Some Model Estimates

Analysis-Code-Complete.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "# Analysis and Results\n",
    "\n",
    "This notebook contains the data and code required to create the nessessary measures, estimate models, create (almost) publication ready tables, and produce the main effects figures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "// load the data\n",
    "use Final_Data_May6th.dta"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "## Estimate Models\n",
    "\n",
    "Our three dependent variables are `origin bioweapon` and `personalsteps`. Our variable `origin` is a measure of origin beliefs constructed using three measures of respondents' beliefs about whether or not the virus was a natural occurance that was transmitted from animals to humans. Our variable `personal steps` is a scaled measure capturing the extent to which the respondent supports, or finds nessessary, the following of three personal (pro-social) actions. Finally, the `bioweapon` variable is a measure of whether or not the respondent believes the virus occurs naturally in animals versus the virus being engineered as a bioweapon in a labaratory."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "### A Nicer Version for Web Viewing\n",
    "\n",
    "First, we use a loop to create all of the tables in a single batch. Then, we make them one at a time to make viewing them a little easier. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "#### A Batch of Tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "<table border=\"0\" width=\"60%\">\n",
       "<caption>Bioweapon Created by Chinese Government - Main Effects</caption>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>                    </td><td align=\"l\"> Coefficient   </td><td align=\"l\">     p-value</td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Natural Origin      </td><td align=\"l\">       -0.23   </td><td align=\"l\">       0.132</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.15)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Chinese Conspiracy  </td><td align=\"l\">        0.38** </td><td align=\"l\">       0.015</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.15)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Competitive Frame   </td><td align=\"l\">        0.16   </td><td align=\"l\">       0.294</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.15)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Constant (Control)  </td><td align=\"l\">        3.40***</td><td align=\"l\">       0.000</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.11)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Observations        </td><td align=\"l\">        1071   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>AIC</i>          </td><td align=\"l\">      4291.3   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>BIC</i>          </td><td align=\"l\">      4311.3   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td colspan=3>\n",
       "Note: Cell entries are OLS coefficients. Standard errors are in parentheses. Two-tailed p-values are reported.\n",
       "<br />* p<.10, ** p<.05, *** p<.01\n",
       "</td></tr>\n",
       "</table>\n",
       "\n",
       "<table border=\"0\" width=\"60%\">\n",
       "<caption>Origin Belief Scale - Main Effects</caption>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>                    </td><td align=\"l\"> Coefficient   </td><td align=\"l\">     p-value</td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Natural Origin      </td><td align=\"l\">       -0.36***</td><td align=\"l\">       0.007</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.13)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Chinese Conspiracy  </td><td align=\"l\">        0.40***</td><td align=\"l\">       0.003</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.14)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Competitive Frame   </td><td align=\"l\">        0.26*  </td><td align=\"l\">       0.053</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.14)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Constant (Control)  </td><td align=\"l\">        0.79***</td><td align=\"l\">       0.000</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.10)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Observations        </td><td align=\"l\">        1071   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>AIC</i>          </td><td align=\"l\">      3999.9   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>BIC</i>          </td><td align=\"l\">      4019.8   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td colspan=3>\n",
       "Note: Cell entries are OLS coefficients. Standard errors are in parentheses. Two-tailed p-values are reported.\n",
       "<br />* p<.10, ** p<.05, *** p<.01\n",
       "</td></tr>\n",
       "</table>\n",
       "\n",
       "<table border=\"0\" width=\"60%\">\n",
