From f2497075a3afd201590eb9e2573fe32493ecba3d Mon Sep 17 00:00:00 2001 From: Peter Norvig Date: Mon, 16 Dec 2019 11:00:58 -0800 Subject: [PATCH] Add files via upload --- ipynb/Electoral Votes.ipynb | 125 ++++++++++++++++----------------- ipynb/ElectoralVotesCode.ipynb | 60 +--------------- 2 files changed, 62 insertions(+), 123 deletions(-) diff --git a/ipynb/Electoral Votes.ipynb b/ipynb/Electoral Votes.ipynb index 190e732..8905bb6 100644 --- a/ipynb/Electoral Votes.ipynb +++ b/ipynb/Electoral Votes.ipynb @@ -64,7 +64,7 @@ "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 11 months in a row." + "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." ] }, { @@ -97,11 +97,11 @@ "\n", "- **Undecided**: Undecided voters could make up their minds late in the election cycle. But there are few undecided voters: in most states, only 3% or 4%. \n", "\n", - "- **Variance**: How much are voters changing their minds from month to month in each state? I track the standard deviation, 𝝈, of the net approval for each state over the last 18 months.\n", + "- **Variance**: How much are voters changing their minds from month to month in each state? I track the standard deviation, 𝝈, of the net approval for each state over the last 12 months (variance is the square of standard deviation).\n", "\n", - "- **Movement**: I define the **maximum expected movement** of approval as 1/5 of the undecided voters (i.e., assume the undecided voters broke 60/40 one way or the other) plus 2 standard deviations in the net approval over the last year. \n", + "- **Movement**: I define the **maximum expected movement** of approval as 1/5 of the undecided voters (i.e., assume the undecided voters broke 60/40 one way or the other) plus 2 standard deviations in the monthly net approval. \n", "\n", - "- **Swing state**: I define a swing state as one whose maximum expected movement is greater than the absolute value of the net approval. There are 16 such states now, all with net approval between +7% and -5%, and with movement greater than 5%. The swing states are shown below in **BOLD CAPS**.\n", + "- **Swing state**: I define a swing state as one whose maximum expected movement is greater than the absolute value of the net approval. There are **13** such states now, all with net approval between **+3% and -5%**. The swing states are shown below in **BOLD CAPS**.\n", "\n", "- **Margin**: If you list states in order of net approval, the key turning-point state is Pennsylvania; Trump would need to win that and every state in which he is more popular to reach 270. He currently is **7% behind in Pennsylvania**, so we say that his **margin is 7%**.\n", "\n", @@ -117,13 +117,13 @@ "- **+**: President's current approval in state.\n", "- **-**: President's current disapproval in state.\n", "- **?**: Undecideds in state.\n", - "- **𝝈**: Standard deviation in net approval over the past 18 months in state.\n", + "- **𝝈**: Standard deviation in net approval over the past 12 months in state.\n", "\n", "The table shows that:\n", "- If Trump wins the states he is leading in, he gets **185** electoral votes (the **ΣEV** in the Florida row).