update link to the Spatial Data Equity Tool

Author: afeld

hw_2.ipynb

@@ -12,7 +12,7 @@
    "source": [
     "# Homework 2\n",
     "\n",
-    "_[General assignment information](https://python-public-policy.afeld.me/en/{{school_slug}}/assignments.html)_"
+    "_[General assignment information](https://python-public-policy.afeld.me/en/{{school_slug}}/assignments.html)_\n"
    ]
   },
   {
@@ -23,7 +23,7 @@
     "\n",
     "- [`merge()`](https://pandas.pydata.org/docs/user_guide/merging.html#merge)\n",
     "- [How to manipulate textual data](https://pandas.pydata.org/docs/getting_started/intro_tutorials/10_text_data.html)\n",
-    "- [How to create new columns derived from existing columns](https://pandas.pydata.org/docs/getting_started/intro_tutorials/05_add_columns.html)"
+    "- [How to create new columns derived from existing columns](https://pandas.pydata.org/docs/getting_started/intro_tutorials/05_add_columns.html)\n"
    ]
   },
   {
@@ -32,7 +32,7 @@
    "source": [
     "## Coding\n",
     "\n",
-    "The goal here is to practice joining datasets through pandas. Hint: The instructions here are intentionally incomplete."
+    "The goal here is to practice joining datasets through pandas. Hint: The instructions here are intentionally incomplete.\n"
    ]
   },
   {
@@ -51,7 +51,7 @@
     "\n",
     "- Use [Scout](https://scoutopendata.com/explore/NYC) to filter by column name.\n",
     "- Don't spend too long on this step.\n",
-    "- [Keep the dataset small](https://python-public-policy.afeld.me/en/{{school_slug}}/assignments/open_ended.html#reducing-data-size) (under 500,000-ish rows) to make it easier to work with."
+    "- [Keep the dataset small](https://python-public-policy.afeld.me/en/{{school_slug}}/assignments/open_ended.html#reducing-data-size) (under 500,000-ish rows) to make it easier to work with.\n"
    ]
   },
   {
@@ -64,7 +64,7 @@
     "tags": []
    },
    "source": [
-    "**What's the URL of your dataset?**"
+    "**What's the URL of your dataset?**\n"
    ]
   },
   {
@@ -79,7 +79,7 @@
     ]
    },
    "source": [
-    "YOUR RESPONSE HERE"
+    "YOUR RESPONSE HERE\n"
    ]
   },
   {
@@ -94,7 +94,7 @@
    "source": [
     "### Step 1\n",
     "\n",
-    "[Load it into Jupyter.](https://python-public-policy.afeld.me/en/{{school_slug}}/assignments/open_ended.html#storing-data)"
+    "[Load it into Jupyter.](https://python-public-policy.afeld.me/en/{{school_slug}}/assignments/open_ended.html#storing-data)\n"
    ]
   },
   {
@@ -122,7 +122,7 @@
    "source": [
     "### Step 2\n",
     "\n",
-    "Open the [Population by Borough](https://data.cityofnewyork.us/City-Government/New-York-City-Population-by-Borough-1950-2040/xywu-7bv9) dataset and [load it into Jupyter](https://python-public-policy.afeld.me/en/{{school_slug}}/assignments/open_ended.html#storing-data)."
+    "Open the [Population by Borough](https://data.cityofnewyork.us/City-Government/New-York-City-Population-by-Borough-1950-2040/xywu-7bv9) dataset and [load it into Jupyter](https://python-public-policy.afeld.me/en/{{school_slug}}/assignments/open_ended.html#storing-data).\n"
    ]
   },
   {
@@ -150,7 +150,7 @@
    "source": [
     "### Step 3\n",
     "\n",
-    "Use [`merge()`](https://pandas.pydata.org/docs/user_guide/merging.html#merge) to combine the two, and output the resulting table."
+    "Use [`merge()`](https://pandas.pydata.org/docs/user_guide/merging.html#merge) to combine the two, and output the resulting table.\n"
    ]
   },
   {
@@ -173,7 +173,7 @@
     "<details>\n",
     "<summary><strong>Hint</strong></summary>\n",
     "Having trouble merging the datasets? Try looking at the unique values in the columns you're trying to merge on.\n",
-    "</details>"
+    "</details>\n"
    ]
   },
   {
@@ -199,7 +199,7 @@
     "1. Do a [`groupby()`](https://pandas.pydata.org/docs/user_guide/groupby.html) on the original dataset.\n",
     "1. Join with the populations by borough.\n",
     "1. Compute the per-capita values as a new column.\n",
-    "</details>"
+    "</details>\n"
    ]
   },
   {
@@ -225,7 +225,7 @@
     "\n",
     "- [Pythonic Data Cleaning With Pandas and NumPy](https://realpython.com/python-data-cleaning-numpy-pandas/)\n",
     "- [\"You’re Not Mapping Rats, You're Mapping Gentrification\"](https://deadspin.com/you-re-not-mapping-rats-you-re-mapping-gentrification-1835005060/) — article about bias in 311 data\n",
-    "- [The Spatial Data Equity Tool](https://medium.com/@urban_institute/introducing-a-spatial-equity-data-tool-b959c40298cf)\n",
+    "- [The Spatial Data Equity Tool](https://urban-institute.medium.com/introducing-the-spatial-equity-data-tool-version-2-f2a8e900f84)\n",
     "- [Intro to Plotly Express](https://plotly.com/python/plotly-express/). You don't have to work through every one of these examples; just review to get familiar with what types of charts are possible.\n",
     "\n",
     "### Optional\n",
@@ -238,7 +238,7 @@
     "\n",
     "## Participation\n",
     "\n",
-    "Reminder about the [between-class participation requirement](https://python-public-policy.afeld.me/en/{{school_slug}}/syllabus.html#participation)."
+    "Reminder about the [between-class participation requirement](https://python-public-policy.afeld.me/en/{{school_slug}}/syllabus.html#participation).\n"
    ]
   }
  ],