       "<caption>Personal Steps Scale - Main Effects</caption>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>                    </td><td align=\"l\"> Coefficient   </td><td align=\"l\">     p-value</td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Natural Origin      </td><td align=\"l\">       -0.16   </td><td align=\"l\">       0.121</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.10)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Chinese Conspiracy  </td><td align=\"l\">       -0.26** </td><td align=\"l\">       0.011</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.10)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Competitive Frame   </td><td align=\"l\">       -0.21** </td><td align=\"l\">       0.041</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.10)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Constant (Control)  </td><td align=\"l\">        6.10***</td><td align=\"l\">       0.000</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.07)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Observations        </td><td align=\"l\">        1071   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>AIC</i>          </td><td align=\"l\">      3408.8   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>BIC</i>          </td><td align=\"l\">      3428.7   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td colspan=3>\n",
       "Note: Cell entries are OLS coefficients. Standard errors are in parentheses. Two-tailed p-values are reported.\n",
       "<br />* p<.10, ** p<.05, *** p<.01\n",
       "</td></tr>\n",
       "</table>\n",
       "\n"
      ],
      "text/plain": [
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%html\n",
    "foreach var in bioweapon origin personalsteps{\n",
    "\n",
    "    qui reg `var' i.condition \n",
    "    eststo `var'\n",
    "\n",
    "    esttab `var'   ,  ///\n",
    "        cells((b(f(2) l(Coef.) star) p(f(3) l(p-value))) se(f(2) l(Std Err) par)) ///\n",
    "        label ///\n",
    "        nobaselevels ///\n",
    "        coeflabel(_cons \"Constant (Control)\") ///\n",
    "        nomtitle ///\n",
    "        nonum ///\n",
    "        collabels(\"Coefficient\" \"p-value\") ///\n",
    "        legend ///\n",
    "        starlevel(* .10 ** .05 *** .01) ///\n",
    "        title(\"`: var label `var''\" - Main Effects) ///\n",
    "        note(Note: Cell entries are OLS coefficients. Standard errors ///\n",
    "        are in parentheses. Two-tailed p-values are reported.) ///\n",
    "        aic bic html alignment(l) width(60%)\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "#### Origin Beliefs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "<table border=\"0\" width=\"60%\">\n",
       "<caption>Origin Belief Scale - Main Effects</caption>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>                    </td><td align=\"l\"> Coefficient   </td><td align=\"l\">     p-value</td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Natural Origin      </td><td align=\"l\">       -0.36***</td><td align=\"l\">       0.007</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.13)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Chinese Conspiracy  </td><td align=\"l\">        0.40***</td><td align=\"l\">       0.003</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.14)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Competitive Frame   </td><td align=\"l\">        0.26*  </td><td align=\"l\">       0.053</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.14)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Constant (Control)  </td><td align=\"l\">        0.79***</td><td align=\"l\">       0.000</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.10)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Observations        </td><td align=\"l\">        1071   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>AIC</i>          </td><td align=\"l\">      3999.9   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>BIC</i>          </td><td align=\"l\">      4019.8   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td colspan=3>\n",
       "Note: Cell entries are OLS coefficients. Standard errors are in parentheses. Two-tailed p-values are reported.\n",
       "<br />* p<.10, ** p<.05, *** p<.01\n",
       "</td></tr>\n",
       "</table>\n",
       "\n"
      ],
      "text/plain": [
       "This front-end or document format cannot display HTML"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%html\n",
    "foreach var in origin{\n",
    "\n",
    "    qui reg `var' i.condition \n",
    "    eststo `var'\n",
    "\n",
    "    esttab `var'   ,  ///\n",
    "        cells((b(f(2) l(Coef.) star) p(f(3) l(p-value))) se(f(2) l(Std Err) par)) ///\n",
    "        label ///\n",
    "        nobaselevels ///\n",
    "        coeflabel(_cons \"Constant (Control)\") ///\n",
    "        nomtitle ///\n",
    "        nonum ///\n",
    "        collabels(\"Coefficient\" \"p-value\") ///\n",
    "        legend ///\n",
    "        starlevel(* .10 ** .05 *** .01) ///\n",
    "        title(\"`: var label `var''\" - Main Effects) ///\n",
    "        note(Note: Cell entries are OLS coefficients. Standard errors ///\n",
