From 533957e64d527d7b16cdcd2dd565dd4f9811501b Mon Sep 17 00:00:00 2001
From: vspenubarthi <vspenubarthi@wpi.edu>
Date: Wed, 31 Jul 2019 11:33:04 -0400
Subject: [PATCH 01/14] Added CSV file handling in WorkingWithFiles

---
 .../Module5_OddsAndEnds/WorkingWithFiles.md   |  96 ++++++++++++++++++
 .../Module5_OddsAndEnds/pics/Pandas_CSV.jpg   | Bin 0 -> 119241 bytes
 2 files changed, 96 insertions(+)
 create mode 100644 Python/Module5_OddsAndEnds/pics/Pandas_CSV.jpg

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index e8fce932..19b7bf02 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -249,6 +249,102 @@ with open("a_poem.txt", mode="r") as my_open_file:
 ```
 <!-- #endregion -->
 
+<!-- #region -->
+## Working with Comma Seperated Value Files
+
+Comma Seperated Value (CSV) files are commonly used to store data that you might typically find in a table. These files can be formatted in many ways, but the typical format is to have each of the column values in the table be separated by commas while having a newline separate each row. Suppose we have the following table of test scores:
+
+|         | Exam 1 (%)           | Exam 2 (%) |
+| ------------- |:-------------:| -----:|
+| Ashley     | $93$ | $95$ |
+| Brad     | $84$      |   $100$ |
+| Cassie | $99$      |    $87$ |
+
+This table, which sourced for Module 3 of Python Like You Mean It, depicts the test scores of three students across 2 exams. Here is what the corresponding CSV file might look like:
+
+```python
+name,exam one score,exam two score
+Ashley,93,95
+Brad,84,100
+Cassie,99,87
+```
+In addition to the fact that the first line typically contains headers columns, you are also allowed to have spaces within each of columns as well.
+
+<div class="alert alert-warning">
+
+**Note**: 
+
+It is not guaranteed that all CSV files are actually comma separated. Non-standard CSV files will typically come with instructions on how the data is organized. In general, it is a good practice to open up the CSV file (using Notepad or a regular text editor) and look at the first few lines to get a sense of how it is organized (unless the file is too large).
+</div>
+
+### How to parse CSVs with Numpy
+
+We will first look into parsing and storing CSV data using our favorite package: Numpy!
+```python
+from numpy import genfromtxt # genfromtxt() allows for easy parsing of CSVs
+my_data = genfromtxt(r"path_to_csv/file.csv", delimiter=',') 
+```
+`genfromtxt()` takes in CSV file path and delimiter (what is used to split the data, typically comma for CSV).
+Let's check some properties:
+```python
+>>> type(my_data)
+numpy.ndarray
+
+>>> my_data.shape
+(numSamples, numAttributesPerSample)
+
+#Let's look at the actual data
+>>> my_data
+array([[    nan,     nan,     nan, ...,     nan,     nan,     nan],
+       [    nan, -99.9  , -99.9  , ..., -99.9  , -99.9  , -99.9  ],
+       [    nan,   0.875,   1.39 , ...,   4.506, -99.9  , -99.9  ],
+       ...,
+       [    nan,   2.157,   3.43 , ...,  12.89 ,  97.   ,  21.95 ],
+       [    nan,   2.087,   2.84 , ...,  10.963,  92.   ,  21.95 ],
+       [    nan,   1.926,   2.98 , ...,  12.228,  84.   ,  21.95 ]])
+```
+You may notice that there are some `nan` values present when we look at this perticular set of data. Typically, if there are non-numerical values in the file, such as headers and dates, importing it into a Numpy array will turn those values into `nan`.
+
+### How to parse CSVs with Pandas
+
+A really popular library for parsing through CSVs is the [Pandas](https://pandas.pydata.org/pandas-docs/stable/index.html "Pandas Documentation") library. Here is a quick way to parse through a CSV using Pandas:
+```Python
+import pandas as pd
+my_data =pd.read_csv(r"path_to_csv/file.csv", sep=',',header=None)
+```
