diff --git a/statascheme/README.md b/statascheme/README.md
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+# Stata Du Bois Scheme
+
+You can install the **dubois** Stata scheme on any machinge using the **ssc install dubois** command. After installation, get tips and help documentation using the **help dubois** command. The **scheme-dubois.scheme** file automates some parts of graphing in Stata to use the same style as the 1900 data portraits of Black America by W.E.B. Du Bois and his collaborators (Battle-Baptiste & 
+Russert 2018; Stark 2019). These style elements include:
+* aspect ratio of 0.78 (portrait) or 1.27 (landscape) consistent with the large format 22x28 inch portrait oriented posters of the Du Bois 1900 Paris exposition.
+* The use of bold solid colors is a characteristic of the DuBois style. Here are the colors in the Du Bois palette: black, brown, tan, gold, pink, crimson, green, blue, often employing the Pan-African combination of red (crimson), yellow (gold) , green, and black.
+* linen color background "250 240 230"
+* grey gridlines for two dimensional line and area plots
+
+To use the Du Bois scheme, you need to add the **scheme-dubois.scheme** file to your “ado” directory files in Stata. On a Mac, the file path for the scheme (“s”) folder where you should add the **scheme-dubois.scheme** file is /Applications/Stata/ado/base/s/. Eventually, we hope to publish the scheme in the Statistical Software Components (SSC) archive so that the scheme can be installed using the ssc install command.
+
+Once you’ve added the **scheme-dubois.scheme** file to your folder, you can use the scheme within Stata in one of two ways:
+* **set scheme dubois** sets the Du Bois scheme as your scheme for your entire Stata session.
+* adding the specification **scheme(dubois)** to any graph command will render the graph using the Du Bois scheme
+
+Many elements of the Du Bois style cannot be automated with a Stata scheme file. For example, graph fonts cannot be controlled via a Stata scheme. To illustrate how to implement other elements of Du Bois style, this repository includes use cases for recreating original Du Bois data portraits and for creating visualizations of contemporary social data and relations in the Du Boisian style. The use cases are provided as Jupyter Notebooks containing both Stata code and graphs. For those who do not use Jupyter Notebooks, Notebooks can easily be viewed by copying and pasting the GitHub url for any Jupityr Notebook into the NBviewer: https://nbviewer.jupyter.org. The three initial use cases with notebooks are:
+* Du Bois' original Plate 10 "Conjugal Condition" by race and age poster **duboischallenge2.ipnyb**, viewable below. 
+* For-profit college enrollment by race **duboisforprofitenrollments.ipynb**, viewable at: https://nbviewer.jupyter.org/github/charlieeatonphd/dubois-data-portraits/blob/master/statascheme/duboisforprofitenrollments.ipynb
+* Student debt and the hidden racial wealth gap **studentdebthiddenracialwealthgap.ipynb**, viewable at: https://nbviewer.jupyter.org/github/charlieeatonphd/dubois-data-portraits/blob/master/statascheme/studentdebthiddenracialwealthgap.ipynb
+
+The **duboischallenge2.ipnyb** Notebook recreates Du Bois' Plate 10 "Conjugal Condition" poster (right):
+
+![challenge2](challenge2sidebyside.png)
+
+The **duboisforprofitenrollments.ipynb** Notebook plots for-profit college enrollments by race (left) based on the Du Bois' design of Plate 40's plot of the U.S. population by race from 1790 to 1890:
+
+![forprofitsvsplate40](duboisforprofitsvspopulation19701890.png)
+
+One of the most important style elements that cannot be controlled by a Stata scheme is fonts. Anthony Starks and others have noted that Public Sans closely resembles the original Du Bois font. Adding less common fonts like this to Mac OS Font Book can be challenging for novices. Among the factory installed Mac fonts, Tahoma is closest to that used by Du Bois, especially when key elements like main titles are written with all caps. To set your graphing font to Tahoma in Stata, use the following lines of code which are also found in the Jupyter Notebook use cases:
+* graph set svg fontface Tahoma
+* graph set eps fontface Tahoma
+* graph set ps fontface Tahoma
+
+If you discover ways to improve or expand on the Stata scheme or other Stata graphing specifications, please submit an issue or contact us in the Discussions tab of our repository here: https://github.com/charlieeatonphd/dubois-data-portraits/discussions
+
+Thanks!!!
+
+**Citations**
+* Library of Congress collection "African American Photographs Assembled for 1900 Paris Exposition": https://www.loc.gov/collections/african-american-photographs-1900-paris-exposition/about-this-collection/ 
+* "W.E.B Dubois's Data Portraits Visualizing Black America" (2018) by Whitney Battle-Baptise and Britt Rusert (ISBN-978-1-61689-706-2): https://www.amazon.com/W-Boiss-Data-Portraits-Visualizing/dp/1616897066.
+* “What is Dubois-Style Visualization?” (2019) by Anthony Starks. https://github.com/ajstarks/dubois-data-portraits/blob/master/dubois-style.md
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diff --git a/statascheme/challenge2sidebyside.png b/statascheme/challenge2sidebyside.png
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diff --git a/statascheme/duboischallenge2.ipynb b/statascheme/duboischallenge2.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(5 vars, 6 obs)\n"
+     ]
+    }
+   ],
+   "source": [
+    "insheet using https://raw.githubusercontent.com/ajstarks/dubois-data-portraits/master/challenge/challenge02/data.csv, clear"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(6 real changes made)\n"
+     ]
+    }
+   ],
+   "source": [
+    "replace population=upper(population)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph set svg fontface Tahoma\n",
+    "graph set eps fontface Tahoma\n",
+    "graph set ps fontface Tahoma\n",
+    "set scheme dubois"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "quietly graph hbar single married divorcedandwidowed if age==\"15-40\", over(population,)  stack ///\n",
+    "ylabel(none) ///\n",
+    "blabel(bar, format(%2.1fc) size(small) position(center)) ///\n",
+    "legend(label(1 \"SINGLE\") label(2 \"MARRIED\") label(3 \"DIVORCED AND WIDOWED\") ///\n",
+    "rows(2) order(1 3 2) pos(12)) title(\"AGE\" \"  \"  \"15-40\", position(9) size(medium)) name(g1540,replace)\n",
+    "\n",
+    "quietly graph hbar single married divorcedandwidowed if age==\"40-60\", over(population,)  stack ///\n",
+    "ylabel(none) ///\n",
+    "blabel(bar, format(%2.1fc) size(small) position(center)) ///\n",
+    " title(\"40-60\", position(9) size(medium)) name(g4060,replace)\n",
+    "\n",
+    "quietly graph hbar single married divorcedandwidowed if age==\"40-60\", over(population,)  stack ///\n",
+    "ylabel(none) ///\n",
+    "blabel(bar, format(%2.1fc) size(small) position(center)) ///\n",
+    " title(\"60\" \"  \"  \"AND\" \" \"  \"OVER\", position(9) size(medium)) name(gover60,replace)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/pdf": 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",
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",
+      "text/plain": [
+       "This front-end cannot display the desired image type."
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 381.5,
+       "width": 300
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "grc1leg g1540 g4060 gover60, col(1) pos(12) title({bf:CONJUGAL CONDITION})\n",
+    "graph display\n",
+    "*graph export duboischallenge2.pdf, replace"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Stata",
+   "language": "stata",
+   "name": "stata"
+  },
+  "language_info": {
+   "codemirror_mode": "stata",
+   "file_extension": ".do",
+   "mimetype": "text/x-stata",
+   "name": "stata",
+   "version": "15.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/statascheme/duboisforprofitenrollments.ipynb b/statascheme/duboisforprofitenrollments.ipynb
new file mode 100644
index 0000000..f407e3d
--- /dev/null
+++ b/statascheme/duboisforprofitenrollments.ipynb
@@ -0,0 +1,262 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%set graph_format svg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "quietly {\n",
+    "graph set svg fontface Tahoma\n",
+    "graph set eps fontface Tahoma\n",
+    "graph set ps fontface Tahoma\n",
+    "use duboisforprofits.dta, clear\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "\t&lt;text x=&quot;488.80&quot; y=&quot;1788.15&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;15&lt;/text&gt;\n",
+       "\t&lt;line x1=&quot;578.66&quot; y1=&quot;769.89&quot; x2=&quot;518.70&quot; y2=&quot;769.89&quot; style=&quot;stroke:#9B9B9B;stroke-width:8.64&quot;/&gt;\n",
+       "\t&lt;text x=&quot;488.80&quot; y=&quot;811.91&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;20&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;265.12&quot; y=&quot;2722.37&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot; transform=&quot;rotate(-90 265.12,2722.37)&quot; text-anchor=&quot;middle&quot;&gt;% US undergrads enrolled at for-profits&lt;/text&gt;\n",
+       "\t&lt;line x1=&quot;673.84&quot; y1=&quot;4770.03&quot; x2=&quot;673.84&quot; y2=&quot;4829.99&quot; style=&quot;stroke:#9B9B9B;stroke-width:8.64&quot;/&gt;\n",
+       "\t&lt;text x=&quot;673.84&quot; y=&quot;4943.92&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;1995&lt;/text&gt;\n",
+       "\t&lt;line x1=&quot;1523.79&quot; y1=&quot;4770.03&quot; x2=&quot;1523.79&quot; y2=&quot;4829.99&quot; style=&quot;stroke:#9B9B9B;stroke-width:8.64&quot;/&gt;\n",
+       "\t&lt;text x=&quot;1523.79&quot; y=&quot;4943.92&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;2000&lt;/text&gt;\n",
+       "\t&lt;line x1=&quot;2373.73&quot; y1=&quot;4770.03&quot; x2=&quot;2373.73&quot; y2=&quot;4829.99&quot; style=&quot;stroke:#9B9B9B;stroke-width:8.64&quot;/&gt;\n",
+       "\t&lt;text x=&quot;2373.73&quot; y=&quot;4943.92&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;2005&lt;/text&gt;\n",
+       "\t&lt;line x1=&quot;3223.68&quot; y1=&quot;4770.03&quot; x2=&quot;3223.68&quot; y2=&quot;4829.99&quot; style=&quot;stroke:#9B9B9B;stroke-width:8.64&quot;/&gt;\n",
+       "\t&lt;text x=&quot;3223.68&quot; y=&quot;4943.92&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;2010&lt;/text&gt;\n",
+       "\t&lt;line x1=&quot;4073.80&quot; y1=&quot;4770.03&quot; x2=&quot;4073.80&quot; y2=&quot;4829.99&quot; style=&quot;stroke:#9B9B9B;stroke-width:8.64&quot;/&gt;\n",
+       "\t&lt;text x=&quot;4073.80&quot; y=&quot;4943.92&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;2015&lt;/text&gt;\n",
+       "\t&lt;rect x=&quot;1097.18&quot; y=&quot;1193.24&quot; width=&quot;736.55&quot; height=&quot;429.53&quot; style=&quot;fill:#FAF0E6&quot;/&gt;\n",
+       "\t&lt;rect x=&quot;1101.50&quot; y=&quot;1197.56&quot; width=&quot;727.91&quot; height=&quot;420.89&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:8.64&quot;/&gt;\n",
+       "\t&lt;line x1=&quot;1161.95&quot; y1=&quot;1317.97&quot; x2=&quot;1377.92&quot; y2=&quot;1317.97&quot; style=&quot;stroke:#DC143C;stroke-width:34.56&quot;/&gt;\n",
+       "\t&lt;line x1=&quot;1161.95&quot; y1=&quot;1498.03&quot; x2=&quot;1377.92&quot; y2=&quot;1498.03&quot; style=&quot;stroke:#008000;stroke-width:34.56&quot;/&gt;\n",
+       "\t&lt;text x=&quot;1467.95&quot; y=&quot;1359.99&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot;&gt;Black&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;1467.95&quot; y=&quot;1540.05&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot;&gt;white&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;177.14&quot; y=&quot;5113.71&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:90.03px;fill:#000000&quot;&gt;Data from IPEDS. Design based on Plate 40 of Du Bois 1900 Paris Exhibition (Battle-Baptiste &amp;amp; &lt;/text&gt;\n",
+       "\t&lt;text x=&quot;177.14&quot; y=&quot;5203.74&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:90.03px;fill:#000000&quot;&gt;Russert 2018; Stark 2019). Rendered using Du Bois Stata scheme:&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;177.14&quot; y=&quot;5293.77&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:90.03px;fill:#000000&quot;&gt;https://github.com/charlieeatonphd/dubois-data-portraits&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2160.00&quot; y=&quot;612.87&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:119.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;By Charlie Eaton, University of California-Merced&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2160.00&quot; y=&quot;282.05&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:149.99px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;SHARE OF ALL U.S. UNDERGRADS&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2160.00&quot; y=&quot;432.04&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:149.99px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;ENROLLED AT FOR-PROFIT COLLEGES BY RACE&lt;/text&gt;\n",
+       "&lt;/svg&gt;\n",
+       "</body></html>\"></iframe>\n"
+      ],
+      "text/plain": [
+       "This front-end cannot display the desired image type."
+      ]
+     },
+     "metadata": {
+      "image/svg+xml": {
+       "height": 764,
+       "width": 600
+      },
+      "text/html": {
+       "height": 764,
+       "width": 600
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "\n",
+      "(file duboisforprofits.pdf written in PDF format)\n"
+     ]
+    }
+   ],
+   "source": [
+    "tw (connect pctunderbkaat pctunderwhitt year if year>1994, sort ///\n",
+    "legend(order(1 \"Black\" 2 \"white\") bmargin(vlarge) ring(0) position(11)) ///\n",
+    "\txlabel(1995(5)2015) ///\n",
+    "\tytitle(\"% US undergrads enrolled at for-profits\") ///\n",
+    "\txtitle(\"\") scheme(dubois) ///\n",
+    "    title(\"SHARE OF ALL U.S. UNDERGRADS\" \"ENROLLED AT FOR-PROFIT COLLEGES BY RACE\") ///\n",
+    "    subtitle(\"By Charlie Eaton, University of California-Merced\") ///\n",
+    "    note(\"Data from IPEDS. Design based on Plate 40 of Du Bois 1900 Paris Exhibition (Battle-Baptiste & \" ///\n",
+    "    \"Russert 2018; Stark 2019). Rendered using Du Bois Stata scheme:\" ///\n",
+    "    \"https://github.com/charlieeatonphd/dubois-data-portraits\", size(vsmall)))\n",
+    "graph export duboisforprofits.pdf, replace"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "     +---------------------------------------+\n",
+      "     | year   contro~n   pctun~at   pctun~tt |\n",
+      "     |---------------------------------------|\n",
+      "  1. | 1995          3   7.448499    3.64571 |\n",
+      "  2. | 1996          3   7.538774   3.574949 |\n",
+      "  3. | 1997          3   7.146708    3.29165 |\n",
+      "  4. | 1998          3   6.884762   3.292242 |\n",
+      "  5. | 1999          3   7.214427   3.634142 |\n",
+      "     |---------------------------------------|\n",
+      "  6. | 2000          3   7.421838   3.578652 |\n",
+      "  7. | 2001          3   7.426902   3.398357 |\n",
+      "  8. | 2002          3   8.415788   3.735366 |\n",
+      "  9. | 2003          3   8.683502   3.629119 |\n",
+      " 10. | 2004          3   9.926032   4.145864 |\n",
+      "     |---------------------------------------|\n",
+      " 11. | 2005          3   10.87337   4.707864 |\n",
+      " 12. | 2006          3   12.14934   5.260962 |\n",
+      " 13. | 2007          3    12.3966   5.138046 |\n",
+      " 14. | 2008          3   13.23893    5.54493 |\n",
+      " 15. | 2009          3   15.55692   6.145695 |\n",
+      "     |---------------------------------------|\n",
+      " 16. | 2010          3   17.74415   7.058594 |\n",
+      " 17. | 2011          3   19.06433   7.936503 |\n",
+      " 18. | 2012          3    18.5277   7.888471 |\n",
+      " 19. | 2013          3   18.05778   7.365822 |\n",
+      " 20. | 2014          3   17.39003   6.865711 |\n",
+      "     |---------------------------------------|\n",
+      " 21. | 2015          3   16.82232   6.385098 |\n",
+      "     +---------------------------------------+\n"
+     ]
+    }
+   ],
+   "source": [
+    "list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Stata",
+   "language": "stata",
+   "name": "stata"
+  },
+  "language_info": {
+   "codemirror_mode": "stata",
+   "file_extension": ".do",
+   "mimetype": "text/x-stata",
+   "name": "stata",
+   "version": "15.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/statascheme/duboisforprofits.csv b/statascheme/duboisforprofits.csv
new file mode 100644
index 0000000..0ca2bc7
--- /dev/null
+++ b/statascheme/duboisforprofits.csv
@@ -0,0 +1,22 @@
+year,control_n,pctunderbkaat,pctunderwhitt
+1995,3,7.448499,3.64571
+1996,3,7.538774,3.574949
+1997,3,7.146708,3.29165
+1998,3,6.884762,3.292242
+1999,3,7.214427,3.634142
+2000,3,7.421838,3.578652
+2001,3,7.426902,3.398357
+2002,3,8.415788,3.735366
+2003,3,8.683502,3.629119
+2004,3,9.926032,4.145864
+2005,3,10.87337,4.707864
+2006,3,12.14934,5.260962
+2007,3,12.3966,5.138046
+2008,3,13.23893,5.54493
+2009,3,15.55692,6.145695
+2010,3,17.74415,7.058594
+2011,3,19.06433,7.936503
+2012,3,18.5277,7.888471
+2013,3,18.05778,7.365822
+2014,3,17.39003,6.865711
+2015,3,16.82232,6.385098
diff --git a/statascheme/duboisforprofits.dta b/statascheme/duboisforprofits.dta
new file mode 100644
index 0000000..3093c2c
Binary files /dev/null and b/statascheme/duboisforprofits.dta differ
diff --git a/statascheme/duboisforprofits.pdf b/statascheme/duboisforprofits.pdf
new file mode 100644
index 0000000..f3726c8
Binary files /dev/null and b/statascheme/duboisforprofits.pdf differ
diff --git a/statascheme/duboisforprofitsvspopulation19701890.png b/statascheme/duboisforprofitsvspopulation19701890.png
new file mode 100644
index 0000000..1055ca9
Binary files /dev/null and b/statascheme/duboisforprofitsvspopulation19701890.png differ
diff --git a/statascheme/scheme-dubois.scheme b/statascheme/scheme-dubois.scheme
new file mode 100644
index 0000000..288fa40
--- /dev/null
+++ b/statascheme/scheme-dubois.scheme
@@ -0,0 +1,1992 @@
+*                                    duboise.scheme
+
+
+*!  version 1.1   22september2020
+
+*by Charlie Eaton, Jay Colond, Ruben Gonzalez, and Waleed Rajabally
+*University of California, Merced
+*Correspondence to ceaton2@ucmerced.edu
+*Note: This scheme was written using the 538 scheme as a template.
