From 03a0fd3abddf6545508840323cd83f9571bf108d Mon Sep 17 00:00:00 2001 From: Peter Norvig Date: Mon, 16 Dec 2019 09:34:55 -0800 Subject: [PATCH] Add files via upload --- ipynb/Electoral Votes.ipynb | 331 ++++++++++++++++++--------------- ipynb/ElectoralVotesCode.ipynb | 175 +++++++++++------ 2 files changed, 294 insertions(+), 212 deletions(-) diff --git a/ipynb/Electoral Votes.ipynb b/ipynb/Electoral Votes.ipynb index 448e122..190e732 100644 --- a/ipynb/Electoral Votes.ipynb +++ b/ipynb/Electoral Votes.ipynb @@ -4,30 +4,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "
Peter Norvig
3 October 2019
\n", + "
Peter Norvig
16 December 2019
\n", "\n", - "# Tracking Trump: Electoral Votes Edition\n", + "# Predicting Presidential Electoral Votes from Approval Polls\n", "\n", - "Sites such as [RealClearPolitics](https://www.realclearpolitics.com/epolls/other/president_trump_job_approval-6179.html), [538](https://projects.fivethirtyeight.com/trump-approval-ratings/), and [Mourning Consult](https://morningconsult.com/tracking-trump/) track Trump's approval ratings. He currently stands at 41% approval and 54% disapproval for a **net approval** of -13%. Can we use approval ratings to predict election results? There are four big caveats:\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", "\n", "1. Today is not election day 2020. \n", "\n", - "2. We don't know for sure that Trump will run in 2020.\n", + "2. We don't know who will be on the ballot in 2020.\n", "\n", "3. Approval polls are not votes. \n", "\n", "4. Popular votes are not electoral votes. \n", "\n", - "We can't be conclusive about the first three points. But can we use state-by-state approval polls to \n", - "compute expected electoral votes, under the assumption that Trump wins the electoral votes of states where he has positive net approval and loses the states with negative net approval? *Yes we can!*\n", + "I have nothing to offer on the first three points. But can we use state-by-state approval polls to \n", + "predict electoral votes? ***Yes we can!***\n", "\n", "\n", - "# TL;DR \n", + "# TL;DR: Trump is at 185 Electoral Votes\n", "\n", - "As of September 1, 2019, Trump would get _**166 electoral votes**_ under these assumptions (you need **270** to win). \n", - "\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." ] }, { @@ -36,11 +33,7 @@ "source": [ "# Details for data science nerds\n", "\n", - "View, verify, or modify **[my code](ElectoralVotesCode.ipynb)**.\n", - "\n", - "# 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% swing in either direction (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 by National polls 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, and even with the 3% swing, since 6 months in. He's been below 200 for 10 months in a row (or below 230 counting the 3% swing)." + "View, verify, or modify **[my code](ElectoralVotesCode.ipynb)**." ] }, { @@ -50,7 +43,38 @@ "outputs": [ { "data": { - "image/png": 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\n", + "text/plain": [ + "185" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%run ElectoralVotesCode.ipynb\n", + "\n", + "EV(states)" + ] + }, + { + "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 11 months in a row." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" ] @@ -60,30 +84,29 @@ } ], "source": [ - "%run ElectoralVotesCode.ipynb\n", - "show_months()" + "show_evs()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "# Uncertainty\n", + "\n", + "There's a lot of uncertainty. We don't know who will be on the ballot and what their approval levels will be, we don't know if there is systematic bias in the polling data, we don't know who will decide not to vote, we don't know who will be prevented or dissuaded from voting by interference foreign or domestic, we don't know if future events will change voters' perceptions. In what follows, I assume there is no big event (or events) that makes a dramatic change in the public perception of candidates; rather, just the normal range of change in approval as tracked over the last 3 years of Trump's presidency. I have five ways of understanding the fluidity of the situation:\n", + "\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", + "\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", + "\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", + "\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", "# State-by-state summary table\n", "\n", - "There's a lot of uncertainty. We don't know who else will be on the ballot and what their approval levels will be, we don't know if there is systematic bias in the polling data, we don't know who will decide not to vote, we don't know who will be prevented from voting by interference foreign or domestic, we don't know if future events will change voters' perceptions.\n", - "I have five ways of understanding the fluidity of the situation:\n", - "\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%. In [one poll](https://www.pbs.org/newshour/politics/57-percent-of-voters-say-they-wont-support-trump-in-2020) 57% said they would definitely not vote for Trump in 2020; other polls have this in the 50% to 55% range.\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 12 months.\n", - "\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 future 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 with only 253 electoral votes. The swing states are shown below in **BOLD CAPS**.\n", - "\n", - "- **Margin**: If you list states in order of approval, the key turning-point state is Pennsylvania; Trump would need to win that and every state in which he is more popular. He currently is **7% behind in Pennsylvania**, so we say that his **margin is 7%**.\n", - "\n", - "\n", "The following table packs in a lot of information. States are sorted by net approval. The columns are:\n", "\n", "- **State**: name of state. \n", @@ -94,77 +117,76 @@ "- **+**: 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 12 months in state.\n", - "- **Δ**: President's change in net approval from inauguration date to today in state. \n", + "- **𝝈**: Standard deviation in net approval over the past 18 months in state.\n", "\n", "The table shows that:\n", - "- If Trump loses all the swing states, he gets **70** electoral votes (the **ΣEV** in the South Carolina row).