From 95aec859f76c2493ecf30df6fbcdbad7944eace3 Mon Sep 17 00:00:00 2001 From: Peter Norvig Date: Sun, 2 Feb 2020 12:47:49 -0800 Subject: [PATCH] Add files via upload --- ipynb/Electoral Votes.ipynb | 285 +++++++----- ipynb/ElectoralVotesCode.ipynb | 55 ++- ipynb/evs.html | 813 +++++++++++++++++---------------- 3 files changed, 607 insertions(+), 546 deletions(-) diff --git a/ipynb/Electoral Votes.ipynb b/ipynb/Electoral Votes.ipynb index 8905bb6..971fa82 100644 --- a/ipynb/Electoral Votes.ipynb +++ b/ipynb/Electoral Votes.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "
Peter Norvig
16 December 2019
\n", + "
Peter Norvig
Dec 2019
\n", "\n", "# Predicting Presidential Electoral Votes from Approval Polls\n", "\n", @@ -22,9 +22,14 @@ "predict electoral votes? ***Yes we can!***\n", "\n", "\n", - "# TL;DR: Trump is at 185 Electoral Votes\n", + "# TL;DR: In this model, Trump gets 104 to 235 Electoral Votes\n", "\n", - "As of November, 2019, Trump would get **185** electoral votes under the assumption that he wins the electoral votes of states where he currently has positive net approval and loses the states where he has negative net approval. To win, he'd have to get to **270**, which would entail flipping 11 states (if you go in net approval order), the toughest of which would be Pennsylvania, where he is currently at **-9%** net approval." + "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" ] }, { @@ -44,7 +49,7 @@ { "data": { "text/plain": [ - "185" + "149.5" ] }, "execution_count": 1, @@ -62,19 +67,62 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Details for policy wonks\n", + "The `.5` indicates a tie (net zero approval) in one or more states. \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." + "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:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Swing EV Range\n", + "±0.5% 123 to 176\n", + "±1.5% 118 to 205\n", + "±2.5% 118 to 224\n", + "±3.5% 104 to 235\n", + "±4.5% 104 to 253\n", + "±5.5% 89 to 286\n", + "±6.5% 79 to 290\n", + "±7.5% 67 to 290\n" + ] + } + ], + "source": [ + "show_swings()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That is, the `4.5%` row says that if Trump's approval slipped 4.5% in every state, he would suffer a blowout loss, getting only 104 electoral votes. If he gained 4.5% in every state, it would be a close loss with 253 electoral votes (to 285 for the opponent)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "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." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -101,9 +149,9 @@ "\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 **13** such states now, all with net approval between **+3% and -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 **12** such states now. 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", + "- **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 **5% behind in Pennsylvania**, so we say that his margin is just over 5%.\n", "\n", "# State-by-state summary table\n", "\n", @@ -120,15 +168,16 @@ "- **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**, 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" + "- If Trump wins the states he is leading or tied in, he gets **176** electoral votes (the **ΣEV** in the TEXAS row).\n", + "- If he also wins all the swing states, he gets **235** electoral votes (**ΣEV** in the ARIZONA row). \n", + "- To get to **270**, he would also need to win Ohio and Pennsylvania. \n", + "- He is currently down by **5%** in Pennsylvania, so that's the margin.