From 81ef969e05b52c7bc6769e079c55dddd2317cdf9 Mon Sep 17 00:00:00 2001 From: Peter Norvig Date: Sun, 2 Feb 2020 20:11:34 -0800 Subject: [PATCH] Add files via upload --- ipynb/Electoral Votes.ipynb | 30 +++++++++++++++--------------- ipynb/ElectoralVotesCode.ipynb | 34 ++++++++++++++++++---------------- ipynb/evs.html | 6 +++--- 3 files changed, 36 insertions(+), 34 deletions(-) diff --git a/ipynb/Electoral Votes.ipynb b/ipynb/Electoral Votes.ipynb index 971fa82..340652b 100644 --- a/ipynb/Electoral Votes.ipynb +++ b/ipynb/Electoral Votes.ipynb @@ -8,7 +8,7 @@ "\n", "# Predicting Presidential Electoral Votes from Approval Polls\n", "\n", - "Various sites aggregate opinion polls on presidential job performance. The polls are broken out state-by-state, month-by-month at [Mourning Consult](https://morningconsult.com/tracking-trump/). Trump's national **net approval** (percent approving minus percent disapproving) is currently -10% on [RealClearPolitics](https://www.realclearpolitics.com/epolls/other/president_trump_job_approval-6179.html), -13% on [538](https://projects.fivethirtyeight.com/trump-approval-ratings/), and -16% on [Gallup](https://news.gallup.com/poll/203198/presidential-approval-ratings-donald-trump.aspx). There are four big caveats in jumping from these numbers to conclusions about the election:\n", + "Various sites aggregate opinion polls on presidential job performance. The polls are broken out state-by-state, month-by-month at [Mourning Consult](https://morningconsult.com/tracking-trump/). Trump's national **net approval** (percent approving minus percent disapproving) is currently -7% on [RealClearPolitics](https://www.realclearpolitics.com/epolls/other/president_trump_job_approval-6179.html), -8% on [538](https://projects.fivethirtyeight.com/trump-approval-ratings/), and -9% on [Gallup](https://news.gallup.com/poll/203198/presidential-approval-ratings-donald-trump.aspx). There are four big caveats in jumping from these numbers to conclusions about the election:\n", "\n", "1. Today is not election day 2020. \n", "\n", @@ -25,11 +25,11 @@ "# TL;DR: In this model, Trump gets 104 to 235 Electoral Votes\n", "\n", "There is a lot of uncertainty, so I won't try to give an exact single number. Rather, I will say that, as of December 2019, under the assumption that Trump wins the electoral votes of states where he currently has positive net approval and loses the states where he has negative net approval:\n", - "- His mean expected number of electoral votes is 149.5.\n", - "- He has net approval of zero in two big states, Texas and North Carolina, so depending on how they go, the total would be 123 to 176.\n", - "- If you allow for a swing of up to 3.5% across the board, then the totals range anywere from 104 to 235.\n", - "- Recall that you need 270 to win.\n", - "- To reach 270, he'd need to take all the states where he is ahead or tied, plus six states where he is behind, the toughest being Pennsylvania, where he is 5% behind.\n" + "- His mean expected number of electoral votes is **149.5**.\n", + "- He is tied (net approval zero) in Texas and North Carolina, so depending on how they go, the total would be **123 to 176**.\n", + "- If you allow for a swing of up to 3.5% across the board, then the totals range anywere from **104 to 235**.\n", + "- Recall that you need **270** to win.\n", + "- To reach 270, he'd need to take all the states where he is ahead or tied, plus six states where he is behind by up to **5%**.