\n", - "- If he wins the states he is leading in, he gets **166** electoral votes (the **ΣEV** in the South Dakota row).\n", - "- If he wins all the swing states, he gets **253** electoral votes (**ΣEV** in the **OHIO** row); still not enough.\n", - "- To get to **270**, he would need Pennsylvania (where he is currently -7%), or some combination of states where he trails by double digits.\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" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ - "|State|Net|Move|EV|ΣEV|+|−|?|𝝈|Δ|\n", - "|-|-|-|-|-|-|-|-|-|-|\n", - "|Alabama|+22%|±6%|9|9|59%|37%|4%|±2.7%|-14%|\n", - "|Mississippi|+21%|±6%|6|15|59%|38%|3%|±2.8%|-13%|\n", - "|Idaho|+20%|±6%|4|19|58%|38%|4%|±2.7%|-9%|\n", - "|West Virginia|+19%|±8%|5|24|58%|39%|3%|±3.8%|-18%|\n", - "|Wyoming|+16%|±12%|3|27|57%|41%|2%|±5.8%|-24%|\n", - "|Kentucky|+15%|±3%|8|35|56%|41%|3%|±1.1%|-19%|\n", - "|Louisiana|+15%|±6%|8|43|56%|41%|3%|±2.7%|-16%|\n", - "|Tennessee|+13%|±7%|11|54|55%|42%|3%|±3.2%|-20%|\n", - "|Oklahoma|+11%|±7%|7|61|54%|43%|3%|±3.0%|-23%|\n", - "|South Carolina|+7%|±5%|9|70|52%|45%|3%|±2.4%|-18%|\n", - "|**MISSOURI**|**+5%**|**±7%**|10|80|51%|46%|3%|±3.3%|-14%|\n", - "|**ARKANSAS**|**+4%**|**±7%**|6|86|50%|46%|4%|±3.1%|-26%|\n", - "|**KANSAS**|**+4%**|**±6%**|6|92|50%|46%|4%|±2.4%|-20%|\n", - "|**INDIANA**|**+2%**|**±6%**|11|103|49%|47%|4%|±2.5%|-20%|\n", - "|**TEXAS**|**+2%**|**±5%**|38|141|49%|47%|4%|±2.0%|-18%|\n", - "|**ALASKA**|**+1%**|**±10%**|3|144|48%|47%|5%|±4.7%|-23%|\n", - "|**GEORGIA**|**+1%**|**±5%**|16|160|49%|48%|3%|±2.3%|-17%|\n", - "|**NORTH DAKOTA**|**+1%**|**±8%**|3|163|49%|48%|3%|±3.6%|-22%|\n", - "|**SOUTH DAKOTA**|**+1%**|**±11%**|3|166|49%|48%|3%|±5.1%|-20%|\n", - "|**FLORIDA**|**-1%**|**±4%**|29|195|48%|49%|3%|±1.9%|-23%|\n", - "|**ARIZONA**|**-3%**|**±6%**|11|206|47%|50%|3%|±2.9%|-23%|\n", - "|**MONTANA**|**-3%**|**±9%**|3|209|47%|50%|3%|±4.1%|-27%|\n", - "|**NEBRASKA**|**-3%**|**±8%**|5|214|47%|50%|3%|±3.7%|-26%|\n", - "|**NORTH CAROLINA**|**-3%**|**±5%**|15|229|47%|50%|3%|±2.2%|-21%|\n", - "|**UTAH**|**-3%**|**±7%**|6|235|47%|50%|3%|±3.2%|-30%|\n", - "|**OHIO**|**-5%**|**±5%**|18|253|46%|51%|3%|±2.4%|-19%|\n", - "|Pennsylvania|-7%|±3%|20|273|45%|52%|3%|±1.4%|-17%|\n", - "|Virginia|-7%|±5%|13|286|45%|52%|3%|±2.0%|-15%|\n", - "|Michigan|-10%|±5%|16|302|43%|53%|4%|±2.1%|-18%|\n", - "|Delaware|-11%|±5%|3|305|43%|54%|3%|±2.0%|-19%|\n", - "|Minnesota|-11%|±5%|10|315|43%|54%|3%|±2.4%|-14%|\n", - "|Nevada|-11%|±6%|6|321|43%|54%|3%|±2.6%|-21%|\n", - "|Wisconsin|-11%|±5%|10|331|43%|54%|3%|±2.1%|-17%|\n", - "|Iowa|-13%|±5%|6|337|42%|55%|3%|±2.0%|-22%|\n", - "|Maine|-13%|±6%|4|341|42%|55%|3%|±2.9%|-21%|\n", - "|Colorado|-15%|±6%|9|350|41%|56%|3%|±2.5%|-16%|\n", - "|New Mexico|-15%|±6%|5|355|41%|56%|3%|±2.9%|-32%|\n", - "|New Jersey|-17%|±4%|14|369|40%|57%|3%|±1.9%|-19%|\n", - "|Rhode Island|-20%|±4%|4|373|38%|58%|4%|±1.7%|-16%|\n", - "|Illinois|-22%|±4%|20|393|37%|59%|4%|±1.4%|-31%|\n", - "|New Hampshire|-22%|±10%|4|397|38%|60%|2%|±4.7%|-23%|\n", - "|Connecticut|-23%|±5%|7|404|37%|60%|3%|±2.3%|-28%|\n", - "|New