\n", + "- Some traditional swing states currently seem out of reach for Trump: he's at **-15%** in Michigan and **-9%** in Wisconsin.\n" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -136,57 +185,57 @@ "text/markdown": [ "|State|Net|Move|EV|ΣEV|+|−|?|𝝈|\n", "|-|-|-|-|-|-|-|-|-|\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%|±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%|±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%" + "|Wyoming|+28%|±11%|3|3|62%|34%|4%|±5.0%\n", + "|Alabama|+22%|±6%|9|12|59%|37%|4%|±2.4%\n", + "|West Virginia|+21%|±5%|5|17|59%|38%|3%|±2.1%\n", + "|Idaho|+16%|±5%|4|21|56%|40%|4%|±2.2%\n", + "|Tennessee|+15%|±5%|11|32|56%|41%|3%|±2.2%\n", + "|Kentucky|+14%|±4%|8|40|55%|41%|4%|±1.5%\n", + "|Mississippi|+14%|±7%|6|46|55%|41%|4%|±3.0%\n", + "|Arkansas|+10%|±5%|6|52|53%|43%|4%|±1.9%\n", + "|Louisiana|+9%|±7%|8|60|53%|44%|3%|±3.3%\n", + "|Oklahoma|+8%|±6%|7|67|52%|44%|4%|±2.5%\n", + "|Kansas|+7%|±5%|6|73|52%|45%|3%|±2.3%\n", + "|**UTAH**|**+7%**|**±8%**|6|79|52%|45%|3%|±3.6%\n", + "|**MISSOURI**|**+6%**|**±6%**|10|89|51%|45%|4%|±2.7%\n", + "|**NORTH DAKOTA**|**+5%**|**±5%**|3|92|51%|46%|3%|±2.4%\n", + "|South Carolina|+5%|±5%|9|101|51%|46%|3%|±2.1%\n", + "|**SOUTH DAKOTA**|**+5%**|**±7%**|3|104|51%|46%|3%|±3.2%\n", + "|Indiana|+3%|±3%|11|115|50%|47%|3%|±1.2%\n", + "|**MONTANA**|**+3%**|**±7%**|3|118|50%|47%|3%|±3.0%\n", + "|**NEBRASKA**|**+1%**|**±7%**|5|123|49%|48%|3%|±3.4%\n", + "|**NORTH CAROLINA**|**+0%**|**±4%**|15|138|48%|48%|4%|±1.6%\n", + "|**TEXAS**|**+0%**|**±4%**|38|176|48%|48%|4%|±1.7%\n", + "|**FLORIDA**|**-1%**|**±3%**|29|205|48%|49%|3%|±1.4%\n", + "|**ALASKA**|**-2%**|**±7%**|3|208|47%|49%|4%|±3.2%\n", + "|**GEORGIA**|**-2%**|**±6%**|16|224|47%|49%|4%|±2.5%\n", + "|**ARIZONA**|**-3%**|**±4%**|11|235|47%|50%|3%|±1.8%\n", + "|Ohio|-4%|±2%|18|253|46%|50%|4%|±0.8%\n", + "|Pennsylvania|-5%|±3%|20|273|46%|51%|3%|±1.4%\n", + "|Virginia|-5%|±4%|13|286|46%|51%|3%|±1.8%\n", + "|Maine|-6%|±5%|4|290|46%|52%|2%|±2.4%\n", + "|Iowa|-9%|±4%|6|296|44%|53%|3%|±1.9%\n", + "|Wisconsin|-9%|±5%|10|306|44%|53%|3%|±2.1%\n", + "|New Mexico|-10%|±7%|5|311|43%|53%|4%|±3.2%\n", + "|Minnesota|-11%|±5%|10|321|43%|54%|3%|±2.3%\n", + "|Nevada|-12%|±5%|6|327|42%|54%|4%|±2.3%\n", + "|Delaware|-15%|±8%|3|330|41%|56%|3%|±3.5%\n", + "|Michigan|-15%|±5%|16|346|40%|55%|5%|±1.9%\n", + "|New Jersey|-15%|±4%|14|360|41%|56%|3%|±1.5%\n", + "|Colorado|-18%|±6%|9|369|39%|57%|4%|±2.5%\n", + "|New Hampshire|-19%|±6%|4|373|39%|58%|3%|±2.7%\n", + "|Oregon|-20%|±5%|7|380|38%|58%|4%|±2.2%\n", + "|Connecticut|-21%|±3%|7|387|38%|59%|3%|±1.1%\n", + "|Illinois|-22%|±4%|20|407|37%|59%|4%|±1.6%\n", + "|Rhode Island|-23%|±4%|4|411|37%|60%|3%|±1.8%\n", + "|Maryland|-24%|±5%|10|421|36%|60%|4%|±2.1%\n", + "|New York|-25%|±3%|29|450|36%|61%|3%|±1.3%\n", + "|Washington|-25%|±4%|12|462|36%|61%|3%|±1.6%\n", + "|California|-28%|±3%|55|517|34%|62%|4%|±1.3%\n", + "|Hawaii|-28%|±9%|4|521|34%|62%|4%|±4.2%\n", + "|Massachusetts|-31%|±4%|11|532|33%|64%|3%|±1.8%\n", + "|Vermont|-35%|±8%|3|535|31%|66%|3%|±3.6%\n", + "|District of Columbia|-58%|±6%|3|538|19%|77%|4%|±2.6%" ], "text/plain": [ "" @@ -206,17 +255,17 @@ "source": [ "# Margin and country-wide net approval by month\n", "\n", - "The next plot gives the swing margin needed to reach 270 for each month, along with the country-wide net approval. Trump has been in negative territory on all metrics since his fourth month in office. He's been net -10% or worse country-wide every month since