdR3A58gKvL7V+NMWtFZAaQb4yZB7wC/J+IbMJ1h3G1XfEopZRqOlvHaRhjFgALfPZN99ouA660MwallFLBo53YlVJKBUyThlJKqYBp0lBKKRUwTRpKKaUCpklDKaVUwCTShkWISAmwwek4bJRB855GpTlfX3O+NtDri3SnGWNSm3qSSFxPY4MxJtfpIOwiIvl6fZGpOV8b6PVFOhHJD8Z5tHpKKaVUwDRpKKWUClgkJo2ZTgdgM72+yNWcrw30+iJdUK4v4hrClVJKOScS7zSUUko5JCyThoi0FZGPRGSj+3+/8zOLyA3uYzaKyA1e+98XkW9EZK2IvOherzxsNOX6RKSFiMwXke/c1/dYaKNvXBB+f78Xke0iciR0UTdMRM4TkQ0isklEpvl5PFFE5rgf/0pEsrwee9C9f4OI/CiUcQfqZK9PRNJFZJGIHBGRZ0Mdd6CacH3nisgKEVnj/v+sUMceiCZc3zARWeX+942IXNroixljwu4f8Edgmnt7GvC4n2PaAlvc/7dxb7dxP9bK/b8A/wSudvqagnV9QAvgTPcxCcCnwPlOX1OQf38jgA7AEaevxR1PLLAZ6Ob+mX8D9PU55jbgRff21cAc93Zf9/GJQLb7PLFOX1MQry8FGAP8BHjW6Wux4foGAx3d2/2BHU5fT5CvrwUQ597uAOw9Xq7vX1jeaQATgFfd268Cl/g55kfAR8aYA8aYg8BHwHkAxpjD7mPicP0Qw63h5qSvzxhzzBizCMAYUwF8jWtVxHDS1N/fl8aYXSGJNDDDgE3GmC3un/kbuK7Rm/c1zwXOFteygxOAN4wx5caYrcAm9/nCyUlfnzHmqDFmKVAWunBPWFOub6Ux5viKo2uBJBEJt4Xom3J9x4wxVe79SQTwWRmuSaP98Q8N9/+n+DmmE7Ddq1zo3geAiHyAK2uW4PohhZMmXx+AiKQBFwH/sSnOkxWU6wsjgcTqOcb9R3gISA/wuU5ryvVFgmBd3+XASmNM4wvbh1aTrk9EhovIWmAN8BOvJOKXYyPCReRj4FQ/Dz0U6Cn87PNkSWPMj0QkCXgdOAvXN9mQsfv63GuqzwaeMcZsOfEIm8bu6wszgcRa3zGRcJ1Nub5I0OTrE5F+wOPAuCDGFSxNuj5jzFdAPxHpA7wqIu8Z1wJ5fjmWNIwx59T3mIjsEZEOxphdInK8ns1XIZDnVc4EFvu8RpmIzMN1axbSpBGC65sJbDTG/CkI4Z6wUPz+wkgh0NmrnAnsrOeYQndCb41rCeNAnuu0plxfJGjS9YlIJvAWcL0xZrP94Z6woPz+jDHrReQorrabeqccCdfqqXnA8d40NwDv+DnmA2CciLRx984ZB3wgIi3dH1THv41fAHwXgphPxElfH4CI/A7XL/3uEMR6Mpp0fWFoOdBTRLJFJAFXQ+I8n2O8r/kKYKFxtS7OA652917JBnoCy0IUd6Cacn2R4KSvz10FPB940BjzWcgiPjFNub5s9+ckItIVOA0oaPDVnG75r6c3QDquevqN7v/buvfnAi97HXczrobFTcBN7n3t3T/E1bgarv5MI70BIuz6MnHdVq4HVrn/3er0NQXr+tz7/4jrm1GN+/9HwuCaLgC+x9VL5SH3vhnAxe7tJOBN97UsA7p5Pfch9/M2EGY93YJ0fQW4vrUecf+++oY6fruuD/gVcNTrb20VcIrT1xPE67vO/Tm5Clenmksaey0dEa6UUipg4Vo9pZRSKgxp0lBKKRUwTRpKKaUCpklDKaVUwDRpKKWUCpgmDRXRRGSxiNi6rrOIXCIi093bj4jIfcF4bRF5SURGByvORl4rR0RmheK1VPOmSUOpxv0CeN6G8w4HvrThvBYiEmeMWQNkikgXu19PNW+aNFREEJEUca0j8o2IfCsiV/k5ZpJ73YNvReRxr/1HROS/ReRrEfmPiLRz7+8urrVXVojIpyLS2885ewHlxph99YR2rYh87n7NYe7nnOG1RsFKEUn1c94+wPfGmGqvfakislVE4t3lViJSICLx9cUqIheJa32ElSLysYi0d+9/RERmisiHwGvul/g3rtHCSp00TRoqUpwH7DTGDDTG9Afe935QRDrimlDuLGAQMFREjk/JngJ8bYwZAnwC/Nq9fyZwhzHmdOA+/N9NjMY1UrY+KcaYUbjWK/ire999wM+MMYOA/wJK/TzvfN9rMMaU4Jp/a7x719XAP40xlQ3EuhQYYYwZjGtK7F94nfJ0YIIx5hp3Od8dj1InzbEJC5U6QWuAJ913EO8aYz71eXwosNgYUwQgIq8DY4G3cU1HMsd93N+Af4lIS2AU8KaIZwJQf+skdACKGohrNoAxZon7ziAN+Az4H3cM/zLGFPp53o+Am/zsfxnXB//b7senNBJrJjDHPd9aArDV61zzjDHeCWsv0LGBa1GqUXqnoSKCMeZ7XN+c1wCPHm+Y9uJv6ud6T4frvV9sjBnk9a+Pn2NLcc3b09C5fEI1jwG3AsnAl77VXiLSAkgztYv7eD/5MyBLRM7AtcLft43E+mdcK+blAD/2ifWoz+mT8H/Xo1TANGmoiOCufjpmjPkb8CQwxOeQr4AzRCRDXGvCT8JVFQWu9/kV7u1rgKXGtbrjVhG50n1+EZGBfl56PdCjgdCucj9/DHDIGHNIRLobY9YYYx7HVSXk21ZyJrCogXO+husO5n/BsxJlfbG2Bna4t2/wPZGPXsC3jRyjVIM0aahIkQMsE5FVuGaN/Z33g8a1QuCDuD6Mv8HVhnF8SvajuBaZWYGrzWOGe/9k4BYR+QbXTJ++S2QCLAEGi1e9kI+DIvI58CJwi3vf3e6G8W9wfbN/z+c5ddozfLyOa9302V776ov1EVzVVp8C9TXWH3cmrmm+lTppOsutavZE5IgxpmUTnv808G9jzMdBiudrYLi7gdvf41fgasC+Lhiv5z5nIq47rzGmkeU8lWqIJg3V7AUhabTH9SHvu7BN0InIn3HdiVzgbscJ1nl7Ap2MMYuDdU4VnTRpKKWUCpi2aSillAqYJg2llFIB06ShlFIqYJo0lFJKBUyThlJKqYBp0lBKKRWw/wesz8l8aAmwhgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1077,14 +1017,12 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.0" + "0" ] }, "execution_count": 36, @@ -1113,9 +1051,7 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def ResampleRowsWeighted(df, column='finalwgt'):\n", @@ -1136,15 +1072,13 @@ { "cell_type": "code", "execution_count": 38, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "mean, SE, CI 7.34774416353 0.0142502443955 (7.3235298185439257, 7.3702630559858378)\n" + "mean, SE, CI 7.347540385040938 0.013571205961903726 (7.321607379951317, 7.368651803496348)\n" ] } ], @@ -1167,15 +1101,13 @@ { "cell_type": "code", "execution_count": 39, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "mean, SE, CI 7.26579003928 0.0148174608611 (7.2415979752157558, 7.2900738548351409)\n" + "mean, SE, CI 7.268162342332374 0.014782284407590501 (7.2425038725381725, 7.29244578446559)\n" ] } ], @@ -1215,9 +1147,7 @@ { "cell_type": "code", "execution_count": 40, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import brfss\n", @@ -1238,14 +1168,12 @@ { "cell_type": "code", "execution_count": 41, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.99308041639176214, 0.0052814541694181042)" + "(0.9930804163917621, 0.005281454169418104)" ] }, "execution_count": 41, @@ -1270,18 +1198,18 @@ { "cell_type": "code", "execution_count": 42, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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oHDY1tDcFc77QkcRohWD4UqXh8nZhxiIZie1EI+s1t7SYOgqM0lIi4lK62GIL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\nmZVySJiZWan/B/EqOkooBCokAAAAAElFTkSuQmCC\n", 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\n", 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bdXSEQ1OJWKjv3ctyb80abj/mmGCfDRv4/cQTWfDv3JkZweTnQ2zcGE4G3LmT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\nntlBIUgkejfKNQpDb0ff+fbV2df6GN8PICYm2c93WPumJb1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\n", 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lzeyBhLK1tp3eQGiUO8f2nktmk5HmjIFvaOvliW31E3o/Y4xJlDETjKo+oqqf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\nSUVORK5CYII=\n", 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Tpy8rlS7GPSgvIrmjTQkeyzXpJJ0SijGG7z28M1pk8qIFpXzswpmpDWqYVzfv52f3vDBkvcq1Fy9jzoxy+v0B+nxWUvD5gtEE4YveBunz+fH2B4c8fyzcLifTK4upqy1lVnUpdbWlzKgqIcOdHoU3lZpqEpFQ1gKbgUeAjcaYPvt8HXAxcDPwS2PMgwmLOsnSKaGANfvrP57aC4BD4Ls3LmZaYXrV1jrc2MGP7xq6XiUVHCJUVxQyq6bU+rITTU6WrplRKtkSMm1YRN4L3AKsAYqAELAbeAK4yxiTHp3/Y5RuCcUYw78/uYedjT0ArJpVxN9fkn5TdeOtVzldmR432ZkZZGdmkJXptm8zoufcLgcNzSc40NBK+4m+0V/QVl6cR11NKTPtRFNXU0pRfnbKF44qdTbR/VDiSLeEAtb+Kj94ZGf0+BvXLqCuPPcUz0iNSCTCky9vZ/Ouo2S4nGRlZQxLCu4hCSIrM4OcLCt5ZHncp1XSpbvXx8Fj7Rw42srBY+0cPNpKU2sXY/1Jzc/NYrbdTVZalEtRfjbFBTkUF+RQmJeFy+U8s2+CUlOUJpQ40jGhAPxi7X42HOwEYEFVHv/zqnn6CXuYfn+QQ8faOdDQysGGdg40tHH0eAfhM9iCOT83y04w2RTlZ1NUkENJQQ5FBdkU51u3hXlZWtdMKdtYE4qOcqaB61dVs+lQJxEDuxp72H6sm8U1BakOK61ketwsqJvGgrpp0XOhUJijxzuHJJlDx9pHnQTQ3euju9fHoWMjXyNAYUzLpshOPiWFORTl51BRmk9VWYEmfqViaEJJA9MKM7lwfikv7WoD4KH1x1hUna9/rEbhcjmjg/QDIpEITW3dHDzaRkNLJye6vXSc8NLR3Udnl5euHu+Yus4M0NntpbPby/6jrXGvqSwr4ILls1m9vI6Z1emzS6dSqTKWWl53G2P+brRzk0G6dnkBnOgLcPv9WwmGrf+Pz1xcx3mztUBjooXDEU70eOns8tLR7aXjRB+d3X10dHnp7O6j/UQfnd1eevr6T+t1p5Xms3pZHResmM2smtRXk1YqkRJaHNIYszLm2AlsNcYsHH+YEyudEwrAXzYc44nNTQCU5Xn43k2LcOkCv5QIBsN09njp7LKSTUdXn3W/27q/51DLiF1rFSX5rF5ex+pldcyeXqbJ5SxgjIkuxPX2B+j1+gmGwsyuLZsS22gnYh3K7cA3gCzAO3AaCAB3GmNuT0CQVwL/G3ACvzLG3DHscQ/we2AV0A580BhzSERmAjuxpjADvG6M+exo75fuCcXrD3H7/Vvp81t7qHx4dS2XLKpIcVQqnkAwxOZdDbz61n7WbztEvz9+cikrymP18jouWFHHnOnlmlxSJByORBOBr99alNvr9ePt9+P1Ben1+fH6/NZiXV+AvmH3ff2BuF2lDhGWLahhzYo5nLd05lm7LiqRLZQfJiJ5xHldJ7AHuAxoANYDHzbG7Ii55nPAUmPMZ+2y+TcYYz5oJ5THjTGLT+c90z2hADy95TgPvNkAQF6mizs+uASPW6e5prOB5PLa5v2s33YYX38g7nWlRbnRbrG5MzS5jJUxBn8gFK280Of1R1sLg3/4/fTZiWIgYQwkiD5f4LSrNZwJp9PBynOms2bFbM5dMpNMT+p3Z02UhE4bFpFqYAYxg/jGmJfGGeBq4DvGmCvs49vt1/1hzDVP29e8JiIu4DhQZsdyViaUQCjCPz+wlc4+6xfgulVVXLOiKsVRqbEKBsO8vcduuWw9hHeE5FJSmMPqZdaA/vxZFVMuuYTDETq6+mjp6KG1o8e+7aXX22+3JAYSgx+vL0AkDZY3eDLc5GZnkJ3lITszg2AozIERJmy4XU5WLZrBmpWzWbVwenRriMkqkS2UO7DK1+8ABvazNcaYa8cZ4E3AlcaYT9vHfwecb4z5fMw12+xrGuzj/cD5QC6wHauF0w180xjz8mjvORkSCsC6PW389qVDAHjcDn5485K02ItenZ5gMMyWPQ28uvkAb245OGJyKS7IYfXyOlYunE5ulge324nb5STD7bJvrePJtCAzXsKI3m/voe1E34TutSNAdpaHnKyM6G3s/eysDHIyY+4PuzY7MyNuwdKWjh5efWs/r7y1f8Tk4slwU794BheunMOKBbW4J2GPQyITym6sbqeEboohIh8ArhiWUM4zxnwh5prt9jWxCeU8oBfINca0i8gq4GFgkTHmpIJTIvIZ4DMA06dPX3X4cPoXSY5EDN/5y3YaO62ZRpcuKudDq6enOCo1HqFQmC17jvHa5gO8seUgfb7T/3VyiOB2u3C7HGS4XdFE47YTj8e+dbsHk9BAUho4P3B/+HOHnIu+hguXc+h7DbSkJjphuF3OmD/y1h/8rMwMq8WQGSdJZFrXZWcOXOtOeiuwqbWLV97azyub9nGkKf52D9mZGZy3dBZrVsxm6bzqSfMhIZEJ5UngA4muKjyeLi8zLGgReQH4ijHmlM2PydJCAdh8+AQ/e3YfAC6H8L0PLKYs7+wc8JtqQqEwW/c28upb+3lz68FJtYGZ0+nA5XQSDIXHnTAK87IpK86lvCSf8qJcyorzyM/NslsLQ1sKk+UP74CjxztZt2kfr27aR2Nr/P0Ic7M9vGNZHWtWzGbx3Kq0rsyQiFle/4m1vqsaWAasBaI/+caYfxhngC6sLqtLgGNYg/IfMcZsj7nmNmBJzKD8+40xN4tIGdBhjAnb1Y9ftq875S5QkymhGGP40eO72dds5fF3zCnm0+8+/b1IVHoLhcJs39/Ea5v3c/R4J8FgmEAwRDAUJhC9HyEQCI65llm6KMjLorw4j7LiPCrs27LiPMpL8igvzpsS2xEYYzjc2M66jft45a39tHT0xL2uIC+L1cvqWLNyDufUTUu7MbVEJJRbT/VEY8zvzjC22Pd4L/BTrGnDvzbG/EBEvgtsMMY8KiKZwN3ACqAD+JAx5oCI3Ah8F6v6cRj4tjHmsdHebzIlFIC9x3v40ePWzGgR+PYNC6kpzk5xVCpVwuEIwVAYf2Ag4Vi3wWCYQCg85LFgMEQgGB5yXSgUiR4HgmFCYStpBe3rhl47+JoDrx8KhYfEc6qEUVaUO+kHohPNGMP+I61Wy2Xz/hGrapcU5rBmxRwuXDmHutr0WCSrxSHjmGwJBeD/PL2XLUetJvOS2gK+eMXcFEekpipjDKFQhEAoFB2fUWfGGMPug83R5NLV44t7XWVZAWtWWsmldlrRBEc5KJFjKFvhpNZ2F7AB+L4xpv2Mo5xgkzGhNHR4+Ze/7GDgv+mf3jef+ZV5qQ1KKZUwkUiE7fuaeOWtfby2+cCIY2rTK4t556q5rFk5m4qS/AmNMZEJ5cdY3Up/tE99CGsWXhdwoTHmmnHGOmEmY0IB+PWLB3l1r5W368pzuP2aBWnRDFZKJdbAbMCXN+7lza0jV2CYO6OcC1fO4YIVsykuyEl6XIlMKK8YY9bEOyciW40xS8YZ64SZrAmlrcfPNx/YRihi/V997tLZrJyZuuavUir5AsEQG7cfYd2mfWzcfpjgsDEssD7ZL5pbxYUr5/COZXVJqyuWyP1QckXkfGPMG/YLn4e1sBCsQXGVZKV5Hi5eWM6z25oBeGjDMZZNL8Tp0FaKUmerDLfLKjK6vA6vL8D6bYdYt2kfm3c1RKdsG2Db3ka27W3kzgfWsWJBLReums25i2eSlZkx4TGPpYVyLvBrrCQiWCvTP421Uv19xpj7kx1kokzWFgpAT3+Qb9y/DV/A+pRy6ztn8M75ZSmOSik10bp7fbz+9kHWbdrHjn2NcaeTu11O6hfPZM2K2axaNH3cEygSPstLRArs60+MK7IUmswJBeDxtxp5eGMjAEU5bn7wgSVkuNJ3MZRSKrnaT/Ty6lsHWLdpH/uOtMS9JtPj5vyls7hw5RyWza+JW0JmNIlYh/JRY8wfROTL8R43xvz7aUeVYpM9ofiDYW6/fyvdPqun8cZzq7lqWWWKo1JKpYPjbd2s27RvxNIvbpeT3/7rx8+oCnIixlAGpg7oHNU04XE7uWZFFfe8egSAJ98+zkULysjx6HoApaa6aaX53HT5Sm66fCVHmjrs1fn7ON5mlTiciJL6urBxkgmFI3zrz9tp6bbmql+1bBo3nluT4qiUUukodnX+ioXTWTb/zP5WjLWFMmpnmojME5G1dil5RGSpiHzzjKJS4+ZyOri+vjp6/Ny2Zjr74pdFV0pNbSLCnBnlfPyGC844mZyOsYzO/BK4HQgCGGO2YC1unBJ6/CH2t3nxBk6eA54q584qYnqJVdMrGDY8tqkxxREppdTYEkq2MebNYeemzPqTQx0+nt3bzu83NnLf5iZePtDJ/jYvvmDqEoyIcNN5g5821u1po+lE/FpASik1UcYymtsmIrOx63nZOy02JTWqNNLYPVhXp9MXotPXy3a7pHxRlouq/EyqCjxU5XvImsCd2BZW53NOVR47G3uIGPjLhmN87tI5E/b+Sik13FgSym3AncACETkGHARuSWpUaWRaXgb9wQjNvX4iw+YvnJxg3FQVeKjO91A5AQnm/efW8INHdgKw6dAJDrT0UleeO8qzlFIqOU5nYWMO4DDGxN8hZhIYzyyvYDhCS2+Axm4/x7r8tMRJMMMVZ7upyrdaL8lKML9Yu58NBzsBmF+Zx1feO08LRyqlEiphtbzsfdxfx9oV8SVgx/jDm3zcTgfVBZlUF2Rybq2VYJp7AzR2+Wns7qelN3BSgunwBunwBtl23GrBxCaYqnwPmQlIMDfUV/PW4ROEI4bdTT1sa+hmSW3BuF9XKaVO11i6vBYC5wPvBP6XiCwA3jbG3JDUyNKc2+mgpiCTmoJMoMBKMD1WC2asCaYyz8Pl80vG1XKpKMjkwvmlvLizFYCH1jewuCZfWylKqQk3loQSxpoyHAYiQDMQv2jMFOZ2OqgpzKSmcOwJpqnHz6aGbtbMGl8p+muWV/La3nYCoQhHO3y8sb+Dd8wpGddrKqXU6RpLQukGtgL/DvxyMu3QmErxEszxngCN3f32GIy1GHFXSx/1tQV4xlHksTAng8sWV/DEZmvy3cMbj1E/qwjXGRSBU0qpMzWWvzgfxho7+RzwJxH5FxG5JLlhnX3cTge1hZmcP72QGxaXU5Rl1dQJRgy7WnrH/fpXLKkgx2N1nbX1BHhxV+u4X1MppU7HqAnFGPOIMeafgP8B/BX4OPB4kuM6q4kIS6sGp/duaeolMs6aatkeF+9bPlh5+PG3muhPo9X9Sqmz31hqef3Znun1v7EqEH8M0P1nx2luaQ5Zbuvb3xcIc6B9/Cvd331OOUU5Vsunpz/EM/YOj0opNRHG0uV1BzDPGHOFMeb7xpgXjTH9yQ7sbOdyCAsrYlspPYy38nOGy8H1qwYLRz699TjdvuC4XlMppcZqLF1e640x2neSBIsqcnHa03tbegM094y/avDqOSVUFWUC4A9G+P4