Update

class_notebooks/1_1_Variables.ipynb

@@ -1795,9 +1795,7 @@
    "source": [
     "### Step 3: Combine datasets\n",
     "\n",
-    "While the LODES data gives interesting information about the distribution of jobs by industry at block level over the entire Missouri state, we would like to restrict our analysis to the city of Kansas City. Unfortunately there is no metropolitan area information on the LODES dataset. The only way of restricting to Kansas City is to first merge on the geographic information from the crosswalk file.\n",
-    "\n",
-    "The following SQL query will directly merge on the relevant geographic information, and restrict to the value of interest (where `stplcname` is \"Kansas City city, MO\")."
+    "While the LODES data gives interesting information about the distribution of jobs by industry at block level over the entire Missouri state, we would like to restrict our analysis to the city of Kansas City. Unfortunately there is no metropolitan area information on the LODES dataset. The only way of restricting to Kansas City is to first merge on the geographic information from the crosswalk file."
    ]
   },
   {
@@ -2044,6 +2042,13 @@
     "xwalk.describe(include = 'all')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The following SQL query will directly merge on the relevant geographic information, and restrict to the value of interest (where `stplcname` is \"Kansas City city, MO\")."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 53,