Sync data with tables in tutorial

pandas-gradebook-project/calculating-grades/gradebook.py

@@ -56,19 +56,30 @@ for n in range(1, n_exams + 1):
         final_data[f"Exam {n}"] / final_data[f"Exam {n} - Max Points"]
     )
 
+# print(
+#     final_data.loc[
+#         ["wxb12345", "mxl12345", "txj12345", "jgf12345"],
+#         [f"Exam {n} Score" for n in range(1, n_exams + 1)],
+#     ].to_markdown()
+# )
+
 homework_scores = final_data.filter(regex=r"^Homework \d\d?$", axis=1)
 homework_max_points = final_data.filter(regex=r"^Homework \d\d? -", axis=1)
 
-# print(homework_scores.to_markdown())
-
 sum_of_hw_scores = homework_scores.sum(axis=1)
 sum_of_hw_max = homework_max_points.sum(axis=1)
 final_data["Total Homework"] = sum_of_hw_scores / sum_of_hw_max
 
 # print(
-#     sum_of_hw_scores.to_markdown(),
-#     sum_of_hw_max.to_markdown(),
-#     final_data["Total Homework"].to_markdown(),
+#     pd.concat(
+#         [sum_of_hw_scores, sum_of_hw_max, final_data["Total Homework"]], axis=1
+#     )
+#     .set_axis(
+#         ["Sum of Homework Scores", "Sum of Max Scores", "Total Homework"],
+#         axis=1,
+#     )
+#     .loc[["wxb12345", "mxl12345", "txj12345", "jgf12345"]]
+#     .to_markdown()
 # )
 
 hw_max_renamed = homework_max_points.set_axis(homework_scores.columns, axis=1)
@@ -76,18 +87,26 @@ overall_hw_scores = (homework_scores / hw_max_renamed).sum(axis=1)
 final_data["Overall Homework"] = overall_hw_scores / homework_scores.shape[1]
 
 # print(
-#     overall_hw_scores.to_markdown(),
-#     final_data["Overall Homework"].to_markdown(),
+#     pd.concat([overall_hw_scores, final_data["Overall Homework"]], axis=1)
+#     .set_axis(["Sum of Overall Homework Scores", "Overall Homework"], axis=1)
+#     .loc[["wxb12345", "mxl12345", "txj12345", "jgf12345"]]
+#     .to_markdown()
 # )
 
 final_data["Homework Score"] = final_data[
     ["Total Homework", "Overall Homework"]
 ].max(axis=1)
 
+# print(
+#     final_data.loc[
+#         ["wxb12345", "mxl12345", "txj12345", "jgf12345"],
+#         ["Total Homework", "Overall Homework", "Homework Score"],
+#     ].to_markdown()
+# )
 
 quiz_scores = final_data.filter(regex=r"^Quiz \d$", axis=1)
 quiz_max_points = pd.Series(
-    {"Quiz 1": 11, "Quiz 2": 15, "Quiz 3": 16, "Quiz 4": 16, "Quiz 5": 11}
+    {"Quiz 1": 11, "Quiz 2": 15, "Quiz 3": 17, "Quiz 4": 14, "Quiz 5": 12}
 )
 
 sum_of_quiz_scores = quiz_scores.sum(axis=1)
@@ -101,6 +120,13 @@ final_data["Quiz Score"] = final_data[
     ["Total Quizzes", "Overall Quizzes"]
 ].max(axis=1)
 
+# print(
+#     final_data.loc[
+#         ["wxb12345", "mxl12345", "txj12345", "jgf12345"],
+#         ["Total Quizzes", "Overall Quizzes", "Quiz Score"],
+#     ].to_markdown()
+# )
+
 weightings = pd.Series(
     {
         "Exam 1 Score": 0.05,
@@ -116,7 +142,12 @@ final_data["Final Score"] = (final_data[weightings.index] * weightings).sum(
 )
 final_data["Ceiling Score"] = np.ceil(final_data["Final Score"] * 100)
 
-# print(final_data[["Final Score", "Ceiling Score"]].to_markdown())
+# print(
+#     final_data.loc[
+#         ["wxb12345", "mxl12345", "txj12345", "jgf12345"],
+#         ["Final Score", "Ceiling Score"],
+#     ].to_markdown()
+# )
 
 grades = {
     90: "A",
@@ -137,4 +168,9 @@ letter_grades = final_data["Ceiling Score"].map(grade_mapping)
 final_data["Final Grade"] = pd.Categorical(
     letter_grades, categories=grades.values(), ordered=True
 )
-print(final_data["Final Grade"].to_markdown())
+
+# print(
+#     final_data.loc[
+#         ["wxb12345", "mxl12345", "txj12345", "jgf12345"], ["Final Grade"],
+#     ].to_markdown()
+# )