jO3lm63G8/ilTfk0plSI6DSiFsjOczC3Ljh6/3TT+IgQOh3Bj/WDhyI7eAPe/0cBX/7SF+14/SluP/xTPVkqpM6cJJcWWVg5uiHmww0d3//hbEstmFHLLBdPJzRycFd4fjPDstma+cf9WfrF2PwcSMLNMKaVijbgORURWnuqJxphNiQ9n6inOdlNT4KGhy2o5bDvewwUzxz/n4eKF5ayZV8rr+9p5Zlszx09Yw14RAxsOdrLhYCdzKnK5bHEFK2YU4nDoynql1PicamHjv53iMQO8J8GxTFlLK/OiCWVnSx+rasa30HFAhsvBRQvKeOf8UrY2dPHs1mZ2Ng52q+1r7mVfcy9leR4uXVzOhfNK8UxgCX6l1NlF95RPA8YY7n/7OJ0+q7tr9YxCllXljfKsM3Ok3cuz25pZv7+D0LBaMNkZTi5aUMZ7FpZTnJuRlPdXKpm8/hBHO3w0dHg52u4jYgzVRVlML82mtjh7SDewGruxVhseU0IRkcVYRSIzB84ZY34/rgit170Sa32LE/iVMeaOYY97gN8Dq4B24IPGmEP2Y7cDn8KqMfYPxpinR3u/dE0oADuae3npgFWGPjfDyUdWVuJIYoHHE30B/rajhRd2teL1D53E53QI59YVcdniCmaU5iQtBqXOlDGG9t6UnOurAAAgAElEQVQAR9u9HO3wcbTdy5F2L+29p54pWZybwfSSbGqLs6zbkmxKcjO0mOooEpZQROTbwLuxEspfgauAdcaYm8YZoBPYA1wGNADrgQ8bY3bEXPM5YKkx5rMi8iHgBmPMB0VkIXAvcB5QBTyHtVbmlNOb0zmhhCKGP2xspD8UAeCyuSXMLs0e5Vnj5w+GeXVvO89ua6al++QZYPMr87h8cQVLpxfoL51KiUAoQmOnj6MdXhrs5NHQ4cOboEoQ2R6nnWSymV5ifU0rzMSp44pRCdsPBbgJWAa8ZYz5hIhUAL8ab4BYyWCfMeYAgIj8CbiOofutXAd8x77/IPAzsf6qXQf8yRjjBw6KyD779V5LQFwp4XIIi6blsrGhG7CmEE9EQvG4nVy8sJx3LShjy9Euntl6nD3HB2eA7W7qYXdTDxUFHi5bXMHquSV4XDrOopKj2xeMJo2jdrdV0wnfqJvZDXA5hMrCTGrt1odDoKHDx5F2L8c6fCd18wJ4/WF2NfawK2Z80eUUaoqzokmm1m7V6BjjqY0lofiMMRERCYlIPlbp+roEvHc1cDTmuAFr35W41xhjQiLSBZTY518f9txqJrlFFbm8daybiLEWOh7v8TMtzzMh7+1wCMtnFLJ8RiEHW/t4dmszGw52RH+Rm7v8/OGVIzzwZgPZGU5cDgdOp+ByCA4RXE7B6bC+XI7Y+w4cDoZc73QMvdbhEGsDs6Is6spyyMzQX9qzVSAUob3XT3tvgPaeAO29ftp6AnT0BWjt8dPlHXtlh9iWRY3dhVVZmDlile1QOMLxrn6OtFuJyrr1xm3phMKGQ61eDrV6o+dEoDzfE00w00uyqSvLIduj4zIDxvKd2CAihcAvgY1AL/BmAt47Xnty+MeHka4Zy3OtFxD5DPAZgOnTp59OfBMuO8PJ3NIcdrf2AbC1qWfCEkqsWWU5fOY9ddzUW8Nz25t5eXcbPvuXzh+M4A9GkvbeIlBbnM3cabnMqchlbkUuhTk6QWCy6A+Eae8N0GYnjbYePx29gej9njNcZ1We74kmjdpi6w96UY77tLphXU4HNcXZ1BRnw1zrXOxYzGG7K+1wWx+dfScnNmOsD1bNXX7W2+OdIjCzNIcFVXksqMxjTkXulG7FnNYsLxGZCeQbY7aM+41FVgPfMcZcYR/fDmCM+WHMNU/b17wmIi7gOFAGfD322tjrTvWe6TyGMqC9L8ADWwaLOt6yspK8FH8C6g+EWbenjee2N9OWgPIwp6s0L8NOLnnMnZZLZWGmjuekgDEGr50w2nvsVsZA8rBbG33+8Y1ruJ1CdXEW0+2kUVuSTU1R1oS3Wnv7Q9GB/qMdXg63eTne1c9ofy5dDmFWeQ4LKvNYUJVPXXkO7rNgX6JEDspfFO+8MealM4xt4HVdWIPylwDHsAblP2KM2R5zzW3AkphB+fcbY24WkUXAHxkclF8LzJ3Mg/KxHt/REl2XsrQyjwtmFqY4Iosxhp7+EMFwhHDEEAob6zZiiNi34ZivUCRCOGw/bgavDw+7NhSJ4AuEOdjSR0Onb9Rf2hyPkzkVucyuyGXetDxmlGafFb+0qTbw/2slioEkERjsouoNRFuqZ8ohUJSTQWmeh5LcDIpzB+9bX560HQwPhCLR6chHOrwcbOnjaIf3lD+vbqcwd1qenWDymFGak7b/vlNJ5KD8P8Xcz8T6I76RcS5stMdEPg88jTVt+NfGmO0i8l1ggzHmUeAu4G570L0D+JD93O0icj/WAH4IuO1sKmC5ZMhCx17qa/LJSMBCx/ESEfLtjcGSxesPsb+lj/3Nvext7uVASy/B8NDf2D5/mLePdPH2kS7AGkCdWZoT7SabU5FLjvZrn8QYQ5c3OLRlMay1EQiNrzvT5RArMQxLEiV51v3C7IxJ+QcVrIXCdeW51JUPVgnv84fY09TDriZrUP9Y59BtKIJhw45j3ew4Zk22yXQ7mDfNSi4LqvKpLc46q1rbp72wUURqgR8bYz6cnJCSZ7K0UIwx3Pf2cU7YCx0vmFHI0iQtdEx3oXCEI+1e9h7vja7sH0s/fFVRJnVluRRmu8nNdJHjcZGbOfiV53HhcTvOql/mAcYYmk70s/1YN42dviFJI94sp9OR4XIMJgo7aZTmDiaPguzTG9c423T7gnZy6WZXY0/cqfixcjxO5lfmcU5VPvMr89K2OzehCxuHvbAAW4wxS840uFSZLAkFhi50zPM4+fCK5C50nCyMMTR3+dnb3GMlmOO9NI/ySzsSl0OGJJmBpJPncZGT6SJ3WBLK9bjITNMk5A+G2dXUw9ajXWw92jXqAr+RZLodMV1Q9m3e4P28TFda/vvTVUdvgF1NVnLZ2dgdd7A/VmG2mxvqq1kzr3SCIhybRI6h/CeDM6gcwHLgkDHmo+OOcoJNpoQSDEf4w6Ym/AMLHeeVMLsk+etSJqNuX5B9zb3RVsyRdi/hcX4SH8lAEsrPcjOjNJuZpTnMLMumuihrxOmqydLc1R9NILuP9xAKj/5vzvE4o11QsS2LgdZGdoZTE0aSGGNo7fGz85i1tmtnY/eIre3rVlVx9fLKtPm/SGRCuTXmMISVTF4ZZ3wpMZkSCsCbR7rYZPe9TsvL4PrFFSmOaHLwB8McaO2jsdNHnz9Mb3/I+vJbtz39Qfr84XGPF8RyOYSakiw7weQwqzSHysLMhFZxDoQi7G7qYVuDlURO1Z2S6XawsNrqRinN80STh67xSR/GGBpP9Ee7x3Y39QxZE3PxwjI+snp6WiSVpHV5TWaTLaH0BcLcs6kxurjwhsXlVKRgXcrZyh8K09cfjiaa2KRz0rF9ezpJKMPlYHpJNrPKcqKtmYoCz2n9gWjt8bPNboXsbOw+aYJCrKqiTJbUFrCkpoA5FbkT3mJS49MfCPN/1+6PDuADnFtXxKfeNSvl/5fjTigispURFgsCGGOWnnl4qTHZEgrA8/s6ogsdZ5dkc9m8khRHNLUFQhF6+0M0d/dzqLWPw21eDrX1jXl9TlaGM5pcZpRaySa2OGEwHGHf8V62HO1ia0NXdB+beDJcVitkSU0Bi2vzKcnVDxuTXTAc4a4XDrLhYGf03MLqfG67dHZKF0wmIqHMsO/eZt/ebd/eAniNMd8dd5QTbDImlLa+AA/aCx0F+EgaLHRUJ+vpD3K4zVoAd7C1b8TV1vHkeJzMLLMWwO1s7D5lJYKKAg9LawtZUlvA3Gm5uv7mLBSJGO59/QjP72iNnptZls0Xr5hLXmZyp+2PJJFjKK8YY9aMdm4ymIwJBeDR7S002v3lyyrzWJ0mCx3VqZ3oC1gJps1uybT2nXbpEbdTWFCVH+3KKsvXVshUYIzh8c1NPLKxMXquosDDl6+al5KWaCIXNuaIyIXGmHX2C18A6CYZE2hZVV40oexs6WVVbT4Z+sk07RXmZFCYk8GyGdYHAGMMHX0Bq+hgTJIZXpywLM9jJZDaAuZX5qXFolY1sUSEa1ZUketx8cfXjkTriN3x2C7+8cp5VBdlpTrEuMaSUD4F/FpECuzjE8AnkxeSGm56YSYFmS66+kMEwoZdLX0srZyaCx0nMxGx13N4WDWrCBicSnqo1Ys/FGZuRd5pD9yrs9fFC8vJzXRx1wsHCUUMnX1BfvT4Lr54+VxmV+SO/gITbMyzvOzS9WKM6UpuSMkzWbu8ALYf7+Xlg7rQUampaOexbn723L7o+JrbKXzu0jksqS0Y5ZmJMdYurxHb0iLyUfv2yyLyZeDTwKdijtUEmleWjcfu+ujxhznU4RvlGUqps8U51fn803vnk5dpdSoFw4afPbuP1/a2pziyoU7VOTswTpI3wpeaQG6ng0UxTdwtTT2nuFopdbaZWZbD165eQEmutT9QOGK468WDPLuteZRnThxd2DiJ6EJHpdSJvgD/8dTeIZWN37tsGjfUVydt7G3cXV4xL/RjEckXEbeIrBWRtoHuMDWxcjKcQ+p5bW3qPcXVSqmzUWFOBl+9ej5zYnos/vr2cX738uGk1bAbq7HMR7zcGNMNXI21d/s8hu6RoibQspgy9vvbvfT4z2xLVaXU5JXjcfGlq+ayNGZQft2eNn6+dn9Ca9SdrrEklIGlme8F7jXGdCQxHjWK0pwMquzFbQbYdlxbKUpNRR6Xk89dOpsL5g6WY9p8+AQ/fWoP3hR90BxLQnlMRHYB9cBaESkDRi4wpJIudg3KzuY+guHUfSJRSqWOy+ngExfN5PIlg5XI9xzv5SdP7KbLO7bSP4k0akIxxnwdWA3UG2OCgBe4LtmBqZHNKLIWOgIEwhF2tfSlOCKlVKqICDefX8tN59VEzx3t8HHHY7to6Z7Yz/5jGZTPxioQ+XP7VBVWa0WliIgMaaVsbeolMoVm6ymlTnbl0ml84qKZDGzB09pjlWo50u6dsBjG0uX1GyAAXGAfNwDfT1pEakxiFzp2+0O60FEpxZp5pdx26RzcTiurdPtC/OSJ3exq7B7lmYkxloQy2xjzYyAIYIzxYVVSVynkdjo4p3ywRqdOIVZKASybUciXr5pHtr07py8Q5qdP72XToc5Rnjl+Y0koARHJwt5sS0RmAyPvPaomzOJpudHmbVOPn5besW3ypJQ6u82dlsdXr55PYbY1STcUNvx87X4aO5PbkzGWhPJt4CmgVkTuAdYCX01qVGpMcj2uIQsdtRyLUmpATXE2X7tmARX2MoP3La+kKsll709Zvl6sdfy7gPcD78Dq6vqiMaYtqVGpMVtamcfeNmvQ7UC7l97pBeTqjo5KKay9db52zQJe2dPGlUunJf39TtlCMVahr4eNMe3GmCeMMY9rMkkvZbkZVNqfQCJGFzoqpYbKz3Jz1bLKCdljZyxdXq+LyLlJj0SdsWUxU4h36EJHpVSKjKVv5GLgf4jIYaAPq9vLGGOWJjUyNWbTizLJz3TR3R+KLnRcojs6KjVmxhgCYYM/FIl+9Z/yfphQxDC/LIdVNfm6w6ZtLAnlqqRHocbFIcKSabm8cugEAFuP97JoWq7u6KgSzhhDQ1c/J3whHCKIWD9/Dvs29liIc+6ka+379rVgTSc1xjCwVDdiDAPrdo05+fGTzg0cYwiFzSiJYfDrTJYGb2jopi8Y5qJZRZpUGENCMcYcnohA1PgsKM9h/dFuAuEI3f0hjnT2M7M4uTM61NQRjhj2tnl561g3Xf1a4TrWzuY+QmHDxXOKp/yHuJRMBxKRYuA+YCZwCLjZGHPSqhsRuRX4pn34fWPM7+zzLwCVwMCk6suNMS3JjTq9uZ0OFlbksLnRmjr8dlOPJhQ1bsFwhJ0tfbzd2ENfIJzqcJLK7RA8LgeZbgcZTgeZLgcetwPP8Pv27ebGnugMy71tXkIRw6VzS3A6pm5SSdX80q8Da40xd4jI1+3jr8VeYCedb2PVDTPARhF5NCbx3GKMmbzbLybB4mm5bGnqIWKgqdtPa2+AMnu7UKVOR38wzLbmXrY29eIftr+G2ynUFWfjcNjdTcbqloqYwe4pw+BxxFjdUfGOY5870IklWN1hQHThrtjdYmJ3pQ10L0UfP+k51rFTINPlxONyWMnCvh1+3+NynHYieM+cYlxOYWezVZz1YIePp3a3ccX8UlxTNKmkKqFcB7zbvv874AWGJRTgCuDZgf1XRORZ4Erg3okJcfLJ9bioK8lmn/2paUtTD5fE7JWg1Gh6/SG2NPWys7mX4LDd/7LcDpZU5rGoIjdaR24qExEumlWE2yFssUsfHT3Rz193tnLlglIynFPve5SqhFJhjGkCMMY0iUh5nGuqgaMxxw32uQG/EZEw8Ges7jAtt4u10HEgoexv93K+LnRUY3DCF2RzYw97WvsYvotsnsfJ8qp85pfnTNlP3iMREVbPKMTtdLCxwSrA2Njt5/EdrbzvnLIpl3iT9pdGRJ4D4i3N/OexvkSccwM/6rcYY46JSB5WQvk74PcjxPEZ4DMA06dPH+NbT17luRlU5nlo6vETMfDigU4unl0cLRSnVKzW3gCbjnVzME616uJsN8ur8phTmj3lB5tPRUQ4t7YAl0N440gXAC29AR7d3sLVC8vIck+d372kJRRjzKUjPSYizSJSabdOKoF4A+oNDHaLAdRgdY1hjDlm3/aIyB+B8xghoRhj7gTuBKivr58SrZilVXk07bbqdx490c99bx/nwlmFzCnJ1qmNCmMMjd1+3jrWTUPXyXVep+VlsKI6n+mFmfrzchpWVOeT4XTw8kFrmLfdG+SR7S1cfU7ZlOklSFV77FHgVvv+rcAjca55GrhcRIpEpAi4HHhaRFwiUgogIm7gamDbBMQ8acwsymRpZW702B+KsHZvB0/vbj/rZ+qokRljONDu5S/bWnhsR+tJyWR6YSbXLSrn+sUVzCjK0mRyBhZNy+Xi2cXR4xO+EI9sb6F7iky1llQMPYhICXA/MB04AnzAGNMhIvXAZ40xn7av+yTwDftpPzDG/EZEcoCXADfgBJ4DvmyMGfUvZX19vdmwYepMDGs40c+LBzro8Q9+azwuB2tmFjK3VFsrU0U4YtjX5uWtxm5O+E7+wzanJJvl1XmU5uiMwETZ3+Zl7b726HhUToaTaxaWUZjlTm1gZ0hENhpjRt2pNyUJJVWmWkIBa8/5Nw53sb15aNHIGUWZvHNW0ZRpik9Fp1pD4hRhfnk2y6vyyc/Un4FkONzp45nd7YTtv7FZbgdXn1NGySRM3JpQ4piKCWXAsa5+Xtg/tLWS4bRaK/PKUtNaMcbQ2hdkV0svjd1+slxOSnLclOS4Kc3OoDjbPaUXiZ2JQDjC0RP9HOrwcbizn0D45DUkiypyWVKZR45O1Ei6hq5+nt7VFp2C7XE5eO+CUiryPCmO7PRoQoljKicUsD6xvnGk66QS97WFmbyrbuJaK/3BMHvbvOxq6aPdGxzxOodAYZabUjvBlOS4Kcl2kzmFZs2MhTcQ5lCnj0MdPhq6+k+a9gu6hiSVjnf7+euuVgJh6z/G7RCuOqeUqvzMFEc2dppQ4pjqCWVAY3c/L+zrpNs/2J+e4RRWzyxkQVlOUlorxhiOdfvZ1dzHwQ5ftBvgTORmOCnNsRJMaU4GpTlucjOcU2pM6IQvyMEOH4c7fRzvGXnr5/xMF8sq83QNSYq19gZ4fGdrtOqA0yFcOb+E2sLJUR5JE0ocmlAGBcMR3jzSxdZhrZWagkzeNbuIvAS1Vnr9IXa19rG7pW9Id9sAp0OoK85iflkOYWNo7wvS2heg3Rs8rZkxGU6H3VXmjiaboqyzp8vMGENLbyDaEumMM7g+oCTbzcziLGYVZ1GS7Z5SiTaddXiDPL6jFW/Q+j1wCFw6t4S6mG2805UmlDg0oZysqdvPC/s7hlSQdTut1b/nlJ9ZayUcMRzu9LGzpY+jJ/rjXlOWk8GC8hzmlGaP2AUTCEVo9wZpsxNMW1+ADm8wbpfOSDJdDrLcDjJdTjLdDvvYSaZdBNC6ddrXOHA5JG3+AIcj1nqRQx0+Dnb4on+I4qnK90STSKI+DKjE6+oP8tj2VnrtSRICXDynmHllOakNbBSaUOLQhBJfMBxh/dFutjT1DDlfU+DhXbOLx/wHqtMbZFdLH3va+vAFT9410uNyMLc0mwXlOWc8RTUcMZzwBaMJpq3Puj+8gOGZcoqQ6XZEE8xIicjjcuAUwemwvlz2rVMYV0IKhCIcsQfVj5zwRfvdT4rTIdQWZjKrKIvpRZlTajX2ZNfjD/HYjtYhLfCL6opYWJF7imelliaUODShnNrxbj/PD2+tOIR3zChkYUX81kowHGFfu5ddzX0098bvy68u8HBOeS4zi7OS0o9vjKE3EKa9L0ib104yfYG4XWwTwSFEk4xDYpPNQPJhyPHAV3d/iGMjDKqDlZBnFlmtkOoCD+4pWHzwbNEXCPP4jlY6fYOTUi6YUcjSqvTcaVUTShyaUEYXihjWH+3i7cahrZWqfA/vnl1MfqYLYwzNvQF2tfSxv817UlVasBZyzS/LYUF5TsrWOYQjJrozny8Ypj9o3w/Z94MR+kNh+3HrsfDp9KdNgDyPk1nFWcwszmJankdrap1F+oNhntjZRmvf4Aexc2sLWFmdlzbdrgM0ocShCWXsmnus1krsymqXQ1hQnsOxrv64g8IOgRlFWZxTnkNNYeak/OMXDFuJZSDZ+KKJJyYR2VvGhiOGiDGEI1YiDhuTkIRUmmMPqhdlUayD6mc1fyjCk7tah8zUq6/Np76mIIVRnUwTShyaUE5PKGLYcLQrugvkSIqyXCwoz2FeWc6U78sf2DgqbCeYUMRKMuGIdX/gsej5mGtcTqGmIFMH1aeYYDjC07vbhtRWu3J+aVrtuDrWhKI/uWpELnv8pK4km+f3dQzp73U7hNn2AHtFboZ+iraJWAPzZ8t0ZZV8bqeDKxeU8dSuwYKdf9vXwU1LKyZdWZzJFa1KifLcDG5aWsHbTT209AaYUZTJ7JLsKbkjnVLJ4HIIl8wt4cEtzfQFwgTCEZ7Z08b1iysm1YJU/YugxsTpEFZW53Pl/FLOKc/VZKJUgmW5nVw+r4SB/NHWF2SdvbfKZKF/FZRSKk1U5Hm4YGZh9HhXi1VlYrLQhKKUUmlkUUUuc2LKsbx0sJO2vpHrtaUTTShKKZVGRIR3zS6iKMsa4g5HDM/saU9YNYhk0oSilFJpxu10cPn8Utz2gEp3f4jn93eQ7ss8NKEopVQaKspy8+6Y/ekPdfhOqreXbjShKKVUmppdms3iaYNFI18/3EVjd/wK3ulAE4pSSqWx1TMKqci1qnMb4Lk9HfQFUlP4dDSaUJRSKo05HcJl80rItPcN8gbDPLe3nUgajqdoQlFKqTSX63Fx6dyS6HFTt583j3SlMKL4NKEopdQkUFOYSX1tfvR4c2MPhzp8KYzoZJpQlFJqklhVnU9tYWb0+G/7OujqD57iGRNLE4pSSk0SIsIlc4rJ81jbRATCEZ7Z3U4oTTaG04SilFKTSKbbyWXzSqNFJNu96VNEUhOKUkpNMuW5GayZWRQ93tXSx86W3hRGZNGEopRSk9DCihzmlg4WkVx34ETKi0hqQlFKqUlIRLioroiiLDcAYWN4Zndqi0imJKGISLGIPCsie+3bohGue0pETojI48POzxKRN+zn3yciGRMTuVJKpQ+308EV80twO+0ikv4Qz+9LXRHJVLVQvg6sNcbMBdbax/H8BPi7OOd/BPyH/fxO4FNJiVIppdJc4fAikp0+NjempohkqhLKdcDv7Pu/A66Pd5ExZi0w5DsjIgK8B3hwtOcrpdRUMLskm6WVg0Uk3zjSxbGuiS8imaqEUmGMaQKwb8tP47klwAljTMg+bgCqExyfUkpNKudPL2Ra3mDv/3N72ye8iGTSEoqIPCci2+J8XTfel45zbsQOQxH5jIhsEJENra2t43xrpZRKT06HcOncErLc1p91XzDCc3vaCU/gosekJRRjzKXGmMVxvh4BmkWkEsC+bTmNl24DCkXEZR/XAI2niONOY0y9Maa+rKzsTP85SimV9k4qItkzsUUkU9Xl9Shwq33/VuCRsT7RWNMXngduOpPnK6XU2ay6IJPzaguix2839XCg3Tsh752qhHIHcJmI7AUus48RkXoR+dXARSLyMvAAcImINIjIFfZDXwO+LCL7sMZU7prQ6JVSKo2tqM5jRtFgEckX9ndwwpf8IpKS7pveJ1J9fb3ZsGFDqsNQSqmk84ciPLjlOD1+a2C+ONvNDYvLcTtPvx0hIhuNMfWjXacr5ZVS6izkcTm4fF4pTrHmMRkD/UleRe8a/RKllFKTUVluBmtmFdLU7eeiuqIzap2cDk0oSil1FjunPIdzynMQibfiIrE0oSil1FlsIhLJAB1DUUoplRCaUJRSSiWEJhSllFIJoQlFKaVUQmhCUUoplRCaUJRSSiXElCq9IiKtwOExXl6KVdl4MtBYk0NjTQ6NNTmSGesMY8yo5dqnVEI5HSKyYSy1a9KBxpocGmtyaKzJkQ6xapeXUkqphNCEopRSKiE0oYzszlQHcBo01uTQWJNDY02OlMeqYyhKKaUSQlsoSimlEmLKJhQR+bWItIjItphz3xORLSKyWUSeEZEq+7yIyP8RkX324ytTHWvMY18RESMipekaq4h8R0SO2d/XzSLy3pjHbrdj3R2zxXPKYrXPf8GOZ7uI/DhdYxWR+2K+p4dEZHMax7pcRF63Y90gIufZ51P28zpCnMtE5DUR2Soij4lIfsxjqfye1orI8yKy0/65/KJ9vlhEnhWRvfZtkX0+Nd9XY8yU/AIuAlYC22LO5cfc/wfgF/b99wJPAgK8A3gj1bHa52uBp7HW1pSma6zAd4CvxLl2IfA24AFmAfsBZ4pjvRh4DvDYx+XpGuuwx/8N+Fa6xgo8A1wV8zP6Qqp/XkeIcz3wLvv+J4Hvpcn3tBJYad/PA/bYMf0Y+Lp9/uvAj1L5fZ2yLRRjzEtAx7Bz3TGHOcDAANN1wO+N5XWgUEQqJybS+LHa/gP4KoNxQvrGGs91wJ+MMX5jzEFgH3Be0oIbZoRY/x64wxjjt69pSeNYAevTKHAzcK99Kh1jNcDAp/0CoNG+n7Kf1xHinA+8ZN9/FrgxJs5Ufk+bjDGb7Ps9wE6g2o7rd/ZlvwOuj4l3wr+vUzahjEREfiAiR4FbgG/Zp6uBozGXNdjnUkZErgWOGWPeHvZQ2sVq+7zd9P71QLOc9Ix1HvBOEXlDRF4UkXPt8+kY64B3As3GmL32cTrG+o/AT+zfrf8F3G6fT7dYtwHX2vc/gNULAGkUp4jMBFYAbwAVxpgmsJIOUG5flpJ4NaEMY4z5Z2NMLXAP8Hn7dLwtz1I2PU5EsoF/ZjDhDXk4zrlUT+X7OTAbWA40YXXPQHrG6gKKsLoJ/gm4324BpGOsAz7MYOsE0jPWvwe+ZP9ufQm4yz6fbrF+ErhNRDZidS0F7PNpEaeI5AJ/Bv5xWI/KSZfGOZf0eDWhjPlG+UcAAATUSURBVOyPDDZ3Gxj8pAJQw2CTPRVmY/Xjvi0ih+x4NonINNIvVowxzcaYsDEmAvySwa6CtIsVK6aH7K6CN4EIVo2kdIwVEXEB7wfuizmdjrHeCjxk33+ANP0ZMMbsMsZcboxZhZWk99sPpTxOEXFjJZN7jDED38vmga4s+3agizYl8WpCiSEic2MOrwV22fcfBT5mz5x4B9A10MxMBWPMVmNMuTFmpjFmJtYPz0pjzPF0ixWiP+gDbsDqVgAr1g+JiEdEZgFzgTcnOr5hHgbeAyAi84AMrIJ76RgrwKXALmNMQ8y5dIy1EXiXff89wED3XFr9vIpIuX3rAL4J/MJ+KKXfU7uVfBew0xjz7zEPPYqVrLFvH4k5P/Hf14mapZBuX1ifPpqAINYf5E9hZf9twBbgMaDavlaA/8L6tLIVqE91rMMeP8TgLK+0ixW4245lC9YPemXM9f9sx7obexZQimPNAP5g/xxsAt6TrrHa538LfDbO9WkVK3AhsBFrptQbwKpU/7yOEOcXsWZQ7QHuwF78nQbf0wuxuqy2AJvtr/cCJcBarAS9FihO5fdVV8orpZRKCO3yUkoplRCaUJRSSiWEJhSllFIJoQlFKaVUQmhCUUoplRCaUJQaRkRmSpzKzqM857Mi8rFRrvm4iPxshMe+cYrniYj8Lbby7ZkSkediSt8olVCaUJRKAGPML4wxvx/HS4yYULDWG7xtTl1qY6zuBj6XgNdR6iSaUJSKzykiv7T3nnhGRLIARGS2iDwlIhtF5GURWWCf/46IfMW+f65dCPM1EfnJsNZOlf38vWLvtSIidwBZYu0Vck+cWG5hcAU0IvIx+/XfFpG77XO/FZGf23tmHBCRd9mFOHeKyG9jXutRrNpfSiWcJhSl4psL/JcxZhFwgsG6bncCXzBWraevAP83znN/g7V6fTUQHvbYcuCDwBLggyJSa4z5OuAzxiw3xtwS5/XWYK0yR0QWYa3Yfo8xZhnWyu4BRVhlTb6EVenhP4BFwBIRWQ5gjOkEPCJSMvZvhVJj40p1AEqlqYPGmIEdEDcCM+1KrxcAD1illQBrw6UoESkE8owxr9qn/ghcHXPJWmNMl33tDmAGQ8uMx1NsrD0wwEoYDxpj2gCMMbH7eTxmjDEishWrnP3W/9feHavEEUVxGP+OVQJiYZWkCnkBhbyAjZW1IZBG8AHSJg+QVrD1MYSUFlbaKm5hJVapQgwJBHH1WNxrkGHdnWGv3ferbjH33NliOMzc2f/UdUbAW0pcB5QAwTfAzxnrSoPYUKTJrh+Nb4GXlDv6q8xcnTJvUmz4tLp9rsFxRCxkSWsOno4hf6h911nnrrPOC+Bfj3WlQXzkJfVUN8UvImIT/r99tdI55hfwpya8AnzsWf6mxpNPcg68q+MD4MPDI6uIWB7yG2pq7StKoKjUlA1FGuYTsB0RJ8CI8qnVrm1gLyKOKHcUv3vU3QNOn9iU/w6sAWTmCPgGHNZz2Jlw/DTvgePMHA+cJ81k2rDUWEQsZubfOv5Ciev/PGPatHqvKd8HX29wbrvAfmYezFtL6nIPRWpvIyK+Uq6vS2BrnmKZ+aO+wrzU4L8oZzYTPRfvUCRJTbiHIklqwoYiSWrChiJJasKGIklqwoYiSWrChiJJauIeWuFjn/UnK1EAAAAASUVORK5CYII=\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1392,14 +1320,12 @@ { "cell_type": "code", "execution_count": 45, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.53172826059835865" + "0.5317282605983589" ] }, "execution_count": 45, @@ -1424,14 +1350,12 @@ { "cell_type": "code", "execution_count": 46, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.28273494311894465" + "0.2827349431189434" ] }, "execution_count": 46, @@ -1456,14 +1380,12 @@ { "cell_type": "code", "execution_count": 47, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.1379786002407855e-14" + "1.2823075934420558e-14" ] }, "execution_count": 47, @@ -1487,14 +1409,12 @@ { "cell_type": "code", "execution_count": 48, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.10320725030004985" + "0.10320725030004975" ] }, "execution_count": 48, @@ -1519,9 +1439,7 @@ { "cell_type": "code", "execution_count": 49, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1551,14 +1469,12 @@ { "cell_type": "code", "execution_count": 50, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.15308497658793685" + "0.15308497658793607" ] }, "execution_count": 50, @@ -1582,9 +1498,7 @@ { "cell_type": "code", "execution_count": 51, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -1608,9 +1522,7 @@ { "cell_type": "code", "execution_count": 52, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1624,12 +1536,14 @@ }, { "data": { - "image/png": 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citystatepriceamountqualitydateppgstate.namelatlon
0AnnandaleVA1007.075high2010-09-0214.13Virginia38.830345-77.213870
1AuburnAL6028.300high2010-09-022.12Alabama32.578185-85.472820
2AustinTX6028.300medium2010-09-022.12Texas30.326374-97.771258
3BellevilleIL40028.300high2010-09-0214.13Illinois38.532311-89.983521
4BooneNC553.540high2010-09-0215.54North Carolina36.217052-81.687983
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" - ], - "text/plain": [ - " city state price amount quality date ppg state.name \\\n", - "0 Annandale VA 100 7.075 high 2010-09-02 14.13 Virginia \n", - "1 Auburn AL 60 28.300 high 2010-09-02 2.12 Alabama \n", - "2 Austin TX 60 28.300 medium 2010-09-02 2.12 Texas \n", - "3 Belleville IL 400 28.300 high 2010-09-02 14.13 Illinois \n", - "4 Boone NC 55 3.540 high 2010-09-02 15.54 North Carolina \n", - "\n", - " lat lon \n", - "0 38.830345 -77.213870 \n", - "1 32.578185 -85.472820 \n", - "2 30.326374 -97.771258 \n", - "3 38.532311 -89.983521 \n", - "4 36.217052 -81.687983 " - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "transactions = pd.read_csv('mj-clean.csv', parse_dates=[5])\n", "transactions.head()" @@ -178,10 +75,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def GroupByDay(transactions, func=np.mean):\n", @@ -211,10 +106,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def GroupByQualityAndDay(transactions):\n", @@ -241,10 +134,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "dailies = GroupByQualityAndDay(transactions)" @@ -259,22 +150,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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rqODxR0fDGuZYLJi3+/rCsiMzA9uzcuwYyxKPsxNgS5Sc4zHicdbj7CxFODc3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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -300,10 +178,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "import statsmodels.formula.api as smf\n", @@ -323,312 +199,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "high\n" - ] - }, - { - "data": { - "text/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", - "\n", - " \n", - "\n", - "
OLS Regression Results
Dep. Variable: ppg R-squared: 0.444
Model: OLS Adj. R-squared: 0.444
Method: Least Squares F-statistic: 989.7
Date: Wed, 04 Jan 2017 Prob (F-statistic): 3.69e-160
Time: 11:44:14 Log-Likelihood: -1510.1
No. Observations: 1241 AIC: 3024.
Df Residuals: 1239 BIC: 3035.
Df Model: 1
Covariance Type: nonrobust
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coef std err t P>|t| [95.0% Conf. Int.]
Intercept 13.4496 0.045 296.080 0.000 13.361 13.539
years -0.7082 0.023 -31.460 0.000 -0.752 -0.664
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Omnibus: 56.254 Durbin-Watson: 1.847
Prob(Omnibus): 0.000 Jarque-Bera (JB): 128.992
Skew: 0.252 Prob(JB): 9.76e-29
Kurtosis: 4.497 Cond. No. 4.71
" - ], - "text/plain": [ - "\n", - "\"\"\"\n", - " OLS Regression Results \n", - "==============================================================================\n", - "Dep. Variable: ppg R-squared: 0.444\n", - "Model: OLS Adj. R-squared: 0.444\n", - "Method: Least Squares F-statistic: 989.7\n", - "Date: Wed, 04 Jan 2017 Prob (F-statistic): 3.69e-160\n", - "Time: 11:44:14 Log-Likelihood: -1510.1\n", - "No. Observations: 1241 AIC: 3024.\n", - "Df Residuals: 1239 BIC: 3035.\n", - "Df Model: 1 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [95.0% Conf. Int.]\n", - "------------------------------------------------------------------------------\n", - "Intercept 13.4496 0.045 296.080 0.000 13.361 13.539\n", - "years -0.7082 0.023 -31.460 0.000 -0.752 -0.664\n", - "==============================================================================\n", - "Omnibus: 56.254 Durbin-Watson: 1.847\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 128.992\n", - "Skew: 0.252 Prob(JB): 9.76e-29\n", - "Kurtosis: 4.497 Cond. No. 4.71\n", - "==============================================================================\n", - "\n", - "Warnings:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "\"\"\"" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "medium\n" - ] - }, - { - "data": { - "text/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", - "\n", - " \n", - "\n", - "
OLS Regression Results
Dep. Variable: ppg R-squared: 0.050
Model: OLS Adj. R-squared: 0.049
Method: Least Squares F-statistic: 64.92
Date: Wed, 04 Jan 2017 Prob (F-statistic): 1.82e-15
Time: 11:44:14 Log-Likelihood: -2053.9
No. Observations: 1238 AIC: 4112.
Df Residuals: 1236 BIC: 4122.
Df Model: 1
Covariance Type: nonrobust
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coef std err t P>|t| [95.0% Conf. Int.]
Intercept 8.8791 0.071 125.043 0.000 8.740 9.018
years 0.2832 0.035 8.057 0.000 0.214 0.352
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Omnibus: 133.025 Durbin-Watson: 1.767
Prob(Omnibus): 0.000 Jarque-Bera (JB): 630.863
Skew: 0.385 Prob(JB): 1.02e-137
Kurtosis: 6.411 Cond. No. 4.73
" - ], - "text/plain": [ - "\n", - "\"\"\"\n", - " OLS Regression Results \n", - "==============================================================================\n", - "Dep. Variable: ppg R-squared: 0.050\n", - "Model: OLS Adj. R-squared: 0.049\n", - "Method: Least Squares F-statistic: 64.92\n", - "Date: Wed, 04 Jan 2017 Prob (F-statistic): 1.82e-15\n", - "Time: 11:44:14 Log-Likelihood: -2053.9\n", - "No. Observations: 1238 AIC: 4112.\n", - "Df Residuals: 1236 BIC: 4122.\n", - "Df Model: 1 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [95.0% Conf. Int.]\n", - "------------------------------------------------------------------------------\n", - "Intercept 8.8791 0.071 125.043 0.000 8.740 9.018\n", - "years 0.2832 0.035 8.057 0.000 0.214 0.352\n", - "==============================================================================\n", - "Omnibus: 133.025 Durbin-Watson: 1.767\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 630.863\n", - "Skew: 0.385 Prob(JB): 1.02e-137\n", - "Kurtosis: 6.411 Cond. No. 4.73\n", - "==============================================================================\n", - "\n", - "Warnings:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "\"\"\"" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "low\n" - ] - }, - { - "data": { - "text/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", - "\n", - " \n", - "\n", - "
OLS Regression Results
Dep. Variable: ppg R-squared: 0.030
Model: OLS Adj. R-squared: 0.029
Method: Least Squares F-statistic: 35.90
Date: Wed, 04 Jan 2017 Prob (F-statistic): 2.76e-09
Time: 11:44:14 Log-Likelihood: -3091.3
No. Observations: 1179 AIC: 6187.
Df Residuals: 1177 BIC: 6197.
Df Model: 1
Covariance Type: nonrobust
\n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "
coef std err t P>|t| [95.0% Conf. Int.]