\n", "- If he also wins all the swing states, he gets **253** electoral votes (**ΣEV** in the Ohio row). \n", - "- To get to **270**, he would also need to win Pennsylvania, or Nevada plus Virginia; he is currently at -7% net approval in all three of these satates, so I say he has a **7% margin**.\n", - "- Some traditional swing states currently seem out of reach for Trump: he's at -14% in Michigan and Wisconsin.\n" + "- To get to **270**, going in order of states with least bad net approval, he would also need to win Ohio, Nevada, and Pennsylvania. Or substitute Virginia for one of these; but he would need to win at least one state where he is currently down by **7%**, so that's the margin.\n", + "- Some traditional swing states currently seem out of reach for Trump: he's at **-14%** in Michigan and Wisconsin.\n" ] }, { @@ -136,57 +136,57 @@ "text/markdown": [ "|State|Net|Move|EV|ΣEV|+|−|?|𝝈|\n", "|-|-|-|-|-|-|-|-|-|\n", - "|Wyoming|+35%|±12%|3|3|66%|31%|3%|±5.5%\n", - "|Alabama|+22%|±7%|9|12|59%|37%|4%|±3.3%\n", - "|Mississippi|+19%|±8%|6|18|57%|38%|5%|±3.4%\n", - "|West Virginia|+19%|±10%|5|23|58%|39%|3%|±4.6%\n", - "|Idaho|+18%|±6%|4|27|57%|39%|4%|±2.4%\n", - "|Tennessee|+16%|±6%|11|38|56%|40%|4%|±2.8%\n", - "|Kentucky|+14%|±4%|8|46|55%|41%|4%|±1.4%\n", - "|**ALASKA**|**+10%**|**±11%**|3|49|53%|43%|4%|±5.3%\n", - "|Louisiana|+10%|±9%|8|57|53%|43%|4%|±4.2%\n", - "|Oklahoma|+9%|±7%|7|64|53%|44%|3%|±3.3%\n", - "|Arkansas|+8%|±8%|6|70|52%|44%|4%|±3.5%\n", - "|South Carolina|+8%|±6%|9|79|52%|44%|4%|±2.4%\n", - "|**KANSAS**|**+3%**|**±6%**|6|85|50%|47%|3%|±2.6%\n", - "|**MISSOURI**|**+3%**|**±6%**|10|95|50%|47%|3%|±2.8%\n", - "|**SOUTH DAKOTA**|**+3%**|**±11%**|3|98|50%|47%|3%|±5.0%\n", - "|**TEXAS**|**+3%**|**±6%**|38|136|49%|46%|5%|±2.4%\n", - "|**INDIANA**|**+2%**|**±5%**|11|147|49%|47%|4%|±2.2%\n", - "|**NORTH DAKOTA**|**+2%**|**±7%**|3|150|49%|47%|4%|±3.1%\n", - "|**UTAH**|**+2%**|**±7%**|6|156|49%|47%|4%|±3.2%\n", - "|**FLORIDA**|**+1%**|**±6%**|29|185|49%|48%|3%|±2.7%\n", - "|**MONTANA**|**-1%**|**±8%**|3|188|48%|49%|3%|±3.9%\n", - "|**NORTH CAROLINA**|**-2%**|**±5%**|15|203|47%|49%|4%|±2.2%\n", - "|**GEORGIA**|**-3%**|**±7%**|16|219|46%|49%|5%|±2.9%\n", - "|**ARIZONA**|**-4%**|**±7%**|11|230|46%|50%|4%|±3.0%\n", + "|Wyoming|+35%|±11%|3|3|66%|31%|3%|±5.3%\n", + "|Alabama|+22%|±6%|9|12|59%|37%|4%|±2.5%\n", + "|Mississippi|+19%|±6%|6|18|57%|38%|5%|±2.7%\n", + "|West Virginia|+19%|±6%|5|23|58%|39%|3%|±2.7%\n", + "|Idaho|+18%|±6%|4|27|57%|39%|4%|±2.8%\n", + "|Tennessee|+16%|±5%|11|38|56%|40%|4%|±2.1%\n", + "|Kentucky|+14%|±4%|8|46|55%|41%|4%|±1.5%\n", + "|Alaska|+10%|±7%|3|49|53%|43%|4%|±3.1%\n", + "|Louisiana|+10%|±7%|8|57|53%|43%|4%|±2.9%\n", + "|Oklahoma|+9%|±6%|7|64|53%|44%|3%|±2.5%\n", + "|Arkansas|+8%|±5%|6|70|52%|44%|4%|±2.0%\n", + "|South Carolina|+8%|±4%|9|79|52%|44%|4%|±1.7%\n", + "|**KANSAS**|**+3%**|**±5%**|6|85|50%|47%|3%|±2.2%\n", + "|**MISSOURI**|**+3%**|**±6%**|10|95|50%|47%|3%|±2.7%\n", + "|**SOUTH DAKOTA**|**+3%**|**±9%**|3|98|50%|47%|3%|±4.1%\n", + "|**TEXAS**|**+3%**|**±4%**|38|136|49%|46%|5%|±1.5%\n", + "|**INDIANA**|**+2%**|**±4%**|11|147|49%|47%|4%|±1.8%\n", + "|**NORTH