From e5d52dc2784e835e260f18922704094f05d737ef Mon Sep 17 00:00:00 2001 From: Peter Norvig Date: Wed, 3 Jul 2019 20:16:03 -0700 Subject: [PATCH] Add files via upload --- ipynb/Electoral Votes.ipynb | 264 ++++++++++++++++++------------------ 1 file changed, 130 insertions(+), 134 deletions(-) diff --git a/ipynb/Electoral Votes.ipynb b/ipynb/Electoral Votes.ipynb index 366a1fc..e59f30d 100644 --- a/ipynb/Electoral Votes.ipynb +++ b/ipynb/Electoral Votes.ipynb @@ -22,7 +22,8 @@ "\n", "# TL;DR for policy wonks\n", "\n", - "As of 1 May 2019, Trump would expect **193 electoral votes** under these assumptions (recall that you need **270** to win). He's been below 270 every month for the last two years, and that remains true even if you factor in an across-the-board 3% swing in his favor (which was the swing above polls that he experienced in 2016).\n", + "As of 2 July 2019, Trump would expect **167 electoral votes** under these assumptions (recall that you need **270** to win). If you ran 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", + "He's been below 270 every month for the last two years, and that remains true even if you factor in an across-the-board 3% swing in his favor (which was the swing above polls that he experienced in 2016).\n", "\n", "\n", "# The details for data science nerds\n", @@ -36,7 +37,7 @@ "\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 15 such states now. My definition correlates well with the standard wisdom on swing states, but with a few surprises: North Dakota is included because Trump is currently only +1% net approval; a typical Republican is +30%. My model says that Pennsylvania, Michigan, and Wisconsin, which are traditionally considered swing states, are currently out of reach for Trump because they have low movement (3% to 5%) and Trump is currently at -7%, -12% and -13% respectively. If Trump won all the swing states he would get **253** electoral votes, and if he lost them all, **76** electoral votes.\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 elction. 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", "\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", "\n", @@ -57,7 +58,7 @@ "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", - "100 116k 0 116k 0 0 216k 0 --:--:-- --:--:-- --:--:-- 216k\n" + "100 116k 0 116k 0 0 15866 0 --:--:-- 0:00:07 --:--:-- 31316\n" ] } ], @@ -128,7 +129,8 @@ " '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}" + " '1-Feb-19': -16, '1-Mar-19': -11, '1-Apr-19': -11, '1-May-19': -12,\n", + " '1-Jun-19': -12}" ] }, { @@ -198,7 +200,7 @@ { "data": { "text/plain": [ - "193.0" + "167.0" ] }, "execution_count": 5, @@ -207,26 +209,17 @@ } ], "source": [ + "# How many Electoral votes would Trump expect to get today?\n", "EV(states)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "7" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ + "# What across-the-board increase in percentage approval would he need to win?\n", "margin(states)" ] }, @@ -238,16 +231,17 @@ { "data": { "text/plain": [ - "{0: 193.0,\n", - " 1: 209,\n", - " 2: 209,\n", - " 3: 209,\n", - " 4: 225.5,\n", - " 5: 242,\n", - " 6: 254.0,\n", - " 7: 276.0,\n", - " 8: 286,\n", - " 9: 288.0}" + "{0: 167.0,\n", + " 1: 180,\n", + " 2: 180,\n", + " 3: 202.0,\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}" ] }, "execution_count": 7, @@ -256,8 +250,9 @@ } ], "source": [ + "# How many votes does he get with various swings?