+
+sequence 1210
+label "dubois"
+
+#include s2color
+
+system   naturally_white  1
+
+// Legend outside in lower right corner; 1 column; short signatures; no frame
+clockdir legend_position     4
+numstyle legend_cols         1
+numstyle legend_rows         0
+gsize legend_key_xsize       5
+
+
+graphsize             5
+graphsize x           6
+graphsize y           7.636
+
+
+numstyle                  1
+numstyle grid_outer_tol   0.23
+numstyle zyx2rows         0
+numstyle zyx2cols         1
+
+numstyle graph_aspect     0
+
+numstyle pcycle           15
+
+numstyle max_wted_symsize 10
+
+numstyle bar_num_dots    100
+numstyle dot_num_dots    100
+numstyle dot_extend_high 0
+numstyle dot_extend_low  0
+
+numstyle pie_angle       90
+
+numstyle contours         9
+
+special default_slope1  .3
+special default_knot1    4
+special default_slope2   1
+
+special by_slope1       .3
+special by_knot1         3
+special by_slope2        1
+
+special combine_slope1  .5
+special combine_knot1    3
+special combine_slope2   1
+
+special matrix_slope1   .3
+special matrix_knot1     4
+special matrix_slope2    1
+special matrix_yaxis   "ylabels(#3 , angle(horizontal) axis(Y))"
+special matrix_xaxis   "xlabels(#3 , axis(X))"
+
+gsize                 medsmall
+gsize gap             tiny
+gsize text            small
+gsize body            small
+gsize small_body      small
+gsize heading         medsmall
+gsize subheading      small
+gsize axis_title      small
+gsize matrix_label    large
+gsize label           small     
+gsize small_label     tiny     
+gsize matrix_marklbl  tiny     
+gsize key_label       small     
+gsize note            tiny
+gsize star            medsmall
+gsize text_option     medsmall     
+gsize dot_rectangle   third_tiny
+gsize axis_space      half_tiny
+gsize axis_title_gap  minuscule
+gsize tick            tiny
+gsize minortick       half_tiny
+* gsize minortick       .55
+gsize tickgap         half_tiny
+gsize notickgap       tiny
+gsize tick_label      small
+gsize tick_biglabel   medsmall
+gsize minortick_label vsmall
+gsize filled_text     medsmall
+gsize reverse_big     large
+gsize alternate_gap   zero
+gsize title_gap       vsmall
+gsize key_gap         vsmall
+gsize key_linespace   vsmall
+gsize star_gap        minuscule
+gsize legend_colgap   third_tiny
+gsize label_gap       half_tiny
+gsize matrix_mlblgap  half_tiny
+gsize barlabel_gap    tiny
+
+gsize legend_row_gap    tiny
+gsize legend_col_gap    small
+gsize legend_key_gap    vsmall
+gsize legend_key_ysize  vsmall
+
+gsize zyx2legend_key_gap    tiny
+gsize zyx2legend_key_xsize  small
+gsize zyx2legend_key_ysize  small
+gsize zyx2rowgap            zero
+gsize zyx2colgap            large
+
+gsize clegend_width     huge
+gsize clegend_height    zero
+
+gsize pie_explode       medium
+gsize pielabel_gap      zero
+
+gsize plabel            small
+gsize pboxlabel         small
+
+* gsize p#label           small
+* gsize p#boxlabel        small
+
+gsize sts_risktable_space third_tiny
+gsize sts_risktable_tgap  zero
+gsize sts_risktable_lgap  zero
+gsize sts_risk_label      medsmall
+gsize sts_risk_title      medsmall
+gsize sts_risk_tick       zero
+
+relsize bar_gap            0pct
+relsize bar_groupgap      67pct
+relsize bar_supgroupgap  200pct
+relsize bar_outergap      20pct
+
+relsize dot_gap          neg100pct
+relsize dot_groupgap       0pct
+relsize dot_supgroupgap   67pct
+relsize dot_outergap       0pct
+
+relsize box_gap           33pct
+relsize box_groupgap     100pct
+relsize box_supgroupgap  200pct
+relsize box_outergap      20pct
+relsize box_fence         67pct
+relsize box_fencecap       0pct
+
+
+symbolsize              medsmall
+symbolsize symbol       medsmall
+symbolsize smallsymbol  small
+
+symbolsize star         small
+symbolsize histogram    small
+symbolsize histback     small
+symbolsize dots         tiny
+symbolsize ci           small
+symbolsize ci2          small
+symbolsize matrix       small
+symbolsize refmarker    small
+symbolsize sunflower    small
+
+symbolsize backsymbol   small
+symbolsize backsymspace small
+symbolsize p       small
+symbolsize pback   zero
+symbolsize parrow      small
+symbolsize parrowbarb  zero
+* symbolsize p#         large
+* symbolsize p#back     large
+* symbolsize p#box      large
+* symbolsize p#boxback  large
+* symbolsize p#dot      large
+* symbolsize p#dotback  large
+* symbolsize p#arrow     large
+* symbolsize p#arrowbarb large
+
+
+numticks_g                    0
+numticks_g major              5
+numticks_g horizontal_major   5
+numticks_g vertical_major     5
+numticks_g horizontal_minor   0
+numticks_g vertical_minor     0
+numticks_g horizontal_tmajor  0
+numticks_g vertical_tmajor    0
+numticks_g horizontal_tminor  0
+numticks_g vertical_tminor    0
+
+
+color             "155 155 155"
+color background  "250 240 230"
+color foreground  "155 155 155"
+
+color symbol         black
+color backsymbol     black
+
+color text             black
+color body             black
+color small_body       black
+color heading          black
+color subheading       black
+color axis_title       black
+color matrix_label     black
+color label            black
+color key_label        black
+color tick_label       black
+color tick_biglabel    black
+color matrix_marklbl   black
+color sts_risk_label   black
+color sts_risk_title   black
+
+color box              none
+color textbox          none
+color mat_label_box    none
+
+color text_option      black
+color text_option_line black
+color text_option_fill black
+
+color filled_text        black
+color filled             black
+color bylabel_outline    none
+
+color reverse_big        black
+color reverse_big_line   black
+color reverse_big_text   white
+
+color grid         "155 155 155"
+color major_grid   "155 155 155"
+color minor_grid   "155 155 155"
+
+color axisline     none
+color tick         "155 155 155"
+color minortick    "155 155 155"
+
+*color ci_line        
+*color ci_arealine    
+*color ci_area        
+*color ci_symbol      
+*color ci2_line       
+*color ci2_arealine   
+*color ci2_area       
+*color ci2_symbol     
+
+color pieline        none
+
+color matrix         black    
+color matrixmarkline black   
+color refmarker      black
+color refmarkline    black
+color histogram      black
+color histback       black
+color histogram_line black
+color dot_line       black
+color dot_arealine   black
+color dot_area       black
+color dotmarkline    black
+
+color xyline         "220 20 60" // crimson
+color refline        "155 155 155" // grey
+color dots           "155 155 155" // grey
+
+color plotregion         "250 240 230"
+color plotregion_line    "250 240 230"
+color matrix_plotregion  "250 240 230"
+color matplotregion_line "250 240 230"
+color legend             "250 240 230"
+color legend_line        none
+color clegend            none
+color clegend_outer      none
+color clegend_inner      none
+color clegend_line       none
+
+*color contour_begin      
+*color contour_end        
+
+color p 	"220 20 60" // crimson
+color p1 	"220 20 60" // crimson 
+color p2 	"0 128 0" // green
+color p3 	"255 215 0" // gold
+color p4 	"101 67 33" // brown
+color p5 	"255 192 203" // pink
+color p6 	"0 0 255" // blue
+color p7 	black 
+
+
+color pmark 	"220 20 60" // crimson
+color p1mark 	"220 20 60" // crimson 
+color p2mark 	"0 128 0" // green
+color p3mark 	"255 215 0" // gold
+color p4mark 	"101 67 33" // brown
+color p5mark 	"255 192 203" // pink
+color p6mark 	"0 0 255" // blue
+color p7mark 	black 
+
+color pmarkfill 	"220 20 60" // crimson
+color p1markfill 	"220 20 60" // crimson 
+color p2markfill 	"0 128 0" // green
+color p3markfill 	"255 215 0" // gold
+color p4markfill 	"101 67 33" // brown
+color p5markfill 	"255 192 203" // pink
+color p6markfill 	"0 0 255" // blue
+color p7markfill 	black 
+
+color pline 	"220 20 60" // crimson
+color p1line 	"220 20 60" // crimson 
+color p2line 	"0 128 0" // green
+color p3line 	"255 215 0" // gold
+color p4line 	"101 67 33" // brown
+color p5line 	"255 192 203" // pink
+color p6line 	"0 0 255" // blue
+color p7line 	black 
+
+color pboxlabelfill  "250 240 230"
+color plabelfill     "250 240 230"
+
+color pmarkback      "250 240 230"
+color pmarkbkfill    "250 240 230"
+
+
+symbol             circle
+symbol sunflower   circle_hollow
+
+symbol none        none
+symbol histogram   circle
+symbol histback    none
+symbol dots        circle
+symbol ci          circle
+symbol ci2         circle
+symbol ilabel      none
+symbol matrix      circle
+symbol refmarker   circle
+
+symbol p         none
+symbol pback     none
+symbol pbarback  none
+symbol pdotback  none
+
+
+linepattern             solid
+linepattern foreground  solid
+linepattern background  solid
+linepattern ci          dot
+linepattern ci_area     solid
+linepattern histogram   solid
+linepattern dendrogram  solid
+linepattern grid        solid
+linepattern major_grid  solid
+linepattern minor_grid  solid
+linepattern axisline    solid
+linepattern tick        solid
+linepattern minortick   solid
+linepattern xyline      shortdash
+linepattern refline     solid
+linepattern refmarker   solid
+linepattern matrixmark  solid
+linepattern dots        solid
+linepattern dot         solid
+linepattern dot_area    solid
+linepattern dotmark     solid
+linepattern pie         solid
+linepattern legend      solid
+linepattern clegend     solid
+linepattern plotregion  solid
+linepattern sunflower   solid
+linepattern matrix_plotregion  solid
+linepattern text_option solid
+linepattern zyx2        solid
+
+linepattern p           solid
+linepattern pmark       solid
+
+markerstyle            p1
+markerstyle dots       dots
+markerstyle star       star
+markerstyle histogram  histogram
+markerstyle ci         ci
+markerstyle ci2        ci2
+markerstyle ilabel     ilabel
+markerstyle matrix     matrix
+markerstyle box_marker refmarker
+markerstyle editor     editor
+markerstyle editor_arrow  ed_arrow
+markerstyle sunflower     sunflower
+
+markerstyle p1   p1
+markerstyle p2   p2
+markerstyle p3   p3
+markerstyle p4   p4
+markerstyle p5   p5
+markerstyle p6   p6
+markerstyle p7   p7
+markerstyle p8   p8
+markerstyle p9   p9
+markerstyle p10  p10
+markerstyle p11  p11
+markerstyle p12  p12
+markerstyle p13  p13
+markerstyle p14  p14
+markerstyle p15  p15
+
+markerstyle p1box   p1box
+markerstyle p2box   p2box
+markerstyle p3box   p3box
+markerstyle p4box   p4box
+markerstyle p5box   p5box
+markerstyle p6box   p6box
+markerstyle p7box   p7box
+markerstyle p8box   p8box
+markerstyle p9box   p9box
+markerstyle p10box  p10box
+markerstyle p11box  p11box
+markerstyle p12box  p12box
+markerstyle p13box  p13box
+markerstyle p14box  p14box
+markerstyle p15box  p15box
+
+markerstyle p1dot   p1dot
+markerstyle p2dot   p2dot
+markerstyle p3dot   p3dot
+markerstyle p4dot   p4dot
+markerstyle p5dot   p5dot
+markerstyle p6dot   p6dot
+markerstyle p7dot   p7dot
+markerstyle p8dot   p8dot
+markerstyle p9dot   p9dot
+markerstyle p10dot  p10dot
+markerstyle p11dot  p11dot
+markerstyle p12dot  p12dot
+markerstyle p13dot  p13dot
+markerstyle p14dot  p14dot
+markerstyle p15dot  p15dot
+
+markerstyle p1arrow  p1arrow
+markerstyle p2arrow  p2arrow
+markerstyle p3arrow  p3arrow
+markerstyle p4arrow  p4arrow
+markerstyle p5arrow  p5arrow
+markerstyle p6arrow  p6arrow
+markerstyle p7arrow  p7arrow
+markerstyle p8arrow  p8arrow
+markerstyle p9arrow  p9arrow
+markerstyle p10arrow p10arrow
+markerstyle p11arrow p11arrow
+markerstyle p12arrow p12arrow
+markerstyle p13arrow p13arrow
+markerstyle p14arrow p14arrow
+markerstyle p15arrow p15arrow
+
+
+margin                   zero
+margin graph             medium
+margin twoway            medsmall
+margin bygraph           zero
+margin combinegraph      medsmall
+margin combine_region    zero
+margin matrixgraph       zero
+margin piegraph          small
+margin piegraph_region   medsmall
+margin matrix_plotreg    small
+margin matrix_label      zero
+margin mat_label_box     zero
+margin by_indiv          small
+margin text              vsmall
+margin textbox           zero
+margin body              vsmall
+margin small_body        vsmall
+margin heading           vsmall
+margin subheading        vsmall
+margin axis_title        zero
+margin label             zero
+margin key_label         zero
+margin text_option       zero
+margin plotregion        medsmall
+margin star              tiny
+margin bargraph          bargraph
+margin boxgraph          bargraph
+margin dotgraph          bargraph
+margin hbargraph         bargraph
+margin hboxgraph         bargraph
+margin hdotgraph         bargraph
+margin legend            small
+margin legend_key_region tiny
+margin legend_boxmargin  small
+margin clegend           medium
+margin cleg_title        medsmall
+margin clegend_boxmargin small
+margin key_label         zero
+margin filled_textbox    small
+margin filled_box        zero
+margin editor            zero
+
+margin plabel            zero
+margin plabelbox         zero
+margin pboxlabel         zero
+margin pboxlabelbox      zero
+
+
+shadestyle            foreground
+shadestyle background background
+shadestyle foreground foreground
+
+shadestyle ci         ci
+shadestyle ci2        ci2
+shadestyle histogram  histogram
+shadestyle dendrogram dendrogram
+shadestyle dotchart   dotchart
+shadestyle legend     legend
+shadestyle clegend_outer clegend_outer
+shadestyle clegend_inner clegend_inner
+shadestyle clegend_preg  none
+shadestyle plotregion plotregion
+shadestyle matrix_plotregion matrix_plotregion
+shadestyle sunflower   sunflower
+shadestyle sunflowerlb sunflowerlb
+shadestyle sunflowerdb sunflowerdb
+shadestyle contour_begin contour_begin
+shadestyle contour_end   contour_end
+
+shadestyle p        foreground
+
+
+shadestyle p1       p1
+shadestyle p2       p2
+shadestyle p3       p3
+shadestyle p4       p4
+shadestyle p5       p5
+shadestyle p6       p6
+shadestyle p7       p7
+shadestyle p8       p8
+shadestyle p9       p9
+shadestyle p10      p10
+shadestyle p11      p11
+shadestyle p12      p12
+shadestyle p13      p13
+shadestyle p14      p14
+shadestyle p15      p15
+
+shadestyle p1bar    p1bar
+shadestyle p2bar    p2bar
+shadestyle p3bar    p3bar
+shadestyle p4bar    p4bar
+shadestyle p5bar    p5bar
+shadestyle p6bar    p6bar
+shadestyle p7bar    p7bar
+shadestyle p8bar    p8bar
+shadestyle p9bar    p9bar
+shadestyle p10bar   p10bar
+shadestyle p11bar   p11bar
+shadestyle p12bar   p12bar
+shadestyle p13bar   p13bar
+shadestyle p14bar   p14bar
+shadestyle p15bar   p15bar
+
+shadestyle p1box    p1box