pandas-gradebook-project/data/quiz_1_grades.csv

 Last Name,First Name,Email,Grade
-Grimes,Wendy,wendy.grimes@univ.edu,17
-Holder,Seth,seth.holder@univ.edu,15
-Wright,Caitlin,caitlin.wright@univ.edu,7
-Cruz,Sara,sara.cruz@univ.edu,14
-Montgomery,Michele,michele.montgomery@univ.edu,6
-Boyle,Joseph,joseph.boyle@univ.edu,9
-King,Carlos,carlos.king@univ.edu,7
-Stanton,Joan,joan.stanton@univ.edu,7
-Hunt,Stephen,stephen.hunt@univ.edu,14
-Perry,Scott,scott.perry@univ.edu,15
-Lindsey,Connie,connie.lindsey@univ.edu,16
-Barnes,Paula,paula.barnes@univ.edu,17
-Romero,Amanda,amanda.romero@univ.edu,14
-Gonzalez,Deanna,deanna.gonzalez@univ.edu,12
-Clark,Evan,evan.clark@univ.edu,13
-Miller,Scott,scott.miller@univ.edu,16
-Patel,Robin,robin.patel@univ.edu,17
-Carr,Ivan,ivan.carr@univ.edu,8
-Collins,Dale,dale.collins@univ.edu,7
-White,Cynthia,cynthia.white@univ.edu,8
-Andrews,Regina,regina.andrews@univ.edu,6
-Coleman,Carolyn,carolyn.coleman@univ.edu,7
-Fernandez,Kimberly,kimberly.fernandez@univ.edu,16
-Taylor,Gail,gail.taylor@univ.edu,6
-Joyce,Traci,traci.joyce@univ.edu,7
-Perez,Robin,robin.perez@univ.edu,15
-Johnson,Jessica,jessica.johnson@univ.edu,7
-Owen,Jacob,jacob.owen@univ.edu,8
-Alvarez,Frank,frank.alvarez@univ.edu,10
-Jones,Crystal,crystal.jones@univ.edu,6
-Patel,Barbara,barbara.patel@univ.edu,7
-Barrera,Woody,woody.barrera_jr@univ.edu,10
-Walker,Mary,mary.walker@univ.edu,11
-Johnson,Morgan,morgan.johnson@univ.edu,9
-Lewis,Kyle,kyle.lewis@univ.edu,15
-Fox,David,david.fox@univ.edu,14
-Mccullough,Timothy,timothy.mccullough@univ.edu,14
-Ramsey,Tina,tina.ramsey@univ.edu,9
-Aguilar,Mark,mark.aguilar@univ.edu,10
-Fisher,Logan,logan.fisher@univ.edu,17
-Baker,Shirley,shirley.baker@univ.edu,17
-Mills,David,david.mills@univ.edu,17
-Flower,John,john.g.2.flower@univ.edu,9
-Morgan,Jeffery,jeffery.morgan@univ.edu,6
-Berger,Karen,karen.berger@univ.edu,13
-Sullivan,Jason,jason.sullivan@univ.edu,15
-Carter,Tracy,tracy.carter@univ.edu,15
-Lopez,James,james.lopez@univ.edu,17
-Harper,Oscar,oscar.harper@univ.edu,16
-Webb,Allison,allison.webb@univ.edu,11
-Kelley,Elijah,elijah.kelley@univ.edu,6
-Perez,Aaron,aaron.perez@univ.edu,8
-Jones,Joanne,joanne.jones@univ.edu,8
-Brooks,John,john.brooks@univ.edu,7
-Marquez,Kenneth,kenneth.marquez@univ.edu,6
-Wilson,James,james.wilson@univ.edu,16
-Kemp,Loretta,loretta.kemp@univ.edu,13
-Duffy,Andrea,andrea.duffy@univ.edu,11
-Lambert,Malaika,malaika.lambert@univ.edu,17
-Marquez,Daniel,daniel.marquez@univ.edu,9
-Guzman,Christopher,christopher.guzman@univ.edu,8
-Kennedy,Scott,scott.kennedy@univ.edu,6
-Ryan,Kimberly,kimberly.ryan@univ.edu,10
-Smith,Lindsay,lindsay.smith@univ.edu,9
-Barker,Dustin,dustin.barker@univ.edu,12
-White,Teresa,teresa.white@univ.edu,11
-Jimenez,Donald,donald.jimenez@univ.edu,14
-Smith,Samuel,samuel.smith@univ.edu,10
-Woods,Ashley,ashley.woods@univ.edu,13
-Ball,Kevin,kevin.ball@univ.edu,8
-Lowery,Robert,robert.lowery@univ.edu,9
-Vazquez,Andrew,andrew.vazquez@univ.edu,15
-Anthony,Timothy,timothy.anthony@univ.edu,10
-Bryan,Amber,amber.bryan@univ.edu,12
-Prince,Patricia,patricia.prince@univ.edu,16
-Merritt,Courtney,courtney.merritt@univ.edu,7
-Williams,Joshua,joshua.williams@univ.edu,13
-Mata,David,david.mata@univ.edu,15
-Snow,Jill,jill.snow@univ.edu,7
-Calhoun,Kayla,kayla.calhoun@univ.edu,17
-Robinson,Michael,michael.robinson@univ.edu,11
-Smith,Joseph,joseph.smith@univ.edu,11
-Miller,Matthew,matthew.miller@univ.edu,13
-Harding,Morgan,morgan.harding@univ.edu,6
-Cox,Julie,julie.cox@univ.edu,15
-Glover,Dana,dana.glover@univ.edu,6
-Rodgers,Michael,michael.rodgers@univ.edu,16
-Rice,Theresa,theresa.rice@univ.edu,10
-Moody,Lindsey,lindsey.moody@univ.edu,16
-Mayo,Glen,glen.mayo@univ.edu,10
-Dodson,Jeffrey,jeffrey.dodson@univ.edu,17
-Woods,David,david.woods@univ.edu,17
-Patterson,Emily,emily.patterson@univ.edu,8
-Clayton,Lisa,lisa.clayton@univ.edu,16
-Galloway,Renee,renee.galloway@univ.edu,6
-Wiley,Cassidy,cassidy.wiley@univ.edu,11
-Campbell,Rebecca,rebecca.campbell@univ.edu,12
-Marsh,Corey,corey.marsh@univ.edu,7
-Martinez,Anna,anna.martinez@univ.edu,15
-Webb,Matthew,matthew.webb@univ.edu,7
+Martin,Robert,robert.martin@univ.edu,11
+Cook,Franklin,franklin.cook@univ.edu,9
+Haas,Jonathan,jonathan.haas@univ.edu,7
+Woods,Candice,candice.woods@univ.edu,5
+Arellano,Brett,brett.arellano@univ.edu,6
+Spencer,Laura,laura.spencer@univ.edu,8
+Baker,Jeffrey,jeffrey.baker@univ.edu,9
+Smith,Daniel,daniel.smith@univ.edu,6
+Hopkins,Andrea,andrea.hopkins@univ.edu,4
+Cruz,Sara,sara.cruz@univ.edu,9
+Cannon,Tanya,tanya.cannon@univ.edu,6
+Harris,Eric,eric.harris@univ.edu,10
+Allen,Robin,robin.allen@univ.edu,5
+Gonzalez,Colton,colton.gonzalez@univ.edu,7
+Perry,Katherine,katherine.perry@univ.edu,10
+Davila,Ralph,ralph.davila@univ.edu,9
+Marshall,Kenneth,kenneth.marshall@univ.edu,9
+Wallace,Brett,brett.wallace@univ.edu,11
+Brown,Ryan,ryan.brown@univ.edu,9
+Brown,Isabella,isabella.brown@univ.edu,6
+Aguilar,Rhonda,rhonda.aguilar@univ.edu,8
+Cline,Steven,steven.cline@univ.edu,10
+Jones,Carrie,carrie.jones@univ.edu,8
+Fisher,Mark,mark.fisher@univ.edu,8
+Wright,Cynthia,cynthia.wright@univ.edu,9
+Hoover,Micheal,micheal.hoover@univ.edu,4
+Shaffer,Samantha,samantha.shaffer@univ.edu,7
+Clark,Justin,justin.clark@univ.edu,5
+Miller,Amanda,amanda.miller@univ.edu,8
+Howe,Kathleen,kathleen.howe@univ.edu,8
+Miller,Jessica,jessica.miller@univ.edu,7
+Ramos,Kelsey,kelsey.ramos@univ.edu,11
+Bishop,Hunter,hunter.bishop@univ.edu,11
+Joyce,Traci,traci.joyce@univ.edu,8
+Griffin,Maria,maria.griffin@univ.edu,8
+Lynch,Pamela,pamela.lynch@univ.edu,7
+Howard,Carrie,carrie.howard@univ.edu,6
+Murray,Adam,adam.murray@univ.edu,7
+Hawkins,Catherine,catherine.hawkins@univ.edu,6
+Jackson,Mario,mario.jackson@univ.edu,6
+Ward,Jordan,jordan.ward@univ.edu,8
+Reynolds,Veronica,veronica.reynolds@univ.edu,8
+Campbell,Billy,billy.campbell@univ.edu,4
+Harris,Jeremy,jeremy.harris@univ.edu,5
+Mercado,Michael,michael.mercado@univ.edu,7
+Santana,Daniel,daniel.santana@univ.edu,10
+Barajas,Lisa,lisa.barajas@univ.edu,8
+Hoffman,Patrick,patrick.hoffman@univ.edu,9
+Jones,Eric,eric.jones@univ.edu,7
+Smith,Ricky,ricky.smith@univ.edu,4
+Carroll,Jeanne,jeanne.carroll@univ.edu,10
+Hicks,Barbara,barbara.hicks@univ.edu,7
+Garcia,Cynthia,cynthia.garcia@univ.edu,11
+Anderson,Patrick,patrick.anderson@univ.edu,9
+Li,Anna,anna.li@univ.edu,10
+Bonilla,Kyle,kyle.bonilla@univ.edu,7
+Lewis,Michael,michael.lewis@univ.edu,10
+Johnson,William,william.johnson@univ.edu,11
+Foster,Christopher,christopher.foster@univ.edu,5
+Cline,Laura,laura.cline@univ.edu,5
+Wright,Angela,angela.wright@univ.edu,10
+Mills,Rhonda,rhonda.mills@univ.edu,9
+Cross,William,william.cross@univ.edu,6
+Barajas,Terri,terri.barajas@univ.edu,9
+Ward,Molly,molly.ward@univ.edu,7
+Craig,Darryl,darryl.craig@univ.edu,5
+Bennett,Aaron,aaron.bennett@univ.edu,5
+Rodriguez,Donald,donald.rodriguez@univ.edu,6
+Alvarez,Amy,amy.alvarez@univ.edu,9
+Robinson,Erin,erin.robinson@univ.edu,9
+Mayer,Stacey,stacey.mayer@univ.edu,8
+Watson,Nicole,nicole.watson@univ.edu,9
+Huang,Sean,sean.huang@univ.edu,6
+Horn,Angela,angela.horn@univ.edu,4
+Barrera,Woody,woody.barrera_jr@univ.edu,4
+Lee,Jennifer,jennifer.lee@univ.edu,7
+Jackson,Sarah,sarah.jackson@univ.edu,4
+Long,Vanessa,vanessa.long@univ.edu,7
+Rogers,Yolanda,yolanda.rogers@univ.edu,4
+Rodriguez,Robert,robert.rodriguez@univ.edu,7
+Chapman,Joshua,joshua.chapman@univ.edu,10
+Dominguez,Kyle,kyle.dominguez@univ.edu,9
+Smith,Candice,candice.smith@univ.edu,6
+Brown,Sean,sean.brown@univ.edu,10
+Benjamin,Stephen,stephen.benjamin@univ.edu,4
+Allen,Joshua,joshua.allen@univ.edu,10
+Savage,Julia,julia.savage@univ.edu,9
+Brown,Alexandra,alexandra.brown@univ.edu,7
+Rhodes,Desiree,desiree.rhodes@univ.edu,4
+Blair,Robert,robert.blair@univ.edu,9
+Espinoza,Michelle,michelle.espinoza@univ.edu,5
+Patterson,Kyle,kyle.patterson@univ.edu,11
+Griffith,Jonathan,jonathan.griffith@univ.edu,7
+Bates,Lynn,lynn.bates@univ.edu,11
+Fisher,Karla,karla.fisher@univ.edu,9
+Pierce,Jodi,jodi.pierce@univ.edu,11
+Stewart,Christopher,christopher.stewart@univ.edu,4
+Ford,Jeremy,jeremy.ford@univ.edu,6
+Garcia,Erica,erica.garcia@univ.edu,5
+Harris,Johnathan,johnathan.harris@univ.edu,11
+Lambert,Malaika,malaika.lambert@univ.edu,8
+Rice,Catherine,catherine.rice@univ.edu,5
+Mayer,Craig,craig.mayer@univ.edu,4
+Anderson,Rachel,rachel.anderson@univ.edu,8
+Solis,Tracy,tracy.solis@univ.edu,4
+Martinez,Nicholas,nicholas.martinez@univ.edu,7
+Smith,Nicholas,nicholas.smith@univ.edu,9
+Nguyen,Courtney,courtney.nguyen@univ.edu,10
+Acosta,Marie,marie.acosta@univ.edu,7
+West,Charles,charles.west@univ.edu,11
+Carter,Tyler,tyler.carter@univ.edu,8
+Madden,Christie,christie.madden@univ.edu,7
+Davis,Elizabeth,elizabeth.davis@univ.edu,10
+Richardson,Kimberly,kimberly.richardson@univ.edu,4
+Cohen,Lawrence,lawrence.cohen@univ.edu,8
+Vargas,Sabrina,sabrina.vargas@univ.edu,4
+Stevens,Tonya,tonya.stevens@univ.edu,6
+Randolph,Jessica,jessica.randolph@univ.edu,6
+Lane,Tanya,tanya.lane@univ.edu,8
+Sellers,Samuel,samuel.sellers@univ.edu,6
+Huynh,Sandra,sandra.huynh@univ.edu,6
+Flower,John,john.g.2.flower@univ.edu,8
+Washington,Erin,erin.washington@univ.edu,6
+Kennedy,Larry,larry.kennedy@univ.edu,5
+Alexander,Melissa,melissa.alexander@univ.edu,10
+Vazquez,Ashley,ashley.vazquez@univ.edu,4
+Hayes,William,william.hayes@univ.edu,8
+Johnson,Virginia,virginia.johnson@univ.edu,6
+Shaffer,Alicia,alicia.shaffer@univ.edu,8
+Newton,Lisa,lisa.newton@univ.edu,6
+Fernandez,Sarah,sarah.fernandez@univ.edu,4
+Martinez,Joshua,joshua.martinez@univ.edu,10
+Phillips,Tammy,tammy.phillips@univ.edu,6
+Crawford,Carrie,carrie.crawford@univ.edu,5
+Murray,Nicole,nicole.murray@univ.edu,4
+Thomas,William,william.thomas@univ.edu,6
+Mcdaniel,James,james.mcdaniel@univ.edu,9
+Ford,Thomas,thomas.ford@univ.edu,7
+Terry,Sharon,sharon.terry@univ.edu,6
+Reyes,Jennifer,jennifer.reyes@univ.edu,8
+Erickson,David,david.erickson@univ.edu,9
+Garcia,Donald,donald.garcia@univ.edu,11
+Nichols,William,william.nichols@univ.edu,10
+Ray,Andrew,andrew.ray@univ.edu,6
+Sanchez,James,james.sanchez@univ.edu,8
+Grimes,George,george.grimes@univ.edu,7
+Butler,Aaron,aaron.butler@univ.edu,5
+Bishop,Steven,steven.bishop@univ.edu,9
+Carpenter,Robert,robert.carpenter@univ.edu,9
+Combs,John,john.combs@univ.edu,10

