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diff --git a/docs/html/.doctrees/class_schedule.doctree b/docs/html/.doctrees/class_schedule.doctree
diff --git a/docs/html/.doctrees/environment.pickle b/docs/html/.doctrees/environment.pickle
diff --git a/docs/html/.doctrees/exercises/Exercise_dask.doctree b/docs/html/.doctrees/exercises/Exercise_dask.doctree
diff --git a/docs/html/.doctrees/exercises/Solutions_numpy_vectors.doctree b/docs/html/.doctrees/exercises/Solutions_numpy_vectors.doctree
diff --git a/docs/html/.doctrees/exercises/Solutions_series.doctree b/docs/html/.doctrees/exercises/Solutions_series.doctree
diff --git a/docs/html/.doctrees/nbsphinx/exercises_Solutions_numpy_vectors_6_1.png b/docs/html/.doctrees/nbsphinx/exercises_Solutions_numpy_vectors_6_1.png
diff --git a/docs/html/.doctrees/nbsphinx/exercises_Solutions_numpy_vectors_8_1.png b/docs/html/.doctrees/nbsphinx/exercises_Solutions_numpy_vectors_8_1.png
diff --git a/docs/html/.doctrees/nbsphinx/exercises_Solutions_numpy_vectors_9_1.png b/docs/html/.doctrees/nbsphinx/exercises_Solutions_numpy_vectors_9_1.png
diff --git a/docs/html/.doctrees/nbsphinx/solutions.ipynb b/docs/html/.doctrees/nbsphinx/solutions.ipynb
@@ -12,13 +12,7 @@
    "metadata": {},
    "source": [
     "- [Numpy Vector Solutions](exercises/Solutions_numpy_vectors.ipynb)\n",
-    "- [Pandas Series](exercises/Solutions_series.ipynb)\n",
-    "- [Pandas Dataframes](exercises/Solutions_dataframe.ipynb)\n",
-    "- [Missing Data / Wage Inequality](exercises/Solutions_missing.ipynb)     \n",
-    "- [Cleaning / Education Inequality](exercises/Solutions_cleaning.ipynb)\n",
-    "- [Merging](exercises/Solutions_merging.ipynb)\n",
-    "- [Reshaping](exercises/Solutions_reshaping.ipynb)\n",
-    "- [Groupby](exercises/Solutions_groupby.ipynb)"
+    "- [Pandas Series](exercises/Solutions_series.ipynb)\n"
    ]
   }
  ],

diff --git a/docs/html/.doctrees/solutions.doctree b/docs/html/.doctrees/solutions.doctree
diff --git a/docs/html/_images/exercises_Solutions_numpy_vectors_6_1.png b/docs/html/_images/exercises_Solutions_numpy_vectors_6_1.png
diff --git a/docs/html/_images/exercises_Solutions_numpy_vectors_8_1.png b/docs/html/_images/exercises_Solutions_numpy_vectors_8_1.png
diff --git a/docs/html/_images/exercises_Solutions_numpy_vectors_9_1.png b/docs/html/_images/exercises_Solutions_numpy_vectors_9_1.png
diff --git a/docs/html/_sources/exercises/Solutions_numpy_vectors.ipynb.txt b/docs/html/_sources/exercises/Solutions_numpy_vectors.ipynb.txt
diff --git a/docs/html/_sources/exercises/Solutions_series.ipynb.txt b/docs/html/_sources/exercises/Solutions_series.ipynb.txt
diff --git a/docs/html/_sources/solutions.ipynb.txt b/docs/html/_sources/solutions.ipynb.txt
@@ -12,13 +12,7 @@
    "metadata": {},
    "source": [
     "- [Numpy Vector Solutions](exercises/Solutions_numpy_vectors.ipynb)\n",
-    "- [Pandas Series](exercises/Solutions_series.ipynb)\n",
-    "- [Pandas Dataframes](exercises/Solutions_dataframe.ipynb)\n",
-    "- [Missing Data / Wage Inequality](exercises/Solutions_missing.ipynb)     \n",
-    "- [Cleaning / Education Inequality](exercises/Solutions_cleaning.ipynb)\n",
-    "- [Merging](exercises/Solutions_merging.ipynb)\n",
-    "- [Reshaping](exercises/Solutions_reshaping.ipynb)\n",
-    "- [Groupby](exercises/Solutions_groupby.ipynb)"
+    "- [Pandas Series](exercises/Solutions_series.ipynb)\n"
    ]
   }
  ],

