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So A The Data Science Workshop 2020

Data [Code Files]

.gitignore

GITIGNORE

1.44 KB

Activity_Solutions

B15019_Solution_Final.pdf

PDF

4.21 MB

Chapter01

Activity1.01

	Activity1_1.ipynb	IPYNB	8.16 KB
	Test1.1.py	PY	1.3 KB

Data-Science-in-Python-the-Simple-Way.iml

IML

656 B

Dataset

AB_NYC_2019.csv	CSV	6.75 MB
csv_example.csv	CSV	195 B
dataset_44_spambase.csv	CSV	682.99 KB
excel_example.xlsx	XLSX	3.79 KB
json_example.json	JSON	393 B
overall_topten_2012-2013.csv	CSV	628 B
overall_topten_2012-2013.tsv	TSV	607 B
overall_topten_2012-2013.xlsx	XLSX	5.56 KB
tas_1991_2016_AUS.csv	CSV	10.68 KB
tas_1991_2016_AUS_Activity.csv	CSV	10.67 KB

Exercise1.01

	Exercise1_01.ipynb	IPYNB	8.44 KB
	Test1.01.py	PY	1.42 KB

Exercise1.02

	Exercise1_02.ipynb	IPYNB	18.69 KB
	Test1.02.py	PY	1.56 KB

Exercise1.03

	Exercise1_03.ipynb	IPYNB	9.21 KB
	Test1.03.py	PY	984 B

misc.xml

XML

316 B

modules.xml

XML

326 B

vcs.xml

XML

180 B

Chapter02

Activity2.01

	Activity2_01.ipynb	IPYNB	6.74 KB
	Test2.1.py	PY	3.11 KB

Activity2.02

	Activity2_02.ipynb	IPYNB	8.25 KB
	Test2.2.py	PY	3.19 KB

All_Code

Chapter_2_Regression.ipynb

IPYNB

208 KB

Dataset

Boston.csv

CSV

30.62 KB

Exercise2.01

	Exercise2_01.ipynb	IPYNB	108.64 KB
	Test2.01.py.err	ERR	3.03 KB

Exercise2.02

	Exercise2_02.ipynb	IPYNB	39.49 KB
	Test2.02.py.err	ERR	3.03 KB

Exercise2.03

	Exercise2_03.ipynb	IPYNB	56.65 KB
	Test2.03.py.err	ERR	3.03 KB

Exercise2.04

	Exercise2_04.ipynb	IPYNB	6.1 KB
	Test2.04.py	PY	3.1 KB

Exercise2.05

	Exercise2_05.ipynb	IPYNB	6.44 KB
	Test2.05.py	PY	3.22 KB

Chapter03

.DS_Store

DS_STORE

10 KB

.ipynb_checkpoints

Activity-checkpoint.ipynb	IPYNB	72 B
Exercise1-checkpoint.ipynb	IPYNB	72 B
Exercise2-checkpoint.ipynb	IPYNB	72 B
Exercise3-checkpoint.ipynb	IPYNB	72 B
Exercise4-checkpoint.ipynb	IPYNB	72 B

Activity3.01

	Activity3_01.ipynb	IPYNB	30.86 KB
	Test3_01.py	PY	646 B

Activity3.02

Activity3.02.ipynb	IPYNB	51.2 KB
Activity3_02.ipynb	IPYNB	51.21 KB
Test3_02.py	PY	1.72 KB

Exercise3.01

Exercise3.01.ipynb	IPYNB	9.46 KB
Exercise3_01.ipynb	IPYNB	9.46 KB
Test3_01.py	PY	736 B

Exercise3.02

Exercise3.02.ipynb	IPYNB	33.82 KB
Exercise3_02.ipynb	IPYNB	33.82 KB
Test3_02.py	PY	734 B

Exercise3.03

Exercise3.03.ipynb	IPYNB	21.72 KB
Exercise3_03.ipynb	IPYNB	21.72 KB
Test3_03.py	PY	1.08 KB