York|-23%|±4%|29|433|37%|60%|3%|±1.5%|-31%|\n", - "|Oregon|-24%|±5%|7|440|36%|60%|4%|±1.9%|-26%|\n", - "|Maryland|-25%|±5%|10|450|36%|61%|3%|±2.3%|-12%|\n", - "|California|-28%|±4%|55|505|34%|62%|4%|±1.8%|-22%|\n", - "|Washington|-29%|±6%|12|517|34%|63%|3%|±2.7%|-30%|\n", - "|Hawaii|-30%|±9%|4|521|33%|63%|4%|±4.3%|-17%|\n", - "|Massachusetts|-31%|±5%|11|532|33%|64%|3%|±2.2%|-27%|\n", - "|Vermont|-33%|±8%|3|535|32%|65%|3%|±3.7%|-31%|\n", - "|District of Columbia|-55%|±6%|3|538|21%|76%|3%|±2.5%|-24%|" + "|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", + "|**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", + "|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%" ], "text/plain": [ "" @@ -184,17 +206,17 @@ "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 necessary margin has been 7% or worse for nine months in a row. 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. 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." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -213,74 +235,74 @@ "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 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", + "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", - "For comparison, we show PARP and net approval today as well as in 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 3." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ - "|State|Lean|EV|PARP |Net |PARP 19|Net 19|PARP 18|Net 18|PARP 17|Net 17|\n", + "|State|Lean|EV|PARP|(Net)|PARP'19|(Net)|PARP'18|(Net)|PARP'17|(Net)|\n", "|-|-|-|-|-|-|-|-|-|-|-|\n", - "|Hawaii|-36|4|+6|-30|+7|-29|+0|-36|+23|-13|\n", - "|Mississippi|+15|6|+6|+21|-2|+13|+2|+17|+19|+34|\n", - "|Rhode Island|-26|4|+6|-20|+7|-19|+4|-22|+22|-4|\n", - "|Delaware|-14|3|+3|-11|-1|-15|+0|-14|+22|+8|\n", - "|New York|-22|29|-1|-23|-2|-24|+4|-18|+30|+8|\n", - "|Louisiana|+17|8|-2|+15|-2|+15|+2|+19|+14|+31|\n", - "|Maryland|-23|10|-2|-25|-7|-30|+0|-23|+10|-13|\n", - "|Massachusetts|-29|11|-2|-31|-2|-31|-3|-32|+25|-4|\n", - "|California|-24|55|-4|-28|-6|-30|+1|-23|+18|-6|\n", - "|New Jersey|-13|14|-4|-17|-6|-19|-3|-16|+15|+2|\n", - "|Alabama|+27|9|-5|+22|-7|+20|+3|+30|+9|+36|\n", - "|**FLORIDA**|+5|29|-6|-1|-9|-4|+0|+5|+17|+22|\n", - "|Virginia|+0|13|-7|-7|-10|-10|-4|-4|+8|+8|\n", - "|Kentucky|+23|8|-8|+15|-9|+14|-8|+15|+11|+34|\n", - "|Maine|-5|4|-8|-13|-6|-11|-11|-16|+13|+8|\n", - "|New Mexico|-7|5|-8|-15|-11|-18|-13|-20|+24|+17|\n", - "|**NORTH CAROLINA**|+5|15|-8|-3|-9|-4|-6|-1|+13|+18|\n", - "|Pennsylvania|+1|20|-8|-7|-11|-10|-4|-3|+9|+10|\n", - "|Illinois|-13|20|-9|-22|-10|-23|-8|-21|+22|+9|\n", - "|Michigan|-1|16|-9|-10|-14|-15|-9|-10|+9|+8|\n", - "|Minnesota|-2|10|-9|-11|-16|-18|-12|-14|+5|+3|\n", - "|Vermont|-24|3|-9|-33|-11|-35|-12|-36|+22|-2|\n", - "|South Carolina|+17|9|-10|+7|-9|+8|-10|+7|+8|+25|\n", - "|**GEORGIA**|+12|16|-11|+1|-14|-2|-5|+7|+6|+18|\n", - "|West Virginia|+30|5|-11|+19|-6|+24|-8|+22|+7|+37|\n", - "|**ARIZONA**|+9|11|-12|-3|-17|-8|-12|-3|+11|+20|\n", - "|Connecticut|-11|7|-12|-23|-13|-24|-8|-19|+16|+5|\n", - "|District of