pandas-gradebook-project/data/quiz_2_grades.csv

 Last Name,First Name,Email,Grade
-Jones,Crystal,crystal.jones@univ.edu,9
-Martinez,Anna,anna.martinez@univ.edu,9
-Prince,Patricia,patricia.prince@univ.edu,7
-Berger,Karen,karen.berger@univ.edu,9
-Brooks,John,john.brooks@univ.edu,10
-Smith,Samuel,samuel.smith@univ.edu,9
-Ryan,Kimberly,kimberly.ryan@univ.edu,11
-Williams,Joshua,joshua.williams@univ.edu,9
-Perez,Robin,robin.perez@univ.edu,12
-Joyce,Traci,traci.joyce@univ.edu,9
-Cox,Julie,julie.cox@univ.edu,6
-Clayton,Lisa,lisa.clayton@univ.edu,9
-Guzman,Christopher,christopher.guzman@univ.edu,12
-Kemp,Loretta,loretta.kemp@univ.edu,7
-Collins,Dale,dale.collins@univ.edu,5
-Lambert,Malaika,malaika.lambert@univ.edu,9
-Lindsey,Connie,connie.lindsey@univ.edu,9
-Dodson,Jeffrey,jeffrey.dodson@univ.edu,11
-Bryan,Amber,amber.bryan@univ.edu,8
-Jones,Joanne,joanne.jones@univ.edu,7
-Woods,Ashley,ashley.woods@univ.edu,12
-Marsh,Corey,corey.marsh@univ.edu,14
-Perry,Scott,scott.perry@univ.edu,10
-Romero,Amanda,amanda.romero@univ.edu,8
-Hunt,Stephen,stephen.hunt@univ.edu,14
-Morgan,Jeffery,jeffery.morgan@univ.edu,13
-Glover,Dana,dana.glover@univ.edu,9
-Carr,Ivan,ivan.carr@univ.edu,11
-Cruz,Sara,sara.cruz@univ.edu,6
-Owen,Jacob,jacob.owen@univ.edu,9
-Calhoun,Kayla,kayla.calhoun@univ.edu,7
-Patterson,Emily,emily.patterson@univ.edu,9
-Rodgers,Michael,michael.rodgers@univ.edu,13
-Wright,Caitlin,caitlin.wright@univ.edu,5
-Baker,Shirley,shirley.baker@univ.edu,10
+Hayes,William,william.hayes@univ.edu,14
+Crawford,Carrie,carrie.crawford@univ.edu,15
+Brown,Isabella,isabella.brown@univ.edu,6
+Mills,Rhonda,rhonda.mills@univ.edu,13
+Madden,Christie,christie.madden@univ.edu,9
+Cruz,Sara,sara.cruz@univ.edu,8
+Cannon,Tanya,tanya.cannon@univ.edu,9
+Garcia,Erica,erica.garcia@univ.edu,7
+Howe,Kathleen,kathleen.howe@univ.edu,10
+Craig,Darryl,darryl.craig@univ.edu,13
+Aguilar,Rhonda,rhonda.aguilar@univ.edu,10
+Joyce,Traci,traci.joyce@univ.edu,6
+Newton,Lisa,lisa.newton@univ.edu,6
+Brown,Alexandra,alexandra.brown@univ.edu,6
+Jackson,Mario,mario.jackson@univ.edu,14
+Hoover,Micheal,micheal.hoover@univ.edu,7
+Mercado,Michael,michael.mercado@univ.edu,15
+Blair,Robert,robert.blair@univ.edu,9
+Horn,Angela,angela.horn@univ.edu,14
+Smith,Candice,candice.smith@univ.edu,15
+Ward,Molly,molly.ward@univ.edu,6
+Ford,Jeremy,jeremy.ford@univ.edu,6
+Solis,Tracy,tracy.solis@univ.edu,6
+Martin,Robert,robert.martin@univ.edu,9
+Randolph,Jessica,jessica.randolph@univ.edu,7
+Washington,Erin,erin.washington@univ.edu,14
+Lynch,Pamela,pamela.lynch@univ.edu,6
+Espinoza,Michelle,michelle.espinoza@univ.edu,10
+Allen,Joshua,joshua.allen@univ.edu,12
+Miller,Jessica,jessica.miller@univ.edu,14
+Chapman,Joshua,joshua.chapman@univ.edu,12
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 Flower,John,john.g.2.flower@univ.edu,8
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-Fernandez,Kimberly,kimberly.fernandez@univ.edu,8
-Barnes,Paula,paula.barnes@univ.edu,7
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-Alvarez,Frank,frank.alvarez@univ.edu,8
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-Stanton,Joan,joan.stanton@univ.edu,6
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-Miller,Scott,scott.miller@univ.edu,6
-Kelley,Elijah,elijah.kelley@univ.edu,10
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-Perez,Aaron,aaron.perez@univ.edu,14
-Anthony,Timothy,timothy.anthony@univ.edu,8
-Wilson,James,james.wilson@univ.edu,8
-Merritt,Courtney,courtney.merritt@univ.edu,6
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-Lopez,James,james.lopez@univ.edu,10
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-Campbell,Rebecca,rebecca.campbell@univ.edu,5
-Taylor,Gail,gail.taylor@univ.edu,5
-Gonzalez,Deanna,deanna.gonzalez@univ.edu,8
-Barrera,Woody,woody.barrera_jr@univ.edu,7
-King,Carlos,carlos.king@univ.edu,13
-Harper,Oscar,oscar.harper@univ.edu,7
-Rice,Theresa,theresa.rice@univ.edu,10
-Fisher,Logan,logan.fisher@univ.edu,6
-Lowery,Robert,robert.lowery@univ.edu,10
-Aguilar,Mark,mark.aguilar@univ.edu,8
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-Johnson,Morgan,morgan.johnson@univ.edu,13
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-Webb,Matthew,matthew.webb@univ.edu,12
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-Vazquez,Andrew,andrew.vazquez@univ.edu,10
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+Carpenter,Robert,robert.carpenter@univ.edu,11
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+Cross,William,william.cross@univ.edu,6
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+Murray,Adam,adam.murray@univ.edu,8
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+Garcia,Donald,donald.garcia@univ.edu,15
+Fisher,Karla,karla.fisher@univ.edu,10
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+Acosta,Marie,marie.acosta@univ.edu,14
+Spencer,Laura,laura.spencer@univ.edu,6
+Marshall,Kenneth,kenneth.marshall@univ.edu,15
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+Long,Vanessa,vanessa.long@univ.edu,10
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+Ray,Andrew,andrew.ray@univ.edu,12
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pandas-gradebook-project/data/quiz_3_grades.csv