\n" ] }, { @@ -60,16 +60,16 @@ "source": [ "%run ElectoralVotesCode.ipynb\n", "\n", - "EV(states)" + "EV(states) # Number of electoral vote Trump can expect according to this model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The `.5` indicates a tie (net zero approval) in one or more states. \n", + "The `.5` indicates a tie in one or more states. \n", "\n", - "To get a better feel for the situation, imagine a swing in voter approval of just 0.5% in either direction, for every state across the board. That would break ties, and we'd get a range of electoral votes. If we allowed larger swings in approval, we'd get a larger range. Here's how it goes:" + "Imagine a swing in voter approval of just 0.5% in either direction, for every state across the board. That would break ties, and we'd get a range of electoral votes: fewer in one direction, more in the other. If we allowed larger swings in approval, we'd get an even larger range. Here's how it goes:" ] }, { @@ -89,7 +89,9 @@ "±4.5% 104 to 253\n", "±5.5% 89 to 286\n", "±6.5% 79 to 290\n", - "±7.5% 67 to 290\n" + "±7.5% 67 to 290\n", + "±8.5% 60 to 290\n", + "±9.5% 52 to 306\n" ] } ], @@ -110,9 +112,7 @@ "source": [ "# Details for policy wonks\n", "\n", - "The following plot shows, for each month in office, the expected number of electoral votes, with error bars indicating a 3% approval swing in either direction (that is: the blue diamond is the total number of electoral votes for states where he has net positive approval; the top and bottom of the grey bars give the total if he were to gain or lose 3% in every state. Why 3%? That was the [average error](https://fivethirtyeight.com/features/the-polls-are-all-right/) in national presidential polls in 2016: Clinton was predicted to win the popular vote by 6% but actually only won by 3%.) Trump hasn't been above 270 since 4 months into his term. He's been below 200 for a year.\n", - "\n", - "The most recent month (month 35) is December 2019." + "The following plot shows, for each month in office, the expected number of electoral votes, with error bars indicating a 3% approval swing in either direction (that is: the blue diamond is the total number of electoral votes for states where he has net positive approval; the top and bottom of the grey bars give the total if he were to gain or lose 3% in every state. Why 3%? That was the [average error](https://fivethirtyeight.com/features/the-polls-are-all-right/) in national presidential polls in 2016: Clinton was predicted to win the popular vote by 6% but actually only won by 3%.) Trump hasn't been above 270 since 4 months into his term. He's been below 200 for a year." ] }, { @@ -122,7 +122,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n"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\n", 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" ] diff --git a/ipynb/ElectoralVotesCode.ipynb b/ipynb/ElectoralVotesCode.ipynb index 750d43e..193e210 100644 --- a/ipynb/ElectoralVotesCode.ipynb +++ b/ipynb/ElectoralVotesCode.ipynb @@ -57,7 +57,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Additional data: the variable `state_data` contains the [electoral votes by state](https://www.britannica.com/topic/United-States-Electoral-College-Votes-by-State-1787124) and the [partisan lean by state](https://github.com/fivethirtyeight/data/tree/master/partisan-lean) (how much more Republican (plus) or Democratic (minus) leaning the state is compared to the country as a whole, across recent elections). The variable `net_usa` has the [country-wide net presidential approval](https://projects.fivethirtyeight.com/trump-approval-ratings/) by month." + "Additional data: the variable `state_data` contains the [electoral votes by state](https://www.britannica.com/topic/United-States-Electoral-College-Votes-by-State-1787124) and the [partisan lean by state](https://github.com/fivethirtyeight/data/tree/master/partisan-lean) (how much more Republican (plus) or Democratic (minus) leaning the state is compared to the country as a whole, across recent elections). \n", + "\n", + "The variable `net_usa` has the [country-wide net presidential approval](https://projects.fivethirtyeight.com/trump-approval-ratings/) by