Intercept 5.3616 0.194 27.671 0.000 4.981 5.742
years 0.5683 0.095 5.991 0.000 0.382 0.754
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Omnibus: 649.338 Durbin-Watson: 1.820
Prob(Omnibus): 0.000 Jarque-Bera (JB): 6347.614
Skew: 2.373 Prob(JB): 0.00
Kurtosis: 13.329 Cond. No. 4.85
" - ], - "text/plain": [ - "\n", - "\"\"\"\n", - " OLS Regression Results \n", - "==============================================================================\n", - "Dep. Variable: ppg R-squared: 0.030\n", - "Model: OLS Adj. R-squared: 0.029\n", - "Method: Least Squares F-statistic: 35.90\n", - "Date: Wed, 04 Jan 2017 Prob (F-statistic): 2.76e-09\n", - "Time: 11:44:14 Log-Likelihood: -3091.3\n", - "No. Observations: 1179 AIC: 6187.\n", - "Df Residuals: 1177 BIC: 6197.\n", - "Df Model: 1 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [95.0% Conf. Int.]\n", - "------------------------------------------------------------------------------\n", - "Intercept 5.3616 0.194 27.671 0.000 4.981 5.742\n", - "years 0.5683 0.095 5.991 0.000 0.382 0.754\n", - "==============================================================================\n", - "Omnibus: 649.338 Durbin-Watson: 1.820\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 6347.614\n", - "Skew: 2.373 Prob(JB): 0.00\n", - "Kurtosis: 13.329 Cond. No. 4.85\n", - "==============================================================================\n", - "\n", - "Warnings:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "\"\"\"" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from IPython.display import display\n", "\n", @@ -647,10 +220,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def PlotFittedValues(model, results, label=''):\n", @@ -674,10 +245,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def PlotLinearModel(daily, name):\n", @@ -703,22 +272,9 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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B5xMfeqV4nq1Kzc5gqoEBEz9w6BCl4slJDiaLi6U5hgYHje1gbIx2ghtu4LHE\nMLuwQL1+OMyBSQLNAPZpOdvCVtDUxIFU8uMIamqoxpHgttWDlsdjjbUWFpWgEsLPaq3nlFIupZRL\na/2wUuovtnrC4oxhRGt9VlUpHl6Se4lU7/dTdy36XSEM0cW7XMarZHycOvVbbyXxj4yYTJc+H8ky\nHqcELNK9GHivxNNkYIDke/Eij9/WRuPsdpHL8ZgTEyRHn4+ePOLjPjFRSviFAgcFSVcgUbESzRqL\nsR8XFvjx+UrVLZK+Yqew3mwhELjyGgQWFhalqITwY8WqVz8E8LdKqWkAK5vsUxZKqSCA/wqqcy4v\n3sqxykFyqng81NNPTpLsOzoqlwJXuxP29FCHfOONZiBJp6kGyWRIplvJHinJv2pqjI56J6Jkx8c5\nSMXjJP+77iKBSzTw6uRt3d2U3nt62GcywwiFeM3OPEQAr72jg+dQqjp5iSwsLKqDSgj/58DShr8O\n4P8CEAbwB1s833EARwA8oyjedwH4qVLqJVrr6XI73H///Ze/nz59GqdPn16zjdY0xi4tkTSjUapH\n1ktiFotRzRGJlLoTptNU09TWGknT7V6rZvF4gDvuoIRfqXF2NRoauH9rK0m3rW1n0jkPDJjBJ58n\nIdfWciCQ+AIn6up43nTaqLEuXuRvadPUFGcxgQDb7fGwb5Xa/zpzUePZ5GoWVzPOnDmDM2fObLrd\nhjVtlVJuUHf/2q02RCl1BMC3tNZrHPyKvv23a60X1tl3w5q2yST9zpeW+GILSff0rJ84bGyMkj9A\nshP9czIJvPiicXE8dYrHGxkxroIdHSYVMwA89RTrs/r9lIY7OkiYjY2GCLNZHqNQoJpE9Oxac+Cp\nJGIYIOmK++dGKY1//GOSfqFA9cvtt/NcnZ2U2hcWjB0D4EAgeW+kLQuOuyGpGjIZHq+aicoyGfb5\neuRcKPBe+HzGcCvqJoADr+xbKNDzaHmZA9V11x3MzKAWFlvBlmraaq3zSqmCUiqstV7cwkkfBHAa\nQJNSahjAx7TWDzhPgW2odEQSXV6m3r27myoIj4dSbTnDqTNCNB43aqClJaPHzuV4zFyOBtqLF0nc\nS0vUcYsaIxTiwABw4JHkaRIApBSNonLOVIoDA/um8plBLMbjAyQ8iSAuh2iU15TJsB9EdXTxIvcT\n9ZGkiXbq4yVAazVcrvX15+k026Y17QSV6tllkBaS7uvjcYJBDlLl6gYIgQM0lDc3s3/ni0698TiX\nA+wn2TYAD/AWAAAgAElEQVSV4vNha95aXOuoROZZBnBWKfU9OHT3WusPb7aj1vpdm6zfVpE/caus\nrSVRjY2ZfDJ9feULY4TDpkBJfb1Z73T1c7mMNJzP83i5HIl3YcEQvjNjZy5npN9kkr+93tIc/Vs1\ncK7eb2VlfRfElhZeVzZrAplcLhKysy1LS7yOQ4dKVVx+P2cIHg9TSmyWe+jSJWMfyGQYtBaPs2/W\nI39nlsyxMZ7zscfM9fj9JH3ADF5Klfrjx2IkfOcA7vy+ut075TpqYXGQUQnhP4Q9zIy5Ebq6GBkK\nmCjaiQkSSn09VTsNDSTgWMy4YoZChuBmZyn9Se3XlRXuGwiQPGMxkoVz5iC+7R0dxsddPHwAHkvU\nBx0dRsXS2bm162xs5KwhmeQ1Fgq8zt7e8pL+0hL75cUXuV1LCxO/FQokzWSS16k1++imm0w6hwsX\njC2hEvWNcxBJJIBz53gsl4spH8rNskRFVigAL7zAgWdkhPdK7pe4yE5NmUArmX243cbAXV9vJHxn\n0FVNDaX9WIzbrmfPkYHa5tS3uBawoQ5/r7GZDh8gaWQy1KVLUFQwSJ3t4cMk/2efJbmfPMllHg/J\nKRQiMabTPIYEEQWDpblopqdJZB4PB4L1bASipmhoKJW+CwWS13YMnJJs7YViCjtJaXDihCnSUlfH\ntj/7LGci3/gG29PdDbzhDZTYp6cpTXu9JPb6eqOWisVMXhqtSZRtbRtH+oqPPsBjLToUf11dxm9+\nZsbUGi4UKNlnMvx/9CjvXzJJT6G6Og6ksZgpHD88bIzpJ08a47Po8K9ERSYYHma73G6qwvZD4RoL\ni53AlnT4xR3Pgrp2JxYB/ATAx7XWczvTxK1B8r888wx/S3k/kRpnZkxahUOHjNtmoUCCyWZpxF1Z\nAX70Iwb4iMpGSL+2liQk+v71iGG9sP6dkB6V4mDj8fC6RKXR3Ey3yUKB24ixeW6O1+Zymfq/Lhf7\nIp3m4DQ0xGutr+fsQ9QmosIqFNgvbW3rz04iEfa51txPsnYqxVnR6KgxTkvCtZMnqfrJZLhvIsF2\nRyKUxAcHTVTt3Bz7P5nktdbWlkZNS8DalSKbNfn4JTCtkloJFhYHGZWodP4JQB7Ag8Xf7wQQAjAJ\n4G8A3FOVllWIqSlDeAMDJAUx0glxSXCU200JeHqaZQ9zOXrdBIPcvlAwHh/OYhyhEGcMIkWvV44v\nkaBax+3ePOXA4CDJNBw251pcNIZM52wgm6UUnckYdVRjI9su5JjPm7w5opo6fJhE6/Ox3QMDJp/O\nuXMmncITT7B/FhdJqIWCycsDcHDYSB2llCnQfuoU9w0EqB4CTF4gGRBzOTNraGnhIOD1Gp3//LxJ\ncnfypImSrq3lcZyG5q3C7eZH1ESV1EmwsNhJSIR/Ps93cjfsTJUQ/r/RWt/u+H1WKfWk1vp2pVRF\nKRaqCQmESiRIcoEApcFIhOS/sEBdd3MzDYFKAY8+ym38fpLl0aN8+Scm2OmS28aJmprNp/z9/eYG\nJpMm26MT6TQJ9vx5knZPD9s9O0ti9XpJPi9/ubEDjI8bb5tksjQffjjMdRMTJMmGBg6Ad9xBMh8f\nN+mbFxZIrnV1vGbRl0vb6+uN66WTAFfPXBYX2db6+rUupRIRK+kRRIqXhzkcLj2eUmvtEMeOkfRd\nLiO9t7cDjz9uVHEul/HI2QpcLj4XU1Ns51btKxYWW8XQUKmHWTm+2GlUQvjuYmDU4wCglLoLgMif\nufV32x0cOkTS/MlPqDpIpeihc/Ikddc33WSIXtDbSzL1+Uj6EqglBHLixNb0uaOj5gZms2xDIsHz\nCIFOT1NaF/93ydq5uEjVVCDAc0ciJjWxU4XhcpGs5+fZ9s5Oniud5jWIEVmKrnd3Uy8vaRskMM3n\nA376U7a5vr60TKFk7EwmucypG19e5uAg13LyZGlfJRJsb00N+3FmxlQbkwR1gnSa671eo26Ta1wd\nhDY9zQErm+Xg6HZvj/ClL/ZDDWCLaxPO1N7OlObVRCWE/x8AfKGYXgEA4gB+VSlVA+CPq9ayCuF2\nk7DEawagVJnNkkBvuGGta+bdd/N/KsX1hw7xI8SaTlNP7vWSqCqN0gyHTWnCQAD4/vd5rNZWjt41\nNcbXPxAg4V+6BNx5J9el00Y9MzLCfdxuY1wOBjm4SRTxwgLVNJJi+eJFY8NwqoRaW6myGhjgNWtN\nsnzJS7i9SOHHjpmZj1IcFMpl11z9OxTi8WdnOSAoRVVNT0+paszZj1pT5SPqmWx2/Zq2omIKBk0K\n582qjGnNQVQ8qyws9hsOHTJpS5xOItVEJfnwnwBwk1IqXPztDMD6+2o1bFMsDAKBBixlG/DUU1wU\ni5E429spBft85aNYa2qAn/mZ0mXpNAkxnSaRSjbMsTEOJM3Nm+vYRN/scpniKuLyWVfH9Z2dxt1T\n3DefeYbke/PNHABCIRLb2BjbKgncxLMG4HHPnuXyvj4ep6XFZPLMZNgHLlepT7zHY9ROvb30ikkk\n2E9Kcd+VFZMfv67OzIgAbic6denfgQFez8AA929rI/n39KzfV/l8qS5+9UDihFxDR4fxoNqM8CXV\nBsBZzm69UBYWlaK5me9XobB7RXsqDjbfSqRtVfHYnwMLA/C7m3FkKoqmhl4cCUQR7OhFY3sdFhb4\nkpdL7rWyQrJyErgULM/lTNHz+XkS0+HDlBhvuYVEoxQlbtFj9/RwWVMTCTiX4/bPPWdy0otKxeMB\nXvMaEpzkzVeKxCttkrQIUnhFIKqbVIpujKOjxnMHMPEGzc38PztriE7UPNPTJOZEgqqdTAa47TZK\n9dddR8KenOTyoSGeb2rKuHz29Jj888EgZxJiX/D7+d3l4nVIMRXAzGycaqNIxLhUbpZHKBrl/Th+\nfHP3S6ntK5BnoZpIJtlPXi+fOevXb1EJykWUVxMHM7tILoPk5BByGcDjmUU3ZpFZeRQn3EB4BQjG\n2lBo7IUKn4Ba7gW8xzE5H8L4OIkynydZvfa1hghE3eDxGO8NSU8wOWkCfOrruWx2ltvPzpIMxbgo\nknR3NyXSxUWqKpxG4GCQEv0PfkByikSM1D0/T+ldvIFEHaM19wsEuK3LRdJeWmK6Br+fA0FdnRnI\nnCoUqbk7Ps7t5JxCjk1N/B8Kcf9kktvLbEWM4c8/D7zqVaVpCurrTQTyXNFJt66OUvZNN/GaJLum\nGIsBDp4rK+zPcg/+9DTb6PVyMFo9KEgwWmNjqdpGIqUlorqcSmdujusjke2rfLQ2MyLA2E/WQybD\ne1BTUz42Y2mJfRYK2ZmJxc5iQ8JXSrkA3K21/vEutaciLM0uIeE5AX/6IvKZzGUf+cveJcuTcC1P\nAiOPAAAKWsGd6UTYE4X3UhSFUC/yrcfw4ov+yy9UZydfxEwGOH2aEnxrK4lKVApud3l9vgRWOde1\ntQFvfSvVMiIZO9HZCbzxjXy583ngySdLZxctLcZXXjJa1tebvDbDwyQEpUiGQtjPP08iPH6c+2Qy\nRuqORvlfiq5IPEJNDY8jxNfebip9NTfzGuQYWnNm4TSyComLsVUM1/k8r+nSJX73+XgsKR0penkn\n2WcyxpZx7pzJ07OwwNKScs7ZWRNlPTdnis8ITpzgeefmeEzxVALYvsFBc5zrr9+epCXpNwQbGeCS\nSXpo5fM858mTpXaSdJoDpdZsu5SstLDYCWyWPK2glPoMgNt2qT0VIe9vxtj1fwroPFzxEYRS/YgU\n+hAp9AErl4DCKuchreFJjiKYGMWN6Yfh10Bg0gVfvgfwRYHGXnibojhx/AjgpngciZBspBSiJCwT\nKVNcE1MpksfoKHXdTmmxXIrmXI4vdTDIdYuLJOm+PhLm4iIHAyma7vNxn/p6Q1gNDRxQxI10bMwM\nTqGQybOTy5E0czkjMUpNW5+Pxzl+nN9ra0n8qRQJZ3TUZK9sb2eaBo+H6i1phxSBCYU4i1GK2zv7\n5qc/JfFqzUHs6FGS3Ysvsh+kPKPU5O3r47aSGVNUWvE4jye6TqfOX6KtV/vSx+NGNed041y9r6TK\n2Crcbj4Xs7O8no2kcslbBPC8EoshkMFOsFveGxbXBipR6XxfKfUOAA9tmudgl9DQQEKOxdyYLxxB\nrvkIFvW/wYgbuOPWHBAbBOb7gbkLwHw/XItDcCkqkevrgUIeqA0V0OAdBAYGgYHv8cAuD9BwFGjs\nhQpGkY1FUQh2w+12o7e31LBy9CjJQgzG+TwJOBpdv91O6S4U4gAhXj2trZS8W1p4jOFhLh8a4jpn\nNS0poSjRrSsrJrunQLxZZJmoPa67zuS0LxQoRY6McPv5eRK25M5XimTd2ckKYFNTxn01kTAStqQg\nbmnhoHHTTSR6MSi73VyfzxsjsRQsF2+aujqTPwcw9o2lJZJxc3MpoTc1se35PM+zOhhOBg2Bs28k\nN5Go9raj0pmf5z1SimqcSGRj476zneWykMrAK6ouK91b7CQqIfxfA/AbAPJKqSSYzlhrrddJJFB9\nKGW8NM6fp4QrOd07Oz1oa+sFmnqB6Bu5MJdB/LkBpMb64F/pQ2ilH2HfKJRaNX4VcsB8HzDfB0/6\nn9CdArTyIV1zDIXlKJYbo4h7o6jr6ERtnbpcAEQkto3yrWcyxi1SCo2Lj76kR6it5XeR/ufmTKKz\nVMqofYS8u7pIhpJYrKODro5aczCR2rz5vEklMTbG/93d3HZsjNK8pIru6eF3r9d4ERUKlEwLBQ4W\ntbWlRlGglFDd7lLjs9Y8n5SJlPQWzmynQOmA6vUCr3gFz7u6xgBgKnKl00a1JVhaMtW4ZBbkNN4H\ng2bfYHB7BtbhYTOwOI3k6yEc5qxqZYV9uXpm4XJxUE6l2Ff7vcCMxcFCJW6Z+7o8dEeH8YY5dIgv\nuDPaNhAA4PGh5dRJ9HtPIp4pelE0JYH5i0WC7wfm+oBljhqiy2dRlQxCiRfhvfQiEs8DQQAr+SAy\nh44j1B3FiUgUfXNRTK+0orZWIZczHi5CoF4vVStzczREistoIEBdsxQ3kSpSQ0P0qZeo2BtuMInE\nLl4kWWQyXN/ZSXfO+nouDwZ5jOlpzhR6eqiiER2zy2Wyia6skFCmpw3JRyIknGzWqLFeeIFSfzRK\nVcz8PPu6oYHtCgbXJpPr6SEZHjliahMI6YoRVlxTJfI2ECAhikQvbVhtrJ2c5LWXKwYjCdEAzoxu\nu608oXs8O1MQxeMpzeJZCSQr6HpwFqS3sNhJVJI8TYGlDY9qrf9QKdUNoF0ib/cadXVUIUje92TS\nZHwcH+dLLwRyww3OPYNA6438CNJxJMcuYvz5PgRW+uGLX4DfNYtAwBEglAGy6STck88hPfccamuB\nI8tAt7sW6ZlexEZPIO7tRdoTRd7XhMFBBa+XMxGvl6QeCFDKE+mup4fHX1zk/2SSZDYzY8i7ro6E\nIsnNlpZIGu3tJlBqcbE0/40EcLndJNdYzKiGnCmGg0GSbjDIY952G1UJYjhtazOJ1yT6VnLfi68/\nwIFgft7EQqynjhAffqeaanKSsw1pTz5vdOJNTRw4ABpvZTspBiNVsubmeO/r6vh7YWH9YK6dwrFj\ntOGI6+dq472FxX5CJTLOXwEoAHgdgD8EC6J8BsBdm+2olPo8gLcAmNJa31xc9gdgndwCgCkA/15r\nPbml1hdx9ChJQPS24vM+NEQpVnLliw64vZ2EJ4TS3Fx8Sf11mMCteHz5VrjdQOf1QLQ7hqC7H2qq\nD8kLfcjP9EG5YnC7mUK0UOB/V34ZwaWn4U0+DX8eiBSAvKcBmbooljy9qF+OYskTRdbXgOuuK5Xg\nFhep3hBVldvNVBHiArq4aKJ329qMATMUItmLzri+3rgihkKmNkAkwk88zj4QlVA0SqJ9xSuMWqKz\n0xC1EFc4zD6VwiYyUIjbJsDzSprkxcXSIDHBwoKJrq2rK01JLPdseZmzCL+f197dTSI/fJjtcXrD\n5HIMPvP7qZZqa+O5Ewl+340IW1EnBQLsa5nVWVjsR1RC+C8tJkp7CgC01gtKqUpzCz4A4NMAvuRY\n9qda648CgFLqQwA+BuD9V9DmNfB6KQEmk5zSx2J8CWdmjE71xReNSkEyZzpJ5uhRvqxjY8YNMZ8H\nXvKSBsB7J3ydd6L5JmBuVmPy0hwCiX6Ec30I+/rgG+tHfJbRR8EA4PaRdFz5GOpSTyCYfALNeR7P\nq5sRfCKKRKAXsziBZe9xTC/WobaWbc5kOGMJhSitSgbNlhYOEjffbIK+JFe8SLFSt1YyZ05NsR2D\ngxwM7r6bfSTEJOkdABJwd/daVcLhw9z/1Cn238wMj+n3l0rwq6tyZbP85PM8zzPPAGfO8D50ddEI\nXF9vbDG1tRycYzFuL/nws9nSymSNjRyoJShNbAXxOAcPyS3U3b1x7d+dgtZmkAVKv1tY7DdUQvjZ\nYjFzDQBKqRZQOt8UWutHlFKHVy1zFKpDTaXH2gy5nPGAWVkhUTY2UqVx/HgpkaXTpR4cztJ5o6PG\nbU+SdAm8XqCtXaG5pRmZTDOCwbuhFDA/ojE3PAX/Sj9SiQvoDvWjPtYP5HggDWOEq/HMojA8i2z8\nUQQygEoBhUI70NiLYGcUQBTBtuO48cYgWluB732PbR0ZIdm73SZgp7l5rXeKRKGKB40kKPP5gO9+\nlyQ4M0PJ/MQJs//ycnm9cU1NqSqsqckUjHeqLurrjWul38/2nT1r3DH7+3lflOJAJBXIBF1dJugr\nlTLBU5FIKXFLgflcjttJCmYJOJPr2ixyd6cg+fgl9mArufkFKyu8X+GwNdZaVAeVEP6nAHwdQKtS\n6o8A/DyA39vOSZVSHwfwywBiAF67nWMJJLgml6NEWiiQKJqbjf+1FAJvbSVZiHFPDGiSqtfrJWmJ\nikRUA6kU7QIul/E7B4BcXiEXaEMu0IaVplei7UbA79PA0hgw3wf/fD/8c33AwkUgn0E+z0EgX1Tj\nhF0TUIsTqNM/Qu0CgPMKqO+E0lHcHIhiqbYXK75jaG/3l9SDnZ42NoqWllICjkQ4U1lYMD78S0u8\n5ulpEsv0NKONJRd9LGYqaa1HOJJUDSCZi3vjoUMk2myWpCzeQgC3qavjORobub6ryyS7EzQ28tzT\n07yfTU0k0uVlo/aSQiiSIlrSOdx9t/Eq2m2D59GjbJMkutsKJBEewH46dcqmZ7DYeVTipfO3Sqmf\nApB0Y/9Oa31uOyfVWv8egN9TSv1nAB8CcP92jgfwJa+poU5aPFUSCRJGNsupvki/QliSx0a8RBYW\nTCrj5ma+yE63uf5+4z+ey9H1EaC+WMobtrTIPgoId/FztDimFfLA4gjc833IXehHaqgPrqVL8Hlz\n8PuB8GVHV43M3CiwNIqG5MNo9gDBkAu1uR4suqOo11Gka3rx4tRRpNMeBAJsl4TzS+HvfJ7tkbKD\nPT0m6rW+3pQMFGOjGLtnZxkBuhmGh02KiaUlet6IPcHvNzMnn4/5gxoaeD9OnDDFWVZDYhIAel8J\n+vqMCmligseamOB1+3wcrJzpHnYLMqiVqy0s6wuFzSV2Z2nIVMq4jFocLMRi5JHa2t1RKV4pKnVM\nC4E58DXombhTeBDAd7AB4d9/v1l1+vRpnD59uux2kpJ3cpLE39REQurooArB4yFJXLxIsu7sXDvt\nHxrifrfcwhf0ppuM+gIgqY2OmgAiIfxAgOoWqUz11FM8TldXUW8vgTguNxA5AkSOoPn46xFcAR5/\nNIvMzBAadR88LX2oz/YhOzeMhfkCcsV9