    "        are in parentheses. Two-tailed p-values are reported.) ///\n",
    "        aic bic html alignment(l) width(60%)\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "#### Bioweapon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "<table border=\"0\" width=\"60%\">\n",
       "<caption>Bioweapon Created by Chinese Government - Main Effects</caption>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>                    </td><td align=\"l\"> Coefficient   </td><td align=\"l\">     p-value</td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Natural Origin      </td><td align=\"l\">       -0.23   </td><td align=\"l\">       0.132</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.15)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Chinese Conspiracy  </td><td align=\"l\">        0.38** </td><td align=\"l\">       0.015</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.15)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Competitive Frame   </td><td align=\"l\">        0.16   </td><td align=\"l\">       0.294</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.15)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Constant (Control)  </td><td align=\"l\">        3.40***</td><td align=\"l\">       0.000</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.11)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Observations        </td><td align=\"l\">        1071   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>AIC</i>          </td><td align=\"l\">      4291.3   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>BIC</i>          </td><td align=\"l\">      4311.3   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td colspan=3>\n",
       "Note: Cell entries are OLS coefficients. Standard errors are in parentheses. Two-tailed p-values are reported.\n",
       "<br />* p<.10, ** p<.05, *** p<.01\n",
       "</td></tr>\n",
       "</table>\n",
       "\n"
      ],
      "text/plain": [
       "This front-end or document format cannot display HTML"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%html\n",
    "foreach var in bioweapon{\n",
    "\n",
    "    qui reg `var' i.condition \n",
    "    eststo `var'\n",
    "\n",
    "    esttab `var'   ,  ///\n",
    "        cells((b(f(2) l(Coef.) star) p(f(3) l(p-value))) se(f(2) l(Std Err) par)) ///\n",
    "        label ///\n",
    "        nobaselevels ///\n",
    "        coeflabel(_cons \"Constant (Control)\") ///\n",
    "        nomtitle ///\n",
    "        nonum ///\n",
    "        collabels(\"Coefficient\" \"p-value\") ///\n",
    "        legend ///\n",
    "        starlevel(* .10 ** .05 *** .01) ///\n",
    "        title(\"`: var label `var''\" - Main Effects) ///\n",
    "        note(Note: Cell entries are OLS coefficients. Standard errors ///\n",
    "        are in parentheses. Two-tailed p-values are reported.) ///\n",
    "        aic bic html alignment(l) width(60%)\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "#### Pro-Social Action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "<table border=\"0\" width=\"60%\">\n",
       "<caption>Pro-Social Actions - Main Effects</caption>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>                    </td><td align=\"l\"> Coefficient   </td><td align=\"l\">     p-value</td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Natural Origin      </td><td align=\"l\">       -0.16   </td><td align=\"l\">       0.121</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.10)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Chinese Conspiracy  </td><td align=\"l\">       -0.26** </td><td align=\"l\">       0.011</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.10)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Competitive Frame   </td><td align=\"l\">       -0.21** </td><td align=\"l\">       0.041</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.10)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td>Constant (Control)  </td><td align=\"l\">        6.10***</td><td align=\"l\">       0.000</td></tr>\n",
       "<tr><td>                    </td><td align=\"l\">      (0.07)   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td>Observations        </td><td align=\"l\">        1071   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>AIC</i>          </td><td align=\"l\">      3408.8   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td><i>BIC</i>          </td><td align=\"l\">      3428.7   </td><td align=\"l\">            </td></tr>\n",
       "<tr><td colspan=3><hr></td></tr>\n",
       "<tr><td colspan=3>\n",
       "Note: Cell entries are OLS coefficients. Standard errors are in parentheses. Two-tailed p-values are reported.\n",
       "<br />* p<.10, ** p<.05, *** p<.01\n",
       "</td></tr>\n",
       "</table>\n",
       "\n"
      ],
      "text/plain": [
       "This front-end or document format cannot display HTML"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%html\n",
    "foreach var in personalsteps{\n",
    "\n",
    "    qui reg `var' i.condition \n",
    "    eststo `var'\n",
    "\n",
    "    esttab `var'   ,  ///\n",