Columbia|-43|3|-12|-55|-22|-65|-21|-64|+12|-31|\n", - "|Nevada|+1|6|-12|-11|-14|-13|-2|-1|+9|+10|\n", - "|**OHIO**|+7|18|-12|-5|-13|-6|-11|-4|+7|+14|\n", - "|Wisconsin|+1|10|-12|-11|-17|-16|-13|-12|+5|+6|\n", - "|**ALASKA**|+15|3|-14|+1|-14|+1|-14|+1|+9|+24|\n", - "|Colorado|-1|9|-14|-15|-17|-18|-13|-14|+2|+1|\n", - "|**MISSOURI**|+19|10|-14|+5|-21|-2|-17|+2|+0|+19|\n", - "|Idaho|+35|4|-15|+20|-20|+15|-24|+11|-6|+29|\n", - "|Oregon|-9|7|-15|-24|-13|-22|-11|-20|+11|+2|\n", - "|Tennessee|+28|11|-15|+13|-16|+12|-11|+17|+5|+33|\n", - "|**TEXAS**|+17|38|-15|+2|-17|+0|-10|+7|+3|+20|\n", - "|**INDIANA**|+18|11|-16|+2|-14|+4|-17|+1|+4|+22|\n", - "|Washington|-12|12|-17|-29|-14|-26|-11|-23|+13|+1|\n", - "|Iowa|+6|6|-19|-13|-20|-14|-16|-10|+3|+9|\n", - "|**KANSAS**|+23|6|-19|+4|-22|+1|-18|+5|+1|+24|\n", - "|**ARKANSAS**|+24|6|-20|+4|-14|+10|-11|+13|+6|+30|\n", - "|**MONTANA**|+18|3|-21|-3|-17|+1|-18|+0|+6|+24|\n", - "|Oklahoma|+34|7|-23|+11|-24|+10|-19|+15|+0|+34|\n", - "|New Hampshire|+2|4|-24|-22|-21|-19|-12|-10|-1|+1|\n", - "|**NEBRASKA**|+24|5|-27|-3|-24|+0|-18|+6|-1|+23|\n", - "|**SOUTH DAKOTA**|+31|3|-30|+1|-25|+6|-21|+10|-10|+21|\n", - "|Wyoming|+47|3|-31|+16|-17|+30|-22|+25|-7|+40|\n", - "|**NORTH DAKOTA**|+33|3|-32|+1|-29|+4|-22|+11|-10|+23|\n", - "|**UTAH**|+31|6|-34|-3|-37|-6|-34|-3|-4|+27|" + "|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", + "|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 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", + "|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)|" ], "text/plain": [ "" @@ -293,6 +315,13 @@ "source": [ "show_parp()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/ipynb/ElectoralVotesCode.ipynb b/ipynb/ElectoralVotesCode.ipynb index efa2330..08bb084 100644 --- a/ipynb/ElectoralVotesCode.ipynb +++ b/ipynb/ElectoralVotesCode.ipynb @@ -8,8 +8,18 @@ "\n", "# Data and Code for [Tracking Trump: Electoral Votes Edition](Electoral%20Votes.ipynb)\n", "\n", - "First fetch the state-by-state, month-by-month approval data from the **[Tracking Trump](https://morningconsult.com/tracking-trump/)** web page at *Morning Consult*\n", - " and cache it locally: " + " *Morning Consult* has a **[Tracking Trump](https://morningconsult.com/tracking-trump/)** web page that\n", + " 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", + " [\"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", + "\n", + "First fetch the page and save it locally:" ] }, { @@ -79,17 +89,20 @@ "\n", "# From https://projects.fivethirtyeight.com/trump-approval-ratings/\n", "# A dict of {'date': country-wide-net-approval}\n", - "net_usa = { \n", - " '1-Jan-17': +10, \n", - " '1-Feb-17': 0, '1-Mar-17': -6, '1-Apr-17': -13, '1-May-17': -11,\n", - " '1-Jun-17': -16, '1-Jul-17': -15, '1-Aug-17': -19, '1-Sep-17': -20,\n", - " '1-Oct-17': -17, '1-Nov-17': -19, '1-Dec-17': -18, '1-Jan-18': -18,\n", - " '1-Feb-18': -15, '1-Mar-18': -14, '1-Apr-18': -13, '1-May-18': -12,\n", - " '1-Jun-18': -11, '1-Jul-18': -10, '1-Aug-18': -12, '1-Sep-18': -14,\n", - " '1-Oct-18': -11, '1-Nov-18': -11, '1-Dec-18': -10, '1-Jan-19': -12,\n", - " '1-Feb-19': -16, '1-Mar-19': -11, '1-Apr-19': -11, '1-May-19': -12,\n", - " '1-Jun-19': -12, '1-Jul-19': -11, '1-Aug-19': -10, '1-Sep-19': -13,\n", - " '1-Oct-19': -13}\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': -10,\n", + " 