his third in office. His margin has been 7% or worse for a year now. We see that the state-by-state margin roughly correlates with the country-wide net approval, but not exactly." + "The next plot gives the swing margin needed to reach 270 for each month, along with the country-wide net approval. Trump has been in negative territory on all metrics since his fourth month in office. He's been net -10% or worse country-wide every month since his third in office. We see that the state-by-state margin roughly correlates with the country-wide net approval, but not exactly." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n"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" ] @@ -235,16 +284,14 @@ "source": [ "# Popularity Above Replacement President (PARP) \n", "\n", - "Fivethirtyeight is a combination sports/politics site, and it has a lot of statistics about sports players and how much better they are than the average replacement player. Given that, they [decided](https://fivethirtyeight.com/features/the-states-where-trump-is-more-and-less-popular-than-he-should-be/) to rate the president's approval versus each state's overall approval of the president's party (in recent elections), which is a way of rating the president's performance versus an average replacement candidate from the same party. I'll duplicate that work and keep it up to date. We define the PARP for a state as the president's net approval minus the average party-member's net approval in that state (known as the \"partisan lean\").\n", + "Fivethirtyeight is a combination sports/politics site, and it has a lot of statistics about sports players and how much better they are than the average replacement player. Given that, they [decided](https://fivethirtyeight.com/features/the-states-where-trump-is-more-and-less-popular-than-he-should-be/) to rate the president's approval versus each state's overall approval of the president's party (in recent elections), which is a way of rating the president's performance versus an average replacement candidate from the same party. I'll duplicate that work and keep it up to date. We define the PARP for a state as the president's net approval minus the average party-member's net approval in that state (known as the \"partisan lean\"). \n", "\n", - "Trump is much less popular than the average Republican. There are only three states where Trump is exceeding a replacement Republican (i.e., has a positive PARP): one deep-red southern state, Mississippi, and two deep-blue coastal states, Hawaii and Rhode Island (where he is deeply unpopular, but not as unpopular as other Republicans). Again, the swing states are **BOLD CAPITALIZED**. \n", - "\n", - "In the table below, states are ordered by PARP. In each row we have the state name followed by the partisan lean of the state (positive numbers lean towards the president's party), the electoral votes, and then a pair of statistics (PARP, and net approval (in parentheses)) for four time periods (today, followed by January of 2019, 2018, and 2017). Trump was more popular than an average Republican at his inauguration in January 2017, with positive PARP in 42 states. But by 2018 he had positive PARP in only 6 states, and today only 3." + "In the table below, states are ordered by PARP. In each row we have the state name followed by the partisan lean of the state (positive numbers lean towards the president's party), the electoral votes, and then a pair of statistics (PARP, and net approval (in parentheses)) for four time periods (today, followed by January of 2019, 2018, and 2017). Trump was more popular than an average Republican at his inauguration in January 2017, with positive PARP in 42 states. But by 2018 he had positive PARP in only 6 states, and today only 2, Hawaii and Rhode Island, where he is deeply unpopular, but not quite as unpopular as other Republicans." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -252,57 +299,57 @@ "text/markdown": [ "|State|Lean|EV|PARP|(Net)|PARP'19|(Net)|PARP'18|(Net)|PARP'17|(Net)|\n", "|-|-|-|-|-|-|-|-|-|-|-|\n", - "|Mississippi|+15|6|+4|(+19)|-2|(+13)|+2|(+17)|+19|(+34)|\n", - "|Rhode Island|-26|4|+4|(-22)|+7|(-19)|+4|(-22)|+22|(-4)|\n", - "|Hawaii|-36|4|+1|(-35)|+7|(-29)|+0|(-36)|+23|(-13)|\n", - "|Massachusetts|-29|11|+0|(-29)|-2|(-31)|-3|(-32)|+25|(-4)|\n", + "|Hawaii|-36|4|+8|(-28)|+7|(-29)|+0|(-36)|+23|(-13)|\n", + "|Rhode Island|-26|4|+3|(-23)|+7|(-19)|+4|(-22)|+22|(-4)|\n", + "|Delaware|-14|3|-1|(-15)|-1|(-15)|+0|(-14)|+22|(+8)|\n", + "|Maine|-5|4|-1|(-6)|-6|(-11)|-11|(-16)|+13|(+8)|\n", + "|Maryland|-23|10|-1|(-24)|-7|(-30)|+0|(-23)|+10|(-13)|\n", + "|Mississippi|+15|6|-1|(+14)|-2|(+13)|+2|(+17)|+19|(+34)|\n", + "|Massachusetts|-29|11|-2|(-31)|-2|(-31)|-3|(-32)|+25|(-4)|\n", "|New Jersey|-13|14|-2|(-15)|-6|(-19)|-3|(-16)|+15|(+2)|\n", - "|New Mexico|-7|5|-2|(-9)|-11|(-18)|-13|(-20)|+24|(+17)|\n", + "|New Mexico|-7|5|-3|(-10)|-11|(-18)|-13|(-20)|+24|(+17)|\n", "|New York|-22|29|-3|(-25)|-2|(-24)|+4|(-18)|+30|(+8)|\n", "|California|-24|55|-4|(-28)|-6|(-30)|+1|(-23)|+18|(-6)|\n", - "|Delaware|-14|3|-4|(-18)|-1|(-15)|+0|(-14)|+22|(+8)|\n", - "|**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", - "|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", - "|Virginia|+0|13|-7|(-7)|-10|(-10)|-4|(-4)|+8|(+8)|\n", - "|Maine|-5|4|-8|(-13)|-6|(-11)|-11|(-16)|+13|(+8)|\n", - "|Nevada|+1|6|-8|(-7)|-14|(-13)|-2|(-1)|+9|(+10)|\n", - "|Pennsylvania|+1|20|-8|(-7)|-11|(-10)|-4|(-3)|+9|(+10)|\n", + "|**NORTH CAROLINA**|+5|15|-5|(+0)|-9|(-4)|-6|(-1)|+13|(+18)|\n", + "|Virginia|+0|13|-5|(-5)|-10|(-10)|-4|(-4)|+8|(+8)|\n", + "|**FLORIDA**|+5|29|-6|(-1)|-9|(-4)|+0|(+5)|+17|(+22)|\n", + "|Pennsylvania|+1|20|-6|(-5)|-11|(-10)|-4|(-3)|+9|(+10)|\n", + "|Louisiana|+17|8|-8|(+9)|-2|(+15)|+2|(+19)|+14|(+31)|\n", + "|Illinois|-13|20|-9|(-22)|-10|(-23)|-8|(-21)|+22|(+9)|\n", "|Kentucky|+23|8|-9|(+14)|-9|(+14)|-8|(+15)|+11|(+34)|\n", - "|South Carolina|+17|9|-9|(+8)|-9|(+8)|-10|(+7)|+8|(+25)|\n", - "|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", - "|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", - "|Michigan|-1|16|-13|(-14)|-14|(-15)|-9|(-10)|+9|(+8)|\n", - "|Colorado|-1|9|-14|(-15)|-17|(-18)|-13|(-14)|+2|(+1)|\n", - "|**TEXAS**|+17|38|-14|(+3)|-17|(+0)|-10|(+7)|+3|(+20)|\n", - "|**GEORGIA**|+12|16|-15|(-3)|-14|(-2)|-5|(+7)|+6|(+18)|\n", - "|Oregon|-9|7|-15|(-24)|-13|(-22)|-11|(-20)|+11|(+2)|\n", - "|Wisconsin|+1|10|-15|(-14)|-17|(-16)|-13|(-12)|+5|(+6)|\n", - "|Arkansas|+24|6|-16|(+8)|-14|(+10)|-11|(+13)|+6|(+30)|\n", - "|**INDIANA**|+18|11|-16|(+2)|-14|(+4)|-17|(+1)|+4|(+22)|\n", - "|**MISSOURI**|+19|10|-16|(+3)|-21|(-2)|-17|(+2)|+0|(+19)|\n", - "|Idaho|+35|4|-17|(+18)|-20|(+15)|-24|(+11)|-6|(+29)|\n", - "|New Hampshire|+2|4|-17|(-15)|-21|(-19)|-12|(-10)|-1|(+1)|\n", - "|Washington|-12|12|-17|(-29)|-14|(-26)|-11|(-23)|+13|(+1)|\n", - "|Vermont|-24|3|-18|(-42)|-11|(-35)|-12|(-36)|+22|(-2)|\n", - "|District of