month." ] }, { @@ -67,7 +69,7 @@ "outputs": [], "source": [ "# From https://github.com/fivethirtyeight/data/tree/master/partisan+lean\n", - "# a dict of {\"state name\": (electoral_votes, partisan_lean)}\n", + "# A dict of {\"state name\": (electoral_votes, partisan_lean)}\n", "state_data = { \n", " \"Alabama\": (9, +27), \"Alaska\": (3, +15), \"Arizona\": (11, +9), \n", " \"Arkansas\": (6, +24), \"California\": (55, -24), \"Colorado\": (9, -1), \n", @@ -88,10 +90,10 @@ " \"West Virginia\": (5, +30), \"Wisconsin\": (10, +1), \"Wyoming\": (3, +47)}\n", "\n", "# From https://projects.fivethirtyeight.com/trump-approval-ratings/\n", - "# A dict of {'date': country-wide-net-approval}\n", + "# A dict of {'date': country-wide-net-approval}, taken from 1st of month.\n", "net_usa = {\n", - " 'Jan-17': 10, 'Jan-18': -18, 'Jan-19': -12, \n", - " 'Feb-17': 0, 'Feb-18': -15, 'Feb-19': -16, \n", + " 'Jan-17': 10, 'Jan-18': -18, 'Jan-19': -12, 'Jan-20': -11,\n", + " 'Feb-17': 0, 'Feb-18': -15, 'Feb-19': -16, 'Feb-20': -10,\n", " 'Mar-17': -6, 'Mar-18': -14, 'Mar-19': -11, \n", " 'Apr-17': -13, 'Apr-18': -13, 'Apr-19': -11, \n", " 'May-17': -11, 'May-18': -12, 'May-19': -12, \n", @@ -168,15 +170,16 @@ "metadata": {}, "outputs": [], "source": [ - "def labels(xlab, ylab): plt.xlabel(xlab); plt.ylabel(ylab); plt.legend()\n", - "\n", - "def grid(): plt.minorticks_on(); plt.grid(which='minor', ls=':', alpha=0.7)\n", - " \n", "def header(head) -> str: return head + '\\n' + '-'.join('|' * head.count('|'))\n", "\n", "def markdown(fn) -> callable: return lambda *args: display(Markdown('\\n'.join(fn(*args))))\n", "\n", - "def parp(state, date=now) -> int: return net(state, date) - state.lean " + "def parp(state, date=now) -> int: return net(state, date) - state.lean\n", + "\n", + "def grid(dates, xlab, ylab): \n", + " plt.minorticks_on(); plt.grid(which='minor', axis='y', ls=':', alpha=0.7)\n", + " plt.xticks(range(len(dates)), dates, rotation=90)\n", + " plt.xlabel(xlab); plt.ylabel(ylab); plt.legend()" ] }, { @@ -192,11 +195,11 @@ " N = len(dates)\n", " err = [[EV(states, date) - EV(states, date, -swing) for date in dates],\n", " [EV(states, date, +swing) - EV(states, date) for date in dates]]\n", - " grid()\n", " plt.plot(range(N), [270] * N, color='darkorange', label=\"270 EVs\", lw=2)\n", " plt.errorbar(range(N), [EV(states, date) for date in dates], fmt='D-',\n", " yerr=err, ecolor='grey', capsize=7, label='Trump EVs ±3% swing', lw=2)\n", - " labels('Months into term', 'Electoral Votes')" + " grid(dates, 'Date', 'Electoral Vptes')\n", + " #labels('Date', 'Electoral Votes')" ] }, { @@ -210,11 +213,10 @@ " plt.rcParams[\"figure.figsize\"] = [10, 7]\n", " plt.style.use('fivethirtyeight')\n", " N = len(dates)\n", - " grid()\n", " plt.plot(range(N), [0] * N, label='Net zero', color='darkorange')\n", " plt.plot(range(N), [-margin(states, date) for date in dates], 'D-', label='Margin to 270')\n", " plt.plot(range(N), [net_usa[date] for date in dates], 'go-', label='Country-wide Net')\n", - " labels('Months into term', 'Net popularity')" + " grid(dates, 'Date', 'Net popularity')" ] }, { @@ -223,7 +225,7 @@ "metadata": {}, "outputs": [], "source": [ - "def show_swings(swings=range(8)):\n", + "def show_swings(swings=range(10)):\n", " print('Swing EV Range')\n", " for swing in swings:\n", " s = swing + 0.5\n", @@ -273,7 +275,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Tests** (I really should have more)." + "**Tests** (I really should have more):" ] }, { diff --git a/ipynb/evs.html b/ipynb/evs.html index 650f84b..28f42f0 100644 --- a/ipynb/evs.html +++ b/ipynb/evs.html @@ -1250,7 +1250,7 @@ img.emoji { height="0" width="0" style="display:none;visibility:hidden"> -Do NOT follow this link or you will be banned from the site! +Do NOT follow this link or you will be banned from the site! - - + \ No newline at end of file