+shadestyle p2box    p2box
+shadestyle p3box    p3box
+shadestyle p4box    p4box
+shadestyle p5box    p5box
+shadestyle p6box    p6box
+shadestyle p7box    p7box
+shadestyle p8box    p8box
+shadestyle p9box    p9box
+shadestyle p10box   p10box
+shadestyle p11box   p11box
+shadestyle p12box   p12box
+shadestyle p13box   p13box
+shadestyle p14box   p14box
+shadestyle p15box   p15box
+
+shadestyle p1pie    p1pie
+shadestyle p2pie    p2pie
+shadestyle p3pie    p3pie
+shadestyle p4pie    p4pie
+shadestyle p5pie    p5pie
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+shadestyle p7pie    p7pie
+shadestyle p8pie    p8pie
+shadestyle p9pie    p9pie
+shadestyle p10pie   p10pie
+shadestyle p11pie   p11pie
+shadestyle p12pie   p12pie
+shadestyle p13pie   p13pie
+shadestyle p14pie   p14pie
+shadestyle p15pie   p15pie
+
+shadestyle p1area   p1area
+shadestyle p2area   p2area
+shadestyle p3area   p3area
+shadestyle p4area   p4area
+shadestyle p5area   p5area
+shadestyle p6area   p6area
+shadestyle p7area   p7area
+shadestyle p8area   p8area
+shadestyle p9area   p9area
+shadestyle p10area  p10area
+shadestyle p11area  p11area
+shadestyle p12area  p12area
+shadestyle p13area  p13area
+shadestyle p14area  p14area
+shadestyle p15area  p15area
+
+
+
+linestyle                 foreground
+linestyle background      background
+linestyle foreground      foreground
+
+linestyle symbol          symbol
+linestyle boxline         foreground
+linestyle textbox         foreground
+linestyle axis            axisline
+linestyle axis_withgrid   foreground
+linestyle zero_line       foreground
+linestyle tick            tick
+linestyle minortick       minortick
+linestyle star            p1
+linestyle ci              ci
+linestyle ci_area         ci_area
+linestyle ci2             ci2
+linestyle ci2_area        solid
+linestyle histogram       histogram
+linestyle histback        histogram
+linestyle dendrogram      dendrogram
+linestyle grid            grid
+linestyle major_grid      major_grid
+linestyle minor_grid      minor_grid
+linestyle xyline          xyline
+linestyle refline         refline
+linestyle refmarker       refmarker
+linestyle matrixmark      matrixmark
+linestyle matrix          p1solid
+linestyle dotchart        dotchart
+linestyle dotchart_area   dotchart_area
+linestyle dotmark         dotmark
+linestyle box_whiskers    ci
+linestyle box_median      refline
+linestyle pie_lines       pie
+linestyle legend          none
+linestyle clegend         clegend
+linestyle clegend_outer   none
+linestyle clegend_inner   none
+linestyle clegend_preg    foreground
+linestyle mat_label_box   foreground
+linestyle reverse_big     reverse_big
+linestyle plotregion      plotregion
+linestyle matrix_plotregion  matrix_plotregion
+linestyle dots            dot
+linestyle editor          editor
+linestyle sunflower       sunflower
+linestyle sunflowerlb     sunflowerlb
+linestyle sunflowerlf     sunflowerlf
+linestyle sunflowerdb     sunflowerdb
+linestyle sunflowerdf     sunflowerdf
+linestyle text_option     text_option
+linestyle sts_risktable   none
+linestyle zyx2            zyx2
+
+linestyle p1         p1
+linestyle p2         p2
+linestyle p3         p3
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+linestyle p5         p5
+linestyle p6         p6
+linestyle p7         p7
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+linestyle p9         p9
+linestyle p10        p10
+linestyle p11        p11
+linestyle p12        p12
+linestyle p13        p13
+linestyle p14        p14
+linestyle p15        p15
+
+linestyle p1bar      p1bar
+linestyle p2bar      p2bar
+linestyle p3bar      p3bar
+linestyle p4bar      p4bar
+linestyle p5bar      p5bar
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+linestyle p7bar      p7bar
+linestyle p8bar      p8bar
+linestyle p9bar      p9bar
+linestyle p10bar     p10bar
+linestyle p11bar     p11bar
+linestyle p12bar     p12bar
+linestyle p13bar     p13bar
+linestyle p14bar     p14bar
+linestyle p15bar     p15bar
+
+linestyle p1box      p1box
+linestyle p2box      p2box
+linestyle p3box      p3box
+linestyle p4box      p4box
+linestyle p5box      p5box
+linestyle p6box      p6box
+linestyle p7box      p7box
+linestyle p8box      p8box
+linestyle p9box      p9box
+linestyle p10box     p10box
+linestyle p11box     p11box
+linestyle p12box     p12box
+linestyle p13box     p13box
+linestyle p14box     p14box
+linestyle p15box     p15box
+
+linestyle p1area     p1area
+linestyle p2area     p2area
+linestyle p3area     p3area
+linestyle p4area     p4area
+linestyle p5area     p5area
+linestyle p6area     p6area
+linestyle p7area     p7area
+linestyle p8area     p8area
+linestyle p9area     p9area
+linestyle p10area    p10area
+linestyle p11area    p11area
+linestyle p12area    p12area
+linestyle p13area    p13area
+linestyle p14area    p14area
+linestyle p15area    p15area
+
+linestyle p1line     p1line
+linestyle p2line     p2line
+linestyle p3line     p3line
+linestyle p4line     p4line
+linestyle p5line     p5line
+linestyle p6line     p6line
+linestyle p7line     p7line
+linestyle p8line     p8line
+linestyle p9line     p9line
+linestyle p10line    p10line
+linestyle p11line    p11line
+linestyle p12line    p12line
+linestyle p13line    p13line
+linestyle p14line    p14line
+linestyle p15line    p15line
+
+linestyle p1other    p1other
+linestyle p2other    p2other
+linestyle p3other    p3other
+linestyle p4other    p4other
+linestyle p5other    p5other
+linestyle p6other    p6other
+linestyle p7other    p7other
+linestyle p8other    p8other
+linestyle p9other    p9other
+linestyle p10other   p10other
+linestyle p11other   p11other
+linestyle p12other   p12other
+linestyle p13other   p13other
+linestyle p14other   p14other
+linestyle p15other   p15other
+
+linestyle p1mark     p1mark
+linestyle p2mark     p2mark
+linestyle p3mark     p3mark
+linestyle p4mark     p4mark
+linestyle p5mark     p5mark
+linestyle p6mark     p6mark
+linestyle p7mark     p7mark
+linestyle p8mark     p8mark
+linestyle p9mark     p9mark
+linestyle p10mark    p10mark
+linestyle p11mark    p11mark
+linestyle p12mark    p12mark
+linestyle p13mark    p13mark
+linestyle p14mark    p14mark
+linestyle p15mark    p15mark
+
+linestyle p1boxmark  p1boxmark
+linestyle p2boxmark  p2boxmark
+linestyle p3boxmark  p3boxmark
+linestyle p4boxmark  p4boxmark
+linestyle p5boxmark  p5boxmark
+linestyle p6boxmark  p6boxmark
+linestyle p7boxmark  p7boxmark
+linestyle p8boxmark  p8boxmark
+linestyle p9boxmark  p9boxmark
+linestyle p10boxmark p10boxmark
+linestyle p11boxmark p11boxmark
+linestyle p12boxmark p12boxmark
+linestyle p13boxmark p13boxmark
+linestyle p14boxmark p14boxmark
+linestyle p15boxmark p15boxmark
+
+linestyle p1dotmark  p1dotmark
+linestyle p2dotmark  p2dotmark
+linestyle p3dotmark  p3dotmark
+linestyle p4dotmark  p4dotmark
+linestyle p5dotmark  p5dotmark
+linestyle p6dotmark  p6dotmark
+linestyle p7dotmark  p7dotmark
+linestyle p8dotmark  p8dotmark
+linestyle p9dotmark  p9dotmark
+linestyle p10dotmark p10dotmark
+linestyle p11dotmark p11dotmark
+linestyle p12dotmark p12dotmark
+linestyle p13dotmark p13dotmark
+linestyle p14dotmark p14dotmark
+linestyle p15dotmark p15dotmark
+
+linestyle p1arrow      p1arrow  
+linestyle p2arrow      p2arrow  
+linestyle p3arrow      p3arrow  
+linestyle p4arrow      p4arrow  
+linestyle p5arrow      p5arrow  
+linestyle p6arrow      p6arrow  
+linestyle p7arrow      p7arrow  
+linestyle p8arrow      p8arrow  
+linestyle p9arrow      p9arrow  
+linestyle p10arrow     p10arrow  
+linestyle p11arrow     p11arrow  
+linestyle p12arrow     p12arrow  
+linestyle p13arrow     p13arrow  
+linestyle p14arrow     p14arrow  
+linestyle p15arrow     p15arrow  
+
+linestyle p1arrowline  p1arrowline  
+linestyle p2arrowline  p2arrowline  
+linestyle p3arrowline  p3arrowline  
+linestyle p4arrowline  p4arrowline  
+linestyle p5arrowline  p5arrowline  
+linestyle p6arrowline  p6arrowline  
+linestyle p7arrowline  p7arrowline  
+linestyle p8arrowline  p8arrowline  
+linestyle p9arrowline  p9arrowline  
+linestyle p10arrowline p10arrowline  
+linestyle p11arrowline p11arrowline  
+linestyle p12arrowline p12arrowline  
+linestyle p13arrowline p13arrowline  
+linestyle p14arrowline p14arrowline  
+linestyle p15arrowline p15arrowline  
+
+linestyle p1sunflowerlight   p3
+linestyle p2sunflowerlight   p8
+linestyle p3sunflowerlight   p13
+linestyle p4sunflowerlight   p4
+linestyle p5sunflowerlight   p9
+linestyle p6sunflowerlight   p14
+linestyle p7sunflowerlight   p5
+linestyle p8sunflowerlight   p6
+linestyle p9sunflowerlight   p15
+linestyle p10sunflowerlight  p10
+linestyle p11sunflowerlight  p11
+linestyle p12sunflowerlight  p1
+linestyle p13sunflowerlight  p7
+linestyle p14sunflowerlight  p12
+linestyle p15sunflowerlight  p2
+
+linestyle p1sunflowerdark    p5
+linestyle p2sunflowerdark    p10
+linestyle p3sunflowerdark    p15
+linestyle p4sunflowerdark    p6
+linestyle p5sunflowerdark    p11
+linestyle p6sunflowerdark    p1
+linestyle p7sunflowerdark    p7
+linestyle p8sunflowerdark    p12
+linestyle p9sunflowerdark    p2
+linestyle p10sunflowerdark   p8
+linestyle p11sunflowerdark   p13
+linestyle p12sunflowerdark   p3
+linestyle p13sunflowerdark   p9
+linestyle p14sunflowerdark   p14
+linestyle p15sunflowerdark   p4
+
+linestyle pmarkback     background
+linestyle pboxmarkback  background
+
+linestyle plabel        foreground
+linestyle pboxlabel     foreground
+
+* linestyle p#connect     foreground
+* linestyle p#markback    foreground
+* linestyle p#boxmarkback foreground
+* linestyle p#dotmarkback foreground
+* linestyle p#label       xyz
+* linestyle p#boxlabel    xyz
+
+
+linewidth thin         thin  
+linewidth medium       medium
+linewidth p            thick
+linewidth foreground   thin
+linewidth background   thin
+linewidth grid         medium
+linewidth major_grid   thin
+linewidth minor_grid   vvthin
+linewidth axisline     thin
+linewidth tick         thin
+linewidth minortick    thin
+linewidth ci           vvthin
+linewidth ci_area      vvthin
+linewidth ci2          vvthin
+linewidth ci2_area     vvthin
+
+linewidth histogram    thin
+linewidth bar          thin
+linewidth dendrogram   thin
+linewidth xyline       thin
+linewidth refline      thin
+linewidth refmarker    thin
+linewidth matrixmark   thin
+linewidth dots         vthin
+linewidth dot_line     medthick
+linewidth dot_area     medium
+linewidth dotmark      thin
+linewidth plotregion   thin
+linewidth legend       thin
+linewidth clegend      thin
+linewidth pie          medium
+linewidth reverse_big  thin
+linewidth sunflower    medium
+linewidth matrix_plotregion  thin
+linewidth text_option  thin
+linewidth zyx2         medium
+
+linewidth pbar vvvthin
+
+linewidth pbar               thin
+linewidth p1bar              thin
+linewidth p2bar              thin
+linewidth p3bar              thin
+linewidth p4bar              thin
+linewidth p5bar              thin
+linewidth p6bar              thin
+linewidth p7bar              thin
+linewidth p8bar              thin
+linewidth p9bar              thin
+linewidth p10bar             thin
+linewidth p11bar             thin
+linewidth p12bar             thin
+linewidth p13bar             thin
+linewidth p14bar             thin
+linewidth p15bar             thin
+
+linewidth pline               vthick
+linewidth p1line              vthick
+linewidth p2line              vthick
+linewidth p3line              thick
+linewidth p4line              medthin
+linewidth p5line              medthin
+linewidth p6line              medthin
+linewidth p7line              medthin
+linewidth p8line              medthin
+linewidth p9line              medthin
+linewidth p10line             medthin
+linewidth p11line             medthin
+linewidth p12line             medthin
+linewidth p13line             medthin
+linewidth p14line             medthin
+linewidth p15line             medthin
+linewidth rline 	      vthick
+
+linewidth p1lineplot  vthick
+linewidth p2lineplot  vthick
+linewidth p3lineplot  vthick
+linewidth p4lineplot  vthick
+linewidth p5lineplot  medthin
+linewidth p6lineplot  medthin
+linewidth p7lineplot  medthin
+linewidth p8lineplot  medthin
+linewidth p9lineplot  medthin
+linewidth p10lineplot medthin
+linewidth p11lineplot medthin
+linewidth p12lineplot medthin
+linewidth p13lineplot medthin
+linewidth p14lineplot medthin
+linewidth p15lineplot medthin
+
+
+* linewidth p#         medium
+* linewidth p#solid    thin
+* linewidth p#lineplot thin
+* linewidth p#bar      thin
+* linewidth p#box      thin
+* linewidth p#area     thin
+* linewidth p#other    thin
+* linewidth p#mark     thin
+* linewidth p#boxmark  thin
+* linewidth p#dotmark  thin
+* linewidth p#arrow    thin
+* linewidth p#arrowline thin
+
+
+connectstyle      direct
+connectstyle p    direct
+* connectstyle p#   direct
+
+
+intensity            full
+intensity foreground inten100
+intensity background inten100
+
+intensity symbol     50
+intensity ci_area    50
+intensity histogram  50
+intensity dendrogram 50
+intensity dot_area   50
+intensity sunflower  50
+
+intensity bar        100
+intensity bar_line   full
+intensity box        inten50
+intensity box_line   full
+intensity pie        50
+
+intensity legend     inten100
+intensity plotregion inten100
+intensity matrix_plotregion inten100
+
+intensity clegend       inten100
+intensity clegend_outer inten100
+intensity clegend_inner inten100
+
+
+intensity p          inten80
+* intensity p#        inten80
+* intensity p#shade   inten80
+* intensity p#bar     inten80	   // twoway bar only, graph bar overall
+* intensity p#box     inten80	   // unused, overall only, control w/ color
+* intensity p#pie     inten80	   // unused, overall only, control w/ color
+* intensity p#area    inten80
+
+
+fillpattern             pattern10
+fillpattern foreground  pattern10
+fillpattern background  pattern10
+
+
+textboxstyle              body
+textboxstyle title        heading
+textboxstyle subtitle     subheading
+textboxstyle caption      body
+textboxstyle note         small_body
+
+textboxstyle leg_title    heading
+textboxstyle leg_subtitle subheading
+textboxstyle leg_caption  body
+textboxstyle leg_note     small_body
+textboxstyle cleg_title    clegend
+textboxstyle cleg_subtitle subheading
+textboxstyle cleg_caption  body
+textboxstyle cleg_note     small_body
+
+textboxstyle t1title      subheading
+textboxstyle t2title      body
+textboxstyle b1title      subheading
+textboxstyle b2title      body
+textboxstyle r1title      subheading
+textboxstyle r2title      body