+That's it! The method `read_csv()` imports the CSV into the variable `my_data`. This method has similar input parameters to `genfromtxt()` and many extra optional parameters as well. Look at the docstring to see more.
+
+ Let's look at some properties of an [example file](https://www.kaggle.com/account/login?returnUrl=%2Fjolasa%2Fwaves-measuring-buoys-data-mooloolaba%2Fversion%2F1 "Kaggle Dataset") that has data related to ocean waves:
+
+```Python
+>>> type(my_data)
+pandas.core.frame.DataFrame #Notice that this is a custom type
+
+>>> my_data.shape
+(numSamples, numAttributesPerSample)
+
+>>> my_data.values #This is how we access the values as an array
+array([['Date/Time', 'Hs', 'Hmax', ..., 'Tp', 'Peak Direction', 'SST'],
+       ['01/01/2017 00:00', '-99.9', '-99.9', ..., '-99.9', '-99.9',
+        '-99.9'],
+       ['01/01/2017 00:30', '0.875', '1.39', ..., '4.506', '-99.9',
+        '-99.9'],
+       ...,
+       ['30/06/2019 22:30', '2.157', '3.43', ..., '12.89', '97', '21.95'],
+       ['30/06/2019 23:00', '2.087', '2.84', ..., '10.963', '92',
+        '21.95'],
+       ['30/06/2019 23:30', '1.926', '2.98', ..., '12.228', '84',
+        '21.95']], dtype=object)
+```
+One of the coolest features of Pandas is how it nicely organizes the parsed CSV data for visualization. Here is how `my_data` is displayed in a jupyter notebook:
+```Python
+>>> my_data[0:21] #Prints out first 20 values in nice format
+```
+![Memory consumption figure](pics/Pandas_CSV.jpg)
+
+One of the main advantages of Pandas is that it **treats all the data as strings**, while Numpy only deals with numerical values. This allows Pandas to store information such as headers and date, while Numpy cannot. Read the [Pandas documentation](https://pandas.pydata.org/pandas-docs/stable/index.html "Documentation Link") for more information.
+<!-- #endregion -->
+
 <!-- #region -->
 ## Globbing for Files
 
diff --git a/Python/Module5_OddsAndEnds/pics/Pandas_CSV.jpg b/Python/Module5_OddsAndEnds/pics/Pandas_CSV.jpg
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HcmV?d00001


From 828a139e4cf10a7a86e61d9efa7e70499950a85b Mon Sep 17 00:00:00 2001
From: vspenubarthi <vspenubarthi@wpi.edu>
Date: Mon, 27 Jul 2020 13:38:03 -0400
Subject: [PATCH 02/14] Revisions to CSV portion...just a bit late

---
 .../Module5_OddsAndEnds/WorkingWithFiles.md   | 51 ++++++++++++-------
 1 file changed, 32 insertions(+), 19 deletions(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index 19b7bf02..ffc67ad8 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -252,7 +252,9 @@ with open("a_poem.txt", mode="r") as my_open_file:
 <!-- #region -->
 ## Working with Comma Seperated Value Files
 
-Comma Seperated Value (CSV) files are commonly used to store data that you might typically find in a table. These files can be formatted in many ways, but the typical format is to have each of the column values in the table be separated by commas while having a newline separate each row. Suppose we have the following table of test scores:
+Comma Seperated Value (CSV) files are commonly used to store data that you might typically find in a table. 
+These files can be formatted in many ways, but the typical format is to have each of the column values in the table be separated by commas while having a newline separate each row. 
+Suppose we have the following table of test scores:
 
 |         | Exam 1 (%)           | Exam 2 (%) |
 | ------------- |:-------------:| -----:|
@@ -260,7 +262,8 @@ Comma Seperated Value (CSV) files are commonly used to store data that you might
 | Brad     | $84$      |   $100$ |
 | Cassie | $99$      |    $87$ |
 
-This table, which sourced for Module 3 of Python Like You Mean It, depicts the test scores of three students across 2 exams. Here is what the corresponding CSV file might look like:
+This table depicts the test scores of three students across 2 exams. 
+Here is what the corresponding CSV file might look like:
 