c3kgnysgOT6IWt8g3MnvQWugMeWBK3kU6doodLwXqI0C\n4W4kku7LicukpqykhUin2UeNjeyDw4fZD+fPm35YWTGzpWTSHGM1ROc+N0fSPXbMXKu4o05McF02\ny/xB5SBuqU43Swkqk+soR37OiNmNsm1eCeJxfmRA3AjOer5HjqxV5yQSHKhyOQ6qG+XXqaszeYik\nToPFwUIiYYQmCWLcyP12J3HmzBmcOXNm0+02LWKulPoogF8A8DUw6OrfAfiq1vrjlTREKXUEwLe0\n1jcVf/dqrfuL3z8E4FVa63vX2feKgnufecakLpDqVzLFbmkhgYihVikSu9aGzJ591hgfJTePFCg5\nfpyVsqQ0YGcn8Pa3Gy+aS5dMMY+6Ot58t5sv7nov++IivXHEcNrWRhXLi8+lMdt/CYVZDgDhXB+a\n/WMANHxF9UtBA+kUkC0GLwWLhk64fciHj2Ms2YtkKIpUKIo4WLB2cJDtlmyhwaDx9AmHqUoBTFDX\nhQsmeOrUqbWkPzrKBHBac/+bbjLuk5JaWjyM0mkOvlJsReAsnC6qocZGo+dfWGC/nDzJAdmp0pma\nMmq6jeruVoqVFQ584lp58uTGKpqzZ427rs9nCtYILl0yun2A6zcqpSjpKDaL1rXYn3Cq5QA+j07X\n493ElouYgz74t2itU8UD/QmApwFsSvhKqQcBnAbQpJQaBj1y/q1S6jqwTu4QgPdVehGbn4//xYPE\n4yFpSDIyIVbA5JlJp011pqNHjd+6ZK6MxbgsEiEZXbxIQspmufzoUSP1S41KSRMgKoiLF80MxCm5\nSf1YgIOL1NadnPXD1XgS2bqTmNVANgwsqQT8iQG0uPsQcvXBNd8Pt3sCuRzgUg6VQT4D9/w5dOTP\nIVW0UWR0EMu+XriTvci7TqD7cC+Cza0YHVOXUxu73ZyxzM6yjZJJEyCpOWvSCtraOEMoFHj9AwPs\n60CA5Dw5yf7t7CSRJpNG4qmvZ7+MjFCi7urijGx5mf05MMD+i0SMmm112orWVh5H67XEnM0a19VK\nDaBSrQsw3jcbEb7Hw5c8keAzsbJi3EklJ87kpOm7zdpRX7+2jy0ODiSWJZk07s/7DZUQ/jiAAABJ\n4+QHMFbJwbXW7yqz+IHKmnblOHbMZLc8fBiXA6Y8HmNoFSIATPFsUU00Npq6koODVM1MTJji4eI/\nL5KoM3oVKE2RLEbFWIySaE2NyeookrLbzWpXzz1npvHDw/w+OclZwY03sr1jYyGouhvhOnQjVor2\nCpWOwzt/8XLOIMz3AQkq1Qt5qoKggWwmifrCWfgzZ+GeBQIrQFbVIbXSi7g3ikxzL3wtUeSyTYjF\nOGpK2gdRB63O+QJwXTRKch8eJrFPTZlEZg0NlHJ/8hOqNmZmOLCK0TwW47LhYRKnVP06e5azA0nz\nUFfHwTkQWKv7X0/Vc/680e+Ld5NAaw74q6Xoujo+C5KsbmGB5+/oKK9iOXTIeIbNzZlC6xL3EYvx\nGZOoaokOtrg64XZzJpxK8XnZj0b3Sgh/EcDzSqnvgTr81wN4XCn1KQDQWn+4iu3bEFob9YRkfDx1\nqnQb5xTa56Nq5tw5Tp8nJqiCkHw0TjQ3G59vkehTKeClLyWp5XJGWj1yhAON1iT0UIhS7+go29fS\nYkgmnS5VjUQiwF138dj5PAeaUIiDV0eHKUgSj5NUxGDJKk51QPut/AiSMWC+D3PP90PP9cEXvwB3\nbhF+H4/lK5Lc4mIc7eoptCSfgncSaHoEiKUa4F2JYsUfRbinF4e6T2BqMXzZG6ejg2qfQoFk53aT\nvCV19Oo+DwQ4CLhcnA04i6kkEiTAfJ7+/TI4Dw4aP3q/n/2TTPL4UqCmpobHWM9QurDAGZbUDBav\nF8C476ZSJvhMXsypKVPYXmI5AJ63NEqbyOfZznic91pe9IsX+fxI1tAbbuDywo44IF9byOeNAfsg\nRDDv97QYlRD+14sfwZnqNOXKIDVRl5dNrvfaWj4gkr2xnFQWj5NYpKDJ6Cgl99VFy2tqqK5x+kbX\n1pLAlKIEOjJiCOvEidL9ZUYxNcXtZmexJsJWEAiYbJJ+P8/ndpPY+/o404jFKElHIswLL/lsABLi\n00+zrSdPNqCr6y7k9V0YHASGBjVCNXO4racPPXX9wDxnA27PMryglOvzAdBAZimGwOITCOgnEIoB\n4THAVWhGti6K1EgUF/qiSAR7UfDUYnHRePJI0XXxcjpxwqSA6O5m+2SwO3HC+OxLHVyA96Stjdv2\n9HDfUIgS/coKt0ml2J+SWbTcfQO4n2TelJQTgrm50hne4qLx3lpa4mCsNe+ZqGGcpRidCIfppisz\nITlXMMi+kAFteJhF4X0+Bp5JZs2tunBeK0ilODjncmaGvR+l5oOEStwyv7gbDblSJJPG7U/S/AaD\nfKEkcOfEibWEEAzyAZqe5uf66/l7aqrUwCKFRdrbOUiIakaSmLndPM+LL3IGIINLPE4S8HhICC4X\nZwCSqliKipTD0BAHoFAIuOMOUybQ6+X1CWkODJjYAoDGajF8xmIsrNLZSam8sUkhEmnGnLcZzb0v\no+eJ1vDOT2H0J31IjfchmOhDcKEfmUQKfh+ncZlMMUlbehbB9CxqFh69XEQk42tHzNWLlZUoarqi\nQONxHDsWRDZrMmE6B9tbbzXF1qWofDzOYx07xmuKx0n+Ph8HgxMnOKDV1ZF8JWZC1GaiYy9H+GJk\nn5gwg4tgtRrHObOrryfBTE9zuSR/K1cmE+A13nCDSeUgaicpKNPcbPzzu7qo3pLBZnDQqA93A9PT\nfDbq6ta/nv2G+XmTUVVmhNbGsT0czBKHMKljJVNhMMiHQl6oQsHohZ0QIsrluL+4HZaT4iQnezJp\nPEQkh3l9PZcFAnzRr7+eZHLxommTEGChwCInkgFSVCKCTIZ6/B/+0BQJj0To1REMkrzHxjgQuFw8\n/qVLlCbD4dIiGVKasbaWUqTTKHyZhJXCkxfa0D/dhpGJVyGXA44e0UhMjaFZ9aEj0If6XD8ivovw\n5DLIZQG/DwgUyyhmFyZQ755A9vEfIXMW8PkUMsEuTOd6kQpFET4WRUv0GOAhm3Z0rA2yGhhgW10u\nqrxyOQ5qYhwXVRHA6+ju5nVJQRePZ+OX/+abeVzJeT87y2M3NppMow0Npc9HdzczgyrFWYbPx/sq\n6afLGV29XpNryCkwRKMc+MWgHAyWqnR2U70Tj5tgvXicz+xmdYH3A5x2I6UOrqtqImH6v6dnb1U+\nB47LTgEAACAASURBVJbwPR5KgXNzpvhGNls6CJST/oQsenpINpKfXghYqidJBsq5ORJ7fz9JoqvL\nGFgbGkjiks4hHDbnBoznyyOPGOv9D35AdcTNN1MKdblIftPTPH4mQ3IUEpdr7OigMXN5meuee466\n/0yGbZqdpaTsrBkrMwmp+yrSbTLJNohdYWkJWF5RUHVd8HV2ofnka+li5srDlxxBT00fanNMI62m\nLyGfz8FdfHISCSCT0UjOjCDkHkGt+2FgGNBPu6DCh4HGXqApCjRGgYYjgNuzpjiJ1sbILikbyrkl\nCgGLQXl+nvfycvI7B0SqXh2ZfOrU+q5yUj9XVDq33ML+lnq85XztBfX1Rj0Vj7NP29v5DEqepJ4e\nU1rR6aartcm4WVvL52InUys4axUAa/Me7Vc0NvJ9ktrDB5XwV8/sVtsZKw3O2wlUTPhKqZDWel+l\nhpJyfgLJs76wwO8zM5SM29pICuImNztrdOxdXaY+azrNKX02a1w1EwmSSmMjb1ogYNIIuN08puS3\nkWOOjXFZRweXd3dT2nvhBR7j0CGTbqCtjeeLRCjVzszw5jc18b/HYyJI02ngn/6Jx8rlSCgSOPVz\nP8flq1+KcuojcRFNpdjGri4OHK2t/NTVcdn8vBvB4BGEG4+AtnrAk8li8Mwg3Iv9CCT6EEj0wb04\njGy6AK+3mOfHAyhdAGKX+HFUFMvVHUWmNoqjtb2YSEWRq+1GIuHGygqJsrWV17Teyy0S9QsvcIYj\nJQq7ungvJiZ4XS0tvA5noZZk0qRmLod02riBZrMcPCVXjxx7PcKPRPhMTEyYer3xOCX9QoHPRjjM\nQWQ1pGg5YFRbOxk1nEjwnRAj+0GqorUfo1UrRaFAYfHCBT6LkcjamV0ySTudROlXO9NqJfnwXw7g\ncwBqAfQopW4B8Gta6/9U3aZtDVL+b2gIl33Mh4cpOcXjlPKamvgSHDlS+vCLax2AywQUiZCEjx0z\n5N3RwZf31CluJ5WcAL5QzgLfAM8tMwkJdJJ6rgCPNzREw56oORYW+HBINC9gAsk6O3m8pSVT+u+H\nPyTRNDVxnQRAlUMgQCJqaDADWF+fWZ/NGlXSaoyMe5FviGLRE0W+4U1QCpgcSyM7NYBmVz9Ohftw\nuLYPSDJQzIlsJofEcB80+uBxAadqgbzyYTZ/HOmaKGprelHjOYFwfQcY41eKXI6zIYlglTQXMsuZ\nnDSxFmJUnplh3zY28t45Zw7JJGdu09O8B1K8XYzQoRD7VqJ4NwqaAoxbpzgGDA7y2evu5iC2Hnmt\nNkRWIulJUjyZna7nwTI7y34Rb6dkkgGGnZ2bV+faTaRSJgbkIJO8E1NTHMgjEQpjkpF29TbCOTMz\nJjdWtVCJhP/nAN4A4JsAoLV+Rin16uo1aWfgDKAZGjJulYEApWYJnBKfeqC0o0VnGAjQMCcumS4X\n1wmBAybgxrmvIJXiC9fezu3FN7yz0zzYTU1GDSNGZ8AMWIJgkMQkdXDvvJNEd/asCfCZmqJKYCPC\nB4w0L3B62Uh/5HJ8UJ2uk2Jsra3lA+p2A3MxPzLqFHztpzAfBY7dCSCXYLI4R23h7MwkCpoxAtol\nkm8GweVzCCyfQxiAexCIPxaEauxF7eGiKqixF6htxcSEupzvXoLhvF7eS63NAACYDKM+H9uey7FP\n5OXy+UjI4qI5O8vnQtJpiP74+HFT43f1AJjJ0GYzMcG2XH897+X0NAeS8XHe4+np9YkskzGJ/iSN\nRH09+3m9oDGtzUwUMOUty0EK6kgZ0GiUs8qREbbVWTBH1E3iqry8zMGvXAyGE+k09y9XW7gS5PPG\nGwdgf+xFXqSdhqh36+qoeTh1am3/OAUQKZlaTVSk0tFaj6hSESK/3rb7BR0dfNBnZ9nhEgGaTvMj\nQTAjI/xdW2t0hisrjvKI4MMvhJ7Pk5STSb5Azc2mRq3kpV9Y4LqVFS5/4QWjRz9yhMSwupaq3OiG\nBpI3sDZIp7mZevupKW7X2cm2Ly7y+qam+EC1tXG2ciVT95oaEkhTk7nWoSGSeixG76FolN8l0EiS\nzEWj3EcIqlAAXL4Q0HoTP0UsDcXxzJl+BBN9iBT6cSrYB3dm9rLRXGsgkwWQTgITZ5FdPGteCF8d\n6j29mJyNIokogroXkYYm5AscBJ5+mm2YmzM5eTweU7QF4EApfdvZaew1gBkw3O7Sl87v54AxMMCa\nwiKlLS/TjjIwwG3Gx3m822/niy2pNSQRWrnZgXh5Sb4lSfv8wgumjsDJk2tJIJcr1cNvlEeouZmB\nb9msqTHQ1maK1AuGh80x+/pI4FIm9NZb1zc0iiE9n+fxTpy48sIz2WypnaGSmgLz8+xXp4fcbkNr\n9pGkA1+N1lY+f8kkn8dyg2F7u4k1OHRoZ8puboRKDj9SVOtopZQXwEcAbCtb5m5AjHnioSHLenuN\n1A9w3cICH+xw2KhQMhnehNUPk7wIgMnp3tRkdMXiQbO8bFINSHnC9nb+np7mdlJM3InOTpNyoVzi\npZYWE8gVj7OoSH8/19XXkzTE3lApFhZMTpqxMba3tpbXL7OjwUG+iM3NRhJtbOSycJgDRj5PMlnv\nofXW1sHXcxuSmdvgrQfmjwOH6hbgnu9HcK4PibF+5EcZKAYwX9BlZOKoSTyFrsWn0FEAbvcCeiqC\nmKsXruYoJi9EMemPoqkjDL+fKjiZ1aVSbJfkCgI4OB49yv9TU7w36xlzR0bYR4ODvM/BIJ+LxUUS\ndiDA8+VyhrxllnTxIu+V1ms9fRYXSz26pJKZLEulykfnioeZbLfRwC5xERJIJoFz4TCfcRFqnMLH\nxITJORWLUR21HuEnEqYd8kwCbF+l3ih+P5+n5WVT0nIjOA3xMzOMRt9t//xCgbr5lRU+79ddZ/oy\nFjO5uAC+T+vNWFyu3a2QVgnhvw/A/wDQCaZU+C6AD1SzUTsB8XoQ1NebLJpSEYoeJubllAAdCfcH\njG5XsDoXjkhuQs75PCW0sTG+xHKzGxp4nnSaD4TUcA0G1xpWNwu/F/K5eJESrRxXEo+53VeWx0Ok\n3HyeL/vUlLElSOGWUMhIXrW1Jm3C8jIHoBMnzLnXQzDIa4vH2b9uN1B7YwShzruAzrsQuBEYelFj\nbnQOLa4LiDb2A7FikfnM8mXjuAwEAd8CAuknoKeeQE1RonbPtSBdGwU8vfA2RnHicC/gp8i5uGjU\nPlLv4HWvM5KteOhITp9IxKhK0mn2k/S3kLXTmN/SYnT4LS3sI63ZfysrvOdOtZB4kYlKqaam9FkQ\nF2DB1BTveyzG5zgW4z4vvsj7U1NjspQ6ITEbhYJJfxGPc78bbjAV40QI6uri9clAtZHtIhQy27nd\nlLzHx815KylEIzMDSUOxmcQugXgA751z4NotLC+bdohLcWcnByKpKCeqXMAUYtprVBJ4NQsmUDtQ\ncFaxWp14y+3mVDmb5cs7PW1C9gG+EAKR/gSS9mBxkS+XqACEpGdn+WKJi2h3N/XC4jUyMMAXS2sS\nzvj4lVdnGh01blxO3emtt5IIJPKzUjQ1sd0StZzN8r/k9JaI1MVF4wFz9KghnlCIg9BmxrZQiDOo\nf/1XStNuN/tC3NSU4h9fQzNms83I+V+OjtuASIMGlieh5vsRmu5DaqwPvuV++FwpuN1AOgPUFIkH\nmRmElmeAZ35sTlzbDjRFcSzcixlPFNm642jrNuKnkyBnZ82McGLCqHDGx00yOJ+Pg8HUFKXL1lZe\nj+TWAfhMHTlSSparPTS8Xt6n/n4OLHNzXHbsGMmkocGQ3+Ii7/vYWLF8povn7+0FHnuM+/X2mrrI\nTgSDJipaCsADZpYpzgRyH6RY/fIyn82NJG5xdEgmub+Qvayr9NmW4kOCTIYChbgpO9sg9iat+ezv\nhUpH3LbFVigDjjOqOx433LFf0mpU4qXzRQAf0VrHir8jAP5Ma/2eajduO2hoMNGZkchaX1ep3NTd\nTRIbHjYvkej6gfKSgxQFLweRomQ619PDkX15mbpOwBRRF7/zK4VcgxiCw2HjYrqVfCMeD+0KUijm\nRz8yGUZbWkgSra3mXJJGornZqI7KxTyUg9gKzp9nH91wgyEaycq5sEDpU1xHjx1TiETagbp2eA6/\nCrV3oVjIdgze+X545/qA+T7kZwegc5m1g93yBLA8ATd+CGptFPBCVzE+oJeG4QgDxVZn45b00LW1\nnA2MjZmcST/7syS1UMi41KZSJHuXy6iJpqdNAXonBgZM3d9nnjGFdN74xrXPl+i4AwH2UaFgdPKS\nv39mZvN0vIGAiUWRmZvzWkVy7e016bPXe6a0NqklfD62PRAwz8R2AozGxozQNjTE99lp5zp1is9L\nXV1pcfvdSivt97OPFhbYRzIg1dUZDzyJs/F4tp66Ox43NRcOH95+8r1K5MCbheyBy0XMb9veaauP\nnh6jZvH56MkiRsnVHizptNl2YoJSmyTeutIwdDHU+Hx8CW+4gTddkoIBvGmS1ncrD4JkBVWKUv1O\nTGdlAOzqAt78ZuNZ0tbG6xEJxWmQu+46492ymSQnFbWGhkxx9qUlkp3Hw+PmcpSix8dNXptk0gTe\nAMZveXraha6ubhw/3g1vsaKYu5AHFoeh5/qhijmDcnODyKZycLkAn1+cPTWwNMLPpX8pdoALCB9G\nc2MU6WQUw8u9cDcdQSjEV0Re3MOH2Za6OtYIzmZNMJcY3BcXSQSTk7z/J0+W7x+JxPb5jHqxpoaE\nu9rwKe7Bhw6R1JqaOEgPDrJNmYzx5ZccQqv7X/pWCgJJLAnAcz73HA28Yiy+/vqNdeMSIOckW5nl\nBAIbF3xZjXJtdq5bPRCL+zVQqoJlUsHKz7sdlEtn3dPDeyepP+bn18/rVQmcxvTh4bU1F64UlRC+\nSykV0VovAIBSqrHC/fYccjPE8AhQImttLZU+xCjp9VJV4fFc2cPqhOh6JbVBOdWKz8fzbBXiRw+Q\nGBcXS6f/20U4XCpJHD9eXkr1eCov8CDtBEyaB4lfGBw0eWdEMhaj5MxMac6ZS5c4U5JiNm63Q13n\ncmMscRRTS0fhC70ex24ELryYhSc+CP9KH1q99BBKTQ1BQSMYdNgcdAHZmUtIjV5CKPNdXK8APeLB\n+UePQkeiCLZF4WruhQp3o6vLjR/9yMwCz53j4CfJ3sTF8Lnn2P65ORa2UYr9UFfHZ7Ozk89mMEhb\nwPIyf995p7nelRVea309SViKbAiBt7byXGNjxv10fLxUkJia4vq+Pp5naYnP+uKiGUSmp0koMmj4\nfCSvzVIwHDvGeyKD9vnzvJ/iSXTnnRvPOuNxCgCFAt8XUQtKtLmodDZSUYrnFUBBbS/iC0ZHje6+\ns5PPt2gYlpa4bis5jJx9txPZQish7j8D8KhS6quggPTzAP5o+6fePcg0T9IpJ5OG8EXfHgjw+3al\n5dFRM/2WgB+As4rhYRNiXynEDTISWSttOatFiTTp8fD8iQSvcSemuJUW5shkjCS8GrIsHOYLPDvL\nNspLIMQrNohgkLOYQ4dM5kqXiwSRTpucQk73RPEqGh01A0Iw6EW+Nop0bRTeJvZXLJVGi3cAR+v7\n0B1inIBeGkMiUdxvsRhvgRzcqT6EMn3wLRTbFvQDQ8fQMx9FIRHFki+KXKADHo+6nGM/kTBqFoBE\nPj9vMnhKpk8p8OL387mUTJ4jI1w/N2d847NZkqsz59PwMAdJMdjK4Ov00JI03XIPxFNJhAOZufl8\nvOZCge9HOr1++mnnscWDaXyc13PpkkllPDtbfrbixNiY8fIZHTWE7/evTUHghHgw1dZyW+mXvdDn\nJ5McVCUNx+SkSffhVCFvBU5j+k5481RitP2SUuonAF5XXPR2rfULlRxcKfV5AG8BMKW1vrm47E8B\n3AMgDeAigHdrrZfWP8rWIaUOxb++r48PteS26Ogwen15Wbbr3uXcPx43+sdwmKqiK0F/P1VRbjel\n7NU52Z2Gaak/6/dT/53N8gU/eXJnXoJCgUTm9Zr8/BILkMuRfEZGSFJHjjBXkHOwEQ+S+XnGEnR2\nknwk2EtcGjs6+BL39xuSz+V4rWKwlLzzIt2Oj3PgcLlIMpmMCXi74QaTaK6t7f9v702DI8uy87Dv\n5gYkMrEk1sJSAApAopauqq5epnpmyJ6p4dBcJiZEk5YlxUhBy3I4vCmkXw5atCOmxyE5rPAv239M\nRVAMUtIEGZIjyJFIyeTMsDzTM56eYi9T3V0LEqjCUtiBBJBA7sv1j5NfnYcsJJDYClld74vIQCLz\n5Xv33Xfvueee5TvMxG3AdPYy8q2X0XtTxsj0RBIrD6fg3ZpEMBhDKBODSS7D41FN3hgAxSywdh8j\nxftozwLFNBD2NCHwwzEs5cbQ4I3i1dEoPKYbG5sGzc3y7Bsbd5slUim5T49HHY+siMawX0aZMWMT\n2O0spILCHBNAyegICp1iUQsA0RQTCumxpOmYnpZFiAvJfmCeSSKhdBK5nFzP79eoHRIP0tziFH7O\nqC4GIdAuXhkEsLIi13NWZPN4xJburDcwMyNj43lF7nDOcz56vUrul8lIPx9110Fneql0Mo7fqjVt\njTEt1tpE2YTzDKy18b0+rzjHzwPYAfAHDoH/iwC+b60tlcslWmvtP6ry+0PVtHUik5GtNgX6lSuy\nxXZ61SlAFxZEELCC03F4yqllrq/LYG9t1YdWqxOLBUe+8x0ZTKQM/mt/bfdkYWgdU+zfflvNAsTg\n4PFT1Usl2aqnUnItkottb8t99fRIX6+syMAOBoHXXhOhQUKww/K3JBIi9BkW2NsrgpuTq6dHhDuL\nrXs8Gk3z3nta+/aLXxSBaYxo9ysryqx68aIIwcVF+b5YlGv29orQm41toykziaZMDJe6YrjUPfm0\noli1NjNk1PqbETgXRTo4hrbRKGwkivvT7cgXDHw+WRS3ttTu/fHHcu2uLq0hMD+viYL5vJrZ3n5b\nHdzU2Gk7ZqJcMCg7Aq93N2X3XmGbxOKimnWSSVFQxsflGXKRbWnRyKNMBrhzR+57bk6vQXqRUEij\n1gBZcK9c2Z0VnMtpxntnpyw4nKMXLugO+eOPxbHNvJa2Nnnuxsg5+VtnIfjj2rsPg9VV6YvHj6WP\nBwd3V7c7DnZ2ZGwUi9K3TPDcD0epafttiHb+PnaTopjy/yN7/cgJa+27xpihis++6/j3JwD+k4PO\ncxQkEjLQ4nHlAm9t1cHk3GYy1v44NjJOQIYeTk3JAGRSTiZTu8BnjH4mI0KB1Z8q29fcLNdrbJRz\n374t9xiP647lJIpspFIag09KCponPvlEPvd61d5M0rI7dzSx7epV4Etf2p0Utp8GRpt1JiPnfvBA\nBj1t/Q0Nu00BFGxMhCMfPemAuVBFIvK7wUF55svLMklJS/3lLyuffXd3M3K512Dta+gcBdAJIBVH\naX0KucUJ+Lcn4d2MoZTeekrFkS7fW5N3Gw2JDxBKfABbZia9GowgFx6Dr3scjz8aw8x2FMtbrejp\nkbb09qrZMZeT+2Bt5MVFeZ/PA9/7niy0o6OqMZPzh3bjfF7GEAuzOCt7ASKcyY9PfxXLOn7wgSaA\nsTbA48daMe7SJf0M0DZnMprnwnHJeREOS5sqs2j5vLjYcGcK6DjJZJQjqVBgyU85NxO1Wlp2U2uQ\nsuJ5JWSFQkrpzQzgk8qaXVrSsc66HUc9d9