 Last Name,First Name,Email,Grade
-Webb,Allison,allison.webb@univ.edu,6
-Owen,Jacob,jacob.owen@univ.edu,8
-Perez,Aaron,aaron.perez@univ.edu,8
-Coleman,Carolyn,carolyn.coleman@univ.edu,12
-Miller,Scott,scott.miller@univ.edu,5
-Kemp,Loretta,loretta.kemp@univ.edu,4
-Lewis,Kyle,kyle.lewis@univ.edu,4
-Webb,Matthew,matthew.webb@univ.edu,12
-Woods,David,david.woods@univ.edu,12
-Berger,Karen,karen.berger@univ.edu,6
-Miller,Matthew,matthew.miller@univ.edu,4
-Patel,Barbara,barbara.patel@univ.edu,4
-Marsh,Corey,corey.marsh@univ.edu,4
-Lindsey,Connie,connie.lindsey@univ.edu,7
-Clayton,Lisa,lisa.clayton@univ.edu,12
-Perry,Scott,scott.perry@univ.edu,9
-Moody,Lindsey,lindsey.moody@univ.edu,7
-Cox,Julie,julie.cox@univ.edu,10
-Marquez,Kenneth,kenneth.marquez@univ.edu,8
-Hunt,Stephen,stephen.hunt@univ.edu,6
-Williams,Joshua,joshua.williams@univ.edu,5
-Montgomery,Michele,michele.montgomery@univ.edu,8
-Lambert,Malaika,malaika.lambert@univ.edu,9
-Wright,Caitlin,caitlin.wright@univ.edu,8
-Andrews,Regina,regina.andrews@univ.edu,8
-Kelley,Elijah,elijah.kelley@univ.edu,5
-Alvarez,Frank,frank.alvarez@univ.edu,6
-Cruz,Sara,sara.cruz@univ.edu,4
-Patel,Robin,robin.patel@univ.edu,4
-Ramsey,Tina,tina.ramsey@univ.edu,10
-Ryan,Kimberly,kimberly.ryan@univ.edu,8
-Vazquez,Andrew,andrew.vazquez@univ.edu,6
-Fox,David,david.fox@univ.edu,4
-Duffy,Andrea,andrea.duffy@univ.edu,11
-Morgan,Jeffery,jeffery.morgan@univ.edu,11
-Dodson,Jeffrey,jeffrey.dodson@univ.edu,7
-Barrera,Woody,woody.barrera_jr@univ.edu,8
-Gonzalez,Deanna,deanna.gonzalez@univ.edu,12
-Mccullough,Timothy,timothy.mccullough@univ.edu,11
-Smith,Samuel,samuel.smith@univ.edu,6
-Prince,Patricia,patricia.prince@univ.edu,6
-Jimenez,Donald,donald.jimenez@univ.edu,6
-Anthony,Timothy,timothy.anthony@univ.edu,12
-Calhoun,Kayla,kayla.calhoun@univ.edu,6
-Taylor,Gail,gail.taylor@univ.edu,9
-Lowery,Robert,robert.lowery@univ.edu,7
-King,Carlos,carlos.king@univ.edu,4
-Perez,Robin,robin.perez@univ.edu,10
-Baker,Shirley,shirley.baker@univ.edu,7
-White,Teresa,teresa.white@univ.edu,11
-Bryan,Amber,amber.bryan@univ.edu,7
-Romero,Amanda,amanda.romero@univ.edu,11
-Carter,Tracy,tracy.carter@univ.edu,5
-Wilson,James,james.wilson@univ.edu,6
-Walker,Mary,mary.walker@univ.edu,11
-Barnes,Paula,paula.barnes@univ.edu,7
-Rodgers,Michael,michael.rodgers@univ.edu,10
-Wiley,Cassidy,cassidy.wiley@univ.edu,6
-Flower,John,john.g.2.flower@univ.edu,5
-Smith,Joseph,joseph.smith@univ.edu,10
-Martinez,Anna,anna.martinez@univ.edu,12
-Harper,Oscar,oscar.harper@univ.edu,6
-Sullivan,Jason,jason.sullivan@univ.edu,11
-Jones,Joanne,joanne.jones@univ.edu,11
-Collins,Dale,dale.collins@univ.edu,4
-Woods,Ashley,ashley.woods@univ.edu,7
-Mata,David,david.mata@univ.edu,12
-Barker,Dustin,dustin.barker@univ.edu,7
-Harding,Morgan,morgan.harding@univ.edu,10
-Clark,Evan,evan.clark@univ.edu,9
-Fernandez,Kimberly,kimberly.fernandez@univ.edu,11
-Stanton,Joan,joan.stanton@univ.edu,9
-Johnson,Morgan,morgan.johnson@univ.edu,11
-Jones,Crystal,crystal.jones@univ.edu,4
-Boyle,Joseph,joseph.boyle@univ.edu,8
-White,Cynthia,cynthia.white@univ.edu,6
-Johnson,Jessica,jessica.johnson@univ.edu,9
-Robinson,Michael,michael.robinson@univ.edu,12
-Patterson,Emily,emily.patterson@univ.edu,5
-Joyce,Traci,traci.joyce@univ.edu,9
-Glover,Dana,dana.glover@univ.edu,10
-Aguilar,Mark,mark.aguilar@univ.edu,7
-Galloway,Renee,renee.galloway@univ.edu,10
-Smith,Lindsay,lindsay.smith@univ.edu,5
-Fisher,Logan,logan.fisher@univ.edu,5
-Grimes,Wendy,wendy.grimes@univ.edu,8
-Guzman,Christopher,christopher.guzman@univ.edu,6
-Brooks,John,john.brooks@univ.edu,12
-Kennedy,Scott,scott.kennedy@univ.edu,9
-Holder,Seth,seth.holder@univ.edu,10
-Marquez,Daniel,daniel.marquez@univ.edu,10
-Mayo,Glen,glen.mayo@univ.edu,12
-Merritt,Courtney,courtney.merritt@univ.edu,9
-Campbell,Rebecca,rebecca.campbell@univ.edu,6
-Mills,David,david.mills@univ.edu,5
-Snow,Jill,jill.snow@univ.edu,11
-Ball,Kevin,kevin.ball@univ.edu,5
-Carr,Ivan,ivan.carr@univ.edu,4
-Lopez,James,james.lopez@univ.edu,11
-Rice,Theresa,theresa.rice@univ.edu,5
+Hoffman,Patrick,patrick.hoffman@univ.edu,15
+Ward,Molly,molly.ward@univ.edu,17
+Cline,Laura,laura.cline@univ.edu,8
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+Woods,Candice,candice.woods@univ.edu,6
+Nguyen,Courtney,courtney.nguyen@univ.edu,9
+Ward,Jordan,jordan.ward@univ.edu,9
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+Smith,Daniel,daniel.smith@univ.edu,14
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+Dominguez,Kyle,kyle.dominguez@univ.edu,9
+Solis,Tracy,tracy.solis@univ.edu,13
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+Alexander,Melissa,melissa.alexander@univ.edu,17
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+Brown,Alexandra,alexandra.brown@univ.edu,12
+Hawkins,Catherine,catherine.hawkins@univ.edu,6
+Davis,Elizabeth,elizabeth.davis@univ.edu,8
+Perry,Katherine,katherine.perry@univ.edu,9
+Phillips,Tammy,tammy.phillips@univ.edu,6
+Stevens,Tonya,tonya.stevens@univ.edu,17
+Miller,Jessica,jessica.miller@univ.edu,14
+Thomas,William,william.thomas@univ.edu,15
+Haas,Jonathan,jonathan.haas@univ.edu,6
+Anderson,Patrick,patrick.anderson@univ.edu,17
+Carter,Tyler,tyler.carter@univ.edu,8
+Carpenter,Robert,robert.carpenter@univ.edu,12
+Madden,Christie,christie.madden@univ.edu,16
+Miller,Amanda,amanda.miller@univ.edu,10
+Lambert,Malaika,malaika.lambert@univ.edu,10
+Wallace,Brett,brett.wallace@univ.edu,10
+Craig,Darryl,darryl.craig@univ.edu,14
+Cross,William,william.cross@univ.edu,17
+Aguilar,Rhonda,rhonda.aguilar@univ.edu,6
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+Hayes,William,william.hayes@univ.edu,7
+Clark,Justin,justin.clark@univ.edu,16
+Martinez,Joshua,joshua.martinez@univ.edu,9
+Sellers,Samuel,samuel.sellers@univ.edu,17
+Crawford,Carrie,carrie.crawford@univ.edu,13
+Hopkins,Andrea,andrea.hopkins@univ.edu,10
+Barajas,Lisa,lisa.barajas@univ.edu,14
+Blair,Robert,robert.blair@univ.edu,8
+Rhodes,Desiree,desiree.rhodes@univ.edu,9
+Arellano,Brett,brett.arellano@univ.edu,9
+Martinez,Nicholas,nicholas.martinez@univ.edu,7
+Garcia,Cynthia,cynthia.garcia@univ.edu,14
+Mercado,Michael,michael.mercado@univ.edu,12
+Combs,John,john.combs@univ.edu,6
+Mcdaniel,James,james.mcdaniel@univ.edu,13
+Chapman,Joshua,joshua.chapman@univ.edu,9
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+Huynh,Sandra,sandra.huynh@univ.edu,12
+Wright,Angela,angela.wright@univ.edu,15
+Long,Vanessa,vanessa.long@univ.edu,9
+Griffin,Maria,maria.griffin@univ.edu,7
+Murray,Nicole,nicole.murray@univ.edu,13
+Baker,Jeffrey,jeffrey.baker@univ.edu,14
+Alvarez,Amy,amy.alvarez@univ.edu,14
+Garcia,Donald,donald.garcia@univ.edu,10
+Ford,Jeremy,jeremy.ford@univ.edu,10
+Lewis,Michael,michael.lewis@univ.edu,16
+Fernandez,Sarah,sarah.fernandez@univ.edu,10
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+Mayer,Craig,craig.mayer@univ.edu,7
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+Howe,Kathleen,kathleen.howe@univ.edu,7
+Lynch,Pamela,pamela.lynch@univ.edu,16
+Jackson,Mario,mario.jackson@univ.edu,17
+Lee,Jennifer,jennifer.lee@univ.edu,11
+Reynolds,Veronica,veronica.reynolds@univ.edu,17
+Smith,Candice,candice.smith@univ.edu,14
+Vargas,Sabrina,sabrina.vargas@univ.edu,9
+Grimes,George,george.grimes@univ.edu,11
+Bates,Lynn,lynn.bates@univ.edu,12
+Reyes,Jennifer,jennifer.reyes@univ.edu,13
+Johnson,Virginia,virginia.johnson@univ.edu,7
+Huang,Sean,sean.huang@univ.edu,11
+Stewart,Christopher,christopher.stewart@univ.edu,16
+Richardson,Kimberly,kimberly.richardson@univ.edu,12
+Harris,Johnathan,johnathan.harris@univ.edu,11
+Cruz,Sara,sara.cruz@univ.edu,13
+Gonzalez,Colton,colton.gonzalez@univ.edu,17
+Washington,Erin,erin.washington@univ.edu,8
+Fisher,Mark,mark.fisher@univ.edu,11
+Butler,Aaron,aaron.butler@univ.edu,7
+Newton,Lisa,lisa.newton@univ.edu,11
+Bishop,Steven,steven.bishop@univ.edu,10
+Smith,Nicholas,nicholas.smith@univ.edu,12
+Acosta,Marie,marie.acosta@univ.edu,15
+Horn,Angela,angela.horn@univ.edu,17
+Mayer,Stacey,stacey.mayer@univ.edu,17
+Garcia,Erica,erica.garcia@univ.edu,8
+Hoover,Micheal,micheal.hoover@univ.edu,13
+Bennett,Aaron,aaron.bennett@univ.edu,8
+Kennedy,Larry,larry.kennedy@univ.edu,16
+Smith,Ricky,ricky.smith@univ.edu,15
+Jones,Carrie,carrie.jones@univ.edu,12
+Espinoza,Michelle,michelle.espinoza@univ.edu,7
+Allen,Joshua,joshua.allen@univ.edu,8
+Terry,Sharon,sharon.terry@univ.edu,10
+Brown,Isabella,isabella.brown@univ.edu,11
+Vazquez,Ashley,ashley.vazquez@univ.edu,16
+Flower,John,john.g.2.flower@univ.edu,8
+Anderson,Rachel,rachel.anderson@univ.edu,7
+Griffith,Jonathan,jonathan.griffith@univ.edu,13
+Martin,Robert,robert.martin@univ.edu,15
+Cohen,Lawrence,lawrence.cohen@univ.edu,13
+Ray,Andrew,andrew.ray@univ.edu,6
+Fisher,Karla,karla.fisher@univ.edu,15
+Barrera,Woody,woody.barrera_jr@univ.edu,11
+Rodriguez,Robert,robert.rodriguez@univ.edu,16
+Harris,Jeremy,jeremy.harris@univ.edu,14
+Bishop,Hunter,hunter.bishop@univ.edu,11
+Carroll,Jeanne,jeanne.carroll@univ.edu,9
+Foster,Christopher,christopher.foster@univ.edu,8
+Watson,Nicole,nicole.watson@univ.edu,14
+Mills,Rhonda,rhonda.mills@univ.edu,16
+Cannon,Tanya,tanya.cannon@univ.edu,10
+Shaffer,Alicia,alicia.shaffer@univ.edu,13
+Bonilla,Kyle,kyle.bonilla@univ.edu,6
+Rodriguez,Donald,donald.rodriguez@univ.edu,17
+Campbell,Billy,billy.campbell@univ.edu,17
+Brown,Sean,sean.brown@univ.edu,6
+Rice,Catherine,catherine.rice@univ.edu,8
+Marshall,Kenneth,kenneth.marshall@univ.edu,12
+Harris,Eric,eric.harris@univ.edu,10
+Santana,Daniel,daniel.santana@univ.edu,8
+Joyce,Traci,traci.joyce@univ.edu,14
+Cook,Franklin,franklin.cook@univ.edu,16