 ```python
 name,exam one score,exam two score
@@ -268,30 +271,36 @@ Ashley,93,95
 Brad,84,100
 Cassie,99,87
 ```
-In addition to the fact that the first line typically contains headers columns, you are also allowed to have spaces within each of columns as well.
+In addition to the fact that the first line typically contains a header, you are also allowed to have spaces within each of columns as well.
 
 <div class="alert alert-warning">
 
 **Note**: 
 
-It is not guaranteed that all CSV files are actually comma separated. Non-standard CSV files will typically come with instructions on how the data is organized. In general, it is a good practice to open up the CSV file (using Notepad or a regular text editor) and look at the first few lines to get a sense of how it is organized (unless the file is too large).
+It is not guaranteed that all CSV files are actually comma separated. 
+Non-standard CSV files will typically come with instructions on how the data is organized. 
+In general, it is a good practice to open up the CSV file and look at the first few lines to get a sense of how it is organized (unless the file is too large).
 </div>
 
-### How to parse CSVs with Numpy
+### How to parse CSVs with NumPy
 
-We will first look into parsing and storing CSV data using our favorite package: Numpy!
+We will first look into parsing and storing CSV data using our favorite package: `numpy`!
+
+To demonstrate how importing a CSV works, we will try to import [a costal waves dataset](https://www.kaggle.com/jolasa/waves-measuring-buoys-data-mooloolaba/data) from Kaggle. 
+After you extract the *.csv* from the *.zip*, rename it to *costal_dataset.csv*.
 ```python
 from numpy import genfromtxt # genfromtxt() allows for easy parsing of CSVs
-my_data = genfromtxt(r"path_to_csv/file.csv", delimiter=',') 
+my_data = genfromtxt(r"./Downloads/costal_dataset.csv", delimiter=',') 
 ```
-`genfromtxt()` takes in CSV file path and delimiter (what is used to split the data, typically comma for CSV).
-Let's check some properties:
+`genfromtxt()` takes in CSV file path and delimiter (the character used to split the data, typically comma for CSV).
+Let's check out some properties of the CSV:
+
 ```python
 >>> type(my_data)
 numpy.ndarray
 
 >>> my_data.shape
-(numSamples, numAttributesPerSample)
+(43729, 7)
 
 #Let's look at the actual data
 >>> my_data
@@ -303,25 +312,29 @@ array([[    nan,     nan,     nan, ...,     nan,     nan,     nan],
        [    nan,   2.087,   2.84 , ...,  10.963,  92.   ,  21.95 ],
        [    nan,   1.926,   2.98 , ...,  12.228,  84.   ,  21.95 ]])
 ```
-You may notice that there are some `nan` values present when we look at this perticular set of data. Typically, if there are non-numerical values in the file, such as headers and dates, importing it into a Numpy array will turn those values into `nan`.
+You may notice that there are some `nan` values present when we look at this perticular set of data. 
+Typically, if there are non-numerical values in the file, such as headers and dates, importing it into a NumPy array will turn those values into `nan`.
 
 ### How to parse CSVs with Pandas
 
-A really popular library for parsing through CSVs is the [Pandas](https://pandas.pydata.org/pandas-docs/stable/index.html "Pandas Documentation") library. Here is a quick way to parse through a CSV using Pandas:
+A really popular library for parsing CSVs is the [Pandas](https://pandas.pydata.org/pandas-docs/stable/index.html "Pandas Documentation") library. Here is a quick way to parse a CSV using Pandas:
 ```Python
 import pandas as pd
-my_data =pd.read_csv(r"path_to_csv/file.csv", sep=',',header=None)
+my_data =pd.read_csv(r"./Downloads/costal_dataset.csv", sep=',',header=None)
 ```
-That's it! The method `read_csv()` imports the CSV into the variable `my_data`. This method has similar input parameters to `genfromtxt()` and many extra optional parameters as well. Look at the docstring to see more.
+That's it! 
+The method `read_csv()` imports the CSV into the variable `my_data`.
+This method has similar input parameters to `genfromtxt()` and many extra optional parameters as well. 
+Look at the docstring for more information.
 
- Let's look at some properties of an [example file](https://www.kaggle.com/account/login?returnUrl=%2Fjolasa%2Fwaves-measuring-buoys-data-mooloolaba%2Fversion%2F1 "Kaggle Dataset") that has data related to ocean waves:
+ Let's parse the same [ocean waves csv](https://www.kaggle.com/jolasa/waves-measuring-buoys-data-mooloolaba/data) from before but with Pandas instead of NumPy:
 