WfWWu/boRP4cvW2tmjnf5A/D0Af3gaJ2aYIDUg1hXt\n6JBBUKlxHkfYZ7OaXu71yiRcXtZoje7uwxVuSKc1GeXxY3nAb71V/fjWVt1RMN4/HFa2TqBMW1Cu\nNXvYe2V9zlJJNbxiUR3FpDdmbkF3twjn+/dlcfD71Z9w48ZueoP9nL5kQ43FZIAPDIi2w10LbeOZ\njNwz2UL9fnX0tbfLtRcW5PkPD2vBeXIiDQ6KwLJWFmdq0sWiZlOHwyxC0461RDsy3s/B0w74uy2K\n22toyghpXHhzEmYjBm9RsnIKhfK5ATRkNxDM3kFp7Q46N4GGbWDQ24VsIor0QhSRgTFkQ2PY2Qkj\nEJA2r66KsCYp3uKiVtOan5dFjYV5aLrxeuW3778v129vl7H0+utyX06NPJeT3RiLBdEcBsiubmND\n+oQx+6TTDodVwSkUpI+bm1XQMqSTtQLm57XOcamkiVrFovIRUUm7dEmeYXu7/L+8LG2iKYt0CjQn\nvfuuRivxmO7u0xf2iYQy41KehEJlxliv9AtzZnp7jx6m6szl8HqPd1/7rhPWWmuM+VMAJ745Msb8\njwDy1tpv73fcO++88/T9rVu3cOvWrZrOHwrJwNnaUi4cYzR78STrY9KGubioceTBoNpMo9HDkSJ1\ndmpS09CQTMZq7e3u1pA0bn9DIaVoADTuPZs9Wqk4v18G7MyM3OeNG3JuZhHTPnnjhpx/YkI0/1RK\nFy/SRdB8AshiXEuUD0P/mO7PiXPhgoZDPnggn7W1yaLT0SHX9Pulf5hPkEjIuGhrU+01lZJ7CwSU\niyeZ3D2RZ2c1O3ttTRaJVArY2jLo6elCoqELi51fxODngIV5i+3FJQw0xZCcm0R+KQazOYlsJvN0\n8bQWyGQBYBXtWEUg92P4y5mbvrZepJuiiM9G0WTH8HhiFF19QXi9cg8tLWq+ePddadv4uIyVQECr\nqzmzQScnhZqZQpYOVd4bo9MaGnTBDgTknGtr8sxIAR4KaXIfzSqs25BIAJ//vJwvkcDT3UsuJ8dv\nbMhiw3yVzk45js82HJZnykitx481tHFlRc47PCyRSh6PzjmaUX/u5+SZ12L2OA4YZuwsMNTeLm1t\napI+nJnR+6KJ7ChyhxFXLAO619y9ffs2bt++feC5atkYfGCM+Zy19s6hWrkPjDF/F8DXoI7gqnAK\n/MMiFAJu3lS2QzpRAdFaTqrqTyikmajUMHp6NPrnsCGYLS0yOFjXdb9B0tUlxxeLypgZiew2WZFo\nCqCQqu3eCwWZ7ImE8rRnMiIQo1HZ3sfjMtGam+Ve83nRavx+LUrDMMSLF+W85FvZz6RDlkeaJOik\n6+yUiUZe+WBQBAAX3OZmtV/PzYmAfPBA+mN4WPqTdnuGE6bT8rxCIRFIn36qWi53E2yzky7Z55Nr\nka+ns1OE509+YpDP9+Jn/l5cvfolfLwJFDpKaCrM463hGPobJ1GamEBL8TGKudzTnQgznAN2EU07\ni7ic+QHSacDGDYrxAbSORtE2NIY1O46N5AU0NASeat2k/b58Wfp1clJt8azcRrS1ST/R1s8FzueT\nsUqFqLtbnnEupwWDmpt113jxolyDtZ+3tuT7wUH5fSolcy8eVy6Z9XU1Rzx5IgLs3Dm1/3d372YJ\nZV9TqZqelnt77TU10yYScl4yqDY1yXhhxbjTgtO9SCrz4WGdr5URVaSAiEYPptp2wus9OEKnUhn+\n1re+tedxtQj8twD8HWPMNIAkyjZ8OmFrgIGD3NwY8ysA/nsAX7LWZqv+6oQQDmshE2a6AjJITkrg\nk26B9AzBoMbgO/l2DgNmL+6HtTURErRpV6bUE5VROrW2Z2JCJtzcnFJFb2xosfVCQXn75+fls85O\nmYT5vGiYb74p/U8SLyZXATLRGXXT0qKCIJXSWPbZWRHQxaL0JUnaiFJJKaUbG0Ww9PVpCCcgn1Ob\npTC4c0cEO52A0ahO1M1NXYzW1pQXZ2lJjr9+XZ3xuZycy++XvsjnNVSUDJXNzcDSkgdZnMedtfNo\n/cVfQKId2FgvIJCZQ1sxBk8whtx0DHZzGoVCEcEmKSuZzQDGb9HsmUN4dQ7jpe8jaoFszoudrSH0\nmDF0h6IoNkTRERlCd7cPxkg/3LghAjQSkXvI5TRk8q23lIPJ49Hw3vZ2cTb29SkhIH0FlWhslOO2\nt0Wo0+RnjJhh/sN/kOe3sSGC8AtfkPE0MSF92dUl2uulS3KuREL61Tkvu7rkHKmUtDWTkXNsbMhY\no9IByH2Qn4pkdZ/73OkwUDK8em5OzY38nCDLKhUXQDOx99qBkH3T69UiTd3dJ0uZXEtX/PJRT26M\n+TaAWwA6jDGzAL4J4LcBBAD8RZly+SfPo5hKQ4MIHa66Ry2GzMFNoqtUSjTFQkEGpzFal7UaWKWJ\n2/tawYFOIjM6suLxZ0M2nWhrU0pfMlseBNpsAbnezo5G4PT3izZJSuOZGXXytbaqaSmVUlsqt77O\nyeHMI2hsFO3U49FKVgw1JX/P9rb0rzMpjt8DInSdjjrSDfB6kYgK7kJB2s/EKDpy33hD2uW8d0BN\nZKxkRcrbXE6+SyZFoQiFdPFpbtYCNRsb0nb6JK5fB4JBH4rFC+jsvIDN9C/hkQ8wpRwCqRkMhmMI\n9sSw+ckkvDszKJYs/AGZONvbgNcUEcw8QiMeYazpzxEE0HjfDyxdANrHMNAexcBoFK9eG8C9B96n\n1B59fUqONzAgz+p735N7ZuDChQtaf5n9uh/m5jT3ZHa2HOE0qy+hx1Cups1NeYXDwI9+BHz1q8ow\nyQWD6OqSPt3clHZzziwtyTi4cEGilhYXZeFfW5PxMzwsY6u///TYKBlAQGxsqM/E65Wx9uqrSoMN\nyD1ycWToKz+bnJT5wXwE+ilOknStqsA3xjRCmDLHAHwM4HettYVqx+8Fa+039vj49w7VwhMCCdO2\ntmQyHpazGxAhHYvJA+IKTP4UXuPGjf3PQT59slDSQXUQaId3UtFyYlDY0j67uSnndC5q3d2HiwX2\neuX3iYQI95ER+d8ZfbC5qRQJdExzi88qT7Oz0ta9bPVOoimaRZhEBMg9ME2d2hoXVYJ8RPm8CIF0\nWo4dHpaJ3tysXPcLC6qF9/Qonw9JzEIhOS4aFS2MDniitVW35oAsdP39SjtMMi+aNa5c0azlixel\nn5aWlEKhr0+E0vKy7rqWVgPY3o4Cr0Rx9avAowIwM5VBp+8xrnVOYLR9EoV7MRQ25wGrxWj8fgCl\nvBSbWZ942mZbakC3HUEmNI5saAwz61H4In2AMXjyRPrkwQNt29tv6/1aK884lRJhTZOPc8dYFaOt\nUAAAIABJREFUWS+Xiy0pIhhSyth/Y2Sc0LxRKokWTHz6qQhKZrtns+pXoTlvdFTaYa0IyXxe2v/q\nq3LNO3ekT5ycWKeNxUUljltb06QxMrzSF8LEwdVVmSvXrunCSJMUCyp1deniSIr142I/Df/3AeQB\n/BDArwK4AuHCf2Hh9x+emdKJbFYGeKEgE7SSc74WhwwZJwEZ9IziOQhOnnRA664CMoE4GCYmNPTt\nuLwiY2MaK165K1hd1bJtTU2yENCxByi/TmurEn0lEtI2llZsblZmSr9fBUlLi1ybZSgfPNDIk7Y2\nFY509nV1yeRhhAjP2d+v5oF7jlRBUlvQebm8LM+Bjr+1NbnOhQu7d2Bra1ppiok94bAIcz6f2Vm5\n91xOnsXwsLTvyhXgpz+V83Z1yfViMXXOd3XJ7+fm5L4LBem7YhFoamlECpfxafEyxr4ITFrg0YMk\n2s0UBppiCEcm4c/GgKTQvBbKGcg+L+D1ZhHcuQ9v/D6CJaDLDyDQhGzTGHLNUcQxht5mSRTb3jFY\nXJS+unBBhGkmozVZmXTHZC8qHQylZC3kYlH6/o03ZFErFkXgjY3pOL1/X4MSGhtloWYWMtlX339f\n2kEfFMehzyfHcGdGfv9CQa537Zo8H0YJnTR2duQ5l0rSvlBod3U61ghwCmjuBpy5AswU39xUXxXJ\n6EhkxwWLjKfHjTzaT+BfsdZeA55mzP70eJeqTyQSSgWczYq2USjIgK3klPf75YEwpfvKFREojx8r\nF8hBqLSn15oFy7jmTEbaOzKiVMbU5CvjnKl5HxXG7F2EBVAtlw4lDui9+gzYbb6JxaT93d2iTWcy\nu9kQAdWMl5fV8VYsSt+3t2s9WmvledFByYnX2yvXpP9ge1vOlUppbeKbN6UtNNP5fNKW9XWNAOEz\nLRTUdPXJJ9L2XyiHHIRCEvI4MSHPqK1NtuWtrUo1EYmI1kd64vV1JQXjAjM8LO0JheTZffyx+jk8\nHhFis7PSpwVPCKXO6/AMX0fDJYitJ5NAfmUST+5OIrA9gYbkJFqx/tSU6fMLR5wfKQRSd9FYuouO\nLNAZBzZSzVjKRxGajSK+HcV8bAwm1PG0fgHj+5mAZa3mnEQiGpV2756WTxwfl+fs94tWzixokgr6\n/SKcSdGwsyPn2dqSOcWiLb298lu/XxaIUkkFKiPU8nl5VsEg8PWvS5sbGqqP3+NgakrqAq+syDP5\nxjfkOhx74XB1bZzJiPR30Ee2va1FU/r7ZQwwUxfQesS1stJWw34C/ylLibW2YGpRX18wOFfbvr7d\nCUbT0/IQnSvqxoY8DJZO/PRTGchOcq+DEAopnz7T7omFBTlvU5NoDpVp55cuyaSoxr5HzYf3cBAX\nynHQ2alaNcscFgpa/rG7ezeB186OTEqG2ZVK0p9XruzvTwmHNfLJ41GbeiajURJcBCMRTb9nZa75\neS0cMj8vv3/jDWUe7O+XyebzaVYr2+2MwiA/++ysapkszUdqg+vX5bu5OW0PIM+aNRcCATmmrU1r\nEzN0l1XXpqY0wcjjEcGZyciYoJOQgnJXxEdjC1KtryPe+zpQJlLraIojlJ1EZj6GhqS8GhsT8JXH\nVtgH5LJANruNQfsB7OIHaCo7rdNoR6ltDJeLUWw0RDGdGMPOTisSCd1NkSo8EJAFcn5env+TJzL+\nrl+X9s7Nac0FlsvMZGRRGxiQhW1iQp7P1JRSK5BC4vOf15wIzo9YTOmnk0npO+60TrMm7sqK1rR4\n8kTafemSLDb5/P6LTDisEXjBIPD972vost8v56GobW5Wgc+Q2eNiP4H/qjGGHDcGQLD8P6N0juj2\nrB/Quw+I8DmoQ+kwotOOLJvc7tYKEqHRvknCLTpht7ZESFUWpnYWWtkLjIfe2FDu+tNCQ4NoaRRi\ngLSZ0TBLS5r0BEhbfvQjucdsVmvNMpKlGkIhMZkkkxr6CSj1gDEy6Zkd29SkiwppHVg6jwtlOq21\nWKk9DwzI/zQndHcrsVs+L8IlndaCM+T5qdTkRkdlwZia0kL3JOybmZF7v3RJicy8Xolk6uiQY4aG\ndtcsJheL1yvtovmDxdzv3ZO2U8BxfJJ2o729HV1dNzFw/qbEzMPiyoU1+NJSQyC7GENyeRKlUvnB\nlc00gQYA2Tiw+VNcNj9FsQi8ZoFV04X5XBRb3ijykSg8xTG0tIQwNCTPIx4XwUznK+eF09ZvrfQp\nzWzc8Xk8yjmVyciuYmND+i+ZVCbVvj7ZiTPks6VF+oXKmTMc8jQwMCA00kxkZETZ4GBtleb8fnnR\nJEnTbCSiNaG5C+Uu4KQyd/fLtD3BYKD6RCikhEdkG8zl1KRTaS9j2ng6rSx91EAOg7U1zQdYWal9\nh5BIaCWkavHFXu/x/BSHAXl+iMpNoLP/GKrKWrDMMaglRLSxUV4Urlwce3tFgPb1iYDe3pY+CgQ0\n4a69XfosHpcJtbOjBeavXZNJFI+rk4zx5l1dKqxoUz9/Xp43qy21tck9Mxu0UFDb/pUr6pinY5Ga\nHKmiK0P5WOGJcel8zhRg29ti9onHxaRAiuNHj0RIzs9L9SveT0uL+k4iEdJhGDyY7cLoaBfaBr+I\ntS7gcZPF5M+WEM7GMN4ZQ4tnEshMAsigoRGA1V1QX9sqWryraGz8sWSvbwHhT3rhW4kiVIqiKRnF\n3MYoUqlGrK7qczp3Tvool5NFze9XQZZOy87p3Dm5Hzq+p6a0lGOxKJ9HIvI8Jid1sQ+H5Xua0U5T\n0QHENHfvXpl5dVNpRd57T5SgaslRRDYrz2p7W3fKgChrfX3yPRWYtraTNUu9ELz2p4WxMdEiOMGN\n2Z+SFRDB0toqAy6blQl+2K2W08FD/vymJrVVBoOqsVHLKZV2a89XrpwuFSwjK5xaxcaGhqTuFXVz\n7pxG2zCsjCCpFmP1e3t3J6k4QZsxtdmlJemToSERAM7sRsaVMxU/GFSO90BAJlBbmzKjrq/LIsvM\n49df1zhz+hgAJcELheR5e70ihNrblULgr/5K6+DSUZxIyI5kclJNS+fPyz3E43LfpZLyJDmFE7Vg\nxm0zwsOpHZPagDWF02npk5/+VHYo8/MaPspwWFa3ItEcK2W1tcm4S2wb+CO98IV60fOFLwmnT6mE\nyQ/nsTk1ge2ZSTQXYmjJPoIXeYmKKgDecht96UVgZhGe9R/g7QzwVtAggQGEV8eR/HAMO9kofhq7\ngA/vBrC8LIvqzZvy/FdX5Xn094vAbmmRfrtzR8b73Jw8i5ERpXIA5HfUjG/eVB4fn08Wj6Ghk41f\nr8SFC9LmBw/keisr0jbuYJlsubamIaicM1NT6qQuFKQfWD+DUWOVsFaVCo7to+ClFvhOWuTDgOaM\no4IEZ4AIKArGvr7dZpxkUp1SrCxFLhJSITtRKomJiUyRR7VjrqxoRS0K2XRaw+cYVVC5kyCNczWw\n1KOTzjeTEeFIzbarS/4vlUTgLi+LgGU5R1ImdHZqeUE6potFuX8uCBcvqmmLURyzs8K6yCxi+hHC\nYZmkW1saC72+Lvd086YoAltbIvA/+kiFzczM7n7IZHabtuiX2dmRvmTfhcNaVYy/P39e+jibFaHI\nKI7WVrmvTEZJ0QIBXYhaWzWKBZAFoalpNy13c7OalJqbtbA5BX9jo2jPNGPl8h6sZs/jzuJ5pApf\nRd8AsDhfgC85i07PJPoaYrjUEoPHM41srohMOR/CAsjnLPzFOTQtzyGY+B4wD0Q3vSgtDWFmewzZ\nQhQLoSje/OoQPrrre0r+Nz0t7d3YUEUokdCdCnmisllp58cf6w6NGeFLS7Jz2t4+OWrwvdDUpCHA\npZI8S7JzMocjmdSd/NaWPDMWullfl/97eqrTplPZoX/pyRPdvR5V/rxUAn95WQZCa+vxKYNrBR8a\nCb3IuREIaGnFav5wp2ZHsipA49MrwfBCQLWlo6SW05dgrbwncdfamiaU7GcnZYijMaKZOZ3Hle2m\nRsT3TU2adJVKad9sb+/OThwaUqFFkBmV0TYffSS/6evT3Up7u7ShpUUEnN8vgoaVsy5ckH782c/U\nSfzokeQAdHdL26amRJD7/TLhu7p0YjtJ+fJ5Mb3QmZzJyDmePJF2kWCM2/9IRHYcLS1yfTogEwk9\nFx222azQC5CcjQ5UZmuGw7qwGCMC5vx5NXnxmTD7lslMrKLFEp8UsKurwMOYD/H4CILBEbzxxi/h\niQ8YH82hKTeN5vwkiisTMBuTaAzOArDIZgCPkb61pSK6fI/QGnoEj+fP0TILhP+9H1/uvIBP4mPY\n8o1j58kYQk3n0dDgkd+Urz8+rvTJLCzCcFZGCMXjWmWLOxnuqE4DY2PS50xeW13VHQVlC+cIBTzv\nhyZGoHqJU2vFt8H7+eQTJT6kafEocTQvhcBPpWQgr67KJGDy1WlGsQC7Hxqg8ciATMSDkr9YaYo2\n2Bs35FyczJWo9CUcsZTA04IkfA9I/7HgRakk0RfVMDurOQNzc/v7KJzbbsbxk2GRWb2JhGj/B3ES\nzc3JK5cTIXXlirQ7ENBJeO6cROmw0Di144UFEdrXrslk3NqS8/T27q4OtbKisfQrKyL8OzvledBc\nxOLuwq4p7ymUGWNNOzvJtZx9MDQk7WGh+5kZZYbc3pbzfe1ryn4JyLUmJoCf/3nZIbFOAk05NFl2\ndGiBDvbH5KRcIxKR3YMzWzmZ1EWFtLykPG5uBryBAGJL4xgZGYen52sAgHgqg/jUI+SWYugpxTBQ\nnERDwzxaWoHkjoZBo5hHdn4C3YkJdOPPcKkbyMcbkAmOYqchinhDFIu5MSS2+tA/YDA2JvOBPEH5\nvNJDX70qbWps1NDF0zR5+nyyg6RPB5DnNjysu1cWvmEeSSolZkDWyeC42QusxFcoyPjkcdZqzP6R\n2n20n704YCEN0gcz3NFZGu+0wIdGHDbrjzzmDBelTbcaenpEm6BJ56hc+KOjSjhHE1MqJQOacf/7\n2RCdDqv9nFfMwOWgPndOtOaxMfn/6lWtiHVQAZV8Xs9HbcvJFkqcO6cl8VpbZTJOTyu/D7lzLl9W\n/87amjjkGhulrbQf05k2MaEEZKQOZr1f+hSGhkQTdNpiz53TGg3OCcwEwYkJEda9vcpeGQzKuZeX\nlZ4D0FoAra27efA/+UTGxMWL8t3w8G5+ltZWWRgZXgooZTQriV29Kv6Cx4/l/3RaxkBnp4zx7m7N\nVB4eBh4/bsSdD69gefsKRkaAtS5gdDCJ9PwUEo9jCKZjiIRjKOZWkM0CpWI57NYAocYswriH1u17\nGCnXF7BrITT6R4EPo1hvGcPPPh5HxtMFYwzyeTFvkEmUfpy2ttoiZo4Dr1fmx0cfyTjd2FDlxO+X\nv2NjsqjPzanfqKdHxtz772syWqUy4/FoyUQWrqGycJCfcT+88AKf8dw+397e+URCOTo2N6XDSYZ1\n2mBqPrXJo9jUs1md+B6PxvvuBWodx0UgIBPXCVK/0o6+HyismpufPQ+RSCi9bH//s8RvFGQsSzg9\nrUyKwLNCknHK5MvJZJTMjvHcLIbiJOeKRmX8sBIWIAKN2mQ+L8oCC4bcuCG/52LAFH5AhSiLtJOb\nnyXu+vrELHP9ugin1VUZEyxyQqRSughxtzI+Ln3F/A2a2JwlJp88kXsn/fXyslyjt1f+MsGrUhAG\ng3J9sr3S+cmKTQ8fync0ofAZb27KNV9/3VFIvozBQem7lRV5X/KGsOa9Dt+l60gUgakQMHY+gbvf\njSEYnEQwHUNvQwwNJo50Bsg6Evu8Jong9l3g/l3YHHB9A0BjCzLBKMLLY2iKR4H2KEZGTlnCV4DE\neQsL8jwYWMHcg1RKxjUVBZoIWW6VJrgPPxSFoLI8ajgs45BBJfR1HEd2vfACf2pKWf1YucqJ5mYZ\n+CxfePHi6VKmVoL0Bs5t9GGws6PmkVJJBsLzbD9x4YKaA/bbZezsyASgdl0tZHVxUb979EiE6147\nkoUF1b43N2UyMYmnoUEzaY2RZ7u2JgKSnDmMbf7BD7QYy1e+oo7eUEhYHEmz0N2tHO5erzgGyd/e\n0qK1cb/yFWUEJU/8zo5819Ki1Y82N+X+trdlEfT55OXxiKC/d092GdGoLCYPH0po5aNHyiNEGoPX\nXpPxvr4uwoZhiFtbGq00Nycmq2BQjiN///q6Zqky6cyJ0VGtWczdW3OzvGe0ErNnp6eVxI9arBOF\ngti2W1qkvT6f5jGQOvzyZaCjowXtV9/AysobyDcC/ZeB2dk4EtOTaM7FkN2OIWJjCHoTEhmUUwqO\nQiGBntL7CK+9j+0/k91BQ6Qdvq4o0D4GdJT/Np5OjGY6LbunhQWRP3SscjGdmtKdZDCo7Lebm7Io\nMElra0vnyuKijMP2ds2zIIVEOi1j8ri+xxda4Furwh6QTqoU+K2tMkjT6d08LM8Tx7ElstA1KzQd\nhfTtpFALwygjFAB1IO4lyLn4MVKmoWHvBdtpBqMDkyGQ2aws5qQ/YKGWiQmtZcyQTn7W1CRC1Uk5\n0dgojI2rq3INp8mjq0sEsNcrAvPqVY0UIpaXZVKGw89qaiQMY3+0tYmQKBTk+JkZpRienRXTDXcI\nGxtqOikWNWJpZ0d2TvRHGaMRI6xa1dcn2v/WlvQX+XqAvc1sTh4kJ5480X7n/9mskqq1topJIxLR\n3dzAgCxY+bxouGR97O6WPujqkuMnJ6Vfe3qUobOpqR2PG27C4iaKPqDnioUvuwrEJzH/SQyejRjC\n3kl4CknkcsDSMuD1AKEwkMvFEUy8B9/se08ziRHqFsHfHtVFIHBMfgLIs6EPaHRUnvMrr8hYmp1V\nk93ycrnYTXlH1tOjGvr9+9KvX/ua9OvqqozRO3d0h0RGWobaOuk+joIXWuAbIxOAce3VBFJz8+k7\naIlkUiYD0+ePi4YG0Ya4xTsL7f4waG3VSkiVjJ1OMMFpcVHNNrSfO3dCXV1Kl0z7LKkWgL13Tc5F\n3eeTSUVh3ti4dxgcC344sbwsAnlsTE009DmQy4U0AoC8DwZ3h/oyYYyRI2RXZfEURg8xW5tJZswe\nvnZNfr++ruOJCx6g5HXz8/L7SERLINIE88YbmtxEArv790VA7zeeaAqluadUUsWjVJJzLS4qzUJ7\nuxzf2iq7kfV1LUoeDGqtiOFh+W5rSxaPUkkXxvZ2GRfptLTd5zeAvxsId6Pr3Bfx4AFgSxYhu4gH\nP55EYWMC7ZjEed8U/EZ4CLJbQDhUjoBKrgDJFWDux45O6yvvAsblb2QU8O9TjWcPUIk5f1765/p1\nfT5kVfX5RBY0NKh5l362xkZhJu3vV/MPIGOJTt7eXumjpSXpx76+4/slXmiBD8hkjMelg06qoMlR\nQXs7TRWjoycj9CkEXgQEAuIEpGZfzYzl94tWVyiIhsjswunp3SaC5mYReoWC9gETdljwpBJMYOE5\nZ2ZE+2JyTLW4Zye2t1W73dkRQdbWpmyZpLZ2mqySSc2qZaY2+VG4laepiYloly5pHdTz5+Xvw4cy\nnl9/XXeHLGwPyLiiySQeF3NJICBmoQcPxEzEbFbuLoJBMXl99JHcUyol5p/x8ep9QKe91yv3ReWK\nHO6ke4jH5XwU+AQz05NJ0fSZANbYqAlJDAFm