Columbia|-43|3|-19|(-62)|-22|(-65)|-21|(-64)|+12|(-31)|\n", - "|Iowa|+6|6|-19|(-13)|-20|(-14)|-16|(-10)|+3|(+9)|\n", - "|**MONTANA**|+18|3|-19|(-1)|-17|(+1)|-18|(+0)|+6|(+24)|\n", - "|**KANSAS**|+23|6|-20|(+3)|-22|(+1)|-18|(+5)|+1|(+24)|\n", - "|Oklahoma|+34|7|-25|(+9)|-24|(+10)|-19|(+15)|+0|(+34)|\n", - "|**SOUTH DAKOTA**|+31|3|-28|(+3)|-25|(+6)|-21|(+10)|-10|(+21)|\n", - "|**NEBRASKA**|+24|5|-29|(-5)|-24|(+0)|-18|(+6)|-1|(+23)|\n", - "|**UTAH**|+31|6|-29|(+2)|-37|(-6)|-34|(-3)|-4|(+27)|\n", - "|**NORTH DAKOTA**|+33|3|-31|(+2)|-29|(+4)|-22|(+11)|-10|(+23)|" + "|Minnesota|-2|10|-9|(-11)|-16|(-18)|-12|(-14)|+5|(+3)|\n", + "|West Virginia|+30|5|-9|(+21)|-6|(+24)|-8|(+22)|+7|(+37)|\n", + "|Connecticut|-11|7|-10|(-21)|-13|(-24)|-8|(-19)|+16|(+5)|\n", + "|Wisconsin|+1|10|-10|(-9)|-17|(-16)|-13|(-12)|+5|(+6)|\n", + "|Ohio|+7|18|-11|(-4)|-13|(-6)|-11|(-4)|+7|(+14)|\n", + "|Oregon|-9|7|-11|(-20)|-13|(-22)|-11|(-20)|+11|(+2)|\n", + "|Vermont|-24|3|-11|(-35)|-11|(-35)|-12|(-36)|+22|(-2)|\n", + "|**ARIZONA**|+9|11|-12|(-3)|-17|(-8)|-12|(-3)|+11|(+20)|\n", + "|South Carolina|+17|9|-12|(+5)|-9|(+8)|-10|(+7)|+8|(+25)|\n", + "|**MISSOURI**|+19|10|-13|(+6)|-21|(-2)|-17|(+2)|+0|(+19)|\n", + "|Nevada|+1|6|-13|(-12)|-14|(-13)|-2|(-1)|+9|(+10)|\n", + "|Tennessee|+28|11|-13|(+15)|-16|(+12)|-11|(+17)|+5|(+33)|\n", + "|Washington|-12|12|-13|(-25)|-14|(-26)|-11|(-23)|+13|(+1)|\n", + "|Arkansas|+24|6|-14|(+10)|-14|(+10)|-11|(+13)|+6|(+30)|\n", + "|**GEORGIA**|+12|16|-14|(-2)|-14|(-2)|-5|(+7)|+6|(+18)|\n", + "|Michigan|-1|16|-14|(-15)|-14|(-15)|-9|(-10)|+9|(+8)|\n", + "|District of Columbia|-43|3|-15|(-58)|-22|(-65)|-21|(-64)|+12|(-31)|\n", + "|Indiana|+18|11|-15|(+3)|-14|(+4)|-17|(+1)|+4|(+22)|\n", + "|Iowa|+6|6|-15|(-9)|-20|(-14)|-16|(-10)|+3|(+9)|\n", + "|**MONTANA**|+18|3|-15|(+3)|-17|(+1)|-18|(+0)|+6|(+24)|\n", + "|Kansas|+23|6|-16|(+7)|-22|(+1)|-18|(+5)|+1|(+24)|\n", + "|**ALASKA**|+15|3|-17|(-2)|-14|(+1)|-14|(+1)|+9|(+24)|\n", + "|Colorado|-1|9|-17|(-18)|-17|(-18)|-13|(-14)|+2|(+1)|\n", + "|**TEXAS**|+17|38|-17|(+0)|-17|(+0)|-10|(+7)|+3|(+20)|\n", + "|Idaho|+35|4|-19|(+16)|-20|(+15)|-24|(+11)|-6|(+29)|\n", + "|Wyoming|+47|3|-19|(+28)|-17|(+30)|-22|(+25)|-7|(+40)|\n", + "|New Hampshire|+2|4|-21|(-19)|-21|(-19)|-12|(-10)|-1|(+1)|\n", + "|**NEBRASKA**|+24|5|-23|(+1)|-24|(+0)|-18|(+6)|-1|(+23)|\n", + "|**UTAH**|+31|6|-24|(+7)|-37|(-6)|-34|(-3)|-4|(+27)|\n", + "|Oklahoma|+34|7|-26|(+8)|-24|(+10)|-19|(+15)|+0|(+34)|\n", + "|**SOUTH DAKOTA**|+31|3|-26|(+5)|-25|(+6)|-21|(+10)|-10|(+21)|\n", + "|**NORTH DAKOTA**|+33|3|-28|(+5)|-29|(+4)|-22|(+11)|-10|(+23)|" ], "text/plain": [ "" diff --git a/ipynb/ElectoralVotesCode.ipynb b/ipynb/ElectoralVotesCode.ipynb index 0985feb..750d43e 100644 --- a/ipynb/ElectoralVotesCode.ipynb +++ b/ipynb/ElectoralVotesCode.ipynb @@ -12,12 +12,12 @@ " gives state-by-state, month-by-month presidential approval poll data. Within the web page there is some Javascript from which\n", " we can extract the data we need. It looks like this:\n", "\n", - " var mc_state_trend = [[\"Demographic\",\"January 1, 2017\",\"February 1, 2017\", ...]\n", + " var mc_state_trend = [[\"Demographic\",\"Jan-17\",\"\",\"Feb-17\",\"\", ...]\n", " [\"Alabama\",\"62\",\"26\",\"65\",\"29\", ...], \n", " ... ]\n", " \n", - "The first row is a header (each date is a day at which polls were aggregated).\n", - "The subsequent rows each start with the state name, followed by the approval and disapproval percentages for each date. That is, if there are 34 dates, there will by 68 numbers. The row shown above is saying that on January 1, 2017, 62% of Alabamans approved and 26% disapproved; then on February 1, 2017, 65% approved and 29% disapproved, and so on. Our job is to extract this data and find ways to visualize and understand it.