+textboxstyle l1title      subheading
+textboxstyle l2title      body
+
+textboxstyle heading      heading
+textboxstyle subheading   subheading
+textboxstyle body         body
+
+textboxstyle text_option   text_option
+textboxstyle legend_key    legend_key
+textboxstyle barlabel      small_label
+textboxstyle axis_title    axis_title
+textboxstyle matrix_label  matrix_label
+textboxstyle pielabel      small_label
+textboxstyle tick          tick_label
+textboxstyle minortick     minortick_label
+textboxstyle bigtick       tick_biglabel
+textboxstyle sts_risktable sts_risktable
+
+textboxstyle label          label
+textboxstyle ilabel         small_label
+textboxstyle key_label      key_label
+textboxstyle small_label    small_label
+textboxstyle matrix_marklbl matrix_marklbl
+
+textboxstyle star         star_label
+textboxstyle bytitle      bytitle
+
+textboxstyle editor       editor
+
+textboxstyle p1           p1
+textboxstyle p2           p2
+textboxstyle p3           p3
+textboxstyle p4           p4
+textboxstyle p5           p5
+textboxstyle p6           p6
+textboxstyle p7           p7
+textboxstyle p8           p8
+textboxstyle p9           p9
+textboxstyle p10          p10
+textboxstyle p11          p11
+textboxstyle p12          p12
+textboxstyle p13          p13
+textboxstyle p14          p14
+textboxstyle p15          p15
+
+textboxstyle p1boxlabel   p1boxlabel
+textboxstyle p2boxlabel   p2boxlabel
+textboxstyle p3boxlabel   p3boxlabel
+textboxstyle p4boxlabel   p4boxlabel
+textboxstyle p5boxlabel   p5boxlabel
+textboxstyle p6boxlabel   p6boxlabel
+textboxstyle p7boxlabel   p7boxlabel
+textboxstyle p8boxlabel   p8boxlabel
+textboxstyle p9boxlabel   p9boxlabel
+textboxstyle p10boxlabel  p10boxlabel
+textboxstyle p11boxlabel  p11boxlabel
+textboxstyle p12boxlabel  p12boxlabel
+textboxstyle p13boxlabel  p13boxlabel
+textboxstyle p14boxlabel  p14boxlabel
+textboxstyle p15boxlabel  p15boxlabel
+
+
+* textboxstyle p15label     xyz
+
+
+areastyle                     background
+areastyle foreground          foreground
+areastyle background          background
+
+areastyle plotregion          plotregion
+areastyle inner_plotregion    none
+areastyle twoway_plotregion   plotregion
+areastyle twoway_iplotregion  none
+areastyle bar_plotregion      plotregion
+areastyle bar_iplotregion     none
+areastyle hbar_plotregion     plotregion
+areastyle hbar_iplotregion    none
+areastyle dot_plotregion      plotregion
+areastyle dot_iplotregion     none
+areastyle box_plotregion      plotregion
+areastyle box_iplotregion     none
+areastyle hbox_plotregion     plotregion
+areastyle hbox_iplotregion    none
+areastyle combine_plotregion  none
+areastyle combine_iplotregion none
+areastyle bygraph_plotregion  none
+areastyle bygraph_iplotregion none
+areastyle matrixgraph_plotregion  none
+areastyle matrixgraph_iplotregion none
+
+areastyle matrix_plotregion   matrix_plotregion
+areastyle matrix_iplotregion  none
+
+areastyle legend              legend
+areastyle legend_key_region   none
+areastyle legend_inkey_region none
+areastyle inner_legend        none
+areastyle clegend             clegend_preg
+areastyle clegend_preg        none
+areastyle clegend_inpreg      none
+areastyle clegend_outer       clegend_outer
+areastyle clegend_inner       clegend_inner
+
+areastyle graph               background
+areastyle inner_graph         none
+areastyle bygraph             background
+areastyle inner_bygraph       none
+areastyle piegraph            background
+areastyle piegraph_region     plotregion
+areastyle inner_pieregion     none
+areastyle inner_piegraph      none
+areastyle combinegraph            background
+areastyle combinegraph_inner      none
+
+areastyle matrix_label        background
+areastyle matrix_ilabel       none
+
+areastyle ci                  ci
+areastyle ci2                 ci2
+areastyle histogram           histogram
+areastyle dendrogram          dendrogram
+areastyle dotchart            dotchart
+
+areastyle sunflower sunflower
+areastyle sunflowerlb sunflowerlb
+areastyle sunflowerdb sunflowerdb
+
+
+areastyle p1             p1
+areastyle p2             p2
+areastyle p3             p3
+areastyle p4             p4
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+areastyle p8             p8
+areastyle p9             p9
+areastyle p10            p10
+areastyle p11            p11
+areastyle p12            p12
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+areastyle p14            p14
+areastyle p15            p15
+
+areastyle p1bar          p1bar
+areastyle p2bar          p2bar
+areastyle p3bar          p3bar
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+areastyle p5bar          p5bar
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+areastyle p8bar          p8bar
+areastyle p9bar          p9bar
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+areastyle p11bar         p11bar
+areastyle p12bar         p12bar
+areastyle p13bar         p13bar
+areastyle p14bar         p14bar
+areastyle p15bar         p15bar
+
+areastyle p1box          p1box
+areastyle p2box          p2box
+areastyle p3box          p3box
+areastyle p4box          p4box
+areastyle p5box          p5box
+areastyle p6box          p6box
+areastyle p7box          p7box
+areastyle p8box          p8box
+areastyle p9box          p9box
+areastyle p10box         p10box
+areastyle p11box         p11box
+areastyle p12box         p12box
+areastyle p13box         p13box
+areastyle p14box         p14box
+areastyle p15box         p15box
+
+areastyle p1pie          p1pie
+areastyle p2pie          p2pie
+areastyle p3pie          p3pie
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+areastyle p9pie          p9pie
+areastyle p10pie         p10pie
+areastyle p11pie         p11pie
+areastyle p12pie         p12pie
+areastyle p13pie         p13pie
+areastyle p14pie         p14pie
+areastyle p15pie         p15pie
+
+areastyle p1area         p1area
+areastyle p2area         p2area
+areastyle p3area         p3area
+areastyle p4area         p4area
+areastyle p5area         p5area
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+areastyle p7area         p7area
+areastyle p8area         p8area
+areastyle p9area         p9area
+areastyle p10area        p10area
+areastyle p11area        p11area
+areastyle p12area        p12area
+areastyle p13area        p13area
+areastyle p14area        p14area
+areastyle p15area        p15area
+
+areastyle p1sunflowerlight   p4
+areastyle p2sunflowerlight   p7
+areastyle p3sunflowerlight   p12
+areastyle p4sunflowerlight   p3
+areastyle p5sunflowerlight   p8
+areastyle p6sunflowerlight   p13
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+areastyle p9sunflowerlight   p14
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+areastyle p12sunflowerlight  p15
+areastyle p13sunflowerlight  p6
+areastyle p14sunflowerlight  p11
+areastyle p15sunflowerlight  p1
+
+areastyle p1sunflowerdark    p2
+areastyle p2sunflowerdark    p9
+areastyle p3sunflowerdark    p14
+areastyle p4sunflowerdark    p5
+areastyle p5sunflowerdark    p10
+areastyle p6sunflowerdark    p15
+areastyle p7sunflowerdark    p6
+areastyle p8sunflowerdark    p11
+areastyle p9sunflowerdark    p1
+areastyle p10sunflowerdark   p7
+areastyle p11sunflowerdark   p12
+areastyle p12sunflowerdark   p2
+areastyle p13sunflowerdark   p8
+areastyle p14sunflowerdark   p13
+areastyle p15sunflowerdark   p3
+
+
+areastyle p1sunflowerlight   p4
+areastyle p2sunflowerlight   p7
+areastyle p3sunflowerlight   p12
+areastyle p4sunflowerlight   p3
+areastyle p5sunflowerlight   p8
+areastyle p6sunflowerlight   p13
+areastyle p7sunflowerlight   p4
+areastyle p8sunflowerlight   p9
+areastyle p9sunflowerlight   p14
+areastyle p10sunflowerlight  p5
+areastyle p11sunflowerlight  p10
+areastyle p12sunflowerlight  p15
+areastyle p13sunflowerlight  p6
+areastyle p14sunflowerlight  p11
+areastyle p15sunflowerlight  p1
+
+areastyle p1sunflowerdark    p2
+areastyle p2sunflowerdark    p9
+areastyle p3sunflowerdark    p14
+areastyle p4sunflowerdark    p5
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+areastyle p7sunflowerdark    p6
+areastyle p8sunflowerdark    p11
+areastyle p9sunflowerdark    p1
+areastyle p10sunflowerdark   p7
+areastyle p11sunflowerdark   p12
+areastyle p12sunflowerdark   p2
+areastyle p13sunflowerdark   p8
+areastyle p14sunflowerdark   p13
+areastyle p15sunflowerdark   p3
+
+horizontal              center
+horizontal heading      center
+horizontal subheading   center
+horizontal label        center
+horizontal key_label    left
+horizontal body         center
+horizontal small_body   center
+horizontal axis_title   center
+horizontal matrix_label center
+horizontal filled       center
+horizontal text_option  center
+horizontal editor       left
+horizontal sts_risk_label  default
+horizontal sts_risk_title  right
+
+
+vertical                   bottom
+vertical_text              bottom
+vertical_text heading      bottom
+vertical_text subheading   bottom
+vertical_text label        middle
+vertical_text key_label    middle
+vertical_text body         bottom
+vertical_text small_body   bottom
+vertical_text axis_title   bottom
+vertical_text matrix_label middle
+vertical_text legend       bottom
+vertical_text text_option  middle
+vertical_text filled       middle
+
+tb_orientstyle            horizontal
+
+axisstyle                    horizontal_default
+axisstyle horizontal_default horizontal_default
+axisstyle vertical_default   vertical_default
+axisstyle horizontal_nogrid  horizontal_nogrid
+axisstyle vertical_nogrid    vertical_nogrid
+axisstyle bar_super          horizontal_nolinetick
+axisstyle dot_super          horizontal_nolinetick
+axisstyle bar_group          horizontal_notick
+axisstyle dot_group          horizontal_notick
+axisstyle bar_var            horizontal_notick
+axisstyle dot_var            horizontal_notick
+axisstyle bar_scale_horiz    horizontal_withgrid
+axisstyle bar_scale_vert     vertical_withgrid
+axisstyle dot_scale_horiz    horizontal_nogrid
+axisstyle dot_scale_vert     vertical_nogrid
+axisstyle box_scale_horiz    horizontal_withgrid
+axisstyle box_scale_vert     vertical_withgrid
+axisstyle matrix_horiz       horizontal_nogrid
+axisstyle matrix_vert        vertical_nogrid
+axisstyle sts_risktable      sts_risktable
+axisstyle clegend            clegend
+
+
+gridstyle        default
+gridstyle major  major
+gridstyle minor  major
+
+
+gridlinestyle          default
+gridlinestyle default  default
+
+
+tickstyle                 default
+tickstyle default         default
+tickstyle major           major 
+tickstyle minor           minor 
+tickstyle major_nolabel   major_nolabel
+tickstyle minor_nolabel   minor_nolabel
+tickstyle major_notick    major_notick
+tickstyle minor_notick    minor_notick
+tickstyle major_notickbig major_notickbig
+tickstyle minor_notickbig minor_notickbig
+tickstyle sts_risktable   sts_risktable
+
+
+ticksetstyle                       major_horiz_default
+ticksetstyle major_horiz_default   major_horiz_default
+ticksetstyle major_vert_default    major_vert_default
+ticksetstyle minor_horiz_default   minor_horiz_default
+ticksetstyle minor_vert_default    minor_vert_default
+ticksetstyle major_horiz_withgrid  major_horiz_default
+ticksetstyle major_vert_withgrid   major_vert_default
+ticksetstyle major_horiz_nolabel   major_horiz_nolabel
+ticksetstyle major_vert_nolabel    major_vert_nolabel
+ticksetstyle minor_horiz_nolabel   minor_horiz_nolabel
+ticksetstyle minor_vert_nolabel    minor_vert_nolabel
+ticksetstyle major_horiz_notick    major_horiz_notick
+ticksetstyle major_vert_notick     major_vert_notick
+ticksetstyle minor_horiz_notick    minor_horiz_notick
+ticksetstyle minor_vert_notick     minor_vert_notick
+ticksetstyle major_horiz_notickbig major_horiz_notickbig
+ticksetstyle major_vert_notickbig  major_vert_notickbig
+ticksetstyle sts_risktable         sts_risktable
+ticksetstyle major_clegend         major_clegend
+
+tickposition axis_tick outside
+
+barlabelpos  bar       outside
+
+compass2dir                 east
+compass2dir p               east
+compass2dir key_label       west
+compass2dir legend_fillpos  center
+compass2dir legend_key      default
+compass2dir text_option     center
+compass2dir graph_aspect    center
+compass2dir editor          east
+* compass2dir p#
+
+
+compass3dir           east
+compass3dir p         east
+* compass3dir p#
+
+
+clockdir                    11
+clockdir title_position     12
+clockdir subtitle_position  12
+clockdir caption_position    7
+clockdir note_position       7
+clockdir ilabel              3
+clockdir matrix_marklbl     11
+clockdir zyx2legend_position 11
+
+clockdir p                   3
+* clockdir p#                   3
+* clockdir p#box                3
+
+clockdir legend_title_position     11
+clockdir legend_subtitle_position  11
+clockdir legend_caption_position    7
+clockdir legend_note_position       7
+clockdir clegend_title_position    11
+
+relative_posn zyx2legend_pos  right
+relative_posn clegend_pos     right
+relative_posn clegend_axispos right
+
+gridringstyle spacers_ring   11
+gridringstyle title_ring      7
+gridringstyle subtitle_ring   6
+gridringstyle caption_ring    5
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+gridringstyle legend_ring     3
+gridringstyle zyx2legend_ring 4
+gridringstyle clegend_ring    3
+gridringstyle by_legend_ring  3
+
+gridringstyle legend_title_ring     7
+gridringstyle legend_subtitle_ring  6
+gridringstyle legend_caption_ring   5
+gridringstyle legend_note_ring      3
+gridringstyle clegend_title_ring    7
+
+
+anglestyle                 horizontal
+anglestyle horizontal_tick horizontal
+anglestyle vertical_tick   horizontal
+anglestyle clegend         horizontal
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+anglestyle parrow          stdarrow
+anglestyle parrowbarb      zero
+* anglestyle p#mark
+* anglestyle p#backmark
+* anglestyle p#arrow
+* anglestyle p#arrowbarb
+
+
+plotregionstyle                    default
+plotregionstyle graph              graph
+plotregionstyle twoway             twoway
+plotregionstyle bygraph            bygraph
+plotregionstyle combinegraph       matrixgraph
+plotregionstyle combineregion      combineregion
+plotregionstyle matrixgraph        matrixgraph
+plotregionstyle bargraph           bargraph
+plotregionstyle hbargraph          hbargraph
+plotregionstyle boxgraph           boxgraph
+plotregionstyle hboxgraph          hboxgraph
+plotregionstyle piegraph           piegraph
+plotregionstyle matrix             matrix
+plotregionstyle matrix_label       matrix_label