/wLSP04SPIKZu4mEweZmH9YSfdgpfgmbm8C13hJ6\nQ0+wMRVDayGGcUzivHmEltAe0RnbC/Ka+QHvFGg9L7sAmoPaLgC+6uYAsqkmk89WmKM5cHtbFBuG\nC1sriwG5tDh2uBguLclvmpu1vq/Tj9TQ8CxD72Hxwgt8j+f5UQkcBDpuCFIBVwO12mDwWbK0Fxnk\nCqkFIyOy/S+VREDsFclEuzfR3r6/pkNt6u5dyUBlNMuVK/K7WtrGsFTuODo6ZJzRn8CkIJpKVlbU\nibqyIsKSeQPU2Le2ROCSYuHq1Wd3FV1dz9ppmZmbSin5Viik9nm2l2UhOzrU9PLqq7vDLHd21IQW\nDssiwjE4OqpjMJuVz7k7LpXkPliUm1E5JIpjucPe3t3KSTW21o4OXRCbm3XXxJ0IoIyXfNYrK1pB\ni9EwJOpraPTgx58OYnFxEOHwV/GoHXhztIAv35gF4jEgPil1AjZnAFusaI0Ftmbl9fh78pHxAm1D\njkVgHGgdlPTiMvYbhyz8k0zKojk6qkVwyKiaTMp7yq+LF0UmMJSWPpemJlk4ent3U6QfBacq8Mu0\nyl8HsMySiMaYvw7gHQCXAXzOWvvBabbheYHax/KyDOZAYH9hz3qfgEzUvcjSXgZ4vbIdZhjoUTKf\n98LqqlLOBgLK6jg+Lp+xZB4LvVTGNbPu6/a2fG+tCEfWKXY60wcHpd3Oc+yVmOb3qx8pHK5dW6OP\ngElpJNhaWNCiGcWi7GRWV5WUjlncCwuy+ORyctzWlnLJswYw6aP7+uT7997TyLfeXi1awkSjgQER\n8GT/pNBinzCqrFq8+NaW3E9Pj7SBZo/KcGnn/y0tahNntAuLp+dyslCS2mNxEdi55EM2NIKG9hE8\nLdxXyAGbj8sLgBDIYWsOkiPsgC0CG4/kNfX/yGcePxC54PAHRIGWgaeraTot46qlRetnl0rCqjs8\nLMrA6qr6XUZGZDywpCfrLJdK8jlZSHd25NXWdvz5cdoa/u8B+D8B/IHjs48B/DqA3znlaz835HKq\nlXR2ajhVpYM4mxUN8SDWy5cNvb2ySDrZFY8LxqxT4HR2KiPjw4da7GRwUCZiZRw0mUdLJc16nZvT\nqlwdHfI/o04CAbkGKTD2mphUAsh2Wau2Vnkc+eOXl2Wsra+rbRwQTXJ0VHYCXq/umnI5Ob6pSc0E\nGxu6Q2Gi2Nyc/A8ozfPFi0oHQFONx6OZ4jRRkAqA0VKjo8oPT81/Z0eiWLxe5cBnbDlrBbO4jjNc\n9cIFeSbMsuW1STXNqCbGqp87J8fuMvv5AkDnRXkR+YwI9nhMF4HthWcfhKOiWGkCyKSBomlAw7lR\nlCJRzO1EkWkaw3xzH9oiMvCWljRKKx5XPxIT9ZqagNu35bsnT5RihBFgV6/KIpzLncz8OFWBb619\n1xgzVPHZQwAwnyGCfWdGKxN+9ooGisV08uXz8mArydJedKyt6baUxS9qwWGip6wVoZRMira5V9+R\nBiESkQlGUwOpdmkjpaZJge80fwCqpa6vy7Mjhwrva2NDrz80pDbvvSJhnI7acFiuXUuKPKkO1tfV\nTPTpp1q0hQIckPtgrgALuThDUJnaPzWltMuA9P/qqmajNzRofQBSgZD4jWRm7AePRxZFQJ7/2prc\nUzwuoYsMTR4eVpoOQBe+xkbxEVy5ou1hST8uSHwWt26JYPT5pA2rqyIY+/u14Axpp4Eakw/9jUD3\nFXkRuSQQnxIBH5+URSC58vTrTLrcP7kskol7aA7fQ3fZDFjyhhDoGQXMOOZmxuBJR5FOdeHOHfM0\nx2FoSIu98NmxCNPSkrx/8kT6rrX15KILX3gb/kmBHPQNDer0qxUMKeTvq227nNt8MupV49J4EcGq\nUIDc6/x89cSr44CCCVC7dmVIISslOZ1+GxuaoEQuI6bisyRhNiua+tCQfDY1JQKF9lZGFHF8VAqU\ngxY4ZmCyTi9NNPuBEUGdncriyfj7x481AzqTkXNfvy5Cms5D+j+Yuf3wofTF2po8HzqNWV6wUFCO\nmldeUdNkLie/ZU3e8XHpB+e45gJJjZ+UEN3dGh5KAcbFpblZ2p9MyvU3N7VftrZ2+zQqazPvFabM\nOPZjRecFQsC56/IiMltPTUGp2CRST2Lw5OMSsVR2Yvu8QC6dhMnfRcR3F28DyHiB9EoL1m0U7aEx\nrBSjaGuIore3/Wm4aiYj7b5+XQssra2Jz+eLXzy5nW/dC/x33nnn6ftbt27h1q1bJ36NQkEmNrMx\nvd7dRF21oFK47IWeHplUe4UAuqgdlclctZhGikURjtaqmWB8XCZZZ6eYELj7Ynjo6qqGHmYy8vwi\nEWUEPUrtgd5e2enF47LY1yLwmbDEnQDNAqwalcuJVtvbK+OWGiOjOlZXNUOTIZDMPJ+akt+FQiI8\n6Rgk19PcnPRbf7987iQEu3tXnZCtrcrS+dZbkj3KegA05TAE1O8Xbb6zU87v9cqLwp4O50jkaDHn\n5KA6cTS2An1vAH1vIDgCvPsXwOZiHIHtGJp2JnE+FEMwMYGgdxulkvqPgkGgEQm0Ft+Hf+V9dAFo\nSgFmrh2h9iiuBsYQ6Y6iaSCKnsEW/PCHcv/sz1rqXt++fRu3b98+8BZeKIF/WigWd5tlnCyVTpCA\n7ahRNf39MsircV6/6GA0y0cfyf1V0iWcFJjWT5MOt78sQLJXbDnrxwLyfSSyu33OKCBTZnikpprJ\nKJkbtfzDgCYoknt1dck9eL0yng5y1m9sqM17eFj8Q6y6NjSkiT6ZjLSZwo4lJ53OZRLDFQp6jwwt\nJKfOwoIsGh98IG0fHJT2Dw5qm2iKIRvswIC0jTu6r3xlN2e937/b9MY48+ZmdXSur0tIKQsR+f2H\nV4yslbaR0uK0EAqJeen732/Ho+RbCLS9hf9vHigULBKLq+hvjOGV3klc659At3cSbaEUbJlby+st\nP6/lOHzx92Dz76EtDRTuABut3bh5PgpPagw7oXGkkqNYWwsd2A+VyvC3vvWtPY97HgLflF/Vvjtz\nkGt7dfXZgUmwpB4gg3Fp6WjmmNNk8KsHpFKqlS0snE5uhM8n8evEzMzuAiTXrj1rF/f5RCiR1rhS\nyPb0aFUqFm/p7dWkF79fWTV7ew+XAEdOG0CEmjE6DpxKA6s25XLSHiamLS2JYGdhGWdeBv0KY2Py\nOyfXEumVCYZUDg7KAkaBvLMj7+lgXV1V6oZCQV6jo1p8hlXXNjc1TJX3NjSkC+Z+C+PioixUDJdd\nXZVz7ezIGBodPZrAnpzUrODBwdOlQWd9Ci5W4lg1SKIbP5zpxoPUz+FxK3DposWtNxfQkp9EcTGG\nlYcxIDGFYCD7tH8LjEZKrcC/uIJX8SMUU4AvC5j3+4ANR6bwERLFnrb55G7/WRhjvg27RWo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Iw5HHGV3y92x9VVoetlcWsXLj7LGB0Voe7z7U2Yl07vDilOJp8PR5Ar8F2cOtraaiuusbkp6efh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\nwoULFy8J/n8TlWw9QM3UrAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "name = 'high'\n", "daily = dailies[name]\n", @@ -737,13 +293,11 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ - "series = np.arange(10)" + "array = np.arange(10)" ] }, { @@ -755,24 +309,25 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ nan, nan, 1., 2., 3., 4., 5., 6., 7., 8.])" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# It looks like this doesn't exist in recent versions of Pandas\n", + "\n", + "# pd.rolling_mean(array, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "pd.rolling_mean(series, 3)" + "# But Series now provides `rolling`\n", + "\n", + "series = pd.Series(array)\n", + "series.rolling(3).mean()" ] }, { @@ -784,10 +339,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def PlotRollingMean(daily, name):\n", @@ -814,22 +367,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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jx8ZIdsq27XaTCMNhfna7tZ17eBjYt4/HbWgAbrmFNu5iTT0UogDKFxoDA9Ts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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "PlotRollingMean(daily, name)" ] @@ -843,10 +383,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def PlotEWMA(daily, name):\n", @@ -858,7 +396,7 @@ " reindexed = daily.reindex(dates)\n", "\n", " thinkplot.Scatter(reindexed.ppg, s=15, alpha=0.2, label=name)\n", - " roll_mean = pd.ewma(reindexed.ppg, 30)\n", + " roll_mean = reindexed.ppg.ewm(30).mean()\n", " thinkplot.Plot(roll_mean, label='EWMA', color='#ff7f00')\n", " plt.xticks(rotation=30)\n", " thinkplot.Config(ylabel='price per gram ($)')" @@ -866,22 +404,9 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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3A0UiPC+vd/46OU8+yVLCMzNc5w1vILGXlvJ75pgSCa4bjfK3zMQuq5WZyJOT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\nf7fwOiSjOdAAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "PlotEWMA(daily, name)" ] @@ -895,10 +420,8 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def FillMissing(daily, span=30):\n", @@ -927,10 +450,8 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def PlotFilled(daily, name):\n", @@ -954,22 +475,9 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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4uPqantbjUkJT+TVU7L3DoaOrAAokNcbmZv5WhdTOp90rP8ZqF5czMFhvlFM8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\nE/z/Qd9NLDCyOtsAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "PlotFilled(daily, name)" ] @@ -985,10 +493,8 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def SerialCorr(series, lag=1):\n", @@ -1007,10 +513,8 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "filled_dailies = {}\n", @@ -1027,21 +531,9 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "high 0.480157057617\n", - "medium 0.1736217448\n", - "low 0.119991439308\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for name, filled in filled_dailies.items(): \n", " corr = thinkstats2.SerialCorr(filled.ppg, lag=1)\n", @@ -1059,21 +551,9 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "high -0.0164485711933\n", - "medium -0.0181750319436\n", - "low 0.0469291300611\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for name, filled in filled_dailies.items(): \n", " corr = thinkstats2.SerialCorr(filled.resid, lag=1)\n", @@ -1089,22 +569,9 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\t-0.016\t-0.018\t0.047\t\n", - "7\t0.0032\t-0.032\t-0.019\t\n", - "30\t0.011\t-0.0014\t-0.017\t\n", - "365\t0.051\t0.013\t0.026\t\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "rows = []\n", "for lag in [1, 7, 30, 365]:\n", @@ -1130,19 +597,9 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1, -0.016, 0.0031, 0.011, 0.049\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import statsmodels.tsa.stattools as smtsa\n", "\n", @@ -1161,10 +618,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def SimulateAutocorrelation(daily, iters=1001, nlags=40):\n", @@ -1199,10 +654,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def PlotAutoCorrelation(dailies, nlags=40, add_weekly=False):\n", @@ -1237,10 +690,8 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def AddWeeklySeasonality(daily):\n", @@ -1265,22 +716,9 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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9cQDTshnxDLLdM1fIOWzZfPZrr7imN4Hgoz97BzesbySRsXl1KE1fzOSlgTQH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\n+F6vl2AwSCgUyiqU3NeY6PfrFmTjEWher5dIJEI4HB6oKeOqESbAyob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jn46jKet4Z8vb50+cS+HijHfu7pW9Aj3WFnpQC2vnfDcULzLORLzfUeQJRNuG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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "PlotAutoCorrelation(dailies, add_weekly=True)\n", "thinkplot.Config(axis=axis,\n", @@ -1345,10 +759,8 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def GenerateSimplePrediction(results, years):\n", @@ -1369,10 +781,8 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def PlotSimplePrediction(results, years):\n", @@ -1397,22 +807,9 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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6v58aPIUCXUDpNMc1N8dj6+v53siIIXGHgxPY0JAJUos88vg4VyYS+C0UOJnc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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "name = 'high'\n", "daily = dailies[name]\n", @@ -1431,10 +828,8 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def SimulateResults(daily, iters=101, func=RunLinearModel):\n", @@ -1469,10 +864,8 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def GeneratePredictions(result_seq, years, add_resid=False):\n", @@ -1512,10 +905,8 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def PlotPredictions(daily, years, iters=101, percent=90, func=RunLinearModel):\n", @@ -1549,22 +940,9 @@ }, { "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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CRUjpQJludai1rMrTbyGfT9MhZQwG19Hvy/sibXLlCtDt7qFSaSOTcbC+/iyq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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "years = np.linspace(0, 5, 101)\n", "thinkplot.Scatter(daily.years, daily.ppg, alpha=0.1, label=name)\n", @@ -1587,10 +965,8 @@ }, { "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def SimulateIntervals(daily, iters=101, func=RunLinearModel):\n", @@ -1628,10 +1004,8 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "def PlotIntervals(daily, years, iters=101, percent=90, func=RunLinearModel):\n", @@ -1661,22 +1035,9 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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0ubpdIM/7CAIfKyvtkuNP0xzjcYQoAgaDKVZWVrCzY7j3MNSGfGtLnyOO9X7M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\n9BZH6/8dLilaQamkccJ4czOZM0Dhs7t3k+czPY6SJxpyXEu/24iy8P0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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "name = 'high'\n", "daily = dailies[name]\n", @@ -1713,10 +1074,8 @@ }, { "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "# Solution\n", @@ -1736,110 +1095,9 @@ }, { "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/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", - "\n", - " \n", - "\n", - "
OLS Regression Results
Dep. Variable: ppg R-squared: 0.455
Model: OLS Adj. R-squared: 0.454
Method: Least Squares F-statistic: 517.5
Date: Wed, 04 Jan 2017 Prob (F-statistic): 4.57e-164
Time: 11:45:26 Log-Likelihood: -1497.4
No. Observations: 1241 AIC: 3001.
