{ "cells": [ { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "ename": "ImportError", "evalue": "cannot import name 'model_selection'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m from sklearn import (\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mlinear_model\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mneural_network\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpipeline\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mmodel_selection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtree\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m )\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mImportError\u001b[0m: cannot import name 'model_selection'" ] } ], "source": [ "from sklearn import (\n", " linear_model, metrics, neural_network, pipeline,\n", " model_selection, tree\n", ")\n", "\n", "from sklearn.ensemble import RandomForestRegressor\n", "\n", "from sklearn.model_selection import cross_val_score\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied (use --upgrade to upgrade): seaborn in /Users/pollywells/anaconda/lib/python3.5/site-packages\n", "Requirement already satisfied (use --upgrade to upgrade): numpy>=1.9.3 in /Users/pollywells/anaconda/lib/python3.5/site-packages (from seaborn)\n", "Requirement already satisfied (use --upgrade to upgrade): scipy>=0.14.0 in /Users/pollywells/anaconda/lib/python3.5/site-packages (from seaborn)\n", "Requirement already satisfied (use --upgrade to upgrade): matplotlib>=1.4.3 in /Users/pollywells/anaconda/lib/python3.5/site-packages (from seaborn)\n", "Requirement already satisfied (use --upgrade to upgrade): pandas>=0.15.2 in /Users/pollywells/anaconda/lib/python3.5/site-packages (from seaborn)\n", "Requirement already satisfied (use --upgrade to upgrade): python-dateutil in /Users/pollywells/anaconda/lib/python3.5/site-packages (from matplotlib>=1.4.3->seaborn)\n", "Requirement already satisfied (use --upgrade to upgrade): pytz in /Users/pollywells/anaconda/lib/python3.5/site-packages (from matplotlib>=1.4.3->seaborn)\n", "Requirement already satisfied (use --upgrade to upgrade): cycler in /Users/pollywells/anaconda/lib/python3.5/site-packages (from matplotlib>=1.4.3->seaborn)\n", "Requirement already satisfied (use --upgrade to upgrade): pyparsing!=2.0.4,>=1.5.6 in /Users/pollywells/anaconda/lib/python3.5/site-packages (from matplotlib>=1.4.3->seaborn)\n", "Requirement already satisfied (use --upgrade to upgrade): six>=1.5 in /Users/pollywells/anaconda/lib/python3.5/site-packages (from python-dateutil->matplotlib>=1.4.3->seaborn)\n", "\u001b[33mYou are using pip version 8.1.1, however version 19.0.3 is available.\n", "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n", "Requirement already satisfied (use --upgrade to upgrade): sklearn in /Users/pollywells/anaconda/lib/python3.5/site-packages\n", "Requirement already satisfied (use --upgrade to upgrade): scikit-learn in /Users/pollywells/anaconda/lib/python3.5/site-packages (from sklearn)\n", "\u001b[33mYou are using pip version 8.1.1, however version 19.0.3 is available.\n", "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n" ] } ], "source": [ "!pip install seaborn \n", "!pip install sklearn \n", "#!pip install seaborn \n", "\n", "#!pip install sklearn.ensemble\n", "#!pip install sklearn.model_selection\n", "\n", "#sns.set()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameCircuitIDAppointing PresidentYear of DepartureYear of BirthYear of DeathPresident when DepartedReason for DepartingJudge Party...Previous Position - ccounPrevious Position - ccomPrevious Position - adaPrevious Position - daPrevious Position - lotherPrevious Position - lotherlPrevious Position - lawprofPrevious Position - privateIdeology Score_xIdeology Score_y
0Abruzzo, Matthew J.22F. Roosevelt19661889.01971.0L.B. JohnsonRetiredDemocrat...00000001NaNNaN
1Acheson, Marcus Wilson34Hayes18911828.01906.0B. HarrisonElevatedRepublican...00000001NaNNaN
2Acker, William Marsh, Jr.1110Reagan19961927.09999.0ClintonRetiredRepublican...000000010.4070.407