+plotregionstyle legend_key_region  legend_key_region
+plotregionstyle clegend            clegend
+
+
+graphstyle             default
+graphstyle default     default
+graphstyle graph       default
+graphstyle matrixgraph matrixgraph
+
+
+bygraphstyle          default
+bygraphstyle default  default
+bygraphstyle bygraph  default
+bygraphstyle combine  combine
+
+piegraphstyle           default
+piegraphstyle piegraph  default
+
+
+legendstyle            default
+legendstyle default    default
+legendstyle zyx2       zyx2
+
+clegendstyle           default
+clegendstyle default   default
+
+
+labelstyle           default
+labelstyle ilabel    ilabel 
+labelstyle matrix    matrix 
+labelstyle editor    editor 
+labelstyle sunflower default
+
+labelstyle p1      p1
+labelstyle p2      p2
+labelstyle p3      p3
+labelstyle p4      p4
+labelstyle p5      p5
+labelstyle p6      p6
+labelstyle p7      p7
+labelstyle p8      p8
+labelstyle p9      p9
+labelstyle p10     p10
+labelstyle p11     p11
+labelstyle p12     p12
+labelstyle p13     p13
+labelstyle p14     p14
+labelstyle p15     p15
+
+labelstyle p1box   p1box
+labelstyle p2box   p2box
+labelstyle p3box   p3box
+labelstyle p4box   p4box
+labelstyle p5box   p5box
+labelstyle p6box   p6box
+labelstyle p7box   p7box
+labelstyle p8box   p8box
+labelstyle p9box   p9box
+labelstyle p10box  p10box
+labelstyle p11box  p11box
+labelstyle p12box  p12box
+labelstyle p13box  p13box
+labelstyle p14box  p14box
+labelstyle p15box  p15box
+
+
+yesno textbox             no
+yesno text_option         no
+
+yesno connect_missings    yes
+yesno cmissings           yes
+yesno pcmissings          yes
+* yesno p#cmissings       no
+
+yesno extend_axes_low        no
+yesno extend_axes_high       no
+yesno extend_axes_full_low   no
+yesno extend_axes_full_high  no
+
+yesno draw_major_grid        yes
+yesno draw_minor_grid        yes
+yesno draw_majornl_grid      no
+yesno draw_minornl_grid      no
+yesno draw_major_hgrid       yes
+yesno draw_minor_hgrid       yes
+yesno draw_majornl_hgrid     no
+yesno draw_minornl_hgrid     no
+yesno draw_major_vgrid       yes
+yesno draw_minor_vgrid       yes
+yesno draw_majornl_vgrid     no
+yesno draw_minornl_vgrid     no
+yesno draw_major_nl_vgrid    no
+yesno draw_minor_nl_vgrid    no
+yesno draw_majornl_nl_vgrid  no
+yesno draw_minornl_nl_vgrid  no
+yesno draw_major_nl_hgrid    no
+yesno draw_minor_nl_hgrid    no
+yesno draw_majornl_nl_hgrid  no
+yesno draw_minornl_nl_hgrid  no
+yesno draw_major_nt_vgrid    no
+yesno draw_minor_nt_vgrid    no
+yesno draw_majornl_nt_vgrid  no
+yesno draw_minornl_nt_vgrid  no
+yesno draw_major_nt_hgrid    no
+yesno draw_minor_nt_hgrid    no
+yesno draw_majornl_nt_hgrid  no
+yesno draw_minornl_nt_hgrid  no
+yesno draw_major_nlt_vgrid   no
+yesno draw_minor_nlt_vgrid   no
+yesno draw_majornl_nlt_vgrid no
+yesno draw_minornl_nlt_vgrid no
+yesno draw_major_nlt_hgrid   no
+yesno draw_minor_nlt_hgrid   no
+yesno draw_majornl_nlt_hgrid no
+yesno draw_minornl_nlt_hgrid no
+yesno extend_grid_low        yes
+yesno extend_grid_high       yes
+yesno extend_minorgrid_low   yes
+yesno extend_minorgrid_high  yes
+yesno extend_majorgrid_low   yes
+yesno extend_majorgrid_high  yes
+yesno grid_draw_min          yes
+yesno grid_draw_max          yes
+yesno grid_force_nomin       no
+yesno grid_force_nomax       no
+
+yesno xyline_extend_low      yes
+yesno xyline_extend_high     yes
+
+yesno alt_xaxes              no
+yesno alt_yaxes              no
+yesno x2axis_ontop           yes
+yesno y2axis_onright         yes
+
+yesno use_labels_on_ticks    no
+
+yesno alternate_labels       no
+yesno swap_bar_scaleaxis     no
+yesno swap_bar_groupaxis     no
+yesno swap_dot_scaleaxis     no
+yesno swap_dot_groupaxis     no
+yesno swap_box_scaleaxis     no
+yesno swap_box_groupaxis     no
+yesno extend_dots            yes
+yesno bar_reverse_scale      no
+yesno dot_reverse_scale      no
+yesno box_reverse_scale      no
+
+yesno box_hollow             no
+yesno box_custom_whiskers    no
+
+yesno pie_clockwise          yes
+
+yesno by_edgelabel           yes
+yesno by_alternate_xaxes     no
+yesno by_alternate_yaxes     no
+yesno by_skip_xalternate     no
+yesno by_skip_yalternate     no
+yesno by_outer_xtitles       yes
+yesno by_outer_ytitles       yes
+yesno by_outer_xaxes         yes
+yesno by_outer_yaxes         yes
+yesno by_indiv_xaxes         no
+yesno by_indiv_yaxes         no
+yesno by_indiv_xtitles       no
+yesno by_indiv_ytitles       no
+yesno by_indiv_xlabels       yes
+yesno by_indiv_ylabels       yes
+yesno by_indiv_xticks        yes
+yesno by_indiv_yticks        yes
+yesno by_indiv_xrescale      no
+yesno by_indiv_yrescale      no
+yesno by_indiv_as_whole      no
+yesno by_shrink_plotregion   no
+yesno by_shrink_indiv        no
+
+yesno mat_label_box          yes
+yesno mat_label_as_textbox   yes
+
+yesno legend_col_first       no
+yesno legend_row_first       yes
+yesno legend_text_first      no
+yesno legend_stacked         no
+yesno legend_force_keysz     no
+yesno legend_force_draw      no
+yesno legend_force_nodraw    no
+
+yesno title_span             yes
+yesno subtitle_span          yes
+yesno caption_span           no
+yesno note_span              yes
+yesno legend_span            no
+yesno zyx2legend_span        no
+yesno clegend_title_span     yes
+
+yesno adj_xmargins           no
+yesno adj_ymargins           no
+
+yesno plabelboxed           no
+yesno pboxlabelboxed        no
+
+yesno contours_outline      no
+yesno contours_reversekey   no
+yesno contours_colorlines   no
+
+* yesno p#labelboxed           no
+* yesno p#boxlabelboxed        no
+
+
+barstyle         default
+barstyle default default
+barstyle dot     dotdefault
+barstyle box     boxdefault
+
+barlabelstyle      none
+barlabelstyle bar  none
+
+dottypestyle  dot  dot
+
+medtypestyle  boxplot  line
+
+pielabelstyle  default  none
+
+arrowstyle     default  editor
+arrowstyle     editor   editor
+
+starstyle         default
+starstyle default default
+
+above_below star    below
+
+zyx2rule contour    intensity
+zyx2rule contour    hue
+
+zyx2style            default
+zyx2style default    default
+zyx2style p1         default
+zyx2style p2         default
+zyx2style p3         default
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+zyx2style p10        default
+zyx2style p11        default
+zyx2style p12        default
+zyx2style p13        default
+zyx2style p14        default
+zyx2style p15        default
+
+seriesstyle          p1
+
+seriesstyle dendrogram   dendrogram
+
+seriesstyle ilabel   ilabel
+seriesstyle matrix   matrix
+
+seriesstyle p1       p1
+seriesstyle p2       p2
+seriesstyle p3       p3
+seriesstyle p4       p4
+seriesstyle p5       p5
+seriesstyle p6       p6
+seriesstyle p7       p7
+seriesstyle p8       p8
+seriesstyle p9       p9
+seriesstyle p10      p10
+seriesstyle p11      p11
+seriesstyle p12      p12
+seriesstyle p13      p13
+seriesstyle p14      p14
+seriesstyle p15      p15
+
+seriesstyle p1bar    p1bar
+seriesstyle p2bar    p2bar
+seriesstyle p3bar    p3bar
+seriesstyle p4bar    p4bar
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+seriesstyle p9bar    p9bar
+seriesstyle p10bar   p10bar
+seriesstyle p11bar   p11bar
+seriesstyle p12bar   p12bar
+seriesstyle p13bar   p13bar
+seriesstyle p14bar   p14bar
+seriesstyle p15bar   p15bar
+
+seriesstyle p1box    p1box
+seriesstyle p2box    p2box
+seriesstyle p3box    p3box
+seriesstyle p4box    p4box
+seriesstyle p5box    p5box
+seriesstyle p6box    p6box
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+seriesstyle p10box   p10box
+seriesstyle p11box   p11box
+seriesstyle p12box   p12box
+seriesstyle p13box   p13box
+seriesstyle p14box   p14box
+seriesstyle p15box   p15box
+
+seriesstyle p1pie    p1pie
+seriesstyle p2pie    p2pie
+seriesstyle p3pie    p3pie
+seriesstyle p4pie    p4pie
+seriesstyle p5pie    p5pie
+seriesstyle p6pie    p6pie
+seriesstyle p7pie    p7pie
+seriesstyle p8pie    p8pie
+seriesstyle p9pie    p9pie
+seriesstyle p10pie   p10pie
+seriesstyle p11pie   p11pie
+seriesstyle p12pie   p12pie
+seriesstyle p13pie   p13pie
+seriesstyle p14pie   p14pie
+seriesstyle p15pie   p15pie
+
+seriesstyle p1area    p1area
+seriesstyle p2area    p2area
+seriesstyle p3area    p3area
+seriesstyle p4area    p4area
+seriesstyle p5area    p5area
+seriesstyle p6area    p6area
+seriesstyle p7area    p7area
+seriesstyle p8area    p8area
+seriesstyle p9area    p9area
+seriesstyle p10area   p10area
+seriesstyle p11area   p11area
+seriesstyle p12area   p12area
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diff --git a/statascheme/studentdebthiddenracialwealthgap.ipynb b/statascheme/studentdebthiddenracialwealthgap.ipynb
new file mode 100644
index 0000000..994a0f0
--- /dev/null
+++ b/statascheme/studentdebthiddenracialwealthgap.ipynb
@@ -0,0 +1,2591 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Student debt and the hidden racial wealth gap in federal aid formulas\n",
+    "### by Jay Colond, Charlie Eaton, Ruben Gonzalez, and Waleed Rajabally*, University of California, Merced\n",
+    "### September 28, 2020"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%set graph_format svg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph set svg fontface Tahoma\n",
+    "graph set eps fontface Tahoma\n",
+    "graph set ps fontface Tahoma\n",
+    "set scheme dubois\n",
+    "set linesize 255\n",
+    "set more off\n",
+    "quietly import excel using ///\n",
+    "\"https://github.com/charlieeatonphd/dubois-data-portraits/tree/master/statascheme/studentdebthiddenracialwealthgap.xlsx\", sheet(\"AGI\") firstrow clear\n",
+    "quietly label define AGI_lab 1 \"$-$30K\" 2 \"$30K-$48K\" 3 \"$48K-$75K\" 4 \"$75K-$110K\" 5 \"$110K +\" \n",
+    "quietly label values AGI AGI_lab\n",
+    "quietly rename Race_Ethnicity RE2\n",
+    "quietly encode RE2, generate(RE3)\n",
+    "quietly recode RE3 (1=4 Asian)(2=1 Black)(3=2 Latinx)(4=3 white), gen(Race_Ethnicity)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "\t<line x1=\"2814.53\" y1=\"3564.12\" x2=\"2814.53\" y2=\"3606.57\" style=\"stroke:#9B9B9B;stroke-width:6.12\"/>\n",
+       "\t<text x=\"2814.53\" y=\"3687.30\" style=\"font-family:'Helvetica';font-size:85.02px;fill:#000000\" text-anchor=\"middle\">50</text>\n",
+       "\t<line x1=\"3030.24\" y1=\"3564.12\" x2=\"3030.24\" y2=\"3606.57\" style=\"stroke:#9B9B9B;stroke-width:6.12\"/>\n",
+       "\t<text x=\"3030.24\" y=\"3687.30\" style=\"font-family:'Helvetica';font-size:85.02px;fill:#000000\" text-anchor=\"middle\">75</text>\n",
+       "\t<line x1=\"3246.06\" y1=\"3564.12\" x2=\"3246.06\" y2=\"3606.57\" style=\"stroke:#9B9B9B;stroke-width:6.12\"/>\n",
+       "\t<text x=\"3246.06\" y=\"3687.30\" style=\"font-family:'Helvetica';font-size:85.02px;fill:#000000\" text-anchor=\"middle\">100</text>\n",
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+       "\t<text x=\"666.41\" y=\"1714.15\" style=\"font-family:'Helvetica';font-size:85.02px;fill:#000000\" text-anchor=\"end\">$110K +</text>\n",
+       "\t<text x=\"666.41\" y=\"1458.23\" style=\"font-family:'Helvetica';font-size:85.02px;fill:#000000\" text-anchor=\"end\">$75K-$110K</text>\n",
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+       "\t<text x=\"1800.00\" y=\"3803.96\" style=\"font-family:'Helvetica';font-size:99.99px;fill:#000000\" text-anchor=\"middle\">% debt still owed</text>\n",
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+       "\t\t<tspan style=\"font-family:'Helvetica';font-size:124.99px\"> by income</tspan>\n",
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+       "\t&lt;text x=&quot;1800.00&quot; y=&quot;3803.96&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.99px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;% debt still owed&lt;/text&gt;\n",
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+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-weight:bold;font-size:124.99px&quot;&gt;B:&lt;/tspan&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:124.99px&quot;&gt; by income&lt;/tspan&gt;\n",
+       "\t&lt;/text&gt;\n",
+       "&lt;/svg&gt;\n",
+       "</body></html>\"></iframe>\n"
+      ],
+      "text/plain": [
+       "This front-end cannot display the desired image type."
+      ]
+     },
+     "metadata": {
+      "image/svg+xml": {
+       "height": 660,
+       "width": 600
+      },
+      "text/html": {
+       "height": 660,
+       "width": 600
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "local opts asyvars showyvars xsize(5) ysize(5.5) name(AGI, replace) over(AGI, gap(30))\n",
+    "local opts `opts' ylabel(0(25)100, labsize(small)) ytitle(\"% debt still owed\")\n",
+    "local by by(Race_Ethnicity, legend(off) title({bf:B:} by income) imargin(zero) note(\"\"))\n",
+    "graph hbar Debt_ratio, `opts' `by'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "quietly import excel using \"https://github.com/jcolond/dnd/raw/master/dnd.xlsx\", sheet(\"EFC\") firstrow clear\n",
+    "quietly label define EFC_lab 1 \"$0\" 2 \"$1-$2.6K\" 3 \"$2.6K-$7.2K\" 4 \"$7.2K-$15.6K\" 5 \"$15.6K+\" \n",
+    "quietly label values EFC EFC_lab\n",
+    "quietly rename Race_Ethnicity RE2\n",
+    "quietly encode RE2, generate(RE3)\n",
+    "quietly recode RE3 (1=4 Asian)(2=1 Black)(3=2 Latinx)(4=3 white), gen(Race_Ethnicity)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
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+       "\t<text x=\"1800.00\" y=\"3803.96\" style=\"font-family:'Helvetica';font-size:99.99px;fill:#000000\" text-anchor=\"middle\">% debt still owed</text>\n",
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+       "\t\t<tspan style=\"font-family:'Helvetica';font-weight:bold;font-size:124.99px\">A:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-size:124.99px\"> by Expected Family Contribution</tspan>\n",
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+       "\t&lt;text x=&quot;1800.00&quot; y=&quot;3803.96&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.99px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;% debt still owed&lt;/text&gt;\n",
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+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-weight:bold;font-size:124.99px&quot;&gt;A:&lt;/tspan&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:124.99px&quot;&gt; by Expected Family Contribution&lt;/tspan&gt;\n",
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+       "</body></html>\"></iframe>\n"
+      ],
+      "text/plain": [
+       "This front-end cannot display the desired image type."
