diff --git a/ipynb/Electoral Votes.ipynb b/ipynb/Electoral Votes.ipynb index 00fc6b3..05a240c 100644 --- a/ipynb/Electoral Votes.ipynb +++ b/ipynb/Electoral Votes.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "
Peter Norvig
3 July 2019
\n", + "
Peter Norvig
12 August 2019
\n", "\n", "# Tracking Trump: Electoral Votes Edition\n", "\n", @@ -22,7 +22,7 @@ "\n", "# TL;DR for policy wonks\n", "\n", - "As of 2 July 2019, Trump would expect **167 electoral votes** under these assumptions (you need **270** to win). If you list states in order of his approval, the key turning-point state is Pennsylvania; he'd need to win that and every state in which he is more popular. He currently is **9% behind in Pennsylvania**. \n", + "As of August 2019, Trump would expect **172 electoral votes** under these assumptions (you need **270** to win). If you list states in order of his approval, the key turning-point state is Pennsylvania; he'd need to win that and every state in which he is more popular. He currently is **7% behind in Pennsylvania**; we call that the *margin*.\n", "\n", "\n", "# The details for data science nerds\n", @@ -36,9 +36,9 @@ "\n", "- **Movement**: What's the most a state's net approval could be expected to move, due to random fluctuations (that is, assuming there is no big event that changes people's minds)? I define the maximum expected **movement** of a state 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 12 months. \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; if Trump won them all, he would still lose the election. Some states that are traditionally considered swing states are out of reach for Trump under my model: he currently trails in Pennsylvania by 9%, in Wisconsin by %14, and in Michigan by %15. My model says these states can be expected to move by no more than 5%. Some traditionally solid Republican states are swing states in my model, such as Texas, which has Trump at +4%, but has 4% undecided voters.\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; if Trump won them all, he would still lose the election with only 237 electoral votes. \n", "\n", - "- **Margin**: Suppose a future event swings voters in one direction or another uniformly, across the board in all states. How much of a swing would be necessary to change the election outcome? We call that the **margin**. Today **Trump's margin is 7%:** if he got 7% more votes in all states he would be over 270 electoral votes. (This could come, for example, by convincing the 3% of undecided voters to break for him at a 2% to 1% ratio, and then convincing 3% of disapproving voters to switch to approving.)\n", + "- **Margin**: Suppose a future event swings voters in one direction, across the board in all the key states. How much of a swing would be necessary to change the election outcome? We call that the **margin**. Today **Trump's margin is 7%:** if he got 7% more votes in 8 key states he would be over 270 electoral votes. (This could come, for example, by convincing 3% of undecided voters to break for him at a 2 to 1 ratio, and then convincing 3% of disapproving voters to switch to approving.)