Exercise3.04

Exercise3.04.ipynb	IPYNB	29.75 KB
Exercise3_04.ipynb	IPYNB	29.75 KB
Test3_04.py	PY	1.72 KB

Exercise3.05

Exercise3.05.ipynb	IPYNB	14.12 KB
Exercise3_05.ipynb	IPYNB	14.12 KB
Test3_05.py	PY	1.02 KB

Exercise3.06

Exercise3.06.ipynb	IPYNB	16.48 KB
Exercise3_06.ipynb	IPYNB	16.48 KB
Test3_06.py	PY	772 B

bank-full.csv

CSV

4.4 MB

Chapter04

Activity4.01

	Activity4_1.ipynb	IPYNB	158.05 KB
	Test4.1.py	PY	7.51 KB

Dataset

Consumer_Complaints.csv	CSV	48.55 MB
activity.csv	CSV	1.5 MB
openml_phpZNNasq.csv	CSV	9.97 KB
phpB0xrNj.csv	CSV	30.01 MB

Exercise4.01

	Exercise4_01.ipynb	IPYNB	19.34 KB
	Test4.01.py	PY	2.12 KB

Exercise4.02

	Exercise4_02.ipynb	IPYNB	7.06 KB
	Test4.02.py	PY	2.9 KB

Exercise4.03

	Exercise4_03.ipynb	IPYNB	7.06 KB
	Test4.03.py	PY	2.92 KB

Exercise4.04

	Exercise4_04.ipynb	IPYNB	7.11 KB
	Test4.04.py	PY	2.96 KB

Exercise4.05

	Exercise4_05.ipynb	IPYNB	7.15 KB
	Test4.05.py	PY	3 KB

Chapter05

Activity5.01

	Activity5_1.ipynb	IPYNB	334.79 KB
	Test5.1.py	PY	1.8 KB

DataSet

	german.data-numeric	DATA-NUMERIC	99.61 KB
	taxstats2015.csv	CSV	359.99 KB

Exercise5.01

	Exercise5_1.ipynb	IPYNB	12.94 KB
	Test5.01.py	PY	992 B

Exercise5.02

	Exercise5_2.ipynb	IPYNB	321.69 KB
	Test5.02.py	PY	1.01 KB

Exercise5.03

	Exercise5_3.ipynb	IPYNB	326.01 KB
	Test5.03.py	PY	1.32 KB

Exercise5.04

	Exercise5_04.ipynb	IPYNB	1.02 MB
	Test5.04.py	PY	1.26 KB

Exercise5.05

	Exercise5_5.ipynb	IPYNB	29.45 KB
	Test5.05.py	PY	3.43 KB

Exercise5.06

	Exercise5_6.ipynb	IPYNB	660.81 KB
	Test5.06.py	PY	1.71 KB

Chapter06

Activity6.01

Activity6_01.ipynb

IPYNB

40.13 KB

Dataset

bank-additional-full.csv	CSV	5.56 MB
bank-additional-names.txt	TXT	5.33 KB
bank-additional.csv	CSV	570.21 KB
caesarian.csv.arff	ARFF	1.4 KB
car.data	DATA	50.65 KB
qsar_fish_toxicity.csv	CSV	30.47 KB