'December 2017': -18, 'December 2018': -10\n", + " }" ] }, { @@ -107,42 +120,95 @@ "source": [ "class State(namedtuple('_', 'name, ev, lean, approvals, disapprovals')):\n", " '''A State has a name, the number of electoral votes, the partisan lean,\n", - " and two dicts of {date: percent}: approvals and disapprovals'''\n", + " and two dicts of {date: percent}: approvals and disapprovals.'''\n", "\n", - "def parse_page(filename='evs.html', data=state_data):\n", - " \"Read data from the file and return (list of dates, list of `State`s, last date).\"\n", - " # File format: Date headers, then [state, approval, disapproval ...]\n", - " # [[\"Demographic\",\"1-Jan-17\",\"\",\"1-Feb-17\",\"\", ... \"1-Apr-19\",\"\"],\n", - " # [\"Alabama\",\"62\",\"26\",\"65\",\"29\", ... \"61\",\"35\"], ... ] =>\n", - " # State(\"Alabama\", 9, +27, approvals={\"1-Jan-17\": 62, ...}, \n", - " # disapprovals={\"1-Jan-17\": 26, ...}), ...\n", + "def parse_page(filename, state_data=state_data) -> tuple:\n", + " \"Read data from the file and return tuple: (list of `State`s, list of dates).\"\n", " text = re.findall(r'\\[\\[.*?\\]\\]', open(filename).read())[0]\n", " header, *table = ast.literal_eval(text)\n", - " dates = header[1::2] # Every other header entry is a date\n", - " states = [State(name, *data[name],\n", + " dates = header[1::2]\n", + " states = [State(name, *state_data[name],\n", " approvals=dict(zip(dates, map(int, numbers[0::2]))),\n", " disapprovals=dict(zip(dates, map(int, numbers[1::2]))))\n", " for (name, *numbers) in table]\n", - " return states, dates, dates[-1]\n", + " return states, dates\n", "\n", - "states, dates, now = parse_page()\n", + "states, dates = parse_page('evs.html')\n", + "now = dates[-1]\n", "\n", "def EV(states, date=now, swing=0) -> int:\n", - " \"Total electoral votes with net positive approval (plus half the votes for net zero).\"\n", - " return sum(s.ev * (1/2 if net(s, date) + swing == 0 else int(net(s, date) + swing > 0))\n", - " for s in states)\n", + " \"Total electoral votes of states with net positive approval (plus half for net zero).\"\n", + " return sum(s.ev * is_positive(net(s, date) + swing) for s in states)\n", + "\n", + "def is_positive(x) -> int:\n", + " \"1 if x is positive; 0 if x is negative; 1/2 if x is zero.\"\n", + " return 1/2 if x == 0 else int(x > 0)\n", "\n", "def margin(states, date=now) -> int:\n", " \"What's the least swing that would lead to a majority?\"\n", - " return next(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) >= 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", "def movement(state, date=now) -> float: return undecided(state, date) / 5 + 2 * 𝝈(state)\n", - "def 𝝈(state, recent=dates[-12:]) -> float: return stdev(net(state, d) for d in recent)\n", + "def 𝝈(state, recent=dates[-18:]) -> 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": {}, @@ -152,11 +218,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "def labels(xlab, ylab): plt.xlabel(xlab); plt.ylabel(ylab); plt.grid(True); plt.legend()\n", + "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", @@ -169,16 +235,17 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "def show_months(states=states, dates=dates, swing=3):\n", + "def show_evs(states=states, dates=dates, swing=3):\n", + " \"A plot of electoral votes by month.