From 0e4280a1ae4576b731672a869f95b67c4f02e391 Mon Sep 17 00:00:00 2001 From: Ian Shih Date: Thu, 15 Jun 2023 12:33:33 +0800 Subject: [PATCH] Done analyzing --- dataProcess.py | 2 +- descriptive-analysis.py | 68 ++++++++++++++++++++++--- fail.log | 2 + getRanking.py | 1 - getVideos.py | 1 - q1-fan-box.png | Bin 0 -> 8844 bytes q1-ind-fan-hist.png | Bin 0 -> 12029 bytes q1-office-fan-hist.png | Bin 0 -> 12198 bytes q2-ind-viewRate-hist.png | Bin 0 -> 13303 bytes q2-office-viewRate-hist.png | Bin 0 -> 11918 bytes q2-viewRate-box.png | Bin 0 -> 9323 bytes q3-firstHalf-viewRate-hist.png | Bin 0 -> 12211 bytes q3-secondHalf-viewRate-hist.png | Bin 0 -> 11145 bytes q3-viewRate-box.png | Bin 0 -> 9408 bytes statistics-test.py | 87 ++++++++++++++++++++++++++++++++ 15 files changed, 151 insertions(+), 10 deletions(-) create mode 100644 q1-fan-box.png create mode 100644 q1-ind-fan-hist.png create mode 100644 q1-office-fan-hist.png create mode 100644 q2-ind-viewRate-hist.png create mode 100644 q2-office-viewRate-hist.png create mode 100644 q2-viewRate-box.png create mode 100644 q3-firstHalf-viewRate-hist.png create mode 100644 q3-secondHalf-viewRate-hist.png create mode 100644 q3-viewRate-box.png create mode 100644 statistics-test.py diff --git a/dataProcess.py b/dataProcess.py index 4a316db..ca51093 100644 --- a/dataProcess.py +++ b/dataProcess.py @@ -12,7 +12,7 @@ videoList = [] isOfficeList = [] for i in result: - if 'video' not in result[i]: + if 'video' not in result[i] or result[i]['video'] == 0: continue fanList.append(result[i]['fan']) viewList.append(result[i]['view']) diff --git a/descriptive-analysis.py b/descriptive-analysis.py index cad681b..8e0c894 100644 --- a/descriptive-analysis.py +++ b/descriptive-analysis.py @@ -1,15 +1,69 @@ import pandas as pd import seaborn as sns -from matplotlib import pyplot +from matplotlib import pyplot as plt data = pd.read_csv("result.csv") -individual = data.loc[data['isOffice'] == 0] +data['viewRate'] = (data['view'] / data['video']) / data['fan'] + +ind = data.loc[data['isOffice'] == 0] office = data.loc[data['isOffice'] == 1] -print(individual['fan']) -print(office['fan']) +# Question 1 +sns.histplot(data=ind, x='fan', bins=100) +plt.savefig("q1-ind-fan-hist.png"); plt.show() -print(list(individual['fan'])) -pyplot.hist(list(individual['fan'])) -pyplot.show() +sns.histplot(data=office, x='fan', bins=100) +plt.savefig("q1-office-fan-hist.png"); plt.show() + +sns.boxplot(data=[ind['fan'], office['fan']], orient='h') +plt.savefig("q1-fan-box.png"); plt.show() + + +# Question 2 +ind = ind.sort_values( + by=['viewRate'] +).iloc[ + len(ind.index)*5//100:len(ind.index)*95//100 +] +office = office.sort_values( + by=['viewRate'] +).iloc[ + len(office.index)*5//100:len(office.index)*95//100 +] + +sns.histplot(data=ind, x='viewRate', bins=100) +plt.savefig("q2-ind-viewRate-hist.png"); plt.show() + +sns.histplot(data=office, x='viewRate', bins=100) +plt.savefig("q2-office-viewRate-hist.png"); plt.show() + +sns.boxplot(data=[ind['viewRate'], office['viewRate']], orient='h') +plt.savefig("q2-viewRate-box.png"); plt.show() + + +# Question 3 +firstHalf = data.iloc[lambda x: x.index < len(data.index)//2] +firstHalf = firstHalf.sort_values( + by=['viewRate'] +).iloc[ + len(firstHalf.index)*5//100:len(firstHalf.index)*95//100 +] +secondHalf = data.iloc[lambda x: x.index >= len(data.index)//2] +secondHalf = secondHalf.sort_values( + by=['viewRate'] +).iloc[ + len(secondHalf.index)*5//100:len(secondHalf.index)*95//100 +] + +sns.histplot(data=firstHalf, x='viewRate', bins=100) +plt.savefig("q3-firstHalf-viewRate-hist.png"); plt.show() + +sns.histplot(data=secondHalf, x='viewRate', bins=100) +plt.savefig("q3-secondHalf-viewRate-hist.png"); plt.show() + +sns.boxplot( + data=[firstHalf['viewRate'], secondHalf['viewRate']], + orient='h' +) +plt.savefig("q3-viewRate-box.png"); plt.show() diff --git a/fail.log b/fail.log index b745b25..89a2786 100644 --- a/fail.log +++ b/fail.log @@ -168,3 +168,5 @@ 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by=['viewRate'] +).iloc[ + len(secondHalf.index)*5//100:len(secondHalf.index)*95//100 +] + +test31 = ztest( + firstHalf['viewRate'], + secondHalf['viewRate'], + alternative='smaller' +) + +test32 = ztest( + firstHalf['viewRate'], + secondHalf['viewRate'], + alternative='larger' +) + +print(test31) +print(test32)