\n", "\n", "# Data and Code\n", "\n", @@ -57,12 +57,12 @@ "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", - "100 116k 0 116k 0 0 286k 0 --:--:-- --:--:-- --:--:-- 286k\n" + "100 117k 0 117k 0 0 233k 0 --:--:-- --:--:-- --:--:-- 233k\n" ] } ], "source": [ - "! curl -o evs.html https://morningconsult.com/tracking-trump/" + "! curl -o evs.html https://morningconsult.com/tracking-trump-2/" ] }, { @@ -199,7 +199,7 @@ { "data": { "text/plain": [ - "167.0" + "172" ] }, "execution_count": 5, @@ -220,7 +220,7 @@ { "data": { "text/plain": [ - "9" + "7" ] }, "execution_count": 6, @@ -241,17 +241,17 @@ { "data": { "text/plain": [ - "{0: 167.0,\n", - " 1: 180,\n", - " 2: 180,\n", - " 3: 202.0,\n", + "{0: 172,\n", + " 1: 196.5,\n", + " 2: 222.5,\n", + " 3: 224,\n", " 4: 230.5,\n", " 5: 237,\n", " 6: 246.0,\n", - " 7: 260.5,\n", - " 8: 266,\n", - " 9: 277.5,\n", - " 10: 292.0}" + " 7: 270.5,\n", + " 8: 286,\n", + " 9: 286,\n", + " 10: 286}" ] }, "execution_count": 7, @@ -261,8 +261,8 @@ ], "source": [ "# How many votes does he get with various swings?\n", - "{swing: EV(states, now, swing)\n", - " for swing in range(11)}" + "{s: EV(states, swing=s)\n", + " for s in range(11)}" ] }, { @@ -270,9 +270,9 @@ "metadata": {}, "source": [ "We see that:\n", - "- Trump is currently leading in states with only **167** electoral votes; \n", - "- The margin is **9%** (if he got 9% more popular in key states, his expected total would be over 277.5).\n", - "- Swings from 0 to 10% produce electoral vote totals from 167 to 292." + "- Trump is currently leading in states with only **172** electoral votes; \n", + "- The margin is **7%** (if he got 7% more popular in key states, his expected total would be 270.5).\n", + "- Swings from 0 to 10% produce electoral vote totals from 172 to 286." ] }, { @@ -291,7 +291,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -334,7 +334,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -374,6 +374,7 @@ "text/markdown": [ "|Month|EVs|Margin|Country|Undecided|\n", "|-|-|-|-|-|\n", + "|Jul 2019|172|7%|-11%|4% (1)|\n", "|Jun 2019|167|9%|-12%|4% (1)|\n", "|May 2019|193|7%|-12%|4% (1)|\n", "|Apr 2019|180|7%|-11%|4% (0)|\n", @@ -440,7 +441,7 @@ "\n", "The **CAPITALIZED bold state names** are the **swing states**, which I define as states in which the absolute value of net approval is less than two standard deviations of the net approval over time, plus a fifth of the undecided voters. The idea is that if we are just dealing with random sampling variation, you could expect future approval to be within two standard deviations 95% of the time, and if the undecideds split 60/40, then a candidate could get a net fifth of them. So it would be very unusual for the non-bold states to flip, unless some events change perception of the candidates.\n", "\n", - "This analysis says that if we consider all and only the bold swing states to be in play, then the total electoral votes for Trump could be anywhere in the range of 76 (if he lost them all) to 253 (if he won them all). It would take winning every single one of the swing states plus a three-standard deviation swing in Pennsylvania for Trump to reach 273.