pandas-gradebook-project/data/quiz_4_grades.csv

 Last Name,First Name,Email,Grade
-Patterson,Emily,emily.patterson@univ.edu,12
-Rodgers,Michael,michael.rodgers@univ.edu,9
-Jones,Joanne,joanne.jones@univ.edu,9
-Wiley,Cassidy,cassidy.wiley@univ.edu,16
-Moody,Lindsey,lindsey.moody@univ.edu,18
-Collins,Dale,dale.collins@univ.edu,18
-Marquez,Kenneth,kenneth.marquez@univ.edu,14
-Lowery,Robert,robert.lowery@univ.edu,13
-Lindsey,Connie,connie.lindsey@univ.edu,14
-Perry,Scott,scott.perry@univ.edu,8
-White,Teresa,teresa.white@univ.edu,13
-Guzman,Christopher,christopher.guzman@univ.edu,13
-Carter,Tracy,tracy.carter@univ.edu,19
-Miller,Scott,scott.miller@univ.edu,19
-Wilson,James,james.wilson@univ.edu,16
-Clark,Evan,evan.clark@univ.edu,13
-Joyce,Traci,traci.joyce@univ.edu,15
-King,Carlos,carlos.king@univ.edu,13
-Ryan,Kimberly,kimberly.ryan@univ.edu,17
-Lopez,James,james.lopez@univ.edu,14
-Patel,Robin,robin.patel@univ.edu,11
-Owen,Jacob,jacob.owen@univ.edu,12
-Campbell,Rebecca,rebecca.campbell@univ.edu,7
-Fox,David,david.fox@univ.edu,17
-Marsh,Corey,corey.marsh@univ.edu,8
-Kemp,Loretta,loretta.kemp@univ.edu,12
-Kennedy,Scott,scott.kennedy@univ.edu,11
-Cruz,Sara,sara.cruz@univ.edu,8
-Taylor,Gail,gail.taylor@univ.edu,15
-Cox,Julie,julie.cox@univ.edu,9
-Smith,Samuel,samuel.smith@univ.edu,13
-Webb,Matthew,matthew.webb@univ.edu,7
-Barnes,Paula,paula.barnes@univ.edu,11
-Boyle,Joseph,joseph.boyle@univ.edu,10
-Harding,Morgan,morgan.harding@univ.edu,11
-Hunt,Stephen,stephen.hunt@univ.edu,7
-Gonzalez,Deanna,deanna.gonzalez@univ.edu,8
-White,Cynthia,cynthia.white@univ.edu,7
-Harper,Oscar,oscar.harper@univ.edu,14
-Coleman,Carolyn,carolyn.coleman@univ.edu,8
-Anthony,Timothy,timothy.anthony@univ.edu,18
-Robinson,Michael,michael.robinson@univ.edu,12
-Romero,Amanda,amanda.romero@univ.edu,18
-Montgomery,Michele,michele.montgomery@univ.edu,14
-Walker,Mary,mary.walker@univ.edu,16
-Smith,Lindsay,lindsay.smith@univ.edu,16
-Fisher,Logan,logan.fisher@univ.edu,19
-Carr,Ivan,ivan.carr@univ.edu,18
-Barker,Dustin,dustin.barker@univ.edu,16
-Woods,David,david.woods@univ.edu,10
-Perez,Aaron,aaron.perez@univ.edu,9
-Stanton,Joan,joan.stanton@univ.edu,11
-Andrews,Regina,regina.andrews@univ.edu,10
-Holder,Seth,seth.holder@univ.edu,16
-Snow,Jill,jill.snow@univ.edu,13
-Berger,Karen,karen.berger@univ.edu,15
-Galloway,Renee,renee.galloway@univ.edu,15
-Jimenez,Donald,donald.jimenez@univ.edu,7
-Webb,Allison,allison.webb@univ.edu,13
-Woods,Ashley,ashley.woods@univ.edu,9
-Duffy,Andrea,andrea.duffy@univ.edu,10
-Williams,Joshua,joshua.williams@univ.edu,16
-Bryan,Amber,amber.bryan@univ.edu,17
-Calhoun,Kayla,kayla.calhoun@univ.edu,12
-Mills,David,david.mills@univ.edu,10
-Brooks,John,john.brooks@univ.edu,18
-Glover,Dana,dana.glover@univ.edu,7
-Miller,Matthew,matthew.miller@univ.edu,17
-Rice,Theresa,theresa.rice@univ.edu,10
-Ramsey,Tina,tina.ramsey@univ.edu,15
-Morgan,Jeffery,jeffery.morgan@univ.edu,7
-Martinez,Anna,anna.martinez@univ.edu,7
-Fernandez,Kimberly,kimberly.fernandez@univ.edu,16
-Prince,Patricia,patricia.prince@univ.edu,7
-Johnson,Jessica,jessica.johnson@univ.edu,10
-Mccullough,Timothy,timothy.mccullough@univ.edu,8
-Johnson,Morgan,morgan.johnson@univ.edu,12
-Merritt,Courtney,courtney.merritt@univ.edu,8
-Jones,Crystal,crystal.jones@univ.edu,14
-Aguilar,Mark,mark.aguilar@univ.edu,15
-Vazquez,Andrew,andrew.vazquez@univ.edu,19
-Ball,Kevin,kevin.ball@univ.edu,17
-Mayo,Glen,glen.mayo@univ.edu,15
-Dodson,Jeffrey,jeffrey.dodson@univ.edu,18
-Barrera,Woody,woody.barrera_jr@univ.edu,16
-Wright,Caitlin,caitlin.wright@univ.edu,10
-Clayton,Lisa,lisa.clayton@univ.edu,7
-Mata,David,david.mata@univ.edu,17
-Baker,Shirley,shirley.baker@univ.edu,12
-Sullivan,Jason,jason.sullivan@univ.edu,17
-Grimes,Wendy,wendy.grimes@univ.edu,11
-Lambert,Malaika,malaika.lambert@univ.edu,18
-Smith,Joseph,joseph.smith@univ.edu,11
-Perez,Robin,robin.perez@univ.edu,18
-Kelley,Elijah,elijah.kelley@univ.edu,19
-Lewis,Kyle,kyle.lewis@univ.edu,19
-Marquez,Daniel,daniel.marquez@univ.edu,16
-Alvarez,Frank,frank.alvarez@univ.edu,12
-Patel,Barbara,barbara.patel@univ.edu,7
-Flower,John,john.g.2.flower@univ.edu,18
+Anderson,Rachel,rachel.anderson@univ.edu,12
+Lane,Tanya,tanya.lane@univ.edu,11
+Blair,Robert,robert.blair@univ.edu,12
+Rogers,Yolanda,yolanda.rogers@univ.edu,12
+Watson,Nicole,nicole.watson@univ.edu,14
+Murray,Nicole,nicole.murray@univ.edu,6
+Griffith,Jonathan,jonathan.griffith@univ.edu,9
+Stevens,Tonya,tonya.stevens@univ.edu,11
+Arellano,Brett,brett.arellano@univ.edu,14
+Haas,Jonathan,jonathan.haas@univ.edu,6
+Santana,Daniel,daniel.santana@univ.edu,14
+Chapman,Joshua,joshua.chapman@univ.edu,12
+Gonzalez,Colton,colton.gonzalez@univ.edu,10
+Pierce,Jodi,jodi.pierce@univ.edu,11
+Horn,Angela,angela.horn@univ.edu,6
+Campbell,Billy,billy.campbell@univ.edu,9
+Hoffman,Patrick,patrick.hoffman@univ.edu,14
+Butler,Aaron,aaron.butler@univ.edu,5
+Brown,Alexandra,alexandra.brown@univ.edu,6
+Dominguez,Kyle,kyle.dominguez@univ.edu,12
+Brown,Isabella,isabella.brown@univ.edu,11
+Miller,Amanda,amanda.miller@univ.edu,5
+Rodriguez,Robert,robert.rodriguez@univ.edu,5
+Barajas,Terri,terri.barajas@univ.edu,10
+Garcia,Cynthia,cynthia.garcia@univ.edu,5
+Hicks,Barbara,barbara.hicks@univ.edu,9
+Woods,Candice,candice.woods@univ.edu,14
+Ramos,Kelsey,kelsey.ramos@univ.edu,14
+Garcia,Donald,donald.garcia@univ.edu,12
+Johnson,Virginia,virginia.johnson@univ.edu,7
+Bishop,Steven,steven.bishop@univ.edu,6
+Bonilla,Kyle,kyle.bonilla@univ.edu,10
+Lee,Jennifer,jennifer.lee@univ.edu,12
+Miller,Jessica,jessica.miller@univ.edu,8
+Flower,John,john.g.2.flower@univ.edu,13
+Spencer,Laura,laura.spencer@univ.edu,11
+Lynch,Pamela,pamela.lynch@univ.edu,11
+Mcdaniel,James,james.mcdaniel@univ.edu,6
+Fisher,Mark,mark.fisher@univ.edu,7
+Smith,Daniel,daniel.smith@univ.edu,5
+Carpenter,Robert,robert.carpenter@univ.edu,8
+Aguilar,Rhonda,rhonda.aguilar@univ.edu,10
+Richardson,Kimberly,kimberly.richardson@univ.edu,12
+Brown,Sean,sean.brown@univ.edu,12
+Davila,Ralph,ralph.davila@univ.edu,10
+Anderson,Patrick,patrick.anderson@univ.edu,12
+Mills,Rhonda,rhonda.mills@univ.edu,12
+Savage,Julia,julia.savage@univ.edu,6
+Wallace,Brett,brett.wallace@univ.edu,9
+Grimes,George,george.grimes@univ.edu,13
+Allen,Joshua,joshua.allen@univ.edu,10
+Joyce,Traci,traci.joyce@univ.edu,9
+Washington,Erin,erin.washington@univ.edu,14
+Alvarez,Amy,amy.alvarez@univ.edu,5
+Li,Anna,anna.li@univ.edu,8
+Wright,Angela,angela.wright@univ.edu,12
+Barrera,Woody,woody.barrera_jr@univ.edu,7
+Robinson,Erin,erin.robinson@univ.edu,9
+Carter,Tyler,tyler.carter@univ.edu,9
+Phillips,Tammy,tammy.phillips@univ.edu,5
+Wright,Cynthia,cynthia.wright@univ.edu,8
+Cruz,Sara,sara.cruz@univ.edu,7
+Shaffer,Alicia,alicia.shaffer@univ.edu,10
+Fisher,Karla,karla.fisher@univ.edu,8
+Huang,Sean,sean.huang@univ.edu,7
+Cohen,Lawrence,lawrence.cohen@univ.edu,8
+Benjamin,Stephen,stephen.benjamin@univ.edu,5
+Cannon,Tanya,tanya.cannon@univ.edu,8
+Smith,Candice,candice.smith@univ.edu,10
+Acosta,Marie,marie.acosta@univ.edu,11
+Crawford,Carrie,carrie.crawford@univ.edu,12
+Jones,Eric,eric.jones@univ.edu,7
+Cline,Laura,laura.cline@univ.edu,9
+Martinez,Joshua,joshua.martinez@univ.edu,7
+Howard,Carrie,carrie.howard@univ.edu,11
+Harris,Jeremy,jeremy.harris@univ.edu,14
+Jackson,Mario,mario.jackson@univ.edu,8
+Bishop,Hunter,hunter.bishop@univ.edu,13
+Rhodes,Desiree,desiree.rhodes@univ.edu,10
+Vazquez,Ashley,ashley.vazquez@univ.edu,5
+Cook,Franklin,franklin.cook@univ.edu,10
+Fernandez,Sarah,sarah.fernandez@univ.edu,7
+Long,Vanessa,vanessa.long@univ.edu,12
+Espinoza,Michelle,michelle.espinoza@univ.edu,12
+Solis,Tracy,tracy.solis@univ.edu,5
+Lambert,Malaika,malaika.lambert@univ.edu,13
+Rice,Catherine,catherine.rice@univ.edu,14
+Harris,Johnathan,johnathan.harris@univ.edu,10
+Sanchez,James,james.sanchez@univ.edu,11
+Ford,Thomas,thomas.ford@univ.edu,8
+Martin,Robert,robert.martin@univ.edu,11
+Murray,Adam,adam.murray@univ.edu,14
+Harris,Eric,eric.harris@univ.edu,8
+Vargas,Sabrina,sabrina.vargas@univ.edu,8
+Kennedy,Larry,larry.kennedy@univ.edu,9
+Nichols,William,william.nichols@univ.edu,14
+Bennett,Aaron,aaron.bennett@univ.edu,6
+Brown,Ryan,ryan.brown@univ.edu,10
+Ward,Jordan,jordan.ward@univ.edu,7
+Bates,Lynn,lynn.bates@univ.edu,11
+Jones,Carrie,carrie.jones@univ.edu,11
+Terry,Sharon,sharon.terry@univ.edu,13
+Combs,John,john.combs@univ.edu,14
+Randolph,Jessica,jessica.randolph@univ.edu,5
+Cline,Steven,steven.cline@univ.edu,13
+Perry,Katherine,katherine.perry@univ.edu,14
+Patterson,Kyle,kyle.patterson@univ.edu,6
+Erickson,David,david.erickson@univ.edu,14
+Davis,Elizabeth,elizabeth.davis@univ.edu,5
+Johnson,William,william.johnson@univ.edu,9
+Hopkins,Andrea,andrea.hopkins@univ.edu,8
+Garcia,Erica,erica.garcia@univ.edu,13
+Marshall,Kenneth,kenneth.marshall@univ.edu,7
+Martinez,Nicholas,nicholas.martinez@univ.edu,6
+Rodriguez,Donald,donald.rodriguez@univ.edu,14
+Jackson,Sarah,sarah.jackson@univ.edu,7
+Newton,Lisa,lisa.newton@univ.edu,5
+Mayer,Craig,craig.mayer@univ.edu,12
+Allen,Robin,robin.allen@univ.edu,14
+Ford,Jeremy,jeremy.ford@univ.edu,14
+Alexander,Melissa,melissa.alexander@univ.edu,6
+Shaffer,Samantha,samantha.shaffer@univ.edu,5
+Hayes,William,william.hayes@univ.edu,7
+Howe,Kathleen,kathleen.howe@univ.edu,13
+Ward,Molly,molly.ward@univ.edu,10
+Mercado,Michael,michael.mercado@univ.edu,14
+Stewart,Christopher,christopher.stewart@univ.edu,7
+Huynh,Sandra,sandra.huynh@univ.edu,11
+Thomas,William,william.thomas@univ.edu,5
+Hawkins,Catherine,catherine.hawkins@univ.edu,9
+Griffin,Maria,maria.griffin@univ.edu,5
+West,Charles,charles.west@univ.edu,9
+Nguyen,Courtney,courtney.nguyen@univ.edu,7
+Clark,Justin,justin.clark@univ.edu,9
+Ray,Andrew,andrew.ray@univ.edu,11
+Reynolds,Veronica,veronica.reynolds@univ.edu,14
+Craig,Darryl,darryl.craig@univ.edu,12
+Foster,Christopher,christopher.foster@univ.edu,9
+Mayer,Stacey,stacey.mayer@univ.edu,5
+Smith,Nicholas,nicholas.smith@univ.edu,6
+Smith,Ricky,ricky.smith@univ.edu,7
+Madden,Christie,christie.madden@univ.edu,8
+Reyes,Jennifer,jennifer.reyes@univ.edu,13
+Sellers,Samuel,samuel.sellers@univ.edu,10
+Baker,Jeffrey,jeffrey.baker@univ.edu,11
+Hoover,Micheal,micheal.hoover@univ.edu,9
+Cross,William,william.cross@univ.edu,9
+Lewis,Michael,michael.lewis@univ.edu,7
+Carroll,Jeanne,jeanne.carroll@univ.edu,11
+Barajas,Lisa,lisa.barajas@univ.edu,6