\"\n", " plt.rcParams[\"figure.figsize\"] = [10, 7]\n", " plt.style.use('fivethirtyeight')\n", " 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", + " [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", @@ -188,11 +255,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def show_approval(states=states, dates=dates):\n", + " \"A plot of net popularity by month.\"\n", " plt.rcParams[\"figure.figsize\"] = [10, 7]\n", " plt.style.use('fivethirtyeight')\n", " N = len(dates)\n", @@ -203,22 +271,6 @@ " labels('Months into term', 'Net popularity')" ] }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "@markdown\n", - "def by_month(states, dates=dates[::-1]):\n", - " yield header('|Month|EVs|Margin|Country|Undecided|')\n", - " for date in dates:\n", - " month = date.replace('1-', '').replace('-', ' 20')\n", - " yield (f'|{month}|{int(EV(states, date))}|{margin(states, date)}%|{net_usa[date]:+d}%'\n", - " f'|{sum(s.ev * undecided(s, date) for s in states) / 538:.0f}% '\n", - " f'({sum(undecided(s, date) > 5 for s in states)} states)')" - ] - }, { "cell_type": "code", "execution_count": 9, @@ -228,15 +280,15 @@ "outputs": [], "source": [ "@markdown\n", - "def show_states(states=states, d=now, ref='1-Jan-17'):\n", + "def show_states(states=states, d=now, ref='January 2017'):\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|Δ|')\n", + " yield header(f'|State|Net|Move|EV|ΣEV|+|−|?|𝝈|')\n", " for s in sorted(states, key=net, reverse=True):\n", " total += s.ev\n", " b = '**' * is_swing(s)\n", " yield (f'|{swing_name(s)}|{b}{net(s, d):+d}%{b}|{b}±{movement(s):.0f}%{b}|{s.ev}|{total}'\n", - " f'|{s.approvals[d]}%|{s.disapprovals[d]}%|{undecided(s, now)}%|±{𝝈(s):3.1f}%'\n", - " f'|{net(s, d) - net(s, ref):+d}%|')\n", + " f'|{s.approvals[d]}%|{s.disapprovals[d]}%|{undecided(s, now)}%|±{𝝈(s):3.1f}%')\n", " \n", "def swing_name(s) -> str: return ('**' + s.name.upper() + '**') if is_swing(s) else s.name" ] @@ -248,12 +300,13 @@ "outputs": [], "source": [ "@markdown\n", - "def show_parp(states=states, dates=(now, '1-Jan-19', '1-Jan-18', '1-Jan-17')):\n", - " def year(date): return '' if date == now else date[-2:]\n", - " fields = [f'PARP {year(date)}|Net {year(date)}' for date in dates]\n", + "def show_parp(states=states, dates=(now, 'January 2019', 'January 2018', 'January 2017')):\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", " yield header(f'|State|Lean|EV|{\"|\".join(fields)}|')\n", " for s in sorted(states, key=parp, reverse=True):\n", - " fields = [f'{parp(s, date):+d}|{net(s, date):+d}' for date in dates]\n", + " fields = [f'{parp(s, date):+d}|({net(s, date):+d})' for date in dates]\n", " yield f'|{swing_name(s)}|{s.lean:+d}|{s.ev}|{\"|\".join(fields)}|'" ] }, @@ -261,7 +314,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "I really should have some more tests." + "**Tests** (I really should have more)." ] }, {