\n", + "The first row is a header (each date is a month at which polls were aggregated).\n", + "The subsequent rows each start with the state name, followed by the approval and disapproval percentages for each date. That is, if there are 34 dates, there will by 68 numbers. The row shown above is saying that in January, 2017, 62% of Alabamans approved and 26% disapproved; then in February, 2017, 65% approved and 29% disapproved, and so on. Our job is to extract this data and find ways to visualize and understand it.\n", "\n", "First fetch the page and save it locally:" ] @@ -90,18 +90,18 @@ "# From https://projects.fivethirtyeight.com/trump-approval-ratings/\n", "# A dict of {'date': country-wide-net-approval}\n", "net_usa = {\n", - " 'January 2017': 10, 'January 2018': -18, 'January 2019': -12, \n", - " 'February 2017': 0, 'February 2018': -15, 'February 2019': -16, \n", - " 'March 2017': -6, 'March 2018': -14, 'March 2019': -11, \n", - " 'April 2017': -13, 'April 2018': -13, 'April 2019': -11, \n", - " 'May 2017': -11, 'May 2018': -12, 'May 2019': -12, \n", - " 'June 2017': -16, 'June 2018': -11, 'June 2019': -12, \n", - " 'July 2017': -15, 'July 2018': -10, 'July 2019': -11, \n", - " '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': -13,\n", - " 'December 2017': -18, 'December 2018': -10, 'December 2019': -12,\n", + " 'Jan-17': 10, 'Jan-18': -18, 'Jan-19': -12, \n", + " 'Feb-17': 0, 'Feb-18': -15, 'Feb-19': -16, \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", + " 'Jun-17': -16, 'Jun-18': -11, 'Jun-19': -12, \n", + " 'Jul-17': -15, 'Jul-18': -10, 'Jul-19': -11, \n", + " 'Aug-17': -19, 'Aug-18': -12, 'Aug-19': -10, \n", + " 'Sep-17': -20, 'Sep-18': -14, 'Sep-19': -13, \n", + " 'Oct-17': -17, 'Oct-18': -11, 'Oct-19': -13, \n", + " 'Nov-17': -19, 'Nov-18': -11, 'Nov-19': -13,\n", + " 'Dec-17': -18, 'Dec-18': -10, 'Dec-19': -12,\n", " }" ] }, @@ -146,7 +146,7 @@ "\n", "def margin(states, date=now) -> int:\n", " \"What's the least swing that would lead to a majority?\"\n", - " return min(swing for swing in range(-50, 50) if EV(states, date, swing) >= 270)\n", + " return min(swing for swing in range(-50, 50) if EV(states, date, swing+0.1) >= 270)\n", "\n", "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", @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -181,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -201,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -217,6 +217,19 @@ " labels('Months into term', 'Net popularity')" ] }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def show_swings(swings=range(8)):\n", + " print('Swing EV Range')\n", + " for swing in swings:\n", + " s = swing + 0.5\n", + " print(f'±{s:3.1f}% {EV(states, swing=-s):3} to {EV(states, swing=s):3}')" + ] + }, { "cell_type": "code", "execution_count": 9, @@ -226,7 +239,7 @@ "outputs": [], "source": [ "@markdown\n", - "def show_states(states=states, d=now, ref='January 2017'):\n", + "def show_states(states=states, d=now, ref='Jan-17'):\n", " \"A table of states, sorted by net approval, with electoral votes.\"\n", " total = 0\n", " yield header(f'|State|Net|Move|EV|ΣEV|+|−|?|𝝈|')\n", @@ -246,7 +259,7 @@ "outputs": [], "source": [ "@markdown\n", - "def show_parp(states=states, dates=(now, 'January 2019', 'January 2018', 'January 2017')):\n", + "def show_parp(states=states, dates=(now, 'Jan-19', 'Jan-18', 'Jan-17')):\n", " \"A table of states, sorted by Popularity Above Replacement President.\"\n", " def year(date): return '' if date == now else \"'\" + date[-2:]\n", " fields = [f\"PARP{year(date)}|(Net)\" for date in dates]\n", diff --git a/ipynb/evs.html b/ipynb/evs.html index c3d4596..650f84b 100644 --- a/ipynb/evs.html +++ b/ipynb/evs.html @@ -3,7 +3,7 @@ - + @@ -19,18 +19,18 @@ - + Tracking Trump: The President’s Standing Across America - + - + @@ -52,8 +52,8 @@ - - - - - - - - + + - + - + + + + + + + + + @@ -473,13 +466,13 @@ img.emoji {