\n" + "This analysis says that to win, Trump would need to take *all* the swing states, plus Ohio, Arizona, and Pennsylvannia, which are traditionally considered swing states, but are not under my model because Trump currently trails by a lot (6 0r 7% in each state), and movement there is low. \n" ] }, { @@ -455,57 +456,57 @@ "text/markdown": [ "|State|Net|Move|EV|Total|+|-|?|𝝈|\n", "|-|-|-|-|-|-|-|-|-|\n", - "|Alabama|+24%|7%|9|9|60%|36%|4%|3.2%|\n", - "|Wyoming|+22%|10%|3|12|59%|37%|4%|4.4%|\n", - "|West Virginia|+19%|10%|5|17|58%|39%|3%|4.7%|\n", - "|Idaho|+18%|5%|4|21|57%|39%|4%|2.3%|\n", - "|Mississippi|+18%|8%|6|27|57%|39%|4%|3.6%|\n", - "|Tennessee|+17%|7%|11|38|57%|40%|3%|3.0%|\n", - "|Kentucky|+15%|3%|8|46|56%|41%|3%|1.1%|\n", - "|Louisiana|+14%|8%|8|54|55%|41%|4%|3.6%|\n", - "|Oklahoma|+12%|8%|7|61|54%|42%|4%|3.4%|\n", - "|South Carolina|+8%|5%|9|70|52%|44%|4%|2.3%|\n", - "|**MONTANA**|**+7%**|**7%**|3|73|52%|45%|3%|3.3%|\n", - "|**ARKANSAS**|**+6%**|**7%**|6|79|51%|45%|4%|3.3%|\n", - "|**NORTH DAKOTA**|**+6%**|**7%**|3|82|51%|45%|4%|3.3%|\n", - "|**SOUTH DAKOTA**|**+4%**|**11%**|3|85|50%|46%|4%|4.9%|\n", - "|**TEXAS**|**+4%**|**5%**|38|123|50%|46%|4%|2.2%|\n", - "|**ALASKA**|**+3%**|**12%**|3|126|48%|45%|7%|5.4%|\n", - "|**KANSAS**|**+3%**|**7%**|6|132|50%|47%|3%|3.1%|\n", - "|**UTAH**|**+2%**|**8%**|6|138|49%|47%|4%|3.6%|\n", - "|**INDIANA**|**+1%**|**5%**|11|149|49%|48%|3%|2.3%|\n", - "|**NEBRASKA**|**+1%**|**7%**|5|154|49%|48%|3%|3.0%|\n", - "|**GEORGIA**|**+0%**|**6%**|16|170|48%|48%|4%|2.8%|\n", - "|**MISSOURI**|**+0%**|**8%**|10|180|48%|48%|4%|3.4%|\n", - "|**FLORIDA**|**-3%**|**6%**|29|209|47%|50%|3%|2.6%|\n", - "|**NORTH CAROLINA**|**-3%**|**5%**|15|224|47%|50%|3%|2.4%|\n", + "|Alabama|+26%|7%|9|9|61%|35%|4%|2.9%|\n", + "|Mississippi|+23%|8%|6|15|59%|36%|5%|3.5%|\n", + "|Wyoming|+21%|11%|3|18|58%|37%|5%|4.9%|\n", + "|Tennessee|+20%|7%|11|29|58%|38%|4%|3.0%|\n", + "|West Virginia|+18%|10%|5|34|57%|39%|4%|4.8%|\n", + "|Idaho|+17%|5%|4|38|57%|40%|3%|2.3%|\n", + "|Louisiana|+17%|7%|8|46|56%|39%|5%|3.2%|\n", + "|Oklahoma|+16%|8%|7|53|56%|40%|4%|3.5%|\n", + "|Kentucky|+15%|3%|8|61|55%|40%|5%|1.1%|\n", + "|South Carolina|+11%|5%|9|70|54%|43%|3%|2.3%|\n", + "|**SOUTH DAKOTA**|**+10%**|**10%**|3|73|53%|43%|4%|4.7%|\n", + "|Arkansas|+9%|7%|6|79|53%|44%|3%|3.2%|\n", + "|**MISSOURI**|**+6%**|**7%**|10|89|51%|45%|4%|3.3%|\n", + "|**MONTANA**|**+6%**|**7%**|3|92|51%|45%|4%|3.3%|\n", + "|Texas|+6%|5%|38|130|51%|45%|4%|2.0%|\n", + "|**INDIANA**|**+5%**|**5%**|11|141|51%|46%|3%|2.3%|\n", + "|**KANSAS**|**+5%**|**6%**|6|147|51%|46%|3%|2.6%|\n", + "|**NORTH DAKOTA**|**+5%**|**7%**|3|150|51%|46%|3%|3.2%|\n", + "|**UTAH**|**+3%**|**8%**|6|156|50%|47%|3%|3.6%|\n", + "|**GEORGIA**|**+2%**|**6%**|16|172|49%|47%|4%|2.8%|\n", + "|**FLORIDA**|**-1%**|**5%**|29|201|48%|49%|3%|2.3%|\n", + "|**NEBRASKA**|**-1%**|**7%**|5|206|48%|49%|3%|3.3%|\n", + "|**NORTH CAROLINA**|**-1%**|**5%**|15|221|48%|49%|3%|2.3%|\n", + "|**ALASKA**|**-2%**|**11%**|3|224|46%|48%|6%|4.8%|\n", "|**VIRGINIA**|**-4%**|**4%**|13|237|46%|50%|4%|1.8%|\n", - "|Ohio|-6%|6%|18|255|45%|51%|4%|2.5%|\n", - "|**ARIZONA**|**-7%**|**7%**|11|266|45%|52%|3%|3.3%|\n", - "|Delaware|-9%|5%|3|269|44%|53%|3%|2.4%|\n", - "|Pennsylvania|-9%|3%|20|289|44%|53%|3%|1.4%|\n", - "|Nevada|-10%|6%|6|295|43%|53%|4%|2.8%|\n", - "|Maine|-11%|7%|4|299|43%|54%|3%|3.0%|\n", - "|Colorado|-13%|5%|9|308|42%|55%|3%|2.3%|\n", - "|Iowa|-13%|5%|6|314|42%|55%|3%|2.4%|\n", - "|Wisconsin|-14%|5%|10|324|42%|56%|2%|2.4%|\n", - "|Michigan|-15%|5%|16|340|40%|55%|5%|2.0%|\n", - "|New