diff --git a/images/programmers-C-United-States-of-America.png b/images/programmers-C-United-States-of-America.png
index 1cbdf3d..f48cf88 100644
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diff --git a/images/programmers-Python-United-States-of-America.png b/images/programmers-Python-United-States-of-America.png
index b252aa1..7f98613 100644
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diff --git a/stackoverflow-survey.ipynb b/stackoverflow-survey.ipynb
index c6edf5d..6512060 100644
--- a/stackoverflow-survey.ipynb
+++ b/stackoverflow-survey.ipynb
@@ -157,7 +157,7 @@
     "\n",
     "        sb.scatterplot(data=self.devs, x=key_x, y=key_y, hue=hue, palette=palette)\n",
     "        plt.legend(loc='lower center', bbox_to_anchor=(1.5,0)) \n",
-    "        title = \"Annual Salary of %s Developers Over Years of Experience\" % self.language\\\n",
+    "        title = \"Annual Compensation of %s Programmers Over Years of Experience\" % self.language\\\n",
     "                + \"\\nsample size=%i\" %  len (self.devs)\\\n",
     "                + \"\\ncountry=%s\" % self.country\n",
     "        plt.title(title)\n",