@@ -561,13 +554,13 @@ img.emoji {
@@ -599,60 +592,6 @@ img.emoji { All GOP primary voters -
- - 85% - - - 1% - - - 13% - -
- -
-
-
- - 18-29 years-old -
-
- - 76% - - - 4% - - - 21% - -
-
-
-
-
- - 30-44 years-old -
-
- - 83% - - - 2% - - - 15% - -
-
-
-
-
- - 45-54 years-old -
87% @@ -669,17 +608,17 @@ img.emoji {
- 55-64 years-old + Ages 18-29
- - 88% + + 80% - - 1% + + 3% - - 12% + + 18%
@@ -687,98 +626,7 @@ img.emoji {
- 65+ years-old -
-
- - 88% - - - 0% - - - 12% - -
-
-
-
-
- - Urban -
-
- - 83% - - - 1% - - - 16% - -
-
-
-
-
- - Suburban -
-
- - 84% - - - 1% - - - 15% - -
-
-
-
-
-
- - Rural -
-
- - 89% - - - 1% - - - 10% - -
-
-
-
-
- - Income: Under 50k -
-
- - 86% - - - 2% - - - 12% - -
-
-
-
-
- - Income: 50k-100k + Ages 30-44
@@ -796,97 +644,7 @@ img.emoji {
- Income: 100k+ -
-
- - 83% - - - 1% - - - 17% - -
-
-
-
-
- - Very conservative -
-
- - 96% - - - 0% - - - 4% - -
-
-
-
-
- - Conservative -
-
- - 91% - - - 1% - - - 8% - -
-
-
-
-
- - Slightly conservative -
-
- - 78% - - - 1% - - - 21% - -
-
-
-
-
- - Moderate -
-
- - 71% - - - 2% - - - 28% - -
-
-
-
-
- - No college + Ages 45-54
@@ -904,17 +662,252 @@ img.emoji {
- Bachelors degree + Ages 55-64
- - 83% + + 89% 1% - - 16% + + 11% + +
+
+
+
+
+ + Ages 65+ +
+
+ + 89% + + + 1% + + + 11% + +
+
+
+
+
+ + Urban +
+
+ + 85% + + + 1% + + + 14% + +
+
+
+
+
+ + Suburban +
+
+ + 86% + + + 1% + + + 14% + +
+
+
+
+
+
+ + Rural +
+
+ + 91% + + + 1% + + + 9% + +
+
+
+
+
+ + Income: Under 50k +
+
+ + 88% + + + 1% + + + 11% + +
+
+
+
+
+ + Income: 50k-100k +
+
+ + 87% + + + 1% + + + 12% + +
+
+
+
+
+ + Income: 100k+ +
+
+ + 85% + + + 1% + + + 15% + +
+
+
+
+
+ + Very conservative +
+
+ + 96% + + + 0% + + + 3% + +
+
+
+
+
+ + Conservative +
+
+ + 93% + + + 1% + + + 7% + +
+
+
+
+
+ + Slightly conservative +
+
+ + 81% + + + 1% + + + 18% + +
+
+
+
+
+ + Moderate +
+
+ + 75% + + + 2% + + + 24% + +
+
+
+
+
+ + No college +
+
+ + 89% + + + 1% + + + 10% + +
+
+
+
+
+ + Bachelors degree +
+
+ + 85% + + + 1% + + + 15%
@@ -925,14 +918,14 @@ img.emoji { Post-grad
- - 79% + + 81% 1% - - 20% + + 18%
@@ -942,6 +935,78 @@ img.emoji { Male
+
+ + 87% + + + 1% + + + 12% + +
+
+
+
+
+ + Female +
+
+ + 87% + + + 1% + + + 12% + +
+
+
+
+
+ + Extremely interested in politics +
+
+ + 92% + + + 0% + + + 8% + +
+
+
+
+
+ + Very interested in politics +
+
+ + 89% + + + 0% + + + 11% + +
+
+
+
+
+ + Somewhat interested in politics +
86% @@ -958,89 +1023,17 @@ img.emoji {
- Female + Not too interested in politics
- - 85% + + 81% 2% - - 14% - -
-
-
-
-
- - Extremely interested in politics -
-
- - 91% - - - 0% - - - 9% - -
-
-
-
-
- - Very interested in politics -
-
- - 88% - - - 0% - - - 12% - -
-
-
-
-
- - Somewhat interested in politics -
-
- - 84% - - - 1% - - - 15% - -
-
-
-
-
- - Not too interested in politics -
-
- - 78% - - - 3% - - - 19% + + 17%
@@ -1051,31 +1044,31 @@ img.emoji { Not at all interested in politics
- - 74% + + 78% - - 6% + + 5% - - 21% + + 17%
-
+
See more  demographics
@@ -1084,18 +1077,18 @@ img.emoji {
Methodology
-