Jersey|-15%|5%|14|354|41%|56%|3%|2.2%|\n", - "|Minnesota|-16%|5%|10|364|41%|57%|2%|2.2%|\n", - "|New Mexico|-16%|7%|5|369|40%|56%|4%|2.9%|\n", - "|Oregon|-19%|4%|7|376|39%|58%|3%|1.9%|\n", - "|Illinois|-20%|3%|20|396|38%|58%|4%|1.2%|\n", - "|Rhode Island|-21%|6%|4|400|38%|59%|3%|2.5%|\n", - "|Connecticut|-23%|7%|7|407|37%|60%|3%|3.3%|\n", - "|Hawaii|-23%|10%|4|411|37%|60%|3%|4.5%|\n", - "|New Hampshire|-23%|9%|4|415|37%|60%|3%|4.4%|\n", - "|New York|-25%|5%|29|444|36%|61%|3%|2.0%|\n", - "|Massachusetts|-27%|5%|11|455|35%|62%|3%|2.0%|\n", - "|Maryland|-28%|8%|10|465|34%|62%|4%|3.4%|\n", - "|Vermont|-28%|9%|3|468|35%|63%|2%|4.1%|\n", - "|Washington|-28%|6%|12|480|34%|62%|4%|2.5%|\n", - "|California|-29%|6%|55|535|33%|62%|5%|2.3%|\n", - "|District of Columbia|-59%|5%|3|538|19%|78%|3%|2.1%|" + "|Ohio|-6%|6%|18|255|45%|51%|4%|2.4%|\n", + "|Arizona|-7%|7%|11|266|45%|52%|3%|3.1%|\n", + "|Pennsylvania|-7%|3%|20|286|45%|52%|3%|1.4%|\n", + "|Iowa|-11%|5%|6|292|43%|54%|3%|2.1%|\n", + "|Nevada|-11%|6%|6|298|43%|54%|3%|2.8%|\n", + "|Colorado|-12%|5%|9|307|43%|55%|2%|2.1%|\n", + "|Michigan|-12%|5%|16|323|42%|54%|4%|2.0%|\n", + "|Delaware|-13%|6%|3|326|42%|55%|3%|2.5%|\n", + "|Maine|-13%|7%|4|330|42%|55%|3%|3.0%|\n", + "|New Mexico|-13%|6%|5|335|42%|55%|3%|2.9%|\n", + "|Minnesota|-14%|5%|10|345|41%|55%|4%|2.2%|\n", + "|Wisconsin|-14%|5%|10|355|41%|55%|4%|2.3%|\n", + "|New Jersey|-15%|4%|14|369|41%|56%|3%|1.9%|\n", + "|New Hampshire|-17%|9%|4|373|40%|57%|3%|4.4%|\n", + "|Illinois|-18%|4%|20|393|39%|57%|4%|1.4%|\n", + "|Oregon|-19%|4%|7|400|39%|58%|3%|1.9%|\n", + "|Rhode Island|-20%|6%|4|404|38%|58%|4%|2.5%|\n", + "|Connecticut|-22%|7%|7|411|37%|59%|4%|3.0%|\n", + "|Hawaii|-22%|10%|4|415|38%|60%|2%|4.6%|\n", + "|New York|-24%|5%|29|444|36%|60%|4%|1.9%|\n", + "|Maryland|-27%|6%|10|454|35%|62%|3%|2.7%|\n", + "|Washington|-27%|5%|12|466|35%|62%|3%|2.4%|\n", + "|Vermont|-29%|8%|3|469|34%|63%|3%|3.6%|\n", + "|California|-30%|5%|55|524|33%|63%|4%|2.0%|\n", + "|Massachusetts|-30%|5%|11|535|34%|64%|2%|2.1%|\n", + "|District of Columbia|-61%|4%|3|538|18%|79%|3%|1.6%|" ], "text/plain": [ "" @@ -539,7 +540,7 @@ "\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 his 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.\n", "\n", - "There are only five states where Trump is exceeding a replacement Republican (i.e., has a positive PARP): one deep-red southern state, Mississippi, and four deep-blue coastal states, Hawaii, Delaware, Rhode Island, and Massachussetts. Again, the swing states are **BOLD CAPITALIZED**." + "There are only five states where Trump is exceeding a replacement Republican (i.e., has a positive PARP): one deep-red southern state, Mississippi, and three deep-blue coastal states, Hawaii, Delaware, and Rhode Island. Again, the swing states are **BOLD CAPITALIZED**." ] }, { @@ -552,57 +553,57 @@ "text/markdown": [ "|State|PARP|Net|Lean|EV|\n", "|-|-|-|-|-|\n", - "|Hawaii|+13|-23|-36|4|\n", - "|Delaware|+5|-9|-14|3|\n", - "|Rhode Island|+5|-21|-26|4|\n", - "|Mississippi|+3|+18|+15|6|\n", - "|Massachusetts|+2|-27|-29|11|\n", + "|Hawaii|+14|-22|-36|4|\n", + "|Mississippi|+8|+23|+15|6|\n", + "|Rhode Island|+6|-20|-26|4|\n", + "|Delaware|+1|-13|-14|3|\n", + "|Louisiana|+0|+17|+17|8|\n", + "|Alabama|-1|+26|+27|9|\n", + "|Massachusetts|-1|-30|-29|11|\n", "|New Jersey|-2|-15|-13|14|\n", - "|Alabama|-3|+24|+27|9|\n", - "|Louisiana|-3|+14|+17|8|\n", - "|New York|-3|-25|-22|29|\n", - "|Vermont|-4|-28|-24|3|\n", + "|New York|-2|-24|-22|29|\n", + "|Maryland|-4|-27|-23|10|\n", "|**VIRGINIA**|-4|-4|+0|13|\n", - "|California|-5|-29|-24|55|\n", - "|Maryland|-5|-28|-23|10|\n", - "|Maine|-6|-11|-5|4|\n", - "|Illinois|-7|-20|-13|20|\n", - "|**FLORIDA**|-8|-3|+5|29|\n", + "|Illinois|-5|-18|-13|20|\n", + "|Vermont|-5|-29|-24|3|\n", + "|California|-6|-30|-24|55|\n", + "|**FLORIDA**|-6|-1|+5|29|\n", + "|New Mexico|-6|-13|-7|5|\n", + "|**NORTH CAROLINA**|-6|-1|+5|15|\n", + "|South Carolina|-6|+11|+17|9|\n", "|Kentucky|-8|+15|+23|8|\n", - "|**NORTH CAROLINA**|-8|-3|+5|15|\n", - "|New Mexico|-9|-16|-7|5|\n", - "|South Carolina|-9|+8|+17|9|\n", + "|Maine|-8|-13|-5|4|\n", + "|Pennsylvania|-8|-7|+1|20|\n", + "|Tennessee|-8|+20|+28|11|\n", + "|**GEORGIA**|-10|+2|+12|16|\n", "|Oregon|-10|-19|-9|7|\n", - "|Pennsylvania|-10|-9|+1|20|\n", - "|**MONTANA**|-11|+7|+18|3|\n", - "|Nevada|-11|-10|+1|6|\n", - "|Tennessee|-11|+17|+28|11|\n", - "|West Virginia|-11|+19|+30|5|\n", - "|**ALASKA**|-12|+3|+15|3|\n", - "|Colorado|-12|-13|-1|9|\n", - "|Connecticut|-12|-23|-11|7|\n", - "|**GEORGIA**|-12|+0|+12|16|\n", + "|Colorado|-11|-12|-1|9|\n", + "|Connecticut|-11|-22|-11|7|\n", + "|Michigan|-11|-12|-1|16|\n", + "|Texas|-11|+6|+17|38|\n", + "|Minnesota|-12|-14|-2|10|\n", + "|**MONTANA**|-12|+6|+18|3|\n", + "|Nevada|-12|-11|+1|6|\n", + "|West Virginia|-12|+18|+30|5|\n", + "|**INDIANA**|-13|+5|+18|11|\n", + "|**MISSOURI**|-13|+6|+19|10|\n", "|Ohio|-13|-6|+7|18|\n", - "|**TEXAS**|-13|+4|+17|38|\n", - "|Michigan|-14|-15|-1|16|\n", - "|Minnesota|-14|-16|-2|10|\n", + "|Arkansas|-15|+9|+24|6|\n", + "|Washington|-15|-27|-12|12|\n", "|Wisconsin|-15|-14|+1|10|\n", - "|**ARIZONA**|-16|-7|+9|11|\n", - "|District of Columbia|-16|-59|-43|3|\n", - "|Washington|-16|-28|-12|12|\n", - "|Idaho|-17|+18|+35|4|\n", - "|**INDIANA**|-17|+1|+18|11|\n", - "|**ARKANSAS**|-18|+6|+24|6|\n", - "|Iowa|-19|-13|+6|6|\n", - "|**MISSOURI**|-19|+0|+19|10|\n", - "|**KANSAS**|-20|+3|+23|6|\n", - "|Oklahoma|-22|+12|+34|7|\n", - "|**NEBRASKA**|-23|+1|+24|5|\n", - "|New Hampshire|-25|-23|+2|4|\n", - "|Wyoming|-25|+22|+47|3|\n", - "|**NORTH DAKOTA**|-27|+6|+33|3|\n", - "|**SOUTH DAKOTA**|-27|+4|+31|3|\n", - "|**UTAH**|-29|+2|+31|6|" + "|Arizona|-16|-7|+9|11|\n", + "|**ALASKA**|-17|-2|+15|3|\n", + "|Iowa|-17|-11|+6|6|\n", + "|District of Columbia|-18|-61|-43|3|\n", + "|Idaho|-18|+17|+35|4|\n", + "|**KANSAS**|-18|+5|+23|6|\n", + "|Oklahoma|-18|+16|+34|7|\n", + "|New Hampshire|-19|-17|+2|4|\n", + "|**SOUTH DAKOTA**|-21|+10|+31|3|\n", + "|**NEBRASKA**|-25|-1|+24|5|\n", + "|Wyoming|-26|+21|+47|3|\n", + "|**NORTH DAKOTA**|-28|+5|+33|3|\n", + "|**UTAH**|-28|+3|+31|6|" ], "text/plain": [ ""