pandas-gradebook-project/data/quiz_5_grades.csv

 Last Name,First Name,Email,Grade
-Hunt,Stephen,stephen.hunt@univ.edu,11
-Kelley,Elijah,elijah.kelley@univ.edu,8
-Sullivan,Jason,jason.sullivan@univ.edu,11
-Clayton,Lisa,lisa.clayton@univ.edu,15
-Smith,Samuel,samuel.smith@univ.edu,9
-Williams,Joshua,joshua.williams@univ.edu,11
-Wilson,James,james.wilson@univ.edu,8
-Taylor,Gail,gail.taylor@univ.edu,8
-Romero,Amanda,amanda.romero@univ.edu,7
-Carter,Tracy,tracy.carter@univ.edu,14
-Ramsey,Tina,tina.ramsey@univ.edu,14
-Jones,Joanne,joanne.jones@univ.edu,7
-Joyce,Traci,traci.joyce@univ.edu,11
-Smith,Joseph,joseph.smith@univ.edu,8
-Marquez,Daniel,daniel.marquez@univ.edu,14
-Gonzalez,Deanna,deanna.gonzalez@univ.edu,12
-Baker,Shirley,shirley.baker@univ.edu,9
-Glover,Dana,dana.glover@univ.edu,8
-White,Cynthia,cynthia.white@univ.edu,15
-Woods,Ashley,ashley.woods@univ.edu,14
-Merritt,Courtney,courtney.merritt@univ.edu,9
-Johnson,Jessica,jessica.johnson@univ.edu,9
-Robinson,Michael,michael.robinson@univ.edu,9
-Anthony,Timothy,timothy.anthony@univ.edu,12
-Fisher,Logan,logan.fisher@univ.edu,14
-Aguilar,Mark,mark.aguilar@univ.edu,11
-Patel,Robin,robin.patel@univ.edu,13
-Johnson,Morgan,morgan.johnson@univ.edu,10
-Fernandez,Kimberly,kimberly.fernandez@univ.edu,7
-Marquez,Kenneth,kenneth.marquez@univ.edu,7
-Flower,John,john.g.2.flower@univ.edu,7
-Martinez,Anna,anna.martinez@univ.edu,13
-Miller,Scott,scott.miller@univ.edu,11
-Perez,Aaron,aaron.perez@univ.edu,12
-Perez,Robin,robin.perez@univ.edu,13
-Smith,Lindsay,lindsay.smith@univ.edu,9
-Holder,Seth,seth.holder@univ.edu,9
-Brooks,John,john.brooks@univ.edu,8
-Calhoun,Kayla,kayla.calhoun@univ.edu,8
-Cox,Julie,julie.cox@univ.edu,6
-Clark,Evan,evan.clark@univ.edu,14
-Lewis,Kyle,kyle.lewis@univ.edu,13
-Lopez,James,james.lopez@univ.edu,6
-Snow,Jill,jill.snow@univ.edu,9
-Galloway,Renee,renee.galloway@univ.edu,8
-Woods,David,david.woods@univ.edu,9
+Joyce,Traci,traci.joyce@univ.edu,4
+Carter,Tyler,tyler.carter@univ.edu,8
+Rice,Catherine,catherine.rice@univ.edu,6
+Hayes,William,william.hayes@univ.edu,8
+Huynh,Sandra,sandra.huynh@univ.edu,7
+Craig,Darryl,darryl.craig@univ.edu,10
+Mcdaniel,James,james.mcdaniel@univ.edu,4
+Nichols,William,william.nichols@univ.edu,8
+Smith,Nicholas,nicholas.smith@univ.edu,12
+Howe,Kathleen,kathleen.howe@univ.edu,4
+Wallace,Brett,brett.wallace@univ.edu,8
+Li,Anna,anna.li@univ.edu,10
+Carroll,Jeanne,jeanne.carroll@univ.edu,10
+Martinez,Nicholas,nicholas.martinez@univ.edu,11
+Ward,Jordan,jordan.ward@univ.edu,11
+Jackson,Sarah,sarah.jackson@univ.edu,12
+Alexander,Melissa,melissa.alexander@univ.edu,7
+Cannon,Tanya,tanya.cannon@univ.edu,8
+Haas,Jonathan,jonathan.haas@univ.edu,7
+Crawford,Carrie,carrie.crawford@univ.edu,5
+Thomas,William,william.thomas@univ.edu,10
+Harris,Jeremy,jeremy.harris@univ.edu,8
+Bates,Lynn,lynn.bates@univ.edu,9
+Robinson,Erin,erin.robinson@univ.edu,5
+Miller,Amanda,amanda.miller@univ.edu,10
+Barajas,Terri,terri.barajas@univ.edu,9
+Harris,Eric,eric.harris@univ.edu,4
+Murray,Adam,adam.murray@univ.edu,12
+Ward,Molly,molly.ward@univ.edu,4
+Randolph,Jessica,jessica.randolph@univ.edu,6
+Barajas,Lisa,lisa.barajas@univ.edu,9
+Wright,Angela,angela.wright@univ.edu,12
+Horn,Angela,angela.horn@univ.edu,4
+Huang,Sean,sean.huang@univ.edu,7
+Santana,Daniel,daniel.santana@univ.edu,12
+Bennett,Aaron,aaron.bennett@univ.edu,5
+Rodriguez,Donald,donald.rodriguez@univ.edu,6
+Solis,Tracy,tracy.solis@univ.edu,4
+Brown,Sean,sean.brown@univ.edu,4
+Pierce,Jodi,jodi.pierce@univ.edu,7
+Hawkins,Catherine,catherine.hawkins@univ.edu,4
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pandas-gradebook-project/data/roster.csv