Exercise6.01

	Exercise6_01.ipynb	IPYNB	5.04 KB
	Test6_01.py	PY	1.24 KB

Exercise6.02

	Exercise6_02.ipynb	IPYNB	9.01 KB
	Test6_02.py	PY	2.32 KB

Exercise6.03

	Exercise6_03.ipynb	IPYNB	3.91 KB
	Test6_03.py	PY	2.5 KB

Exercise6.04

	Exercise6_04.ipynb	IPYNB	4.53 KB
	Test6_04.py	PY	2.84 KB

Exercise6.05

	Exercise6_05.ipynb	IPYNB	14.54 KB
	Test6_05.py	PY	2.28 KB

Exercise6.06

	Exercise6_06.ipynb	IPYNB	14.76 KB
	Test6_06.py	PY	2.28 KB

Exercise6.07

Exercise6_07.ipynb

IPYNB

16.84 KB

Exercise6.08

Exercise6_08.ipynb

IPYNB

18.93 KB

Exercise6.09

Exercise6_09.ipynb

IPYNB

18.59 KB

Exercise6.10

Exercise6_10.ipynb

IPYNB

18.38 KB

Exercise6.11

Exercise6_11.ipynb

IPYNB

16.98 KB

Exercise6.12

Exercise6_12.ipynb

IPYNB

21.85 KB

Exercise6.13

Exercise6_13.ipynb

IPYNB

8.31 KB

Exercise6.14

Exercise6_14.ipynb

IPYNB

12.37 KB

Old

Exercise6_07

	Exercise6_07.ipynb	IPYNB	15.97 KB
	Test6_07.py	PY	2.51 KB

Exercise6_08

	Exercise6_08.ipynb	IPYNB	14.71 KB
	Test6_08.py	PY	2.48 KB

Exercise6_09

	Exercise6_09.ipynb	IPYNB	14.61 KB
	Test6_09.py	PY	2.49 KB

Exercise6_10

	Exercise6_10.ipynb	IPYNB	14.21 KB
	Test6_10.py	PY	2.48 KB

Exercise6_11

	Exercise6_11.ipynb	IPYNB	10.48 KB
	Test6_11.py	PY	2.74 KB

Exercise6_12

	Exercise6_12.ipynb	IPYNB	8.9 KB
	Test6_12.py	PY	2.43 KB

Chapter07

Activity7.01

Activity7.01.ipynb

IPYNB

18.11 KB

Dataset

car.data

DATA

50.65 KB

ccpp.csv

CSV

310.8 KB

superconduct

	train.csv	CSV	22.75 MB
	unique_m.csv	CSV	4.09 MB

Exercise7.01

Exercise7.01.ipynb

IPYNB

3.78 KB

Exercise7.02

Exercise7.02.ipynb

IPYNB

8.43 KB

Exercise7.03

Exercise7.03.ipynb

IPYNB

11.12 KB

Exercise7.04

Exercise7.04.ipynb

IPYNB

15.34 KB

Exercise7.05

Exercise7.05.ipynb

IPYNB

14.6 KB

Exercise7.06

Exercise7.06.ipynb

IPYNB

10.8 KB

Exercise7.07

Exercise7.07.ipynb

IPYNB

13.04 KB

Exercise7.08

Exercise7.08.ipynb

IPYNB

13.87 KB

Exercise7.09

Exercise7.09.ipynb

IPYNB

13.8 KB

Exercise7.10

Exercise7.10.ipynb

IPYNB

13.75 KB

Chapter08

Activity8.01

	Activity8_01.ipynb	IPYNB	46.66 KB
	Test_Activity8_01.py	PY	2.01 KB

Dataset

	Breast-cancer-wisconsin.data	DATA	19.42 KB
	agaricus-lepiota.data	DATA	364.95 KB

Examples

classify-mushrooms.ipynb	IPYNB	103.7 KB
distributions.ipynb	IPYNB	28.31 KB
setting_hyperparameters.ipynb	IPYNB	1.14 KB
simple_demonstration_of_the_grid_search_strategy.ipynb	IPYNB	8.45 KB
simple_demonstration_of_the_random_search_process.ipynb	IPYNB	36.5 KB
tuning_using_gridsearchcv.ipynb	IPYNB	35.83 KB
tuning_using_randomizedsearchcv.ipynb	IPYNB	3.82 KB