+      ]
+     },
+     "metadata": {
+      "image/svg+xml": {
+       "height": 660,
+       "width": 600
+      },
+      "text/html": {
+       "height": 660,
+       "width": 600
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "local over over(EFC, gap(30)) ytitle(% debt still owed) ylabel(0(25)100, labsize(small))\n",
+    "local asyvars asyvars showyvars xsize(5) ysize(5.5)  by(Race_Ethnicity, imargin(zero) legend(off)\n",
+    "local title title({bf:A:} by Expected Family Contribution) note(\"\")) name(EFC, replace)\n",
+    "\n",
+    "graph hbar Debt_ratio, `over' `asyvars' `title'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "\t<text x=\"908.55\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">0</text>\n",
+       "\t<line x1=\"1096.20\" y1=\"3849.30\" x2=\"1096.20\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"1096.20\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">25</text>\n",
+       "\t<line x1=\"1283.85\" y1=\"3849.30\" x2=\"1283.85\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"1283.85\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">50</text>\n",
+       "\t<line x1=\"1471.28\" y1=\"3849.30\" x2=\"1471.28\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"1471.28\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">75</text>\n",
+       "\t<line x1=\"1658.92\" y1=\"3849.30\" x2=\"1658.92\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"1658.92\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">100</text>\n",
+       "\t<line x1=\"908.55\" y1=\"3849.30\" x2=\"1658.92\" y2=\"3849.30\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<line x1=\"2609.10\" y1=\"3849.30\" x2=\"2609.10\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"2609.10\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">0</text>\n",
+       "\t<line x1=\"2796.75\" y1=\"3849.30\" x2=\"2796.75\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"2796.75\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">25</text>\n",
+       "\t<line x1=\"2984.40\" y1=\"3849.30\" x2=\"2984.40\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"2984.40\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">50</text>\n",
+       "\t<line x1=\"3172.05\" y1=\"3849.30\" x2=\"3172.05\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"3172.05\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">75</text>\n",
+       "\t<line x1=\"3359.70\" y1=\"3849.30\" x2=\"3359.70\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"3359.70\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">100</text>\n",
+       "\t<line x1=\"2609.10\" y1=\"3849.30\" x2=\"3359.70\" y2=\"3849.30\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"857.48\" y=\"1975.01\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$15.6K+</text>\n",
+       "\t<text x=\"857.48\" y=\"1729.53\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$7.2K-$15.6K</text>\n",
+       "\t<text x=\"857.48\" y=\"1484.05\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$2.6K-$7.2K</text>\n",
+       "\t<text x=\"857.48\" y=\"1238.58\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$1-$2.6K</text>\n",
+       "\t<text x=\"857.48\" y=\"993.11\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$0</text>\n",
+       "\t<text x=\"2558.25\" y=\"1975.01\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$15.6K+</text>\n",
+       "\t<text x=\"2558.25\" y=\"1729.53\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$7.2K-$15.6K</text>\n",
+       "\t<text x=\"2558.25\" y=\"1484.05\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$2.6K-$7.2K</text>\n",
+       "\t<text x=\"2558.25\" y=\"1238.58\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$1-$2.6K</text>\n",
+       "\t<text x=\"2558.25\" y=\"993.11\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$0</text>\n",
+       "\t<text x=\"857.48\" y=\"3624.26\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$15.6K+</text>\n",
+       "\t<text x=\"857.48\" y=\"3378.78\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$7.2K-$15.6K</text>\n",
+       "\t<text x=\"857.48\" y=\"3133.30\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$2.6K-$7.2K</text>\n",
+       "\t<text x=\"857.48\" y=\"2887.83\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$1-$2.6K</text>\n",
+       "\t<text x=\"857.48\" y=\"2642.36\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$0</text>\n",
+       "\t<text x=\"2558.25\" y=\"3624.26\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$15.6K+</text>\n",
+       "\t<text x=\"2558.25\" y=\"3378.78\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$7.2K-$15.6K</text>\n",
+       "\t<text x=\"2558.25\" y=\"3133.30\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$2.6K-$7.2K</text>\n",
+       "\t<text x=\"2558.25\" y=\"2887.83\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$1-$2.6K</text>\n",
+       "\t<text x=\"2558.25\" y=\"2642.36\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$0</text>\n",
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+       "\t<text x=\"997.20\" y=\"643.86\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">Black</text>\n",
+       "\t<rect x=\"1851.15\" y=\"554.25\" width=\"1693.43\" height=\"138.68\" style=\"fill:none;stroke:#FAF0E6;stroke-width:7.34\"/>\n",
+       "\t<text x=\"2697.75\" y=\"643.86\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">Latinx</text>\n",
+       "\t<rect x=\"150.60\" y=\"2203.50\" width=\"1693.21\" height=\"138.68\" style=\"fill:none;stroke:#FAF0E6;stroke-width:7.34\"/>\n",
+       "\t<text x=\"997.20\" y=\"2293.11\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">white</text>\n",
+       "\t<rect x=\"1851.15\" y=\"2203.50\" width=\"1693.43\" height=\"138.68\" style=\"fill:none;stroke:#FAF0E6;stroke-width:7.34\"/>\n",
+       "\t<text x=\"2697.75\" y=\"2293.11\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">Asian</text>\n",
+       "\t<text x=\"1847.47\" y=\"4136.98\" style=\"font-family:'Helvetica';font-size:119.92px;fill:#000000\" text-anchor=\"middle\">% debt still owed</text>\n",
+       "\t<text x=\"1847.47\" y=\"479.56\" style=\"fill:#000000\" text-anchor=\"middle\">\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-weight:bold;font-size:150.07px\">A:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-size:150.07px\"> by Expected Family Contribution</tspan>\n",
+       "\t</text>\n",
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+       "\t<line x1=\"6434.77\" y1=\"3849.30\" x2=\"6434.77\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
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+       "\t<line x1=\"6626.02\" y1=\"3849.30\" x2=\"6626.02\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"6626.02\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">75</text>\n",
+       "\t<line x1=\"6817.50\" y1=\"3849.30\" x2=\"6817.50\" y2=\"3900.15\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"6817.50\" y=\"3996.81\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">100</text>\n",
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+       "\t<text x=\"4300.43\" y=\"1975.01\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$110K +</text>\n",
+       "\t<text x=\"4300.43\" y=\"1729.53\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$75K-$110K</text>\n",
+       "\t<text x=\"4300.43\" y=\"1484.05\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$48K-$75K</text>\n",
+       "\t<text x=\"4300.43\" y=\"1238.58\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$30K-$48K</text>\n",
+       "\t<text x=\"4300.43\" y=\"993.11\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$-$30K</text>\n",
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+       "\t<text x=\"6000.98\" y=\"1729.53\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$75K-$110K</text>\n",
+       "\t<text x=\"6000.98\" y=\"1484.05\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$48K-$75K</text>\n",
+       "\t<text x=\"6000.98\" y=\"1238.58\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$30K-$48K</text>\n",
+       "\t<text x=\"6000.98\" y=\"993.11\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$-$30K</text>\n",
+       "\t<text x=\"4300.43\" y=\"3624.26\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$110K +</text>\n",
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+       "\t<text x=\"4300.43\" y=\"3133.30\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$48K-$75K</text>\n",
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+       "\t<text x=\"4502.25\" y=\"643.86\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">Black</text>\n",
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+       "\t<text x=\"6202.80\" y=\"643.86\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">Latinx</text>\n",
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+       "\t<text x=\"4502.25\" y=\"2293.11\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">white</text>\n",
+       "\t<rect x=\"5356.20\" y=\"2203.50\" width=\"1693.21\" height=\"138.68\" style=\"fill:none;stroke:#FAF0E6;stroke-width:7.34\"/>\n",
+       "\t<text x=\"6202.80\" y=\"2293.11\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">Asian</text>\n",
+       "\t<text x=\"5352.52\" y=\"4136.98\" style=\"font-family:'Helvetica';font-size:119.92px;fill:#000000\" text-anchor=\"middle\">% debt still owed</text>\n",
+       "\t<text x=\"5352.52\" y=\"479.56\" style=\"fill:#000000\" text-anchor=\"middle\">\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-weight:bold;font-size:150.07px\">B:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-size:150.07px\"> by income</tspan>\n",
+       "\t</text>\n",
+       "\t<text x=\"3600.00\" y=\"225.77\" style=\"fill:#000000\" text-anchor=\"middle\">\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-weight:bold;font-size:150.07px\">Figure 1:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-size:150.07px\"> % original debt still owed after 12 Years</tspan>\n",
+       "\t</text>\n",
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+       "\t&lt;line x1=&quot;6626.02&quot; y1=&quot;3849.30&quot; x2=&quot;6626.02&quot; y2=&quot;3900.15&quot; style=&quot;stroke:#9B9B9B;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;6626.02&quot; y=&quot;3996.81&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;75&lt;/text&gt;\n",
+       "\t&lt;line x1=&quot;6817.50&quot; y1=&quot;3849.30&quot; x2=&quot;6817.50&quot; y2=&quot;3900.15&quot; style=&quot;stroke:#9B9B9B;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;6817.50&quot; y=&quot;3996.81&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;100&lt;/text&gt;\n",
+       "\t&lt;line x1=&quot;6052.05&quot; y1=&quot;3849.30&quot; x2=&quot;6817.50&quot; y2=&quot;3849.30&quot; style=&quot;stroke:#9B9B9B;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;4300.43&quot; y=&quot;1975.01&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$110K +&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4300.43&quot; y=&quot;1729.53&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$75K-$110K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4300.43&quot; y=&quot;1484.05&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$48K-$75K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4300.43&quot; y=&quot;1238.58&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$30K-$48K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4300.43&quot; y=&quot;993.11&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$-$30K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;6000.98&quot; y=&quot;1975.01&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$110K +&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;6000.98&quot; y=&quot;1729.53&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$75K-$110K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;6000.98&quot; y=&quot;1484.05&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$48K-$75K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;6000.98&quot; y=&quot;1238.58&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$30K-$48K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;6000.98&quot; y=&quot;993.11&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$-$30K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4300.43&quot; y=&quot;3624.26&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$110K +&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4300.43&quot; y=&quot;3378.78&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$75K-$110K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4300.43&quot; y=&quot;3133.30&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$48K-$75K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4300.43&quot; y=&quot;2887.83&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$30K-$48K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4300.43&quot; y=&quot;2642.36&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$-$30K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;6000.98&quot; y=&quot;3624.26&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$110K +&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;6000.98&quot; y=&quot;3378.78&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$75K-$110K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;6000.98&quot; y=&quot;3133.30&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$48K-$75K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;6000.98&quot; y=&quot;2887.83&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$30K-$48K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;6000.98&quot; y=&quot;2642.36&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$-$30K&lt;/text&gt;\n",
+       "\t&lt;rect x=&quot;3655.42&quot; y=&quot;554.25&quot; width=&quot;1693.43&quot; height=&quot;138.68&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;4502.25&quot; y=&quot;643.86&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;Black&lt;/text&gt;\n",
+       "\t&lt;rect x=&quot;5356.20&quot; y=&quot;554.25&quot; width=&quot;1693.21&quot; height=&quot;138.68&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;6202.80&quot; y=&quot;643.86&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;Latinx&lt;/text&gt;\n",
+       "\t&lt;rect x=&quot;3655.42&quot; y=&quot;2203.50&quot; width=&quot;1693.43&quot; height=&quot;138.68&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;4502.25&quot; y=&quot;2293.11&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;white&lt;/text&gt;\n",
+       "\t&lt;rect x=&quot;5356.20&quot; y=&quot;2203.50&quot; width=&quot;1693.21&quot; height=&quot;138.68&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;6202.80&quot; y=&quot;2293.11&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;Asian&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;5352.52&quot; y=&quot;4136.98&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:119.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;% debt still owed&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;5352.52&quot; y=&quot;479.56&quot; style=&quot;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-weight:bold;font-size:150.07px&quot;&gt;B:&lt;/tspan&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:150.07px&quot;&gt; by income&lt;/tspan&gt;\n",
+       "\t&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3600.00&quot; y=&quot;225.77&quot; style=&quot;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-weight:bold;font-size:150.07px&quot;&gt;Figure 1:&lt;/tspan&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:150.07px&quot;&gt; % original debt still owed after 12 Years&lt;/tspan&gt;\n",
+       "\t&lt;/text&gt;\n",
+       "&lt;/svg&gt;\n",
+       "</body></html>\"></iframe>\n"
+      ],
+      "text/plain": [
+       "This front-end cannot display the desired image type."
+      ]
+     },
+     "metadata": {
+      "image/svg+xml": {
+       "height": 360,
+       "width": 600
+      },
+      "text/html": {
+       "height": 360,
+       "width": 600
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "local imargin imargin(small) iscale(1)\n",
+    "local title title({bf:Figure 1:} % original debt still owed after 12 Years)\n",
+    "local xsize xsize(10) ysize(6) name(AGIEFC, replace) rows(1)\n",
+    "graph combine EFC AGI, `imargin' `title' `xsize'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "clear\n",
+    "quietly set obs `=20'\n",
+    "quietly gen race=4\n",
+    "quietly replace race=3 if _n<16\n",
+    "quietly replace race=1 if _n<11\n",
+    "quietly replace race=2 if _n<6\n",
+    "label define race 1 \"Black\" 2 \"white\" 3 \"Latinx\" 4 \"Asian\"\n",
+    "label values race race\n",
+    "quietly gen efc=1\n",
+    "quietly replace efc=2 if _n==2 | _n==7 | _n==12 | _n==17\n",
+    "quietly replace efc=3 if _n==3 | _n==8 | _n==13 | _n==18\n",
+    "quietly replace efc=4 if _n==4 | _n==9 | _n==14 | _n==19\n",
+    "quietly replace efc=5 if _n==5 | _n==10 | _n==15 | _n==20\n",
+    "quietly label define EFC_lab 1 \"$0\" 2 \"$1-$2.6K\" 3 \"$2.6K-$7.2K\" 4 \"$7.2K-$15.6K\" 5 \"$15.6K+\" \n",
+    "quietly label values efc EFC_lab\n",
+    "quietly gen pcthelp=11.6368 if _n==1\n",
+    "quietly replace pcthelp=8.632 if _n==6\n",
+    "quietly replace pcthelp=13.0130 if _n==11\n",
+    "quietly replace pcthelp=9.3606 if _n==16\n",
+    "quietly replace pcthelp=15.2168 if _n==2\n",
+    "quietly replace pcthelp=11.3907 if _n==7\n",
+    "quietly replace pcthelp=15.0896 if _n==12\n",
+    "quietly replace pcthelp=22.6309 if _n==17\n",
+    "quietly replace pcthelp=16.0815 if _n==3\n",
+    "quietly replace pcthelp=7.6035 if _n==8\n",
+    "quietly replace pcthelp=15.4896 if _n==13\n",
+    "quietly replace pcthelp=22.4566 if _n==18\n",
+    "quietly replace pcthelp=21.5403 if _n==4\n",
+    "quietly replace pcthelp=9.5468 if _n==9\n",
+    "quietly replace pcthelp=18.0492 if _n==14\n",
+    "quietly replace pcthelp=. if _n==19\n",
+    "quietly replace pcthelp=25.6239 if _n==5\n",
+    "quietly replace pcthelp=30.1301 if _n==10\n",
+    "quietly replace pcthelp=16.1942 if _n==15\n",
+    "quietly replace pcthelp=. if _n==20\n",
+    "quietly rename race race2\n",
+    "quietly recode race2 (1=1 Black)(2=3 white)(3=2 Latinx)(4=4 Asian), gen(race)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/pdf": 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+       "\t<text x=\"1235.47\" y=\"3992.54\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">10</text>\n",
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+       "\t<line x1=\"3097.57\" y1=\"3844.80\" x2=\"3097.57\" y2=\"3895.88\" style=\"stroke:#9B9B9B;stroke-width:7.34\"/>\n",
+       "\t<text x=\"3097.57\" y=\"3992.54\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">10</text>\n",
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+       "\t<text x=\"3420.22\" y=\"3992.54\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">20</text>\n",
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+       "\t<text x=\"861.75\" y=\"1975.45\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"end\">$15.6K+</text>\n",
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+       "\t<text x=\"1082.25\" y=\"648.13\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">Black</text>\n",
+       "\t<rect x=\"2016.97\" y=\"558.52\" width=\"1854.76\" height=\"138.68\" style=\"fill:none;stroke:#FAF0E6;stroke-width:7.34\"/>\n",
+       "\t<text x=\"2944.35\" y=\"648.13\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">Latinx</text>\n",
+       "\t<rect x=\"154.87\" y=\"2203.50\" width=\"1854.76\" height=\"138.68\" style=\"fill:none;stroke:#FAF0E6;stroke-width:7.34\"/>\n",
+       "\t<text x=\"1082.25\" y=\"2293.11\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">white</text>\n",
+       "\t<rect x=\"2016.97\" y=\"2203.50\" width=\"1854.76\" height=\"138.68\" style=\"fill:none;stroke:#FAF0E6;stroke-width:7.34\"/>\n",
+       "\t<text x=\"2944.35\" y=\"2293.11\" style=\"font-family:'Helvetica';font-size:101.92px;fill:#000000\" text-anchor=\"middle\">Asian</text>\n",
+       "\t<text x=\"2013.30\" y=\"483.84\" style=\"font-family:'Helvetica';font-size:150.07px;fill:#000000\" text-anchor=\"middle\">by Expected Family Contribution</text>\n",
+       "\t<text x=\"2013.30\" y=\"282.02\" style=\"fill:#000000\" text-anchor=\"middle\">\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-weight:bold;font-size:150.07px\">Figure 2:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-size:150.07px\"> % getting help repaying debt</tspan>\n",
+       "\t</text>\n",
+       "\t<text x=\"2013.30\" y=\"4132.71\" style=\"font-family:'Helvetica';font-size:119.92px;fill:#000000\" text-anchor=\"middle\">% receiving help</text>\n",
+       "\t<text x=\"3901.50\" y=\"440.98\" style=\"fill:#000000\">\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-weight:bold;font-size:99.45px\">Notes:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Helvetica';font-size:99.45px\"> The median 2004 Black student borrower still owed 113%</tspan>\n",
+       "\t</text>\n",
+       "\t<text x=\"3901.50\" y=\"540.20\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">of their undergrad student debt 12 years later due to compound</text>\n",
+       "\t<text x=\"3901.50\" y=\"639.65\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">interest (Miller 2017). The figures above break out the median %</text>\n",
+       "\t<text x=\"3901.50\" y=\"739.10\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">still owed by Expected Family Contribution (EFC, Figure 1A) and</text>\n",
+       "\t<text x=\"3901.50\" y=\"838.33\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">income (Figure 1B) brackets. We do so to illustrate that the EFC </text>\n",
+       "\t<text x=\"3901.50\" y=\"937.78\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">formula for awarding federal and school grant aid dollars does not</text>\n",
+       "\t<text x=\"3901.50\" y=\"1037.00\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">account well for wealth deprivation in non-white house holds by </text>\n",
+       "\t<text x=\"3901.50\" y=\"1136.45\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">the racial wealth gap. EFC is a means tests primarily based on </text>\n",
+       "\t<text x=\"3901.50\" y=\"1235.90\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">income. EFC excludes most home equity and college savings funds</text>\n",
+       "\t<text x=\"3901.50\" y=\"1335.13\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">rather than awarding additional aid to those who lack these</text>\n",
+       "\t<text x=\"3901.50\" y=\"1434.58\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">assets. Addo, Houle, and Simon show that deprivation of household</text>\n",
+       "\t<text x=\"3901.50\" y=\"1533.80\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">wealth explains much of the gap in initial borrowing between</text>\n",
+       "\t<text x=\"3901.50\" y=\"1633.25\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">Black and white students (2017). Many non-white borrowers also</text>\n",
+       "\t<text x=\"3901.50\" y=\"1732.70\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">struggle to repay these debts because EFC does not account for</text>\n",
+       "\t<text x=\"3901.50\" y=\"1831.93\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">how wealthier households receive more family assistance in</text>\n",
+       "\t<text x=\"3901.50\" y=\"1931.38\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">repaying debt. If EFC adjusted for this, we likely would see</text>\n",
+       "\t<text x=\"3901.50\" y=\"2030.60\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">declines in debt still owed in higher EFC categories in 1A. This</text>\n",
+       "\t<text x=\"3901.50\" y=\"2130.05\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">is only the case for white households for whom income and wealth</text>\n",
+       "\t<text x=\"3901.50\" y=\"2229.50\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">are more strongly associated. Instead, the % of debt still owed</text>\n",