@@ -3,99 +3,149 @@ ID,Name,NetID,Email Address,Section
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-5257259,"Collins, Dale Alex",DAC97943,DALE.COLLINS@UNIV.EDU,2
-7396708,"Kelley, Elijah",EXK57025,ELIJAH.KELLEY@UNIV.EDU,2
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-1346996,"Brooks, John Diane",JDB98926,JOHN.BROOKS@UNIV.EDU,3
-6376327,"Clark, Evan",EXC86480,EVAN.CLARK@UNIV.EDU,2
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-7523162,"Cruz, Sara James",SJC46382,SARA.CRUZ@UNIV.EDU,2
-2748415,"Gonzalez, Deanna",DXG45770,DEANNA.GONZALEZ@UNIV.EDU,1
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+9496845,"Ford, Thomas Jeffrey",TJF62105,THOMAS.FORD@UNIV.EDU,3
+3932938,"Rodriguez, Robert",RXR11293,ROBERT.RODRIGUEZ@UNIV.EDU,2
+1397380,"Hopkins, Andrea John",AJH30757,ANDREA.HOPKINS@UNIV.EDU,3
+8605280,"Bishop, Hunter",HXB87000,HUNTER.BISHOP@UNIV.EDU,2
+7046482,"Harris, Johnathan",JXH54690,JOHNATHAN.HARRIS@UNIV.EDU,1
+6503525,"Baker, Jeffrey",JXB21028,JEFFREY.BAKER@UNIV.EDU,3
+5630129,"Davis, Elizabeth",EXD55044,ELIZABETH.DAVIS@UNIV.EDU,3
+7482388,"Mayer, Craig",CXM29817,CRAIG.MAYER@UNIV.EDU,1
+4570025,"Dominguez, Kyle Kristen",KKD64717,KYLE.DOMINGUEZ@UNIV.EDU,2
+7250041,"Arellano, Brett",BXA94857,BRETT.ARELLANO@UNIV.EDU,3
+4325951,"Phillips, Tammy Patricia",TPP09928,TAMMY.PHILLIPS@UNIV.EDU,2
+8037797,"Kennedy, Larry",LXK92728,LARRY.KENNEDY@UNIV.EDU,3
+1829060,"Reyes, Jennifer Pamela",JPR77872,JENNIFER.REYES@UNIV.EDU,3
+9707878,"Sanchez, James",JXS04582,JAMES.SANCHEZ@UNIV.EDU,1
+7369942,"Rhodes, Desiree Holly",DHR82804,DESIREE.RHODES@UNIV.EDU,1
+8902246,"Ward, Jordan",JXW83180,JORDAN.WARD@UNIV.EDU,2
+8373362,"Brown, Alexandra",AXB54725,ALEXANDRA.BROWN@UNIV.EDU,1
+3949000,"Bonilla, Kyle Sarah",KSB83965,KYLE.BONILLA@UNIV.EDU,2
+5893837,"Newton, Lisa Joshua",LJN68726,LISA.NEWTON@UNIV.EDU,2
+7187270,"Hawkins, Catherine",CXH98212,CATHERINE.HAWKINS@UNIV.EDU,1
+1994210,"Davila, Ralph",RXD63760,RALPH.DAVILA@UNIV.EDU,1
+9107140,"Smith, Daniel Juan",DJS76890,DANIEL.SMITH@UNIV.EDU,1
+3769525,"Madden, Christie William",CWM77616,CHRISTIE.MADDEN@UNIV.EDU,2
+2574682,"Allen, Robin Rebecca",RRA16145,ROBIN.ALLEN@UNIV.EDU,3
+7831187,"Grimes, George Kimberly",GKG26283,GEORGE.GRIMES@UNIV.EDU,2
+6409860,"Stevens, Tonya",TXS65208,TONYA.STEVENS@UNIV.EDU,1
+7256989,"Anderson, Rachel Kelsey",RKA49123,RACHEL.ANDERSON@UNIV.EDU,1
+9177842,"Horn, Angela",AXH37922,ANGELA.HORN@UNIV.EDU,3
+3049287,"Rice, Catherine",CXR98775,CATHERINE.RICE@UNIV.EDU,3
+7331066,"Benjamin, Stephen William",SWB73762,STEPHEN.BENJAMIN@UNIV.EDU,3
+5400422,"Reynolds, Veronica Jacob",VJR49230,VERONICA.REYNOLDS@UNIV.EDU,1
+4912187,"Bennett, Aaron",AXB18182,AARON.BENNETT@UNIV.EDU,1
+1142484,"Miller, Jessica",JXM16906,JESSICA.MILLER@UNIV.EDU,3
+1283046,"Barajas, Lisa Susan",LSB43763,LISA.BARAJAS@UNIV.EDU,1
+2489309,"Martin, Robert",RXM17365,ROBERT.MARTIN@UNIV.EDU,3
+8441601,"Martinez, Nicholas",NXM55884,NICHOLAS.MARTINEZ@UNIV.EDU,3
+2570154,"Griffin, Maria",MXG17362,MARIA.GRIFFIN@UNIV.EDU,1
+2213589,"Wallace, Brett",BXW75701,BRETT.WALLACE@UNIV.EDU,1
+9184901,"Brown, Ryan",RXB94156,RYAN.BROWN@UNIV.EDU,3
+2469694,"Ward, Molly",MXW67936,MOLLY.WARD@UNIV.EDU,3
+7566895,"Clark, Justin",JXC82678,JUSTIN.CLARK@UNIV.EDU,2
+3215879,"Brown, Sean Anne",SAB30610,SEAN.BROWN@UNIV.EDU,3
+4167411,"Fisher, Karla",KXF86325,KARLA.FISHER@UNIV.EDU,2
+6506766,"Jones, Eric",EXJ17292,ERIC.JONES@UNIV.EDU,3
+1830837,"Marshall, Kenneth Brian",KBM35058,KENNETH.MARSHALL@UNIV.EDU,2
+3137156,"Butler, Aaron",AXB30270,AARON.BUTLER@UNIV.EDU,2
+6637567,"Watson, Nicole",NXW70562,NICOLE.WATSON@UNIV.EDU,2
+8190682,"Wright, Cynthia",CXW33634,CYNTHIA.WRIGHT@UNIV.EDU,1
+8879507,"Ray, Andrew Dennis",ADR43944,ANDREW.RAY@UNIV.EDU,3
+9058767,"Harris, Jeremy",JXH08121,JEREMY.HARRIS@UNIV.EDU,2
+6035936,"Savage, Julia",JXS66346,JULIA.SAVAGE@UNIV.EDU,2
+3091027,"Erickson, David",DXE55047,DAVID.ERICKSON@UNIV.EDU,1
+7240958,"Rogers, Yolanda",YXR85021,YOLANDA.ROGERS@UNIV.EDU,3
+8014272,"Mercado, Michael",MXM33225,MICHAEL.MERCADO@UNIV.EDU,2
+1837857,"Hoover, Micheal",MXH40799,MICHEAL.HOOVER@UNIV.EDU,1
+4682582,"Murray, Adam",AXM55387,ADAM.MURRAY@UNIV.EDU,1
+1061475,"Mills, Rhonda",RXM82051,RHONDA.MILLS@UNIV.EDU,3
+2003671,"Harris, Eric Tiffany",ETH68159,ERIC.HARRIS@UNIV.EDU,1
+1983467,"Jackson, Mario Joseph",MJJ90876,MARIO.JACKSON@UNIV.EDU,1
+4288557,"Fisher, Mark",MXF14616,MARK.FISHER@UNIV.EDU,1
+6600559,"Carpenter, Robert Alfred",RAC97741,ROBERT.CARPENTER@UNIV.EDU,1
+4587323,"Hoffman, Patrick",PXH49423,PATRICK.HOFFMAN@UNIV.EDU,3
+8065342,"Lane, Tanya",TXL55224,TANYA.LANE@UNIV.EDU,1
+5824785,"Cline, Laura Cory",LCC42850,LAURA.CLINE@UNIV.EDU,1
+6427493,"Cross, William",WXC80084,WILLIAM.CROSS@UNIV.EDU,1
+1791350,"Pierce, Jodi",JXP14831,JODI.PIERCE@UNIV.EDU,2
+4477527,"Randolph, Jessica Denise",JDR90647,JESSICA.RANDOLPH@UNIV.EDU,2
+7308367,"Cannon, Tanya",TXC60952,TANYA.CANNON@UNIV.EDU,2
+2858583,"Garcia, Donald Karen",DKG62826,DONALD.GARCIA@UNIV.EDU,3
+3792268,"Long, Vanessa",VXL98047,VANESSA.LONG@UNIV.EDU,1
+3330029,"Mcdaniel, James John",JJM10806,JAMES.MCDANIEL@UNIV.EDU,3
+7761687,"Cook, Franklin",FXC67812,FRANKLIN.COOK@UNIV.EDU,1
+5461012,"Alvarez, Amy",AXA72538,AMY.ALVAREZ@UNIV.EDU,1
+3774708,"Thomas, William John",WJT78877,WILLIAM.THOMAS@UNIV.EDU,3
+2575196,"West, Charles Billy",CBW31236,CHARLES.WEST@UNIV.EDU,2
+7782005,"Hayes, William Kendra",WKH33416,WILLIAM.HAYES@UNIV.EDU,1
+3419285,"Barajas, Terri Lacey",TLB41578,TERRI.BARAJAS@UNIV.EDU,1
+1441344,"Allen, Joshua",JXA28023,JOSHUA.ALLEN@UNIV.EDU,3
+4463768,"Foster, Christopher Dana",CDF45537,CHRISTOPHER.FOSTER@UNIV.EDU,1
+9227999,"Vazquez, Ashley",AXV29884,ASHLEY.VAZQUEZ@UNIV.EDU,1
+7014488,"Jackson, Sarah",SXJ39598,SARAH.JACKSON@UNIV.EDU,1
+7378241,"Terry, Sharon",SXT08545,SHARON.TERRY@UNIV.EDU,3
+9006041,"Blair, Robert James",RJB53402,ROBERT.BLAIR@UNIV.EDU,3
+9103057,"Griffith, Jonathan Mitchell",JMG61653,JONATHAN.GRIFFITH@UNIV.EDU,2
+1348888,"Crawford, Carrie Suzanne",CSC59156,CARRIE.CRAWFORD@UNIV.EDU,2
+8966419,"Miller, Amanda Michael",AMM80146,AMANDA.MILLER@UNIV.EDU,1
+9975979,"Richardson, Kimberly Amy",KAR06435,KIMBERLY.RICHARDSON@UNIV.EDU,3
+4762255,"Nguyen, Courtney Nicolas",CNN91147,COURTNEY.NGUYEN@UNIV.EDU,2
+7648182,"Cline, Steven",SXC67070,STEVEN.CLINE@UNIV.EDU,3
+3042477,"Anderson, Patrick Stephanie",PSA86000,PATRICK.ANDERSON@UNIV.EDU,3
+6253243,"Howard, Carrie",CXH31221,CARRIE.HOWARD@UNIV.EDU,2
+7543126,"Ramos, Kelsey",KXR48972,KELSEY.RAMOS@UNIV.EDU,3
+1289689,"Lynch, Pamela Michele",PML41514,PAMELA.LYNCH@UNIV.EDU,1
+8786799,"Hicks, Barbara",BXH21936,BARBARA.HICKS@UNIV.EDU,1
+6936009,"Gonzalez, Colton Crystal",CCG29840,COLTON.GONZALEZ@UNIV.EDU,2
+2685279,"Nichols, William Kathleen",WKN22039,WILLIAM.NICHOLS@UNIV.EDU,1
+3795891,"Bates, Lynn",LXB87406,LYNN.BATES@UNIV.EDU,1
+9756042,"Ford, Jeremy",JXF17476,JEREMY.FORD@UNIV.EDU,2
+5227994,"Carroll, Jeanne Gregory",JGC37756,JEANNE.CARROLL@UNIV.EDU,3
+9804556,"Shaffer, Samantha",SXS24347,SAMANTHA.SHAFFER@UNIV.EDU,3
+1783442,"Chapman, Joshua Rebecca",JRC44872,JOSHUA.CHAPMAN@UNIV.EDU,3
+6345758,"Alexander, Melissa Heather",MHA62103,MELISSA.ALEXANDER@UNIV.EDU,2
+5566719,"Martinez, Joshua",JXM53347,JOSHUA.MARTINEZ@UNIV.EDU,1