3Ackerman, Harold Arnold315Carter19941928.09999.0ClintonRetiredDemocrat...00000001-0.306-0.306
4Ackerman, James Waldo720Ford19841926.01984.0ReaganDiedRepublican...000011010.0610.061
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5 rows × 71 columns

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" ], "text/plain": [ " Name Circuit ID Appointing President \\\n", "0 Abruzzo, Matthew J. 2 2 F. Roosevelt \n", "1 Acheson, Marcus Wilson 3 4 Hayes \n", "2 Acker, William Marsh, Jr. 11 10 Reagan \n", "3 Ackerman, Harold Arnold 3 15 Carter \n", "4 Ackerman, James Waldo 7 20 Ford \n", "\n", " Year of Departure Year of Birth Year of Death President when Departed \\\n", "0 1966 1889.0 1971.0 L.B. Johnson \n", "1 1891 1828.0 1906.0 B. Harrison \n", "2 1996 1927.0 9999.0 Clinton \n", "3 1994 1928.0 9999.0 Clinton \n", "4 1984 1926.0 1984.0 Reagan \n", "\n", " Reason for Departing Judge Party ... Previous Position - ccoun \\\n", "0 Retired Democrat ... 0 \n", "1 Elevated Republican ... 0 \n", "2 Retired Republican ... 0 \n", "3 Retired Democrat ... 0 \n", "4 Died Republican ... 0 \n", "\n", " Previous Position - ccom Previous Position - ada Previous Position - da \\\n", "0 0 0 0 \n", "1 0 0 0 \n", "2 0 0 0 \n", "3 0 0 0 \n", "4 0 0 0 \n", "\n", " Previous Position - lother Previous Position - lotherl \\\n", "0 0 0 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 1 1 \n", "\n", " Previous Position - lawprof Previous Position - private Ideology Score_x \\\n", "0 0 1 NaN \n", "1 0 1 NaN \n", "2 0 1 0.407 \n", "3 0 1 -0.306 \n", "4 0 1 0.061 \n", "\n", " Ideology Score_y \n", "0 NaN \n", "1 NaN \n", "2 0.407 \n", "3 -0.306 \n", "4 0.061 \n", "\n", "[5 rows x 71 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "judges = pd.read_csv(\"Judge Attribute and Ideology.csv\")\n", "#judges.head()\n", "\n", "print(mean(judges[\"Previous Position - private\"]))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "['Name',\n", " 'Circuit',\n", " 'ID',\n", " 'Appointing President',\n", " 'Year of Departure',\n", " 'Year of Birth',\n", " 'Year of Death',\n", " 'President when Departed',\n", " 'Reason for Departing',\n", " 'Judge Party',\n", " 'District',\n", " 'State',\n", " 'City',\n", " 'Gender',\n", " 'Race',\n", " 'Year of Appointment',\n", " 'Cross Appointment',\n", " 'Recess Appointment',\n", " 'Assets',\n", " 'ABA Rating',\n", " 'Congress',\n", " 'Unity',\n", " 'House Democrats',\n", " 'House Republicans',\n", " 'Senate Democrats',\n", " 'Senate Republicans',\n", " 'House Independents',\n", " 'Senate Independents',\n", " 'Net Worth',\n", " 'Previous Position - ssc',\n", " 'Previous Position - slc',\n", " 'Previous Position - locct',\n", " 'Previous Position - sjdget',\n", " 'Previous Position - ausa',\n", " 'Previous Position - usa',\n", " 'Previous Position - sgo',\n", " 'Previous Position - sg',\n", " 'Previous Position - ago',\n", " 'Previous Position - ag',\n", " 'Previous Position - cc',\n", " 'Previous Position - sp',\n", " 'Previous Position - mag',\n", " 'Previous Position - bank',\n", " 'Previous Position - terr',\n", " 'Previous Position - cab',\n", " 'Previous Position - asatty',\n", " 'Previous Position - satty',\n", " 'Previous Position - cabdept',\n", " 'Previous Position - scab',\n", " 'Previous Position - scabdpt',\n", " 'Previous Position - aag',\n", " 'Previous Position - indreg1',\n", " 'Previous Position - reg1',\n", " 'Previous Position - reg2',\n", " 'Previous Position - reg3',\n", " 'Previous Position - house',\n", " 'Previous Position - senate',\n", " 'Previous Position - gov',\n", " 'Previous Position - ssenate',\n", " 'Previous Position - shouse',\n", " 'Previous Position - mayor',\n", " 'Previous Position - ccoun',\n", " 'Previous Position - ccom',\n", " 'Previous Position - ada',\n", " 'Previous Position - da',\n", " 'Previous Position - lother',\n", " 'Previous Position - lotherl',\n", " 'Previous Position - lawprof',\n", " 'Previous Position - private',\n", " 'Ideology Score_x',\n", " 'Ideology