\n", "{swing: EV(states, now, swing)\n", - " for swing in range(10)}" + " for swing in range(11)}" ] }, { @@ -265,9 +260,9 @@ "metadata": {}, "source": [ "We see that:\n", - "- Trump is currently leading in states with only 193 electoral votes; \n", - "- The margin is 7% (if he got 7% more popular in every state, he would win a narrow 276 to 262 vote victory).\n", - "- Swings from 0 to 9% produce electoral vote totals from 193 to 288." + "- Trump is currently leading in states with only **167** electoral votes; \n", + "- The margin is **9%** (if he got 9% more popular in every state, his expected total would be over 270).\n", + "- Swings from 0 to 10% produce electoral vote totals from 167 to 292." ] }, { @@ -286,7 +281,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -369,6 +364,7 @@ "text/markdown": [ "|Month|EVs|Margin|Country|Undecided|\n", "|-|-|-|-|-|\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", "|Mar 2019|193|7%|-11%|4% (2)|\n", @@ -430,7 +426,7 @@ "source": [ "# State-by-state summary table\n", "\n", - "Below is each state sorted by net approval, with the state's maximum expected movement, and electoral vote allotment, followed by the cumulative running total of electoral votes and the percentages of approval, disapprovalsaproval, and undecided, and finally the standard deviation of the net approval over the last 12 months. By going down the **Total** column, you can see what it takes to win. \n", + "Below is each state sorted by net approval, with the state's maximum expected movement, and electoral vote allotment, followed by the cumulative running total of electoral votes and the percentages of approval, disapprovals, and undecided in the state, and finally the standard deviation of the net approval over the last 12 months. By going down the **Total** column, you can see what it takes to win. \n", "\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", @@ -447,57 +443,57 @@ "text/markdown": [ "|State|Net|Move|EV|Total|+|-|?|𝝈|\n", "|-|-|-|-|-|-|-|-|-|\n", - "|Alabama|+27%|8%|9|9|61%|34%|5%|3.3%|\n", - "|Wyoming|+22%|9%|3|12|59%|37%|4%|4.1%|\n", - "|Idaho|+20%|5%|4|16|58%|38%|4%|2.3%|\n", - "|West Virginia|+18%|9%|5|21|57%|39%|4%|4.3%|\n", - "|Louisiana|+17%|8%|8|29|56%|39%|5%|3.5%|\n", - "|Mississippi|+17%|9%|6|35|56%|39%|5%|3.8%|\n", - "|Tennessee|+16%|7%|11|46|56%|40%|4%|3.1%|\n", - "|Kentucky|+14%|3%|8|54|55%|41%|4%|1.2%|\n", - "|South Carolina|+10%|5%|9|63|53%|43%|4%|2.1%|\n", - "|Oklahoma|+9%|8%|7|70|52%|43%|5%|3.5%|\n", - "|Arkansas|+8%|7%|6|76|52%|44%|4%|3.0%|\n", - "|**MISSOURI**|**+6%**|**7%**|10|86|51%|45%|4%|3.0%|\n", - "|**SOUTH DAKOTA**|**+6%**|**10%**|3|89|51%|45%|4%|4.5%|\n", - "|**INDIANA**|**+3%**|**5%**|11|100|49%|46%|5%|2.0%|\n", - "|**MONTANA**|**+3%**|**7%**|3|103|50%|47%|3%|3.4%|\n", - "|**TEXAS**|**+3%**|**6%**|38|141|49%|46%|5%|2.7%|\n", - "|**NEBRASKA**|**+2%**|**6%**|5|146|49%|47%|4%|2.8%|\n", - "|**UTAH**|**+2%**|**8%**|6|152|49%|47%|4%|3.6%|\n", - "|**GEORGIA**|**+1%**|**7%**|16|168|48%|47%|5%|2.9%|\n", - "|**KANSAS**|**+1%**|**7%**|6|174|48%|47%|5%|3.0%|\n", - "|**NORTH DAKOTA**|**+1%**|**8%**|3|177|48%|47%|5%|3.3%|\n", - "|**ALASKA**|**+0%**|**12%**|3|180|47%|47%|6%|5.5%|\n", - "|**FLORIDA**|**+0%**|**7%**|29|209|48%|48%|4%|3.1%|\n", - "|**NORTH CAROLINA**|**-4%**|**6%**|15|224|46%|50%|4%|2.4%|\n", - "|**OHIO**|**-4%**|**6%**|18|242|46%|50%|4%|2.4%|\n", - "|**ARIZONA**|**-6%**|**8%**|11|253|45%|51%|4%|3.4%|\n", - "|Virginia|-6%|4%|13|266|45%|51%|4%|1.8%|\n", - "|Pennsylvania|-7%|3%|20|286|45%|52%|3%|1.4%|\n", - "|Maine|-9%|8%|4|290|44%|53%|3%|3.9%|\n", - "|Nevada|-11%|7%|6|296|42%|53%|5%|2.8%|\n", - "|Iowa|-12%|6%|6|302|42%|54%|4%|2.7%|\n", - "|Michigan|-12%|5%|16|318|42%|54%|4%|2.1%|\n", - "|Wisconsin|-13%|5%|10|328|42%|55%|3%|2.4%|\n", - "|Colorado|-14%|5%|9|337|41%|55%|4%|2.3%|\n", - "|Delaware|-15%|4%|3|340|41%|56%|3%|1.9%|\n", - "|New