Exercise8.01

	Exercise_8_1.ipynb	IPYNB	6.22 KB
	Test8_01.py	PY	764 B

Exercise8.02

	Exercise_8_2.ipynb	IPYNB	23.48 KB
	Test8_02.py	PY	995 B

Exercise8.03

	Excerise_8_3.ipynb	IPYNB	47.52 KB
	Test8_03.py	PY	1.55 KB

Chapter09

Activity9.01

	Activity9_1.ipynb	IPYNB	1.94 MB
	Test9_1.py.error	ERROR	3.05 KB

Dataset

KDDCup99.csv	CSV	70.95 MB
energydata_complete.csv	CSV	11.42 MB
phpYYZ4Qc.csv	CSV	2.38 MB

Exercise9.01

	Exercise9_01.ipynb	IPYNB	42 KB
	Test9_01.py	PY	2.49 KB

Exercise9.02

	Exercise9_02.ipynb	IPYNB	15.73 KB
	Test9_02.py	PY	2.43 KB

Exercise9.03

	Exercise9_03.ipynb	IPYNB	10.17 KB
	Test9_03.py	PY	2.06 KB

Exercise9.04

	Exercise9_04.ipynb	IPYNB	29.28 KB
	Test9_04.py.error	ERROR	1.51 KB

Exercise9.05

	Exercise9_05.ipynb	IPYNB	3.78 MB
	Test9_05.py	PY	1.49 KB

Chapter10

.DS_Store

DS_STORE

6 KB

Activity10.1

	Activity10_1.ipynb	IPYNB	9.28 MB
	Test10.1.py	PY	937 B

Exercise10.01

	Exercise10_01.ipynb	IPYNB	68.44 KB
	Test10.01.py	PY	664 B

Exercise10.02

	Exercise10_02.ipynb	IPYNB	21.19 KB
	Test10.02.py	PY	951 B

Exercise10.03

	Exercise10_03.ipynb	IPYNB	13.73 KB
	Test10.03.py	PY	951 B

Exercise10.04

	Exercise10_04.ipynb	IPYNB	22.92 MB
	Test10.04.py	PY	665 B

dataset

Online Retail.xlsx	XLSX	22.62 MB
ames_iowa_housing.csv	CSV	449.88 KB
churn.csv	CSV	362.32 KB

Chapter11

Activity11.1

	Activity11_1.ipynb	IPYNB	54.1 KB
	Test11.1.py	PY	2.61 KB

Exercise11.01

	Exercise11_01.ipynb	IPYNB	22.43 KB
	Test11.01.py	PY	1.07 KB

Exercise11.02

	Exercise11_02.ipynb	IPYNB	11.95 KB
	Test11.02.py	PY	1.27 KB

Exercise11.03

	Exercise11_03.ipynb	IPYNB	21.21 KB
	Test11.03.py	PY	1.01 KB

Exercise11.04

	Exercise11_04.ipynb	IPYNB	27.46 KB
	Test11.4.py	PY	1.15 KB

dataset

Speed_Dating_Data.csv	CSV	3.77 MB
breast-cancer-wisconsin.data	DATA	19.42 KB
horse-colic.data	DATA	24.84 KB
officers.csv	CSV	2.17 MB

Chapter12

Activity12.1

	Activity12_1.ipynb	IPYNB	35.17 KB
	Test12.1.py	PY	3.45 KB

Dataset

Consumer_Complaints.csv	CSV	48.55 MB
Online Retail.xlsx	XLSX	22.62 MB
account.csv	CSV	151.71 KB
ames_iowa_housing.csv	CSV	449.88 KB
card.csv	CSV	30.85 KB
churn.csv	CSV	362.32 KB
client.csv	CSV	92.6 KB
data map.gif	GIF	4.29 KB
disp.csv	CSV	126.68 KB
district.csv	CSV	6.42 KB
loan.csv	CSV	26.4 KB
order.csv	CSV	267.38 KB
taxstats2015.csv	CSV	359.99 KB
taxstats2016individual06taxablestatusstateterritorypostcodetaxableincome (2).xlsx	XLSX	8.17 MB
trans.csv	CSV	66.19 MB