Score_y']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(judges)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 1904.000000\n", "mean 0.277145\n", "std 0.150386\n", "min 0.000000\n", "25% 0.166000\n", "50% 0.284000\n", "75% 0.378000\n", "max 0.680000\n", "Name: abs_ideo, dtype: float64" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "judges[\"abs_ideo\"].describe()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "judges[\"abs_ideo\"] = abs(judges[\"Ideology Score_x\"])\n" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "abs_ideo_year = judges.groupby(\"Year of Appointment\")[\"abs_ideo\"].mean()\n", "abs_ideo_year = abs_ideo_year.to_frame()\n", "\n", "abs_ideo_year.reset_index(inplace = True)\n", "\n", "ideo_year = judges.groupby([\"Year of Appointment\",\"Judge Party\"])[\"Ideology Score_x\"].mean()\n", "ideo_year = ideo_year.to_frame()\n", "\n", "ideo_year.reset_index(inplace = True)\n", "\n", "ideo_age = judges.groupby([\"Year of Birth\",\"Judge Party\"])[[\"Ideology Score_x\",\"abs_ideo\"]].mean()\n", "#ideo_age = ideo_age.to_frame()\n", "\n", "ideo_age.reset_index(inplace = True)\n" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Year of BirthJudge PartyIdeology Score_xabs_ideo
4191961.0Republican0.3917500.391750
4201962.0Republican0.3333330.333333
4211964.0Republican0.4860000.486000
4221965.0Republican0.1410000.141000
4231966.0Republican0.1820000.182000
\n", "
" ], "text/plain": [ " Year of Birth Judge Party Ideology Score_x abs_ideo\n", "419 1961.0 Republican 0.391750 0.391750\n", "420 1962.0 Republican 0.333333 0.333333\n", "421 1964.0 Republican 0.486000 0.486000\n", "422 1965.0 Republican 0.141000 0.141000\n", "423 1966.0 Republican 0.182000 0.182000" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ideo_age.tail()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "#initial_year = 1950\n", "#recent_years = abs_ideo_year[\"Year of Appointment\"] > initial_year\n", "#abs_ideo_year = abs_ideo_year[recent_years]\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kgTqXqkb5xlK+S7msaOnrPFCOXh63GZYS7vn/I2QF/f6SRjQ4GAvrLFjQExFR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\nfyqYWQQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use(\"fivethirtyeight\")\n", "\n", "fig, ax = plt.subplots(figsize=(11,8.5))\n", "\n", "recent_years = abs_ideo_year[\"Year of Appointment\"] > 1950\n", "\n", "ax.plot(abs_ideo_year[recent_years][\"Year of Appointment\"],\n", " abs_ideo_year[recent_years][\"abs_ideo\"],\"-o\")\n", "\n", "ax.set_title(\"Absolute Ideology\",fontsize=22)\n", "#fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VLD0cIqIXysOHDxEcHIzY2Fjs378fQUFB1h6STbh06RL8/f0lJUu1Wi2mT5+OKVOmwNPT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1AAAg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\n/bohbOvXDbCKqgytiMhHSNwTeYV1kFUToIfh+t3NcP3xbjDOh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use(\"fivethirtyeight\")\n", "\n", "fig, ax = plt.subplots(figsize=(11,8.5))\n", "\n", "#recent_years = abs_ideo_year[\"Year of Appointment\"] > 1950\n", "\n", "\n", "ax.plot(ideo_year[(ideo_year[\"Year of Appointment\"] > 1950) & \n", " (ideo_year[\"Judge Party\"] == \"Democrat\")][\"Year of Appointment\"],\n", " ideo_year[(ideo_year[\"Year of Appointment\"] > 1950) & \n", " (ideo_year[\"Judge Party\"] == \"Democrat\")][\"Ideology Score_x\"],\"-o\",label=\"Democrat\")\n", "\n", "\n", "\n", "\n", "ax.plot(ideo_year[(ideo_year[\"Year of Appointment\"] > 1950) & \n", " (ideo_year[\"Judge Party\"] == \"Republican\")][\"Year of Appointment\"],\n", " ideo_year[(ideo_year[\"Year of Appointment\"] > 1950) & \n", " (ideo_year[\"Judge Party\"] == \"Republican\")][\"Ideology Score_x\"],\"-o\",label=\"Republican\")\n", "\n", "ax.legend()\n", "ax.set_title(\"Party Ideology\",fontsize=22)\n", "#fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": true }, "outputs": [], "source": [ "abs_ideo_gender_year = judges.groupby([\"Year of Appointment\",\"Gender\"])[\"abs_ideo\"].mean()\n", "abs_ideo_gender_year = abs_ideo_gender_year.to_frame()\n", "\n", "abs_ideo_gender_year.reset_index(inplace = True)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Year of AppointmentGenderabs_ideo