Mexico|-15%|6%|5|345|41%|56%|3%|2.9%|\n", - "|Minnesota|-16%|5%|10|355|40%|56%|4%|2.2%|\n", - "|New Jersey|-18%|6%|14|369|39%|57%|4%|2.5%|\n", - "|New Hampshire|-19%|8%|4|373|39%|58%|3%|3.8%|\n", - "|Illinois|-20%|3%|20|393|38%|58%|4%|1.2%|\n", - "|Rhode Island|-20%|6%|4|397|38%|58%|4%|2.6%|\n", - "|New York|-22%|4%|29|426|37%|59%|4%|1.8%|\n", - "|Oregon|-22%|5%|7|433|37%|59%|4%|2.0%|\n", - "|Connecticut|-24%|9%|7|440|36%|60%|4%|3.9%|\n", - "|Massachusetts|-27%|5%|11|451|35%|62%|3%|2.1%|\n", - "|California|-28%|6%|55|506|34%|62%|4%|2.7%|\n", - "|Washington|-30%|6%|12|518|33%|63%|4%|2.5%|\n", - "|Maryland|-31%|8%|10|528|33%|64%|3%|3.5%|\n", - "|Hawaii|-33%|10%|4|532|32%|65%|3%|4.5%|\n", - "|Vermont|-34%|10%|3|535|32%|66%|2%|4.9%|\n", - "|District of Columbia|-62%|7%|3|538|17%|79%|4%|3.1%|" + "|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", + "|**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%|" ], "text/plain": [ "" @@ -531,7 +527,7 @@ "\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 four 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, Rhode Island, Hawaii, 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 four deep-blue coastal states, Hawaii, Delaware, Rhode Island, and Massachussetts. Again, the swing states are **BOLD CAPITALIZED**." ] }, { @@ -544,57 +540,57 @@ "text/markdown": [ "|State|PARP|Net|Lean|EV|\n", "|-|-|-|-|-|\n", - "|Rhode Island|+6|-20|-26|4|\n", - "|Hawaii|+3|-33|-36|4|\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", - "|Mississippi|+2|+17|+15|6|\n", - "|Alabama|+0|+27|+27|9|\n", - "|Louisiana|+0|+17|+17|8|\n", - "|New York|+0|-22|-22|29|\n", - "|Delaware|-1|-15|-14|3|\n", - "|California|-4|-28|-24|55|\n", - "|Maine|-4|-9|-5|4|\n", - "|**FLORIDA**|-5|+0|+5|29|\n", - "|New Jersey|-5|-18|-13|14|\n", - "|Virginia|-6|-6|+0|13|\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", + "|**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", - "|South Carolina|-7|+10|+17|9|\n", - "|Maryland|-8|-31|-23|10|\n", - "|New Mexico|-8|-15|-7|5|\n", - "|Pennsylvania|-8|-7|+1|20|\n", - "|Kentucky|-9|+14|+23|8|\n", - "|**NORTH CAROLINA**|-9|-4|+5|15|\n", - "|Vermont|-10|-34|-24|3|\n", - "|**GEORGIA**|-11|+1|+12|16|\n", - "|Michigan|-11|-12|-1|16|\n", - "|**OHIO**|-11|-4|+7|18|\n", - "|Nevada|-12|-11|+1|6|\n", - "|Tennessee|-12|+16|+28|11|\n", - "|West Virginia|-12|+18|+30|5|\n", - "|Colorado|-13|-14|-1|9|\n", - "|Connecticut|-13|-24|-11|7|\n", - "|**MISSOURI**|-13|+6|+19|10|\n", - "|Oregon|-13|-22|-9|7|\n", + "|**FLORIDA**|-8|-3|+5|29|\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", + "|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", + "|Ohio|-13|-6|+7|18|\n", + "|**TEXAS**|-13|+4|+17|38|\n", + "|Michigan|-14|-15|-1|16|\n", "|Minnesota|-14|-16|-2|10|\n", - "|**TEXAS**|-14|+3|+17|38|\n", - "|Wisconsin|-14|-13|+1|10|\n", - "|**ALASKA**|-15|+0|+15|3|\n", - "|**ARIZONA**|-15|-6|+9|11|\n", - "|Idaho|-15|+20|+35|4|\n", - "|**INDIANA**|-15|+3|+18|11|\n", - "|**MONTANA**|-15|+3|+18|3|\n", - "|Arkansas|-16|+8|+24|6|\n", - "|Iowa|-18|-12|+6|6|\n", - "|Washington|-18|-30|-12|12|\n", - "|District of Columbia|-19|-62|-43|3|\n", - "|New Hampshire|-21|-19|+2|4|\n", - "|**KANSAS**|-22|+1|+23|6|\n", - "|**NEBRASKA**|-22|+2|+24|5|\n", - "|Oklahoma|-25|+9|+34|7|\n", - "|**SOUTH DAKOTA**|-25|+6|+31|3|\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", - "|**UTAH**|-29|+2|+31|6|\n", - "|**NORTH DAKOTA**|-32|+1|+33|3|" + "|**NORTH DAKOTA**|-27|+6|+33|3|\n", + "|**SOUTH DAKOTA**|-27|+4|+31|3|\n", + "|**UTAH**|-29|+2|+31|6|" ], "text/plain": [ ""