 ```Python
 >>> type(my_data)
 pandas.core.frame.DataFrame #Notice that this is a custom type
 
 >>> my_data.shape
-(numSamples, numAttributesPerSample)
+(43729, 7)
 
 >>> my_data.values #This is how we access the values as an array
 array([['Date/Time', 'Hs', 'Hmax', ..., 'Tp', 'Peak Direction', 'SST'],
@@ -336,13 +349,13 @@ array([['Date/Time', 'Hs', 'Hmax', ..., 'Tp', 'Peak Direction', 'SST'],
        ['30/06/2019 23:30', '1.926', '2.98', ..., '12.228', '84',
         '21.95']], dtype=object)
 ```
-One of the coolest features of Pandas is how it nicely organizes the parsed CSV data for visualization. Here is how `my_data` is displayed in a jupyter notebook:
+One of the coolest features of Pandas is how it nicely organizes the parsed CSV data for visualization. Here is how `my_data` is displayed in a Jupyter Notebook:
 ```Python
->>> my_data[0:21] #Prints out first 20 values in nice format
+my_data[0:21] #Prints out first 20 values in nice format
 ```
 ![Memory consumption figure](pics/Pandas_CSV.jpg)
 
-One of the main advantages of Pandas is that it **treats all the data as strings**, while Numpy only deals with numerical values. This allows Pandas to store information such as headers and date, while Numpy cannot. Read the [Pandas documentation](https://pandas.pydata.org/pandas-docs/stable/index.html "Documentation Link") for more information.
+One of the main advantages of Pandas is that it **treats all the data as strings**, while NumPy only deals with numerical values. This allows Pandas to store information such as headers and date, while NumPy cannot. Read the [Pandas documentation](https://pandas.pydata.org/pandas-docs/stable/index.html "Documentation Link") for more information.
 <!-- #endregion -->
 
 <!-- #region -->

From cf9ac6600ddb8de0f7ae16810f48e4d84f7ccaa7 Mon Sep 17 00:00:00 2001
From: vspenubarthi <vspenubarthi@wpi.edu>
Date: Mon, 27 Jul 2020 13:40:09 -0400
Subject: [PATCH 03/14] Moved sentences to new lines

---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index ffc67ad8..6b314725 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -349,13 +349,17 @@ array([['Date/Time', 'Hs', 'Hmax', ..., 'Tp', 'Peak Direction', 'SST'],
        ['30/06/2019 23:30', '1.926', '2.98', ..., '12.228', '84',
         '21.95']], dtype=object)
 ```
-One of the coolest features of Pandas is how it nicely organizes the parsed CSV data for visualization. Here is how `my_data` is displayed in a Jupyter Notebook:
+One of the coolest features of Pandas is how it nicely organizes the parsed CSV data for visualization. 
+Here is how `my_data` is displayed in a Jupyter Notebook:
+
 ```Python
 my_data[0:21] #Prints out first 20 values in nice format
 ```
-![Memory consumption figure](pics/Pandas_CSV.jpg)
+![Pandas Parsed Figure](pics/Pandas_CSV.jpg)
 
-One of the main advantages of Pandas is that it **treats all the data as strings**, while NumPy only deals with numerical values. This allows Pandas to store information such as headers and date, while NumPy cannot. Read the [Pandas documentation](https://pandas.pydata.org/pandas-docs/stable/index.html "Documentation Link") for more information.
+One of the main advantages of Pandas is that it **treats all the data as strings**, while NumPy only deals with numerical values. 
+This allows Pandas to store information such as headers and date, while NumPy cannot. 
+Read the [Pandas documentation](https://pandas.pydata.org/pandas-docs/stable/index.html "Documentation Link") for more information.
 <!-- #endregion -->
 
 <!-- #region -->

From 031d37a1218e472190e1f9a56b7af4858b7d4787 Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:08:50 -0400
Subject: [PATCH 04/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index 6b314725..b8dda3ff 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -286,7 +286,7 @@ In general, it is a good practice to open up the CSV file and look at the first
 
 We will first look into parsing and storing CSV data using our favorite package: `numpy`!
 
