Fix typo

mpicanco · Nov 12, 2021 · 488e77d · 488e77d
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diff --git a/data/README.md b/data/README.md
@@ -4,7 +4,7 @@
 | --- | --- | --- |
 | `earthquakes.geojson` | GeoJSON file of earthquakes occurring in 2020. | [USGS Earthquake API](https://earthquake.usgs.gov/fdsnws/event/1/) |
 | `NYC_subway_daily.csv` | Total entries and exits per day per NYC borough in 2017-2021. This was resampled from the original `NYC_subway_traffic_2017-2021.zip` dataset created through some extensive data wrangling by Kaggle user [Edden](https://www.kaggle.com/eddeng). | [Kaggle](https://www.kaggle.com/eddeng/nyc-subway-traffic-data-20172021?select=NYC_subway_traffic_2017-2021.csv) |
-| `stackoverflow_questions.json` | Data collected from the StackOverflow API's [/search](https://api.stackexchange.com/docs/search) endpoint for a few tags. | Stack Exchange Network |
+| `stackoverflow_questions.json` | Data collected from the Stack Overflow API's [/search](https://api.stackexchange.com/docs/search) endpoint for a few tags. | Stack Exchange Network |
 | `stackoverflow_tag_co_occurrences.csv` | Data from `stackoverflow.csv` transformed to determine co-occurrences of tags (see the [`collection/stackoverflow.ipynb`](./collection/stackoverflow.ipynb) notebook. | Stack Exchange Network |
 | `stackoverflow.zip` | Data from `stackoverflow_questions.json` transformed to include Boolean columns indicating whether each question (row) was tagged with each of the libraries in question. | Stack Exchange Network |
 | `T100_MARKET_ALL_CARRIER.zip` | 2019 flight statistics for flights to/from the United States. | United States Department of Transportation’s [Bureau of Transportation Statistics](https://www.transtats.bts.gov/DL_SelectFields.asp?gnoyr_VQ=FMF&QO_fu146_anzr=Nv4%20Pn44vr45) |

diff --git a/data/collection/README.md b/data/collection/README.md
@@ -3,6 +3,6 @@
 | File | Description | Source |
 | --- | --- | --- |
 | `earthquakes.ipynb` | Code for collecting the data in the `earthquakes.geojson` file. | [USGS Earthquake API](https://earthquake.usgs.gov/fdsnws/event/1/) | 
-| `stackoverflow.ipynb` | Code for collecting the data in the `stackoverflow_questions.json` file from the StackOverflow API's [/search](https://api.stackexchange.com/docs/search) endpoint. | Stack Exchange Network |
+| `stackoverflow.ipynb` | Code for collecting the data in the `stackoverflow_questions.json` file from the Stack Overflow API's [/search](https://api.stackexchange.com/docs/search) endpoint. | Stack Exchange Network |
 | `subway.ipynb` | Code for resampling [this](https://www.kaggle.com/eddeng/nyc-subway-traffic-data-20172021?select=NYC_subway_traffic_2017-2021.csv) Kaggle dataset from Kaggle user [Edden](https://www.kaggle.com/eddeng) into the `NYC_subway_daily.csv` file. | [Kaggle](https://www.kaggle.com/eddeng/nyc-subway-traffic-data-20172021?select=NYC_subway_traffic_2017-2021.csv) | 
-| `weather.ipynb` | Code for collecting the data in the `weather.csv` file. | [NCDC API](https://www.ncdc.noaa.gov/cdo-web/webservices/v2) |
+| `weather.ipynb` | Code for collecting the data in the `weather.csv` file. | [NCDC API](https://www.ncdc.noaa.gov/cdo-web/webservices/v2) |
diff --git a/data/collection/stackoverflow.ipynb b/data/collection/stackoverflow.ipynb
@@ -5,9 +5,9 @@
    "id": "06023ba8-49ef-4de6-a0a2-de501d1b98da",
    "metadata": {},
    "source": [
-    "# StackOverflow Questions by Library Data Collection\n",
+    "# Stack Overflow Questions by Library Data Collection\n",
     "\n",
-    "The following code was used to collect the data from the StackOverflow API's [/search](https://api.stackexchange.com/docs/search) endpoint. Be advised that due to throttling running this code yourself will take a long time to complete."
+    "The following code was used to collect the data from the Stack Overflow API's [/search](https://api.stackexchange.com/docs/search) endpoint. Be advised that due to throttling running this code yourself will take a long time to complete."
    ]
   },
   {