    "        cells((b(f(2) l(Coef.) star) p(f(3) l(p-value))) se(f(2) l(Std Err) par)) ///\n",
    "        label ///\n",
    "        nobaselevels ///\n",
    "        coeflabel(_cons \"Constant (Control)\") ///\n",
    "        nomtitle ///\n",
    "        nonum ///\n",
    "        collabels(\"Coefficient\" \"p-value\") ///\n",
    "        legend ///\n",
    "        starlevel(* .10 ** .05 *** .01) ///\n",
    "        title(Pro-Social Actions - Main Effects) ///\n",
    "        note(Note: Cell entries are OLS coefficients. Standard errors ///\n",
    "        are in parentheses. Two-tailed p-values are reported.) ///\n",
    "        aic bic html alignment(l) width(60%)\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "### A Word Document for Tables\n",
    "\n",
    "Running the code below will create a new RTF document that can be opened directly with Word.\n",
    "\n",
    "```stata\n",
    "foreach var in bioweapon origin personalsteps{\n",
    "\n",
    "    qui reg `var' i.condition \n",
    "    eststo `var'\n",
    "\n",
    "    esttab `var' using A_File_Name.rtf  , append  ///\n",
    "    cells((b(f(2) l(Coef.) star) p(f(3) l(p-value))) se(f(2) l(Std Err) par)) ///\n",
    "    label ///\n",
    "    nobaselevels ///\n",
    "    coeflabel(_cons \"Constant (Control)\") ///\n",
    "    nomtitle ///\n",
    "    nonum ///\n",
    "    collabels(\"Coefficient\" \"p-value\") ///\n",
    "    legend ///\n",
    "    modelwidth(12) ///\n",
    "    starlevel(* .10 ** .05 *** .01) ///\n",
    "    title(\"`: var label `var''\" - Main Effects) ///\n",
    "    note(Note: Cell entries are OLS coefficients. Standard errors ///\n",
    "    are in parentheses. Two-tailed p-values are reported.) ///\n",
    "    aic bic \n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [],
   "source": [
    "mkdir tablesandfigures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "(note: file tablesandfigures\\A_File_Name.rtf not found)\n",
      "(output written to tablesandfigures\\A_File_Name.rtf)\n",
      "(output written to tablesandfigures\\A_File_Name.rtf)\n",
      "(output written to tablesandfigures\\A_File_Name.rtf)\n"
     ]
    }
   ],
   "source": [
    "foreach var in bioweapon origin personalsteps{\n",
    "\n",
    "    qui reg `var' i.condition \n",
    "    eststo `var'\n",
    "\n",
    "    esttab `var' using \"tablesandfigures\\A_File_Name.rtf\"  , append  ///\n",
    "    cells((b(f(2) l(Coef.) star) p(f(3) l(p-value))) se(f(2) l(Std Err) par)) ///\n",
    "    label ///\n",
    "    nobaselevels ///\n",
    "    coeflabel(_cons \"Constant (Control)\") ///\n",
    "    nomtitle ///\n",
    "    nonum ///\n",
    "    collabels(\"Coefficient\" \"p-value\") ///\n",
    "    legend ///\n",
    "    modelwidth(12) ///\n",
    "    starlevel(* .10 ** .05 *** .01) ///\n",
    "    title(\"`: var label `var''\" - Main Effects) ///\n",
    "    note(Note: Cell entries are OLS coefficients. Standard errors ///\n",
    "    are in parentheses. Two-tailed p-values are reported.) ///\n",
    "    aic bic \n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "Collapsed": "false"
   },
   "source": [
    "## Plotting Coefficients\n",
    "\n",
    "The code below creates a figure plotting the coefficient estimates for the main effects models. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "Collapsed": "false"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "D:\\Justin\\Research\\Other Projects\\CoronavirusMTurk\\New_US_Sample_New_Treatments\\\n",
      "> May6th2020\\Analysis and Data May 6th 2020\\Notebook\\tablesandfigures\n",
      "\n",
      "(file Main_Effects.gph saved)\n"
     ]
    },
    {
     "data": {
      "application/pdf": 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      "\n",
      "\n",
      "(file Main_Effects.svg written in SVG format)\n",
      "\n",
      "(file Main_Effects.pdf written in PDF format)\n",
      "\n",
      "(file Main_Effects.png written in PNG format)\n"
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   "source": [
    "cd tablesandfigures\n",
    "\n",
    "coefplot origin , bylabel(Origin Beliefs) || ///\n",
    "bioweapon , bylabel(Bioweapon) || ///\n",
    "personalsteps , bylabel(Pro-Social Behavior) || ///\n",
    ", drop(_cons) ///\n",
    "byopts(xrescale col(3)) ///\n",
    "mlabel(\"{it:b} = \" + string(@b, \"%9.2f\") + \", {it:p} = \" + string(@pval,\"%9.2f\")) mlabpos(12) mlabgap(*4) ///\n",
    "ciopts(recast(rcap) msize(large) lwidth(0.4)) ///\n",
    "xline(0) scheme(plotplain) ///\n",
    "saving(Main_Effects.gph)\n",
    "graph export Main_Effects.svg , width(10000) \n",
    "graph export Main_Effects.pdf \n",
    "graph export Main_Effects.png , width(10000)"
   ]
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   "source": [
    "#### A List of Things to Complete\n",
    "\n",
    "1. Alpha code and test for scaled variables\n",
    "2. Full code to estimate models for entire set of dependent variables.\n",
    "3. Make additional figure formats to display results.\n",
    "4. Add to Appendix file."
   ]
  }
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