DAKOTA**|**+2%**|**±6%**|3|150|49%|47%|4%|±2.7%\n", + "|**UTAH**|**+2%**|**±7%**|6|156|49%|47%|4%|±3.1%\n", + "|**FLORIDA**|**+1%**|**±3%**|29|185|49%|48%|3%|±1.4%\n", + "|**MONTANA**|**-1%**|**±7%**|3|188|48%|49%|3%|±3.1%\n", + "|**NORTH CAROLINA**|**-2%**|**±4%**|15|203|47%|49%|4%|±1.5%\n", + "|**GEORGIA**|**-3%**|**±6%**|16|219|46%|49%|5%|±2.6%\n", + "|**ARIZONA**|**-4%**|**±4%**|11|230|46%|50%|4%|±1.7%\n", "|**NEBRASKA**|**-5%**|**±9%**|5|235|46%|51%|3%|±4.1%\n", - "|**OHIO**|**-5%**|**±5%**|18|253|46%|51%|3%|±2.2%\n", - "|Nevada|-7%|±6%|6|259|45%|52%|3%|±2.9%\n", - "|Pennsylvania|-7%|±3%|20|279|45%|52%|3%|±1.4%\n", - "|Virginia|-7%|±4%|13|292|45%|52%|3%|±1.7%\n", - "|New Mexico|-9%|±6%|5|297|44%|53%|3%|±2.9%\n", - "|Iowa|-13%|±6%|6|303|42%|55%|3%|±2.7%\n", - "|Maine|-13%|±8%|4|307|42%|55%|3%|±3.6%\n", + "|Ohio|-5%|±3%|18|253|46%|51%|3%|±1.0%\n", + "|Nevada|-7%|±5%|6|259|45%|52%|3%|±2.3%\n", + "|Pennsylvania|-7%|±3%|20|279|45%|52%|3%|±1.2%\n", + "|Virginia|-7%|±4%|13|292|45%|52%|3%|±1.9%\n", + "|New Mexico|-9%|±7%|5|297|44%|53%|3%|±3.4%\n", + "|Iowa|-13%|±4%|6|303|42%|55%|3%|±1.8%\n", + "|Maine|-13%|±5%|4|307|42%|55%|3%|±2.4%\n", "|Minnesota|-13%|±5%|10|317|42%|55%|3%|±2.1%\n", - "|Michigan|-14%|±5%|16|333|41%|55%|4%|±2.0%\n", - "|Wisconsin|-14%|±5%|10|343|41%|55%|4%|±2.2%\n", - "|Colorado|-15%|±6%|9|352|41%|56%|3%|±2.5%\n", - "|New Hampshire|-15%|±9%|4|356|41%|56%|3%|±4.3%\n", - "|New Jersey|-15%|±5%|14|370|41%|56%|3%|±2.2%\n", - "|Delaware|-18%|±7%|3|373|39%|57%|4%|±3.2%\n", - "|Illinois|-20%|±4%|20|393|38%|58%|4%|±1.4%\n", - "|Connecticut|-22%|±8%|7|400|37%|59%|4%|±3.7%\n", - "|Rhode Island|-22%|±6%|4|404|37%|59%|4%|±2.4%\n", - "|Oregon|-24%|±5%|7|411|36%|60%|4%|±2.2%\n", - "|New York|-25%|±5%|29|440|36%|61%|3%|±2.1%\n", - "|Maryland|-27%|±7%|10|450|35%|62%|3%|±3.0%\n", - "|California|-28%|±6%|55|505|34%|62%|4%|±2.7%\n", - "|Massachusetts|-29%|±6%|11|516|34%|63%|3%|±2.5%\n", - "|Washington|-29%|±6%|12|528|34%|63%|3%|±2.7%\n", - "|Hawaii|-35%|±10%|4|532|31%|66%|3%|±4.6%\n", - "|Vermont|-42%|±10%|3|535|28%|70%|2%|±5.0%\n", - "|District of Columbia|-62%|±7%|3|538|17%|79%|4%|±3.0%" + "|Michigan|-14%|±4%|16|333|41%|55%|4%|±1.8%\n", + "|Wisconsin|-14%|±4%|10|343|41%|55%|4%|±1.7%\n", + "|Colorado|-15%|±5%|9|352|41%|56%|3%|±2.3%\n", + "|New Hampshire|-15%|±9%|4|356|41%|56%|3%|±4.1%\n", + "|New Jersey|-15%|±4%|14|370|41%|56%|3%|±1.5%\n", + "|Delaware|-18%|±8%|3|373|39%|57%|4%|±3.5%\n", + "|Illinois|-20%|±4%|20|393|38%|58%|4%|±1.6%\n", + "|Connecticut|-22%|±3%|7|400|37%|59%|4%|±1.3%\n", + "|Rhode Island|-22%|±4%|4|404|37%|59%|4%|±1.8%\n", + "|Oregon|-24%|±5%|7|411|36%|60%|4%|±2.1%\n", + "|New York|-25%|±3%|29|440|36%|61%|3%|±1.2%\n", + "|Maryland|-27%|±4%|10|450|35%|62%|3%|±1.8%\n", + "|California|-28%|±3%|55|505|34%|62%|4%|±1.2%\n", + "|Massachusetts|-29%|±4%|11|516|34%|63%|3%|±1.8%\n", + "|Washington|-29%|±5%|12|528|34%|63%|3%|±2.0%\n", + "|Hawaii|-35%|±9%|4|532|31%|66%|3%|±4.2%\n", + "|Vermont|-42%|±8%|3|535|28%|70%|2%|±3.6%\n", + "|District of Columbia|-62%|±6%|3|538|17%|79%|4%|±2.5%" ], "text/plain": [ "" @@ -216,7 +216,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -264,7 +264,7 @@ "|**FLORIDA**|+5|29|-4|(+1)|-9|(-4)|+0|(+5)|+17|(+22)|\n", "|Maryland|-23|10|-4|(-27)|-7|(-30)|+0|(-23)|+10|(-13)|\n", "|Alabama|+27|9|-5|(+22)|-7|(+20)|+3|(+30)|+9|(+36)|\n", - "|**ALASKA**|+15|3|-5|(+10)|-14|(+1)|-14|(+1)|+9|(+24)|\n", + "|Alaska|+15|3|-5|(+10)|-14|(+1)|-14|(+1)|+9|(+24)|\n", "|Illinois|-13|20|-7|(-20)|-10|(-23)|-8|(-21)|+22|(+9)|\n", "|Louisiana|+17|8|-7|(+10)|-2|(+15)|+2|(+19)|+14|(+31)|\n", "|**NORTH CAROLINA**|+5|15|-7|(-2)|-9|(-4)|-6|(-1)|+13|(+18)|\n", @@ -277,7 +277,7 @@ "|Connecticut|-11|7|-11|(-22)|-13|(-24)|-8|(-19)|+16|(+5)|\n", "|Minnesota|-2|10|-11|(-13)|-16|(-18)|-12|(-14)|+5|(+3)|\n", "|West Virginia|+30|5|-11|(+19)|-6|(+24)|-8|(+22)|+7|(+37)|\n", - "|**OHIO**|+7|18|-12|(-5)|-13|(-6)|-11|(-4)|+7|(+14)|\n", + "|Ohio|+7|18|-12|(-5)|-13|(-6)|-11|(-4)|+7|(+14)|\n", "|Tennessee|+28|11|-12|(+16)|-16|(+12)|-11|(+17)|+5|(+33)|\n", "|Wyoming|+47|3|-12|(+35)|-17|(+30)|-22|(+25)|-7|(+40)|\n", "|**ARIZONA**|+9|11|-13|(-4)|-17|(-8)|-12|(-3)|+11|(+20)|\n", @@ -315,13 +315,6 @@ "source": [ "show_parp()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/ipynb/ElectoralVotesCode.ipynb b/ipynb/ElectoralVotesCode.ipynb index 08bb084..0985feb 100644 --- a/ipynb/ElectoralVotesCode.ipynb +++ b/ipynb/ElectoralVotesCode.ipynb @@ -100,8 +100,8 @@ " 'August 2017': -19, 'August 2018': -12, 'August 2019': -10, \n", " 'September 2017': -20, 'September 2018': -14, 'September 2019': -13, \n", " 'October 2017': -17, 'October 2018': -11, 'October 2019': -13, \n", - " 'November 2017': -19, 'November 2018': -11, 'November 2019': -10,\n", - " 'December 2017': -18, 'December 2018': -10\n", + " 'November 2017': -19, 'November 2018': -11, 'November 2019': -13,\n", + " 'December 2017': -18, 'December 2018': -10, 'December 2019': -12,\n", " }" ] }, @@ -151,64 +151,10 @@ "def net(state, date=now) -> int: return state.approvals[date] - state.disapprovals[date]\n", "def undecided(state, date=now) -> int: return 100 - state.approvals[date] - state.disapprovals[date]\n", "def movement(state, date=now) -> float: return undecided(state, date) / 5 + 2 * 𝝈(state)\n", - "def 𝝈(state, recent=dates[-18:]) -> float: return stdev(net(state, d) for d in recent)\n", + "def 𝝈(state, recent=dates[-12:]) -> float: return stdev(net(state, d) for d in recent)\n", "def is_swing(state) -> bool: return abs(net(state)) < movement(state)" ] }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['January 2017',\n", - " 'February 2017',\n", - " 'March 2017',\n", - " 'April 2017',\n", - " 'May 2017',\n", - " 'June 2017',\n", - " 'July 2017',\n", - " 'August 2017',\n", - " 'September 2017',\n", - " 'October 2017',\n", - " 'November 2017',\n", - " 'December 2017',\n", - " 'January 2018',\n", - " 'February 2018',\n", - " 'March 2018',\n", - " 'April 2018',\n", - " 'May 2018',\n", - " 'June 2018',\n", - " 'July 2018',\n", - " 'August 2018',\n", - " 'September 2018',\n", - " 'October 2018',\n", - " 'November 2018',\n", - " 'December 2018',\n", - " 'January 2019',\n", - " 'February 2019',\n", - " 'March 2019',\n", - " 'April 2019',\n", - " 'May 2019',\n", - " 'June 2019',\n", - " 'July 2019',\n", - " 'August 2019',\n", - " 'September 2019',\n", - " 'October 2019',\n", - " 'November 2019']" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dates" - ] - }, { "cell_type": "markdown", "metadata": {},