-To demonstrate how importing a CSV works, we will try to import [a costal waves dataset](https://www.kaggle.com/jolasa/waves-measuring-buoys-data-mooloolaba/data) from Kaggle. 
+To demonstrate how importing a CSV works, we will try to import [a coastal waves dataset](https://www.kaggle.com/jolasa/waves-measuring-buoys-data-mooloolaba/data) from Kaggle. 
 After you extract the *.csv* from the *.zip*, rename it to *costal_dataset.csv*.
 ```python
 from numpy import genfromtxt # genfromtxt() allows for easy parsing of CSVs
@@ -570,4 +570,3 @@ Write a glob pattern for each of the following prompts
 
 - Any file with an odd number in its name (answer: `*[13579]*`)
 - All txt files that have the letters 'q' or 'z' in them (answer: `*[qz]*.txt`)
-

From 5e5ef14ade03711a737d03b1bc04ccee882a8e1c Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:09:02 -0400
Subject: [PATCH 05/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index b8dda3ff..97fa1624 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -287,7 +287,7 @@ In general, it is a good practice to open up the CSV file and look at the first
 We will first look into parsing and storing CSV data using our favorite package: `numpy`!
 
 To demonstrate how importing a CSV works, we will try to import [a coastal waves dataset](https://www.kaggle.com/jolasa/waves-measuring-buoys-data-mooloolaba/data) from Kaggle. 
-After you extract the *.csv* from the *.zip*, rename it to *costal_dataset.csv*.
+After you extract the *.csv* from the *.zip*, rename it to *coastal_dataset.csv*.
 ```python
 from numpy import genfromtxt # genfromtxt() allows for easy parsing of CSVs
 my_data = genfromtxt(r"./Downloads/costal_dataset.csv", delimiter=',') 

From 6f7529284ec70355e3d19ea41e84c75229657fe2 Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:09:10 -0400
Subject: [PATCH 06/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index 97fa1624..840bde3a 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -290,7 +290,7 @@ To demonstrate how importing a CSV works, we will try to import [a coastal waves
 After you extract the *.csv* from the *.zip*, rename it to *coastal_dataset.csv*.
 ```python
 from numpy import genfromtxt # genfromtxt() allows for easy parsing of CSVs
-my_data = genfromtxt(r"./Downloads/costal_dataset.csv", delimiter=',') 
+my_data = genfromtxt(r"./Downloads/coastal_dataset.csv", delimiter=',') 
 ```
 `genfromtxt()` takes in CSV file path and delimiter (the character used to split the data, typically comma for CSV).
 Let's check out some properties of the CSV:

From 8bcfd6d8484ccc4b7acd9d63d459783787f373b7 Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:09:18 -0400
Subject: [PATCH 07/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index 840bde3a..d71a295b 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -293,7 +293,7 @@ from numpy import genfromtxt # genfromtxt() allows for easy parsing of CSVs
 my_data = genfromtxt(r"./Downloads/coastal_dataset.csv", delimiter=',') 
 ```
 `genfromtxt()` takes in CSV file path and delimiter (the character used to split the data, typically comma for CSV).
-Let's check out some properties of the CSV:
+Let's check out some properties of the data:
 
 ```python
 >>> type(my_data)

From 45a4aa033b6350f5c2755cbe434e3bef9b0cc4f0 Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:09:26 -0400
Subject: [PATCH 08/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index d71a295b..8f2fb302 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -292,7 +292,7 @@ After you extract the *.csv* from the *.zip*, rename it to *coastal_dataset.csv*
 from numpy import genfromtxt # genfromtxt() allows for easy parsing of CSVs
 my_data = genfromtxt(r"./Downloads/coastal_dataset.csv", delimiter=',') 
 ```
-`genfromtxt()` takes in CSV file path and delimiter (the character used to split the data, typically comma for CSV).
+`genfromtxt()` takes in a CSV file path and delimiter (the character used to split the data, typically comma for CSV).
 Let's check out some properties of the data:
 
 ```python

From f4e3310cdc6082560b084a270bee111fd11bab09 Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:09:38 -0400
Subject: [PATCH 09/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index 8f2fb302..6eb78315 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -320,7 +320,7 @@ Typically, if there are non-numerical values in the file, such as headers and da
 A really popular library for parsing CSVs is the [Pandas](https://pandas.pydata.org/pandas-docs/stable/index.html "Pandas Documentation") library. Here is a quick way to parse a CSV using Pandas:
 ```Python
 import pandas as pd
-my_data =pd.read_csv(r"./Downloads/costal_dataset.csv", sep=',',header=None)
+my_data = pd.read_csv(r"./Downloads/coastal_dataset.csv", sep=',', header=None)
 ```
 That's it! 
 The method `read_csv()` imports the CSV into the variable `my_data`.