+       "\t<text x=\"3901.50\" y=\"2328.73\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">is relatively consistent across all EFC levels for other racial</text>\n",
+       "\t<text x=\"3901.50\" y=\"2428.18\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">groups, mirroring the pattern across income brackets in 2B.</text>\n",
+       "\t<text x=\"3901.50\" y=\"2527.40\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">   Figure 2 shows that only white borrowers consistently receive</text>\n",
+       "\t<text x=\"3901.50\" y=\"2626.85\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">more help with repayment from family as EFC increases. This fits</text>\n",
+       "\t<text x=\"3901.50\" y=\"2726.30\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">our thesis that the racial wealth gap constrains even higher</text>\n",
+       "\t<text x=\"3901.50\" y=\"2825.53\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">income non-white families from helping their children with</text>\n",
+       "\t<text x=\"3901.50\" y=\"2924.98\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">repayment. Further research is needed to assess other potential</text>\n",
+       "\t<text x=\"3901.50\" y=\"3024.20\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">dimensions of student debt disparities within racial categories.</text>\n",
+       "\t<text x=\"3901.50\" y=\"3123.65\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">   We use a Du Boisian approach to plot these disparities. Du Bois</text>\n",
+       "\t<text x=\"3901.50\" y=\"3223.10\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">used bar graphs for cross tabular analyses decades before this</text>\n",
+       "\t<text x=\"3901.50\" y=\"3322.33\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">became state of the art in the social sciences (Battle-Baptiste &amp;</text>\n",
+       "\t<text x=\"3901.50\" y=\"3421.78\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">Rusert 2017). We use a new Du Bois Stata scheme (Eaton et al.</text>\n",
+       "\t<text x=\"3901.50\" y=\"3521.00\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">2020) to automate graphing with Du Bois’ color palette and other</text>\n",
+       "\t<text x=\"3901.50\" y=\"3620.45\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">style elements (Starks 2019). Data is from the Beginning</text>\n",
+       "\t<text x=\"3901.50\" y=\"3719.90\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">Postsecondary Survey via Powerstats.</text>\n",
+       "\t<text x=\"3901.50\" y=\"3819.13\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">   Data/code/Stata scheme @: https://github.com/jcolond/dnd</text>\n",
+       "\t<text x=\"3901.50\" y=\"3918.58\" style=\"font-family:'Helvetica';font-size:99.45px;fill:#000000\">*Authorship is jointly shared with authors listed alphabetically.</text>\n",
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+       "\t&lt;text x=&quot;861.75&quot; y=&quot;3620.43&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$15.6K+&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;861.75&quot; y=&quot;3375.63&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$7.2K-$15.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;861.75&quot; y=&quot;3131.05&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$2.6K-$7.2K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;861.75&quot; y=&quot;2886.48&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$1-$2.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;861.75&quot; y=&quot;2641.91&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$0&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2724.07&quot; y=&quot;3620.43&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$15.6K+&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2724.07&quot; y=&quot;3375.63&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$7.2K-$15.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2724.07&quot; y=&quot;3131.05&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$2.6K-$7.2K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2724.07&quot; y=&quot;2886.48&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$1-$2.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2724.07&quot; y=&quot;2641.91&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$0&lt;/text&gt;\n",
+       "\t&lt;rect x=&quot;154.87&quot; y=&quot;558.52&quot; width=&quot;1854.76&quot; height=&quot;138.68&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;1082.25&quot; y=&quot;648.13&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;Black&lt;/text&gt;\n",
+       "\t&lt;rect x=&quot;2016.97&quot; y=&quot;558.52&quot; width=&quot;1854.76&quot; height=&quot;138.68&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;2944.35&quot; y=&quot;648.13&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;Latinx&lt;/text&gt;\n",
+       "\t&lt;rect x=&quot;154.87&quot; y=&quot;2203.50&quot; width=&quot;1854.76&quot; height=&quot;138.68&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;1082.25&quot; y=&quot;2293.11&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;white&lt;/text&gt;\n",
+       "\t&lt;rect x=&quot;2016.97&quot; y=&quot;2203.50&quot; width=&quot;1854.76&quot; height=&quot;138.68&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:7.34&quot;/&gt;\n",
+       "\t&lt;text x=&quot;2944.35&quot; y=&quot;2293.11&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:101.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;Asian&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2013.30&quot; y=&quot;483.84&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:150.07px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;by Expected Family Contribution&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2013.30&quot; y=&quot;282.02&quot; style=&quot;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-weight:bold;font-size:150.07px&quot;&gt;Figure 2:&lt;/tspan&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:150.07px&quot;&gt; % getting help repaying debt&lt;/tspan&gt;\n",
+       "\t&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2013.30&quot; y=&quot;4132.71&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:119.92px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;% receiving help&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;440.98&quot; style=&quot;fill:#000000&quot;&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-weight:bold;font-size:99.45px&quot;&gt;Notes:&lt;/tspan&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px&quot;&gt; The median 2004 Black student borrower still owed 113%&lt;/tspan&gt;\n",
+       "\t&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;540.20&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;of their undergrad student debt 12 years later due to compound&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;639.65&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;interest (Miller 2017). The figures above break out the median %&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;739.10&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;still owed by Expected Family Contribution (EFC, Figure 1A) and&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;838.33&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;income (Figure 1B) brackets. We do so to illustrate that the EFC &lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;937.78&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;formula for awarding federal and school grant aid dollars does not&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;1037.00&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;account well for wealth deprivation in non-white house holds by &lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;1136.45&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;the racial wealth gap. EFC is a means tests primarily based on &lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;1235.90&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;income. EFC excludes most home equity and college savings funds&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;1335.13&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;rather than awarding additional aid to those who lack these&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;1434.58&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;assets. Addo, Houle, and Simon show that deprivation of household&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;1533.80&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;wealth explains much of the gap in initial borrowing between&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;1633.25&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;Black and white students (2017). Many non-white borrowers also&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;1732.70&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;struggle to repay these debts because EFC does not account for&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;1831.93&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;how wealthier households receive more family assistance in&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;1931.38&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;repaying debt. If EFC adjusted for this, we likely would see&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;2030.60&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;declines in debt still owed in higher EFC categories in 1A. This&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;2130.05&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;is only the case for white households for whom income and wealth&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;2229.50&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;are more strongly associated. Instead, the % of debt still owed&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;2328.73&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;is relatively consistent across all EFC levels for other racial&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;2428.18&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;groups, mirroring the pattern across income brackets in 2B.&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;2527.40&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;   Figure 2 shows that only white borrowers consistently receive&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;2626.85&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;more help with repayment from family as EFC increases. This fits&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;2726.30&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;our thesis that the racial wealth gap constrains even higher&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;2825.53&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;income non-white families from helping their children with&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;2924.98&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;repayment. Further research is needed to assess other potential&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;3024.20&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;dimensions of student debt disparities within racial categories.&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;3123.65&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;   We use a Du Boisian approach to plot these disparities. Du Bois&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;3223.10&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;used bar graphs for cross tabular analyses decades before this&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;3322.33&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;became state of the art in the social sciences (Battle-Baptiste &amp;amp;&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;3421.78&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;Rusert 2017). We use a new Du Bois Stata scheme (Eaton et al.&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;3521.00&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;2020) to automate graphing with Du Bois’ color palette and other&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;3620.45&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;style elements (Starks 2019). Data is from the Beginning&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;3719.90&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;Postsecondary Survey via Powerstats.&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;3819.13&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;   Data/code/Stata scheme @: https://github.com/jcolond/dnd&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3901.50&quot; y=&quot;3918.58&quot; style=&quot;font-family:&#x27;Helvetica&#x27;;font-size:99.45px;fill:#000000&quot;&gt;*Authorship is jointly shared with authors listed alphabetically.&lt;/text&gt;\n",
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+   "source": [
+    "#delimit ;\n",
+    "local note1 note(\n",
+    "\"{bf:Notes:} The median 2004 Black student borrower still owed 113%\"\n",
+    "\"of their undergrad student debt 12 years later due to compound\"\n",
+    "\"interest (Miller 2017). The figures above break out the median %\"\n",
+    "\"still owed by Expected Family Contribution (EFC, Figure 1A) and\"\n",
+    "\"income (Figure 1B) brackets. We do so to illustrate that the EFC \"\n",
+    "\"formula for awarding federal and school grant aid dollars does not\"\n",
+    "\"account well for wealth deprivation in non-white house holds by \"\n",
+    "\"the racial wealth gap. EFC is a means tests primarily based on \"\n",
+    "\"income. EFC excludes most home equity and college savings funds\"\n",
+    "\"rather than awarding additional aid to those who lack these\"\n",
+    "\"assets. Addo, Houle, and Simon show that deprivation of household\"\n",
+    "\"wealth explains much of the gap in initial borrowing between\"\n",
+    "\"Black and white students (2017). Many non-white borrowers also\"\n",
+    "\"struggle to repay these debts because EFC does not account for\"\n",
+    "\"how wealthier households receive more family assistance in\"\n",
+    "\"repaying debt. If EFC adjusted for this, we likely would see\"\n",
+    "\"declines in debt still owed in higher EFC categories in 1A. This\"\n",
+    "\"is only the case for white households for whom income and wealth\"\n",
+    "\"are more strongly associated. Instead, the % of debt still owed\"\n",
+    "\"is relatively consistent across all EFC levels for other racial\" ;\n",
+    "local note1 `note1' \n",
+    "\"groups, mirroring the pattern across income brackets in 2B.\"\n",
+    "\"   Figure 2 shows that only white borrowers consistently receive\"\n",
+    "\"more help with repayment from family as EFC increases. This fits\"\n",
+    "\"our thesis that the racial wealth gap constrains even higher\"\n",
+    "\"income non-white families from helping their children with\"\n",
+    "\"repayment. Further research is needed to assess other potential\"\n",
+    "\"dimensions of student debt disparities within racial categories.\"\n",
+    "\"   We use a Du Boisian approach to plot these disparities. Du Bois\"\n",
+    "\"used bar graphs for cross tabular analyses decades before this\"\n",
+    "\"became state of the art in the social sciences (Battle-Baptiste &\"\n",
+    "\"Rusert 2017). We use a new Du Bois Stata scheme (Eaton et al.\"\n",
+    "\"2020) to automate graphing with Du Bois’ color palette and other\"\n",
+    "\"style elements (Starks 2019). Data is from the Beginning\"\n",
+    "\"Postsecondary Survey via Powerstats.\"\n",
+    "\"   Data/code/Stata scheme @: https://github.com/jcolond/dnd\"\n",
+    "\"*Authorship is jointly shared with authors listed alphabetically.\"\n",
+    ", justification(left) size(2.3) position(3)) ;\n",
+    "\n",
+    "#delimit cr\n",
+    "\n",
+    "local over over(efc, gap(30)) ytitle(\"% receiving help\") asyvars showyvars \n",
+    "local xsize xsize(10) ysize(6) ylabel(0(10)30, labsize(small)) by(race, legend(off) imargin(zero)\n",
+    "local t2title t2title({bf:Figure 2:} % getting help repaying debt, size(medsmall))\n",
+    "local t1title t1title(by Expected Family Contribution, size(medsmall))) name(PCTHELP, replace)\n",
+    "graph hbar pcthelp, `over' `xsize' `t2title' `note1' `t1title' "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/pdf": 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+       "\t<line x1=\"952.39\" y1=\"3876.34\" x2=\"1459.77\" y2=\"3876.34\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
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+       "\t<text x=\"927.15\" y=\"1342.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">Black</text>\n",
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+       "\t<text x=\"2316.38\" y=\"1342.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">Latinx</text>\n",
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+       "\t<text x=\"2316.38\" y=\"2653.65\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">Asian</text>\n",
+       "\t<text x=\"1621.89\" y=\"4148.12\" style=\"font-family:'Tahoma';font-size:113.36px;fill:#000000\" text-anchor=\"middle\">% debt still owed</text>\n",
+       "\t<text x=\"1621.89\" y=\"1187.41\" style=\"fill:#000000\" text-anchor=\"middle\">\n",
+       "\t\t<tspan style=\"font-family:'Tahoma';font-weight:bold;font-size:141.82px\">A:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Tahoma';font-size:141.82px\"> by Expected Family Contribution</tspan>\n",
+       "\t</text>\n",
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+       "\t<text x=\"3769.96\" y=\"4015.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">0</text>\n",
+       "\t<line x1=\"3903.12\" y1=\"3876.34\" x2=\"3903.12\" y2=\"3924.36\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<text x=\"3903.12\" y=\"4015.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">25</text>\n",
+       "\t<line x1=\"4036.03\" y1=\"3876.34\" x2=\"4036.03\" y2=\"3924.36\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<text x=\"4036.03\" y=\"4015.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">50</text>\n",
+       "\t<line x1=\"4169.18\" y1=\"3876.34\" x2=\"4169.18\" y2=\"3924.36\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<text x=\"4169.18\" y=\"4015.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">75</text>\n",
+       "\t<line x1=\"4302.34\" y1=\"3876.34\" x2=\"4302.34\" y2=\"3924.36\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<text x=\"4302.34\" y=\"4015.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">100</text>\n",
+       "\t<line x1=\"3769.96\" y1=\"3876.34\" x2=\"4302.34\" y2=\"3876.34\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<line x1=\"5159.19\" y1=\"3876.34\" x2=\"5159.19\" y2=\"3924.36\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<text x=\"5159.19\" y=\"4015.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">0</text>\n",
+       "\t<line x1=\"5292.35\" y1=\"3876.34\" x2=\"5292.35\" y2=\"3924.36\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<text x=\"5292.35\" y=\"4015.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">25</text>\n",
+       "\t<line x1=\"5425.26\" y1=\"3876.34\" x2=\"5425.26\" y2=\"3924.36\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<text x=\"5425.26\" y=\"4015.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">50</text>\n",
+       "\t<line x1=\"5558.42\" y1=\"3876.34\" x2=\"5558.42\" y2=\"3924.36\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<text x=\"5558.42\" y=\"4015.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">75</text>\n",
+       "\t<line x1=\"5691.33\" y1=\"3876.34\" x2=\"5691.33\" y2=\"3924.36\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<text x=\"5691.33\" y=\"4015.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">100</text>\n",
+       "\t<line x1=\"5159.19\" y1=\"3876.34\" x2=\"5691.33\" y2=\"3876.34\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<text x=\"3721.70\" y=\"2379.07\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$110K +</text>\n",
+       "\t<text x=\"3721.70\" y=\"2195.92\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$75K-$110K</text>\n",
+       "\t<text x=\"3721.70\" y=\"2012.77\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$48K-$75K</text>\n",
+       "\t<text x=\"3721.70\" y=\"1829.62\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$30K-$48K</text>\n",
+       "\t<text x=\"3721.70\" y=\"1646.47\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$-$30K</text>\n",
+       "\t<text x=\"5110.93\" y=\"2379.07\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$110K +</text>\n",
+       "\t<text x=\"5110.93\" y=\"2195.92\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$75K-$110K</text>\n",
+       "\t<text x=\"5110.93\" y=\"2012.77\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$48K-$75K</text>\n",
+       "\t<text x=\"5110.93\" y=\"1829.62\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$30K-$48K</text>\n",
+       "\t<text x=\"5110.93\" y=\"1646.47\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$-$30K</text>\n",
+       "\t<text x=\"3721.70\" y=\"3690.08\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$110K +</text>\n",
+       "\t<text x=\"3721.70\" y=\"3506.68\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$75K-$110K</text>\n",
+       "\t<text x=\"3721.70\" y=\"3323.53\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$48K-$75K</text>\n",
+       "\t<text x=\"3721.70\" y=\"3140.38\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$30K-$48K</text>\n",
+       "\t<text x=\"3721.70\" y=\"2957.23\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$-$30K</text>\n",
+       "\t<text x=\"5110.93\" y=\"3690.08\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$110K +</text>\n",
+       "\t<text x=\"5110.93\" y=\"3506.68\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$75K-$110K</text>\n",
+       "\t<text x=\"5110.93\" y=\"3323.53\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$48K-$75K</text>\n",
+       "\t<text x=\"5110.93\" y=\"3140.38\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$30K-$48K</text>\n",
+       "\t<text x=\"5110.93\" y=\"2957.23\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"end\">$-$30K</text>\n",
+       "\t<rect x=\"3112.35\" y=\"1258.05\" width=\"1382.29\" height=\"131.17\" style=\"fill:none;stroke:#FAF0E6;stroke-width:6.94\"/>\n",
+       "\t<text x=\"3803.62\" y=\"1342.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">Black</text>\n",
+       "\t<rect x=\"4501.58\" y=\"1258.05\" width=\"1382.29\" height=\"131.17\" style=\"fill:none;stroke:#FAF0E6;stroke-width:6.94\"/>\n",
+       "\t<text x=\"5192.85\" y=\"1342.89\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">Latinx</text>\n",
+       "\t<rect x=\"3112.35\" y=\"2569.05\" width=\"1382.29\" height=\"130.92\" style=\"fill:none;stroke:#FAF0E6;stroke-width:6.94\"/>\n",
+       "\t<text x=\"3803.62\" y=\"2653.65\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">white</text>\n",
+       "\t<rect x=\"4501.58\" y=\"2569.05\" width=\"1382.29\" height=\"130.92\" style=\"fill:none;stroke:#FAF0E6;stroke-width:6.94\"/>\n",
+       "\t<text x=\"5192.85\" y=\"2653.65\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">Asian</text>\n",
+       "\t<text x=\"4498.11\" y=\"4148.12\" style=\"font-family:'Tahoma';font-size:113.36px;fill:#000000\" text-anchor=\"middle\">% debt still owed</text>\n",
+       "\t<text x=\"4498.11\" y=\"1187.41\" style=\"fill:#000000\" text-anchor=\"middle\">\n",
+       "\t\t<tspan style=\"font-family:'Tahoma';font-weight:bold;font-size:141.82px\">B:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Tahoma';font-size:141.82px\"> by income</tspan>\n",
+       "\t</text>\n",
+       "\t<text x=\"3060.12\" y=\"947.83\" style=\"fill:#000000\" text-anchor=\"middle\">\n",
+       "\t\t<tspan style=\"font-family:'Tahoma';font-weight:bold;font-size:141.82px\">Figure 1:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Tahoma';font-size:141.82px\"> % original debt still owed after 12 Years</tspan>\n",