pandas-gradebook-project/generate_data.py

@@ -9,7 +9,7 @@ from faker import Faker
 import pandas as pd
 from dateutil import parser, rrule
 
-rg = np.random.default_rng()
+rg = np.random.default_rng(11111)
 
 fake = Faker()
 HERE = Path(__file__).parent
@@ -107,7 +107,7 @@ students = [
     ),
 ]
 
-n_students = 100
+n_students = 150
 n_fake_students = n_students - len(students)
 students.extend(Student() for _ in range(n_fake_students))
 
@@ -222,7 +222,13 @@ for n in range(1, n_exams + 1):
     hw_exam_cols.extend(
         f"Exam {n} - {s}" for s in ["Max Points", "Submission Time"]
     )
-hw_exam_grades = hw_exam_grades[hw_exam_cols].sort_values(by="First Name")
+hw_exam_grades = hw_exam_grades[hw_exam_cols]
+hw_exam_grades = hw_exam_grades.sort_values(by="First Name")
+
+# Munge some of the data to show different things in the article
+hw_exam_grades.loc[hw_exam_grades["SID"] == "jgf12345", "First Name"] = "Gregg"
+hw_exam_grades.loc[hw_exam_grades["SID"] == "txj12345", "Homework 1"] = np.nan
+
 hw_exam_grades.to_csv(HERE / "data" / "hw_exam_grades.csv", index=False)
 
 for col in range(1, n_quizzes + 1):

pandas-gradebook-project/grouping-the-data/gradebook.py

@@ -74,7 +74,7 @@ final_data["Homework Score"] = final_data[
 
 quiz_scores = final_data.filter(regex=r"^Quiz \d$", axis=1)
 quiz_max_points = pd.Series(
-    {"Quiz 1": 11, "Quiz 2": 15, "Quiz 3": 16, "Quiz 4": 16, "Quiz 5": 11}
+    {"Quiz 1": 11, "Quiz 2": 15, "Quiz 3": 17, "Quiz 4": 14, "Quiz 5": 12}
 )
 
 sum_of_quiz_scores = quiz_scores.sum(axis=1)

pandas-gradebook-project/loading-the-data/gradebook.py

@@ -18,14 +18,24 @@ roster = pd.read_csv(
     DATA_FOLDER / "roster.csv",
     converters={"NetID": str.lower, "Email Address": str.lower},
 )
-# print(roster.to_markdown())
+# print(
+#     roster.loc[
+#         roster["ID"].isin([1234567, 2345678, 3456789, 4567890])
+#     ].to_markdown()
+# )
 
 hw_exam_grades = pd.read_csv(
     DATA_FOLDER / "hw_exam_grades.csv",
     converters={"SID": str.lower, "Email Address": str.lower},
     usecols=lambda x: "Submission" not in x,
 )
-# print(hw_exam_grades.to_markdown())
+# print(
+#     hw_exam_grades.loc[
+#         hw_exam_grades["SID"].isin(
+#             ["jgf12345", "mxl12345", "txj12345", "wxb12345"]
+#         )
+#     ].to_markdown()
+# )
 
 quiz_grades = pd.DataFrame()
 for f in DATA_FOLDER.glob("quiz_*_grades.csv"):
@@ -38,4 +48,13 @@ for f in DATA_FOLDER.glob("quiz_*_grades.csv"):
     ).rename(columns={"Grade": quiz_name})
     quiz_grades = pd.concat([quiz_grades, quiz], axis=1)
 
-print(quiz_grades.to_markdown())
+# print(
+#     quiz_grades.loc[
+#         [
+#             "woody.barrera_jr@univ.edu",
+#             "john.g.2.flower@univ.edu",
+#             "traci.joyce@univ.edu",
+#             "malaika.lambert@univ.edu",
+#         ]
+#     ].to_markdown()
+# )

pandas-gradebook-project/merging-dataframes/gradebook.py

@@ -43,9 +43,26 @@ final_data = pd.merge(
     roster, hw_exam_grades, left_index=True, right_index=True,
 )
 
+# print(
+#     final_data.loc[
+#         ["wxb12345", "mxl12345", "txj12345", "jgf12345"]
+#     ].to_markdown()
+# )
+
 final_data = pd.merge(
     final_data, quiz_grades, left_on="Email Address", right_index=True
 )
 
+# print(
+#     final_data.loc[
+#         ["wxb12345", "mxl12345", "txj12345", "jgf12345"]
+#     ].to_markdown()
+# )
+
 final_data = final_data.fillna(0)
-print(final_data.to_markdown())
+
+# print(
+#     final_data.loc[
+#         ["wxb12345", "mxl12345", "txj12345", "jgf12345"]
+#     ].to_markdown()
+# )

pandas-gradebook-project/plotting-summary-statistics/gradebook.py

@@ -75,7 +75,7 @@ final_data["Homework Score"] = final_data[
 
 quiz_scores = final_data.filter(regex=r"^Quiz \d$", axis=1)
 quiz_max_points = pd.Series(
-    {"Quiz 1": 17, "Quiz 2": 14, "Quiz 3": 12, "Quiz 4": 19, "Quiz 5": 15}
+    {"Quiz 1": 11, "Quiz 2": 15, "Quiz 3": 17, "Quiz 4": 14, "Quiz 5": 12}
 )
 
 sum_of_quiz_scores = quiz_scores.sum(axis=1)
@@ -123,7 +123,6 @@ letter_grades = final_data["Ceiling Score"].map(grade_mapping)
 final_data["Final Grade"] = pd.Categorical(
     letter_grades, categories=grades.values(), ordered=True
 )
-print(final_data["Final Grade"])
 
 for section, table in final_data.groupby("Section"):
     print(f"In Section {section} there are {table.shape[0]} students.")