From 2b7f183a65dc202db863924ebd426664c650ccb3 Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:09:57 -0400
Subject: [PATCH 10/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index 6eb78315..4c684c00 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -358,7 +358,7 @@ my_data[0:21] #Prints out first 20 values in nice format
 ![Pandas Parsed Figure](pics/Pandas_CSV.jpg)
 
 One of the main advantages of Pandas is that it **treats all the data as strings**, while NumPy only deals with numerical values. 
-This allows Pandas to store information such as headers and date, while NumPy cannot. 
+This allows Pandas to store information such as headers and dates, while NumPy cannot. 
 Read the [Pandas documentation](https://pandas.pydata.org/pandas-docs/stable/index.html "Documentation Link") for more information.
 <!-- #endregion -->
 

From fa73ddab16713645eec5684ae642f7d985be383a Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:10:04 -0400
Subject: [PATCH 11/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index 4c684c00..fbdd39f9 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -353,7 +353,7 @@ One of the coolest features of Pandas is how it nicely organizes the parsed CSV
 Here is how `my_data` is displayed in a Jupyter Notebook:
 
 ```Python
-my_data[0:21] #Prints out first 20 values in nice format
+my_data[0:21]  # Prints out first 20 values in nice format
 ```
 ![Pandas Parsed Figure](pics/Pandas_CSV.jpg)
 

From fbdbca5d8b85cdb6c341bada87538ed80e071e1e Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:10:13 -0400
Subject: [PATCH 12/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index fbdd39f9..d6a78933 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -336,7 +336,7 @@ pandas.core.frame.DataFrame #Notice that this is a custom type
 >>> my_data.shape
 (43729, 7)
 
->>> my_data.values #This is how we access the values as an array
+>>> my_data.values  # This is how we access the values as an array
 array([['Date/Time', 'Hs', 'Hmax', ..., 'Tp', 'Peak Direction', 'SST'],
        ['01/01/2017 00:00', '-99.9', '-99.9', ..., '-99.9', '-99.9',
         '-99.9'],

From 8b38745511d00e2193c06357387d455ed3b314d8 Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:10:20 -0400
Subject: [PATCH 13/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index d6a78933..1793ee77 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -331,7 +331,7 @@ Look at the docstring for more information.
 
 ```Python
 >>> type(my_data)
-pandas.core.frame.DataFrame #Notice that this is a custom type
+pandas.core.frame.DataFrame  # Notice that this is a custom type
 
 >>> my_data.shape
 (43729, 7)

From c784bf16583accfdddf86eb3ae5a798ac53187f8 Mon Sep 17 00:00:00 2001
From: "Vishnu S. Penubarthi" <35707033+vspenubarthi@users.noreply.github.com>
Date: Mon, 27 Jul 2020 14:10:27 -0400
Subject: [PATCH 14/14] Update Python/Module5_OddsAndEnds/WorkingWithFiles.md

Co-authored-by: David Mascharka <davidmascharka@users.noreply.github.com>
---
 Python/Module5_OddsAndEnds/WorkingWithFiles.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Python/Module5_OddsAndEnds/WorkingWithFiles.md b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
index 1793ee77..28496b63 100644
--- a/Python/Module5_OddsAndEnds/WorkingWithFiles.md
+++ b/Python/Module5_OddsAndEnds/WorkingWithFiles.md
@@ -323,7 +323,7 @@ import pandas as pd
 my_data = pd.read_csv(r"./Downloads/coastal_dataset.csv", sep=',', header=None)
 ```
 That's it! 
-The method `read_csv()` imports the CSV into the variable `my_data`.
+The method `read_csv()` loads the contents of the CSV into the variable `my_data`.
 This method has similar input parameters to `genfromtxt()` and many extra optional parameters as well. 
 Look at the docstring for more information.