+       "\t</text>\n",
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+       "\t<line x1=\"1262.76\" y1=\"6069.69\" x2=\"1262.76\" y2=\"4846.30\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
+       "\t<line x1=\"1442.45\" y1=\"6069.69\" x2=\"1442.45\" y2=\"4846.30\" style=\"stroke:#9B9B9B;stroke-width:6.94\"/>\n",
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+       "\t<text x=\"2257.47\" y=\"4796.50\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">Latinx</text>\n",
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+       "\t<text x=\"2257.47\" y=\"6157.75\" style=\"font-family:'Tahoma';font-size:96.28px;fill:#000000\" text-anchor=\"middle\">Asian</text>\n",
+       "\t<text x=\"1566.20\" y=\"4641.27\" style=\"font-family:'Tahoma';font-size:141.82px;fill:#000000\" text-anchor=\"middle\">by Expected Family Contribution</text>\n",
+       "\t<text x=\"1566.20\" y=\"4451.68\" style=\"fill:#000000\" text-anchor=\"middle\">\n",
+       "\t\t<tspan style=\"font-family:'Tahoma';font-weight:bold;font-size:141.82px\">Figure 2:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Tahoma';font-size:141.82px\"> % getting help repaying debt</tspan>\n",
+       "\t</text>\n",
+       "\t<text x=\"1566.20\" y=\"7702.22\" style=\"font-family:'Tahoma';font-size:113.36px;fill:#000000\" text-anchor=\"middle\">% receiving help</text>\n",
+       "\t<text x=\"2973.25\" y=\"4397.53\" style=\"fill:#000000\">\n",
+       "\t\t<tspan style=\"font-family:'Tahoma';font-weight:bold;font-size:93.80px\">Notes:</tspan>\n",
+       "\t\t<tspan style=\"font-family:'Tahoma';font-size:93.80px\"> The median 2004 Black student borrower still owed 113%</tspan>\n",
+       "\t</text>\n",
+       "\t<text x=\"2973.25\" y=\"4491.58\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">of their undergrad student debt 12 years later due to compound</text>\n",
+       "\t<text x=\"2973.25\" y=\"4585.38\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">interest (Miller 2017). The figures above break out the median %</text>\n",
+       "\t<text x=\"2973.25\" y=\"4679.19\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">still owed by Expected Family Contribution (EFC, Figure 1A) and</text>\n",
+       "\t<text x=\"2973.25\" y=\"4773.24\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">income (Figure 1B) brackets. We do so to illustrate that the EFC </text>\n",
+       "\t<text x=\"2973.25\" y=\"4867.04\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">formula for awarding federal and school grant aid dollars does not</text>\n",
+       "\t<text x=\"2973.25\" y=\"4960.84\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">account well for wealth deprivation in non-white house holds by </text>\n",
+       "\t<text x=\"2973.25\" y=\"5054.89\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">the racial wealth gap. EFC is a means tests primarily based on </text>\n",
+       "\t<text x=\"2973.25\" y=\"5148.69\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">income. EFC excludes most home equity and college savings funds</text>\n",
+       "\t<text x=\"2973.25\" y=\"5242.50\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">rather than awarding additional aid to those who lack these</text>\n",
+       "\t<text x=\"2973.25\" y=\"5336.55\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">assets. Addo, Houle, and Simon show that deprivation of household</text>\n",
+       "\t<text x=\"2973.25\" y=\"5430.35\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">wealth explains much of the gap in initial borrowing between</text>\n",
+       "\t<text x=\"2973.25\" y=\"5524.15\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">Black and white students (2017). Many non-white borrowers also</text>\n",
+       "\t<text x=\"2973.25\" y=\"5618.20\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">struggle to repay these debts because EFC does not account for</text>\n",
+       "\t<text x=\"2973.25\" y=\"5712.00\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">how wealthier households receive more family assistance in</text>\n",
+       "\t<text x=\"2973.25\" y=\"5805.81\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">repaying debt. If EFC adjusted for this, we likely would see</text>\n",
+       "\t<text x=\"2973.25\" y=\"5899.86\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">declines in debt still owed in higher EFC categories in 1A. This</text>\n",
+       "\t<text x=\"2973.25\" y=\"5993.66\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">is only the case for white households for whom income and wealth</text>\n",
+       "\t<text x=\"2973.25\" y=\"6087.46\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">are more strongly associated. Instead, the % of debt still owed</text>\n",
+       "\t<text x=\"2973.25\" y=\"6181.51\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">is relatively consistent across all EFC levels for other racial</text>\n",
+       "\t<text x=\"2973.25\" y=\"6275.31\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">groups, mirroring the pattern across income brackets in 2B.</text>\n",
+       "\t<text x=\"2973.25\" y=\"6369.12\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">   Figure 2 shows that only white borrowers consistently receive</text>\n",
+       "\t<text x=\"2973.25\" y=\"6463.17\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">more help with repayment from family as EFC increases. This fits</text>\n",
+       "\t<text x=\"2973.25\" y=\"6556.97\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">our thesis that the racial wealth gap constrains even higher</text>\n",
+       "\t<text x=\"2973.25\" y=\"6650.77\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">income non-white families from helping their children with</text>\n",
+       "\t<text x=\"2973.25\" y=\"6744.82\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">repayment. Further research is needed to assess other potential</text>\n",
+       "\t<text x=\"2973.25\" y=\"6838.62\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">dimensions of student debt disparities within racial categories.</text>\n",
+       "\t<text x=\"2973.25\" y=\"6932.43\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">   We use a Du Boisian approach to plot these disparities. Du Bois</text>\n",
+       "\t<text x=\"2973.25\" y=\"7026.48\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">used bar graphs for cross tabular analyses decades before this</text>\n",
+       "\t<text x=\"2973.25\" y=\"7120.28\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">became state of the art in the social sciences (Battle-Baptiste &amp;</text>\n",
+       "\t<text x=\"2973.25\" y=\"7214.08\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">Rusert 2017). We use a new Du Bois Stata scheme (Eaton et al.</text>\n",
+       "\t<text x=\"2973.25\" y=\"7308.13\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">2020) to automate graphing with Du Bois’ color palette and other</text>\n",
+       "\t<text x=\"2973.25\" y=\"7401.93\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">style elements (Starks 2019). Data is from the Beginning</text>\n",
+       "\t<text x=\"2973.25\" y=\"7495.74\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">Postsecondary Survey via Powerstats.</text>\n",
+       "\t<text x=\"2973.25\" y=\"7589.79\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">   Data/code/Stata scheme @: https://github.com/jcolond/dnd</text>\n",
+       "\t<text x=\"2973.25\" y=\"7683.59\" style=\"font-family:'Tahoma';font-size:93.80px;fill:#000000\">*Authorship is jointly shared with authors listed alphabetically.</text>\n",
+       "\t<text x=\"3060.12\" y=\"700.18\" style=\"font-family:'Tahoma';font-size:127.46px;fill:#000000\" text-anchor=\"middle\">September 28, 2020</text>\n",
+       "\t<text x=\"3060.12\" y=\"499.21\" style=\"font-family:'Tahoma';font-size:127.46px;fill:#000000\" text-anchor=\"middle\">by Jay Colond, Charlie Eaton, Ruben Gonzalez, and Waleed Rajabally*, University of California, Merced</text>\n",
+       "\t<text x=\"3060.12\" y=\"286.88\" style=\"font-family:'Tahoma';font-weight:bold;font-size:165.33px;fill:#000000\" text-anchor=\"middle\">Student debt and the hidden racial wealth gap in federal aid formulas</text>\n",
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+       "\t&lt;text x=&quot;5110.93&quot; y=&quot;2012.77&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$48K-$75K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;5110.93&quot; y=&quot;1829.62&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$30K-$48K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;5110.93&quot; y=&quot;1646.47&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$-$30K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3721.70&quot; y=&quot;3690.08&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$110K +&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3721.70&quot; y=&quot;3506.68&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$75K-$110K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3721.70&quot; y=&quot;3323.53&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$48K-$75K&lt;/text&gt;\n",
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+       "\t&lt;text x=&quot;5110.93&quot; y=&quot;3506.68&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$75K-$110K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;5110.93&quot; y=&quot;3323.53&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$48K-$75K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;5110.93&quot; y=&quot;3140.38&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$30K-$48K&lt;/text&gt;\n",
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+       "\t&lt;text x=&quot;5192.85&quot; y=&quot;2653.65&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;Asian&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4498.11&quot; y=&quot;4148.12&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:113.36px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;% debt still owed&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;4498.11&quot; y=&quot;1187.41&quot; style=&quot;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Tahoma&#x27;;font-weight:bold;font-size:141.82px&quot;&gt;B:&lt;/tspan&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:141.82px&quot;&gt; by income&lt;/tspan&gt;\n",
+       "\t&lt;/text&gt;\n",
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+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Tahoma&#x27;;font-weight:bold;font-size:141.82px&quot;&gt;Figure 1:&lt;/tspan&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:141.82px&quot;&gt; % original debt still owed after 12 Years&lt;/tspan&gt;\n",
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+       "\t&lt;line x1=&quot;2825.00&quot; y1=&quot;7430.94&quot; x2=&quot;2825.00&quot; y2=&quot;7479.20&quot; style=&quot;stroke:#9B9B9B;stroke-width:6.94&quot;/&gt;\n",
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+       "\t&lt;text x=&quot;855.12&quot; y=&quot;5684.93&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$7.2K-$15.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;855.12&quot; y=&quot;5491.63&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$2.6K-$7.2K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;855.12&quot; y=&quot;5298.58&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$1-$2.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;855.12&quot; y=&quot;5105.53&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$0&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2237.67&quot; y=&quot;5877.98&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$15.6K+&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2237.67&quot; y=&quot;5684.93&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$7.2K-$15.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2237.67&quot; y=&quot;5491.63&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$2.6K-$7.2K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2237.67&quot; y=&quot;5298.58&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$1-$2.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2237.67&quot; y=&quot;5105.53&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$0&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;855.12&quot; y=&quot;7239.23&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$15.6K+&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;855.12&quot; y=&quot;7046.18&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$7.2K-$15.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;855.12&quot; y=&quot;6853.13&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$2.6K-$7.2K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;855.12&quot; y=&quot;6660.08&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$1-$2.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;855.12&quot; y=&quot;6466.78&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$0&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2237.67&quot; y=&quot;7239.23&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$15.6K+&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2237.67&quot; y=&quot;7046.18&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$7.2K-$15.6K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2237.67&quot; y=&quot;6853.13&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$2.6K-$7.2K&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2237.67&quot; y=&quot;6660.08&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;end&quot;&gt;$1-$2.6K&lt;/text&gt;\n",
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+       "\t&lt;rect x=&quot;187.12&quot; y=&quot;4711.66&quot; width=&quot;1375.61&quot; height=&quot;131.17&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:6.94&quot;/&gt;\n",
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+       "\t&lt;text x=&quot;874.92&quot; y=&quot;6157.75&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;white&lt;/text&gt;\n",
+       "\t&lt;rect x=&quot;1569.67&quot; y=&quot;6073.16&quot; width=&quot;1375.61&quot; height=&quot;130.92&quot; style=&quot;fill:none;stroke:#FAF0E6;stroke-width:6.94&quot;/&gt;\n",
+       "\t&lt;text x=&quot;2257.47&quot; y=&quot;6157.75&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:96.28px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;Asian&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;1566.20&quot; y=&quot;4641.27&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:141.82px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;by Expected Family Contribution&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;1566.20&quot; y=&quot;4451.68&quot; style=&quot;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Tahoma&#x27;;font-weight:bold;font-size:141.82px&quot;&gt;Figure 2:&lt;/tspan&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:141.82px&quot;&gt; % getting help repaying debt&lt;/tspan&gt;\n",
+       "\t&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;1566.20&quot; y=&quot;7702.22&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:113.36px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;% receiving help&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;4397.53&quot; style=&quot;fill:#000000&quot;&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Tahoma&#x27;;font-weight:bold;font-size:93.80px&quot;&gt;Notes:&lt;/tspan&gt;\n",
+       "\t\t&lt;tspan style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px&quot;&gt; The median 2004 Black student borrower still owed 113%&lt;/tspan&gt;\n",
+       "\t&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;4491.58&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;of their undergrad student debt 12 years later due to compound&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;4585.38&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;interest (Miller 2017). The figures above break out the median %&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;4679.19&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;still owed by Expected Family Contribution (EFC, Figure 1A) and&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;4773.24&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;income (Figure 1B) brackets. We do so to illustrate that the EFC &lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;4867.04&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;formula for awarding federal and school grant aid dollars does not&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;4960.84&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;account well for wealth deprivation in non-white house holds by &lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5054.89&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;the racial wealth gap. EFC is a means tests primarily based on &lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5148.69&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;income. EFC excludes most home equity and college savings funds&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5242.50&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;rather than awarding additional aid to those who lack these&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5336.55&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;assets. Addo, Houle, and Simon show that deprivation of household&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5430.35&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;wealth explains much of the gap in initial borrowing between&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5524.15&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;Black and white students (2017). Many non-white borrowers also&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5618.20&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;struggle to repay these debts because EFC does not account for&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5712.00&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;how wealthier households receive more family assistance in&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5805.81&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;repaying debt. If EFC adjusted for this, we likely would see&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5899.86&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;declines in debt still owed in higher EFC categories in 1A. This&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;5993.66&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;is only the case for white households for whom income and wealth&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;6087.46&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;are more strongly associated. Instead, the % of debt still owed&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;6181.51&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;is relatively consistent across all EFC levels for other racial&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;6275.31&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;groups, mirroring the pattern across income brackets in 2B.&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;6369.12&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;   Figure 2 shows that only white borrowers consistently receive&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;6463.17&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;more help with repayment from family as EFC increases. This fits&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;6556.97&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;our thesis that the racial wealth gap constrains even higher&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;6650.77&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;income non-white families from helping their children with&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;6744.82&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;repayment. Further research is needed to assess other potential&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;6838.62&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;dimensions of student debt disparities within racial categories.&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;6932.43&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;   We use a Du Boisian approach to plot these disparities. Du Bois&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;7026.48&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;used bar graphs for cross tabular analyses decades before this&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;7120.28&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;became state of the art in the social sciences (Battle-Baptiste &amp;amp;&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;7214.08&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;Rusert 2017). We use a new Du Bois Stata scheme (Eaton et al.&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;7308.13&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;2020) to automate graphing with Du Bois’ color palette and other&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;7401.93&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;style elements (Starks 2019). Data is from the Beginning&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;7495.74&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;Postsecondary Survey via Powerstats.&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;7589.79&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;   Data/code/Stata scheme @: https://github.com/jcolond/dnd&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;2973.25&quot; y=&quot;7683.59&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:93.80px;fill:#000000&quot;&gt;*Authorship is jointly shared with authors listed alphabetically.&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3060.12&quot; y=&quot;700.18&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:127.46px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;September 28, 2020&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3060.12&quot; y=&quot;499.21&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-size:127.46px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;by Jay Colond, Charlie Eaton, Ruben Gonzalez, and Waleed Rajabally*, University of California, Merced&lt;/text&gt;\n",
+       "\t&lt;text x=&quot;3060.12&quot; y=&quot;286.88&quot; style=&quot;font-family:&#x27;Tahoma&#x27;;font-weight:bold;font-size:165.33px;fill:#000000&quot; text-anchor=&quot;middle&quot;&gt;Student debt and the hidden racial wealth gap in federal aid formulas&lt;/text&gt;\n",
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "(file wealthgapstudentaid.pdf written in PDF format)\n",
+      "\n",
+      "(file wealthgapstudentaid.eps written in EPS format)\n"
+     ]
+    }
+   ],
+   "source": [
+    "local title title({bf:Student debt and the hidden racial wealth gap in federal aid formulas}, size(2.7))\n",
+    "local subtitle subtitle(\"by Jay Colond, Charlie Eaton, Ruben Gonzalez, and Waleed Rajabally*, University of California, Merced\", size(vsmall))\n",
+    "local t2title t2title(\"September 28, 2020\", size(vsmall)) iscale(.667) rows(2) xsize(8.5) ysize(11) imargin(small)\n",
+    "graph combine AGIEFC PCTHELP, `title' `subtitle' `t2title' name(wealthgapstudentaid, replace)\n",
+    "graph export wealthgapstudentaid.pdf, replace name(wealthgapstudentaid)\n",
+    "graph export wealthgapstudentaid.eps, replace name(wealthgapstudentaid)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Stata",
+   "language": "stata",
+   "name": "stata"
+  },
+  "language_info": {
+   "codemirror_mode": "stata",
+   "file_extension": ".do",
+   "mimetype": "text/x-stata",
+   "name": "stata",
+   "version": "15.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/statascheme/studentdebthiddenracialwealthgap.xlsx b/statascheme/studentdebthiddenracialwealthgap.xlsx
new file mode 100644
index 0000000..5046371
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