This page was last updated on June 4, 2019. 

+

This page was last updated on January 5, 2020. 

About Morning Consult Political Intelligence

-

On a daily basis, Morning Consult surveys over 5,000 registered voters across the United States. Along with 2020 presidential election data, Political Intelligence tracks the approval ratings for all governors, senators, House members, the President, and more at the national, state and congressional district level. Each week, we will release a report with the most important findings on the 2020 election. Sign-up to receive that report in your inbox here. 

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On a daily basis, Morning Consult surveys over 5,000 registered voters across the United States. Along with 2020 presidential election data, Political Intelligence tracks the approval ratings for all governors, senators, House members, the president and more at the national, state and congressional district level. Each week, we will release a report with the most important findings on the 2020 election. Sign up to receive that report in your inbox here. 

About the state-level data:

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Morning Consult conducted more than 2 million surveys with registered U.S. voters from Jan. 20, 2017 to May 31, 2019 to determine the approval ratings for President Donald Trump in each of the 50 states and Washington, D.C., for each month. These results use a statistical technique called multilevel regression with post-stratification (MRP) to estimate state-level public opinion from the national survey data for a specific month.

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Morning Consult conducted more than 4 million surveys with registered U.S. voters from January 20, 2017, to December 31, 2019, to determine the approval ratings for President Donald Trump in each of the 50 states and Washington, D.C., for each month. These results use a statistical technique called multilevel regression with post-stratification (MRP) to estimate state-level public opinion from the national survey data for a specific month.

In each poll, Americans indicated whether they approve or disapprove of the job performance of Trump. For each question, they could answer strongly approve, somewhat approve, somewhat disapprove, strongly disapprove, or don’t know/no opinion. The surveys also included about 30 demographic questions.

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Responses to the Trump approval question are modeled via multilevel regression as a function of both individual level and state-level variables. Our models use age, gender, education and race as individual-level predictor variables. For our state-level variables, we chose variables that may influence state-level vote choice such as the percent change in state gross domestic product (GDP), state unemployment rates, state median household income and state-level outcomes from the 2016 presidential election.

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Morning Consult obtained population parameters for registered voters from the November 2012 Current Population Survey. We applied post-stratification weights at the state level based on gender, age, educational attainment and race using the American Community Survey (ACS).

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Standard errors for our estimates for each state were calculated by taking 100 bootstrap samples with replacement from our full national dataset for each hypothetical matchup and then assessing this empirical distribution at the state level. The distribution of these predictions at the state level allows us to construct a predictive interval, which gives us a sense of the spread of MRP estimates. The 95 percent predictive intervals range from 1 percentage point in larger states such as California, Florida, New York, Pennsylvania and Texas, to 4 percentage points in the smaller population size of Alaska.

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The margin of error in each state for the last month is available here.

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Responses to the Trump approval question are modeled via multilevel regression as a function of both individual-level and state-level variables. Our models use age, gender, education and race as individual-level predictor variables. For our state-level variables, we chose variables that may influence state-level vote choice such as the percent change in state gross domestic product (GDP), state unemployment rates, state median household income and state-level outcomes from the 2016 presidential election.

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Morning Consult obtained population parameters for registered voters from the November 2016 Current Population Survey. We applied post-stratification weights at the state level based on gender, age, educational attainment and race using the American Community Survey (ACS).

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Standard errors for our estimates for each state were calculated by taking 50 bootstrap samples with replacement from our full national dataset for each hypothetical matchup and then assessing this empirical distribution at the state level. The distribution of these predictions at the state level allows us to construct a predictive interval, which gives us a sense of the spread of MRP estimates. The 95 percent predictive intervals range from 1 percentage point in larger states such as California, Florida, New York, Pennsylvania and Texas, to 4 percentage points in states with sparser populations such as Wyoming.

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The margin of error in each state for the last month is available here.

About the demographic approval data:

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The “Trump’s Re-election Support With Key Groups” section has a different methodology than the above sections. This section is reported based on 60,528 interviews with registered voters who indicate they may vote in the Republican primary or caucus in their state. The interviews were collected from May 1, 2019 through May 31, 2019 and have a margin of error of +/- 1%. Each demographic group listed is based on at least 3,700 interviews over that same time frame. The margin of error for each group is either +/- 1% or +/- 2%.

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The “Trump’s Approval With GOP Primary Voters” section has a different methodology than the above sections. This section is reported based on 57,715 interviews with registered voters who indicated they may vote in the Republican primary or caucus in their state. The interviews were collected from Dec. 1-31, 2019, and have a margin of error of plus or minus 1 percentage point. Each demographic group listed is based on at least 3,558 interviews over that same time frame. The margin of error for each group is either plus or minus 1 or 2 percentage points.

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