2342002Male0.344500
2352003Female0.401000
2362003Male0.359217
2372004Female0.371444
2382004Male0.331286
\n", "
" ], "text/plain": [ " Year of Appointment Gender abs_ideo\n", "234 2002 Male 0.344500\n", "235 2003 Female 0.401000\n", "236 2003 Male 0.359217\n", "237 2004 Female 0.371444\n", "238 2004 Male 0.331286" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "abs_ideo_gender_year.tail()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lyzB16lRMnjw51/fJKa1Wm6Pz0tML3n//fYMjtxlZajXM9D726NHDYInDjPT3m7sGf06u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\nMnCoK35WATblZjAZ9H4yTDwyjME7NB4Zqqz7kMiyb7qwAmnaCdRUY76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jsjUPw3rxrRDM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\nhDmfsd38uceXMPudW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RiD1HMwcpESAqXt5PT3lyGTQYrXBti4yszPrKy9ehXkPzyo6bUY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use(\"fivethirtyeight\")\n", "\n", "fig, ax = plt.subplots(figsize=(11,8.5))\n", "\n", "initial_year = 1950\n", "#recent_years = abs_ideo_year[\"Year of Appointment\"] > 1950\n", "\n", "ax.plot(abs_ideo_gender_year[(abs_ideo_gender_year[\"Year of Appointment\"] > initial_year) &\n", " (abs_ideo_gender_year[\"Gender\"] == \"Male\")][\"Year of Appointment\"],\n", " abs_ideo_gender_year[(abs_ideo_gender_year[\"Year of Appointment\"] > initial_year) &\n", " (abs_ideo_gender_year[\"Gender\"] == \"Male\")][\"abs_ideo\"],\"-o\",label=\"Male\")\n", "\n", "\n", "ax.plot(abs_ideo_gender_year[(abs_ideo_gender_year[\"Year of Appointment\"] > initial_year) &\n", " (abs_ideo_gender_year[\"Gender\"] == \"Female\")][\"Year of Appointment\"],\n", " abs_ideo_gender_year[(abs_ideo_gender_year[\"Year of Appointment\"] > initial_year) &\n", " (abs_ideo_gender_year[\"Gender\"] == \"Female\")][\"abs_ideo\"],\"-o\",label=\"Female\")\n", "\n", "ax.legend()\n", "ax.set_title(\"Absolute Ideology by Gender\",fontsize=22)\n", "#fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oihgzZgwyMjLwww8/oGvXrjh69Cief/55AMCgQYNw5coVvP/++6hWrRrS09Nx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IiIyAWYuBMRERERuQATdyIiIiIiF2DiTkRERETkAkzciYiIiIhcgIk7EREREZELMHEnIiIiInIB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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use(\"fivethirtyeight\")\n", "\n", "fig, ax = plt.subplots(figsize=(11,8.5))\n", "\n", "#initial_year = 1950\n", "#recent_years = abs_ideo_year[\"Year of Appointment\"] > 1950\n", "\n", "judges[\"Log Net Worth\"] = np.log(judges[\"Net Worth\"])\n", "\n", "ax.scatter(judges[(judges[\"Year of Appointment\"] > initial_year)][\"Log Net Worth\"],\n", " judges[(judges[\"Year of Appointment\"] > initial_year)][\"abs_ideo\"])\n", "\n", "\n", "\n", "\n", "#ax.plot(abs_ideo_gender_year[(abs_ideo_gender_year[\"Year of Appointment\"] > initial_year) &\n", "# (abs_ideo_gender_year[\"Gender\"] == \"Female\")][\"Year of Appointment\"],\n", "# abs_ideo_gender_year[(abs_ideo_gender_year[\"Year of Appointment\"] > initial_year) &\n", "# (abs_ideo_gender_year[\"Gender\"] == \"Female\")][\"abs_ideo\"],\"-o\",label=\"Female\")\n", "\n", "ax.legend()\n", "ax.set_title(\"Absolute Ideology and Net Worth\",fontsize=22)\n", "#fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YDIYRak4BXXbZZfT19XHrrbfS2dnJhg0buO+++1ixYgUAnZ2dHDhwoMpSGgwn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\nqaApbFNaqfl3fZhGCywbDAPCNgwwwdbRduzYvqMPa0JkGeAxDSytsG2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "\n", "sns.lmplot(\n", " data=judges, x=\"Log Net Worth\", y=\"abs_ideo\", height=6,\n", " scatter_kws=dict(s=20, alpha=0.5)\n", " )\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Zrrsar7oqiGkoTENRXWVlLY9dT2XN9tqEgY/sgAShn+ipA0GsQFy7y47aUma2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(\n", " data=judges, x=\"Log Net Worth\", y=\"Ideology Score_x\", height=6,\n", " scatter_kws=dict(s=20, alpha=0.5)\n", " )\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 1 }