diff --git a/docs/html/class_schedule.html b/docs/html/class_schedule.html
diff --git a/docs/html/exercises/Solutions_numpy_vectors.html b/docs/html/exercises/Solutions_numpy_vectors.html
diff --git a/docs/html/exercises/Solutions_series.html b/docs/html/exercises/Solutions_series.html
diff --git a/docs/html/objects.inv b/docs/html/objects.inv
diff --git a/docs/html/searchindex.js b/docs/html/searchindex.js
diff --git a/docs/html/sitemap.xml b/docs/html/sitemap.xml
@@ -1 +1 @@
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+<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url><loc>http://cm4ss.comdistributed_starting_dask_cluster.html</loc></url><url><loc>http://cm4ss.comexercises/Exercise_bigdata.html</loc></url><url><loc>http://cm4ss.comexercises/Exercise_cloud_dukesubscription.html</loc></url><url><loc>http://cm4ss.comexercises/Exercise_dask.html</loc></url><url><loc>http://cm4ss.comexercises/Exercise_dask_realdata.html</loc></url><url><loc>http://cm4ss.comexercises/Exercise_git.html</loc></url><url><loc>http://cm4ss.comexercises/Exercise_jupyterlab.html</loc></url><url><loc>http://cm4ss.comexercises/Exercise_merging.html</loc></url><url><loc>http://cm4ss.comexercises/Exercise_scikit_learn.html</loc></url><url><loc>http://cm4ss.comexercises/Exercise_sklearn.html</loc></url><url><loc>http://cm4ss.comexercises/Solutions_merging.html</loc></url><url><loc>http://cm4ss.comindex.html</loc></url><url><loc>http://cm4ss.comparallelism.html</loc></url><url><loc>http://cm4ss.compr_review.html</loc></url><url><loc>http://cm4ss.comsolutions.html</loc></url><url><loc>http://cm4ss.comwhat_is_big_data.html</loc></url><url><loc>http://cm4ss.comgenindex.html</loc></url><url><loc>http://cm4ss.comsearch.html</loc></url></urlset>
diff --git a/docs/html/solutions.html b/docs/html/solutions.html
diff --git a/docs/html/solutions.ipynb b/docs/html/solutions.ipynb
@@ -12,13 +12,7 @@
    "metadata": {},
    "source": [
     "- [Numpy Vector Solutions](exercises/Solutions_numpy_vectors.ipynb)\n",
-    "- [Pandas Series](exercises/Solutions_series.ipynb)\n",
-    "- [Pandas Dataframes](exercises/Solutions_dataframe.ipynb)\n",
-    "- [Missing Data / Wage Inequality](exercises/Solutions_missing.ipynb)     \n",
-    "- [Cleaning / Education Inequality](exercises/Solutions_cleaning.ipynb)\n",
-    "- [Merging](exercises/Solutions_merging.ipynb)\n",
-    "- [Reshaping](exercises/Solutions_reshaping.ipynb)\n",
-    "- [Groupby](exercises/Solutions_groupby.ipynb)"
+    "- [Pandas Series](exercises/Solutions_series.ipynb)\n"
    ]
   }
  ],

diff --git a/source/class_schedule.csv b/source/class_schedule.csv
@@ -59,12 +59,10 @@
 - `Views and Copies in Pandas through the View/Copy Headache without CoW <https://nickeubank.github.io/practicaldatascience_book/notebooks/class_3/week_3/10_views_and_copies_numpy_review.html>`_
 - `If you didn't read Tuesday: PyArrow Backend <https://nickeubank.github.io/practicaldatascience_book/notebooks/class_3/week_2/50_pandas_pyarrow.html>`_","- `Link 1 <exercises/Exercise_indices.ipynb>`_
 - `Link 2 <exercises/Exercise_missing.ipynb>`_"
-"Tues, Oct 3",- Pandas: Cleaning,"- `Identifying Problems <20_cleaning_identifying.ipynb>`_
-- `Editing Values Globally <30_cleaning_editing_globally.ipynb>`_
-- `Editing Specific Entries <32_cleaning_editing_specific_locations.ipynb>`_
-- `Cleaning Data Types <33_cleaning_datatypes.ipynb>`_
-- `Missing Data <35_cleaning_missing_data.ipynb>`_
-- `Python Strings (string section only!) <https://realpython.com/python-data-types/#strings>`_",
+"Tues, Oct 3","- Pandas: Cleaning
+- Tracebacks","- `Reading and Writing Data (plaintext AND binary) <https://nickeubank.github.io/practicaldatascience_book/notebooks/class_3/week_3/00_plaintext_files.html>`_
+- `Data Cleaning (through the missing data subsection on left side bar) <https://nickeubank.github.io/practicaldatascience_book/notebooks/class_3/week_3/20_cleaning_identifying.html>`_
+- `Python Strings (string section only!) <https://realpython.com/python-data-types/#strings>`_""- `Python Strings (string section only!) <https://realpython.com/python-data-types/#strings>`_",
 "Thurs, Oct 5","- Grammer of Graphics
 - Intro to Plotting with Altair","- `Principles of Data Visualization <https://www.youtube.com/watch?v=vTingdk_pVM>`_
 - `Intro to Altair <plotting_altair_part1.ipynb>`_

diff --git a/source/class_schedule_xlsx.xlsx b/source/class_schedule_xlsx.xlsx
diff --git a/source/class_schedule_xlsx_w_exercises.xlsx b/source/class_schedule_xlsx_w_exercises.xlsx
diff --git a/source/solutions.ipynb b/source/solutions.ipynb
@@ -12,13 +12,7 @@
    "metadata": {},
    "source": [
     "- [Numpy Vector Solutions](exercises/Solutions_numpy_vectors.ipynb)\n",
-    "- [Pandas Series](exercises/Solutions_series.ipynb)\n",
-    "- [Pandas Dataframes](exercises/Solutions_dataframe.ipynb)\n",
-    "- [Missing Data / Wage Inequality](exercises/Solutions_missing.ipynb)     \n",
-    "- [Cleaning / Education Inequality](exercises/Solutions_cleaning.ipynb)\n",
-    "- [Merging](exercises/Solutions_merging.ipynb)\n",
-    "- [Reshaping](exercises/Solutions_reshaping.ipynb)\n",
-    "- [Groupby](exercises/Solutions_groupby.ipynb)"
+    "- [Pandas Series](exercises/Solutions_series.ipynb)\n"
    ]
   }
  ],
Original file line number	Diff line number	Diff line change
		@@ -1 +1 @@
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