Df Residuals: 1238 BIC: 3016.
Df Model: 2
Covariance Type: nonrobust
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coef std err t P>|t| [95.0% Conf. Int.]
Intercept 13.6980 0.067 205.757 0.000 13.567 13.829
years -1.1171 0.084 -13.326 0.000 -1.282 -0.953
years2 0.1132 0.022 5.060 0.000 0.069 0.157
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Omnibus: 49.112 Durbin-Watson: 1.885
Prob(Omnibus): 0.000 Jarque-Bera (JB): 113.885
Skew: 0.199 Prob(JB): 1.86e-25
Kurtosis: 4.430 Cond. No. 27.5
" - ], - "text/plain": [ - "\n", - "\"\"\"\n", - " OLS Regression Results \n", - "==============================================================================\n", - "Dep. Variable: ppg R-squared: 0.455\n", - "Model: OLS Adj. R-squared: 0.454\n", - "Method: Least Squares F-statistic: 517.5\n", - "Date: Wed, 04 Jan 2017 Prob (F-statistic): 4.57e-164\n", - "Time: 11:45:26 Log-Likelihood: -1497.4\n", - "No. Observations: 1241 AIC: 3001.\n", - "Df Residuals: 1238 BIC: 3016.\n", - "Df Model: 2 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [95.0% Conf. Int.]\n", - "------------------------------------------------------------------------------\n", - "Intercept 13.6980 0.067 205.757 0.000 13.567 13.829\n", - "years -1.1171 0.084 -13.326 0.000 -1.282 -0.953\n", - "years2 0.1132 0.022 5.060 0.000 0.069 0.157\n", - "==============================================================================\n", - "Omnibus: 49.112 Durbin-Watson: 1.885\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 113.885\n", - "Skew: 0.199 Prob(JB): 1.86e-25\n", - "Kurtosis: 4.430 Cond. No. 27.5\n", - "==============================================================================\n", - "\n", - "Warnings:\n", - "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "\"\"\"" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Solution\n", "\n", @@ -1852,22 +1110,9 @@ }, { "cell_type": "code", - "execution_count": 44, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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AGBkheYsKx+026RhqaijxJ5NG7x4KkVhHR2l8bG0l8Yib6EpqhVyO5xMfeqV4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Y5DyKNEXEMRFZNv8Yz/NnVbUHB/6cPFRx+HoSA9SERFVRraYmOUor8zxHnnvo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"outputs": [], "source": [ "# Solution\n", "\n", @@ -2007,19 +1217,9 @@ }, { "cell_type": "code", - "execution_count": 49, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.0560730816129 0.041\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Solution\n", "\n", @@ -2047,22 +1247,9 @@ }, { "cell_type": "code", - "execution_count": 50, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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IEKNskdBQqOp3ItIBaO+e+lVVLZiQYRhF3PXU+KRWlhuli5iGQkQGquoEETk2\n4qt2IoKqJh9W0jCMMklZCvlvlCRej6IfMAE4Isp3CpihMAzDKAfENBSqOlxE8oDxqvpaUAqIyGDg\n/3Am1p9T1f8EJcswDMNInrheT6paCFwblHDXED0KHAJ0Bk5y50MMwzCMHMGLe+wnInK1iLQUkXqh\nl0/y9wHmutuqbgdeAY7yKW3DMAzDB7y4x4ZcYS8OO6dAax/kNwcWhh0vwjEehmEYRo7gxT12t0wo\nkojZU94v+tywRTsatkhtj2DDMIyyyopFc1ixyP9gll52uKsCXATsj9OT+AJ4UlX92NVlMbBL2HEL\n91wJOvU63AdxhmEYZZfIRvQv3471JV0vcxQv4kw0P4Iz8dwZGOWLdPgO2N3dk7sSMAwY41PahmEY\nhg94maPooqqdwo4/E5HZfghX1R0icgnwETvdY3/2I23DMAzDH7wYiuki0ktVpwCIyL7AVL8UUNUP\n2BkexDAMw8gxvBiKHsBXIrLAPd4F+FVEZgKqqnsGpp1hGIaRdbwYisGBa2EYhmHkLF7cY//MhCKG\nYRhGbuLF68kwDMMox5ihMAzDMOJihsIwDMOIS0JDISLHishcEVkrIutEZL2IrMuEcoZhGEb28eL1\ndC9whC2EMwyjNCA4sYYM//Ay9LQs14xEj06tsq2CYRgZoHKliknf8/jwUwLQxBtXnTkIyZr04PBi\nKKaKyKsicpI7DHVslH20DcOIwXGH9Mi2CjnFsCE9uf5cb8uzDunTKfFFYTRpUItG9WqmopYvdO/Y\nMmuyg8SLoagFbAIOxtk/+wjAQrmWMipWyM+2CuWWk4b0pE/33bOtRtL06hp/y5krTz+o2HGDujUS\np7nnbhx/SA/Uw9jQ+Sf0JT8vtfb55acNTOm+dBEpi/0JD4ZCVc+K8jo7E8oZ/lGoyv49ildWXdo2\ny5I25Y8rTz8wY7Lq1a7OxSf1Tzudfxy3f9zve+6xcwi4WpVK/PPMQQnTDNmHwsLChNf27taavLzo\nVdSg/TpGT98VcECPttxy0eGcM7RPQjl+IlI250diTmaLyLWqeq+IPEKU366qlwWqWRzKqNEOnPOO\nP4A92zWnbq3qdO+0C7PmLmbW3CXZVqtckKmWZovGdbn67INZ9NffaaeVl0DnypUqcuvFR/DNjD8Y\ntF9Htm4rSJimujV5oYcuhYjEfNaHDenJx1+VnDoNpS8idG3fgqqVk5/jiMc/zxrE/SM/jvl9ov/5\nkpMH8OjbhURoAAAgAElEQVToz3zVKRPE83oK/Qu+RYo1socWKtWrVubAXjtbYl66/0Zshl90OLc9\n/n7iC12OHNCVMZ/9mLbcru1b8OOvi4qOzxnah6qVK9Fp96Y0rl8LoISheOxfJzN99p889+Zkz3K8\n2LY92jVnj3bNAZgzf1nC60NlrrDQi6EAiTH0VLtG1bjpx6NypYps3bY98YVR6J1gOE4STGU3aVAr\nJbnZJubQk6q+576/EO2VORUNP9BSZhUe+9fJ2VYhIXu2b0GzhrU9X1+1Svqt2+EXHc4Fw/oVVUfn\nn9CXIX33YMC+7YuMBIBGDAI0aVCLPElufW2yvaBEPZBieCyOe7RtHvV8Oj20a885OOV7E8mN9/XA\nfTvQsU3TlGVnEy/rKIwAufSUAcycu4SJ3/6abVVyitLS8oo1hh4NP4afOrVpSoUK+Tx00zBWr9kY\nc54pWrsgWfHJ6ttml4Y0bVibpSvWxrwm1GDZvVWjhOmpQufdY8+j5efnsWNH8bmOSAMZ7Sdkw7Hj\n8tMG0nfvdokvzFEshEeW6b9Pey4a1o+TDtuHmtWrBCandPUn0uOg3h058dC9s61GIIQq7+aN6rBH\nu+YxK/O9OrQs6nWE1h0lW/GnYljuufIYDuzVIeY1IQPWpEEtLjqpX9z0QkYlljGONBLh9xTpFDEU\ndMtFh9OpTVOaJtETTIZYebxjR+In8KiBXf1WxzfMUGSRUMsmPz+P4w7uzqlH7JtljcoGRwzYk+MO\n7p7SvfXrVKfv3m191sgbvbu1SXhNnkd30WpVK/Hvq47l9KN6c/HJ/QGoW7taUvokNZTkUrN6FS4c\nFt8AhAifL4tLROV/xWmpe5B1bd8CEeG+q4dy9VkHc1i/PTjz6P1STi+SWP9PwY4dRZ+PH+zvuprd\nWjSgW4eWHH1gN1/TDcdLrKd2IvKpiMxyj/cUkZsD08gDybSMbr34iAA1SY9LTh5Q7Lh2zegTdH6Q\nzBBJaadF47opD/M8cN0JXH7agbz477N81ipxuW3RpI6v8nZv1YijBnYtKld7d25Fh9ZNyM/P81Q5\nikhRz6x2zaoc0MObARWR2ENicfq2dWvtNGS7Nm9AjWqVo153QBxD7nUqrmqVSvTu1pqzj+3DEQOC\n36SzR+edrsTDDu2Z1L27NK0X9/vr/zGYf114WKD1h5c5imeAa4CnAFR1hoiMBu4MTCsfCXlkxKLX\nnrsxZcYfGdKmOJF/7N5hhSld6tSsxpr1m4qOoy1cKm0T3MmQiqF4+KZhRZVT9aqV6dahJT/8stBv\n1eJSt1Y1/l7n/G+H99uTQ/bvxKV3vVL0fTrzHCLCnZcdxeYt28nLE55/56u41+flCccf0oPuHXeh\nWaM6jHw7/vXhxCpa8crc1WcdzE/zllAhP5+DendI+Ft3bd6A+YtXetbJK00a1OKvlanFPY2m880X\nHEa92tVT1icXFvF5aWZWU9VvI84ldpguJVx9duoeEH4jItSK4faXLuWpR5EKTww/heaN/G3RJ+Lq\ns0qWveEXH0HN6lVoWLcmRwzYk/x8f/83EaFa1Uqe5h8EQUTYvVUjqlWtxNCw4bxjAhjmqFu7GkMH\ndeeogV2pXjV6byKcK04/sMS8nh+NnxMG+ze/lZeXx14Bh/WoXCl4nyQvpXCliLTBnQ8VkeOApYFq\nlUFywVp7pXunXTxfG/mzKvhc4aRKFZ8XQPlB5UoVo8YHCrpo9O5W0ie/ZZO6jLzrDB69eRgN6tYI\nbK2Ll3IfeUmTBrW4/dIjOf+EvgnjV7XftXHU86cd2SvmPbViOHPEqvxbNqnLs7efFlcPr1x91sG0\nalaf04/qTd+927JHu+bk5+exa/MGaaXrRxmK9V8JjsttyFgGOUDgxRRdDDwNdBCRxcAfwKnBqWTE\n4qbzh7B5yzZOvW5E0vdGa5lGK1e7NK3Hxs1bWbVmYwoaxqdChXzuu3posaGUIPG6wK1SxdTdJf00\nJiEPHRGhQg7E5opWQXXevVlcl9UQQw/uzqzflvD32k1cecaBLFm+lnp1qtOqWf1i1918wWGMmfAj\n/fdpR9UqlZLWsUKF/GJusnVqFZ+wb9rIm3dT726tixnu4RcdztZtBSxbtY6r/vM64IQpCYpaNarS\npW1z3p3gfUHmqP+cnVKepUJCQ6GqvwMHiUh1IE9V1wevVmZpWLcmK/7O/M+KVsl02K0x386cH/Oe\nVIcivAZXe+C647n87ldTkpGIujWrZbQHl2pAufJAohXE4N3DKhpVKlfkniuPQVUREdrv1iTqdXt1\nbJn20MwtFx7GrY++h+TlcdmpxYMBVq9amavPOpivf/ydI/rv4TlNEaFK5Yq0alafs4/tw6y5i1Ma\nkvJa3u+6/KikGmeXnjIgY0YCPBgKEbkq4hhgLTBNVX8ISK+MctMFQxj17hSmzf4z26pw7vEHxDUU\nqbgsgveHXkTYq+MuLF6+JiU5uYTXeZmYXfso56tWqcTmLdtS2hMl0V8X7fugHA4yZa8z0TDo0rY5\njw8/hYoV8ot5ToWI7C0ky2H99uCwft6NTLLcdskRNGtUJ6ahiJaFXj3Q/MLLk7Q3cAHQ3H2dDwwG\nnhGRawPULWO0bFKXG88/NOPd/WgPUb3a1eO2FLz2KAbs0774fUlMZg8bUjYWq7XdteTq3yvPOIgj\nB3hb2HTSkJJujHdfcTRnH9unaG1C5FM8LMo9IcL/k2yt1UhEaLHcwH0Tex3lEo3q1YxqJLJNrBw8\n/ajeCNCxdVNPQ3mR+O3kkAgvcxQtgO6qugFARIYDY4G+wDScrVINH4n3eIoI1587mI8n/xy3BzT0\n4O5M+fF3lrjhFJKJMZPJLm2Q7N25FYP268ic+csZ0rcLHVo3oUXjuuzffXfenzSzKNR1LP/z1i0b\nlji3S9N6xfza92jbjIVLVwPOaunjD+nBK+O+i5pevdrVuf3SI5m3cEUJQ55pIo1Aw7o1ueL0A+nQ\nugknH74PdWrmTqXboXVTfv7d8Z9pF2OSvLRx1MCu9O/Zjlo1qniIH+XNYAfp7u7FLDUCtoYdbwca\nq+rmiPOlntKyrqBnl1258fxDue4f0XcJO/+EvlSpXJGrzz6Y+nWq06JxXc46puQCqzZRKsKyhIhw\nwYn9eOC64zmod0daNK5b9N0tFx7mXEP8vSK6dYg/fn7SkH1ov1sTmjeqwzXnHAIQ12e+8+7NOHJA\n10DDtXghsu659+pj6dDamUfIJSMBcMkpA6hfpzr161QvMQeR68Sr5GvXrFrs+1j1T2QKXjaI8hsv\nPYr/Ad+IyLvu8RHAaHdye3aqgkXkXjetrcA84CxVTWmVS88uu/LdrPmpqlJEyyb1AlnAkyxeWxA9\nu7TipvOHMPG7OUye/lvR+VCBa9WsPk8OP8WN618yzVgrX4Mi3qrcTLNHu+Y8evNJVKyQn9aDV61q\nJe6+4uiiSVu/CW6OQuIe5xJNGtTiiVucfbAzPeSSLkHkazYaeF52uLsDZ15ijfu6QFVvV9WNqprO\nLuYfAZ1VtRswF7jB642hlg84Xg3XnzvYl93arjzjQKpWqRRz6CdI97hUEBG6d9qFq84oviVleN2S\nl5cXt7CG52UsUpm4LQ00bVg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YHYVaEdFJAF5EsqQCAehORFcJIf6bw7bVC35Ysh5ffrccI487CH3LO0AIgUmf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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "filled['slope'] = pd.ewma(diffs, span=365)\n", + "filled['slope'] = diffs.ewm(span=365).mean()\n", "thinkplot.plot(filled.slope[-365:])\n", "plt.xticks(rotation=30)\n", "thinkplot.Config(ylabel='EWMA of diff ($)')" @@ -2102,24 +1276,9 @@ }, { "cell_type": "code", - "execution_count": 52, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(Timestamp('2014-05-13 00:00:00', offset='D'),\n", - " 10.929518765455491,\n", - " -0.0025727727289879565)" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# extract the last inter and the mean of the last 30 slopes\n", "start = filled.index[-1]\n", @@ -2131,10 +1290,8 @@ }, { "cell_type": "code", - "execution_count": 54, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "# reindex the DataFrame, adding a year to the end\n", @@ -2145,10 +1302,8 @@ }, { "cell_type": "code", - "execution_count": 55, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "# generate predicted values and add them to the end\n", @@ -2161,22 +1316,9 @@ }, { "cell_type": "code", - "execution_count": 56, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": 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WaDHcYHG7/zGLK4fhiX+0D68DOAqYnHIwdWQSn0q/tdvO7cRMvvXoUZGplUrA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\nC1grUSQY+NgdPZ1WEyuae/X1adk9Jw1jtBM7IOdRKMhKvLVVxj0+rla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U7TYTkS0ta+1d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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# plot the actual values and predictions\n", "thinkplot.Scatter(daily.ppg, alpha=0.1, label=name)\n", @@ -2185,9 +1327,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "As an exercise, run this analysis again for the other quality categories." ] @@ -2195,32 +1335,30 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.6.6" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 }