Exercise12.01

	Exercise12_01.ipynb	IPYNB	28.59 KB
	Test12.01.py	PY	1.33 KB

Exercise12.02

	Exercise12_02.ipynb	IPYNB	18.64 KB
	Test12.02.py	PY	1.09 KB

Exercise12.03

	Exercise12_03.ipynb	IPYNB	25.66 KB
	Test12.03.py	PY	1.24 KB

Exercise12.04

	Exercise12_04.ipynb	IPYNB	36.07 KB
	Test12.04.py	PY	1.65 KB

Chapter13

Activity13.01

	Activity_13_01_Comparison_of_all_methods_v2_0.ipynb	IPYNB	68.46 KB
	Test_13_01.py	PY	794 B

Chapter_13_Unbalanced_Data_sets_v1.0.ipynb

IPYNB

111.32 KB

Dataset

	bank-full.csv	CSV	4.4 MB
	churn.csv	CSV	367.2 KB

Exercise13.01

	Exercise_13_01_Benchmark_Logistic_Regression_Model_v1_0.ipynb	IPYNB	36 KB
	Test_13_01.py	PY	838 B

Exercise13.02

	Exercise_13_02_Logistic_Regression_Model_with_Random_Under_sampling_v1_0.ipynb	IPYNB	90.74 KB
	Test_13_02.py	PY	872 B

Exercise13.03

	Exercise_13_03_Logistic_Regression_Model_with_SMOTE_v1_0.ipynb	IPYNB	33 KB
	Test_13_03.py	PY	840 B

Exercise13.04

	Exercise_13_04_Logistic_Regression_Model_with_MSMOTE_v1_0.ipynb	IPYNB	32.33 KB
	Test_13_04.py	PY	842 B

Chapter14

Activity14.01

	Chapter_14_Activity_14_01_v1.ipynb	IPYNB	53.21 KB
	Test_14_01.py	PY	784 B

Activity14.02

	Activity14.02.ipynb	IPYNB	730.94 KB
	Test_14_02_activity.py	PY	848 B

Dataset

ad.DOCUMENTATION	DOCUMENTATION	2 KB
ad.data	DATA	9.8 MB
ad.names	NAMES	34.67 KB

Exercise14.01

	Chapter_14_Exercise_14_01_v1.ipynb	IPYNB	136.34 KB
	Test_14_01.py	PY	807 B

Exercise14.02

	Chapter_14_Exercise_14_02_Backward_Feature_Elimination_v1.ipynb	IPYNB	715.25 KB
	Test_14_02.py	PY	865 B

Exercise14.03

	Chapter_14_Exercise_14_03_Forward_Feature_Selection_v1.ipynb	IPYNB	51.82 KB
	Test_14_03.py	PY	859 B

Exercise14.04

	Chapter_14_Exercise_14_04_Principal_Component_Analysis_v1.ipynb	IPYNB	65.57 KB
	Test_14_04.py	PY	865 B

Exercise14.05

	Chapter_14_Exercise_14_05_Independent_Component_Analysis_v1.ipynb	IPYNB	51.9 KB
	Test_14_05.py	PY	869 B

Exercise14.06

	Chapter_14_Exercise_14_06_Factor_Analysis_v1.ipynb	IPYNB	51.52 KB
	Test_14_06.py	PY	839 B

Chapter15

Activity15.01

Activity_15_01_Benchmark_Model_using_Logistic_Regression_v1_0.ipynb	IPYNB	32.82 KB
Activity_15_1_Benchmark_Model_using_Logistic_Regression.ipynb	IPYNB	34.03 KB
Test_15_01.py	PY	837 B

Activity15.02

Activity_15_02_Comparison_of_ensemble_learning_techniques.ipynb	IPYNB	41.4 KB
Activity_15_02_Comparison_of_ensemble_learning_techniques_v1_0.ipynb	IPYNB	40.17 KB
Test_15_02.py	PY	839 B

Dataset

crx.data

DATA

31.46 KB

Exercise15.01

Exercise_15_01_Ensemble_Learning_Cleaning_data_v1_0.ipynb	IPYNB	57.48 KB
Exercise_15_1_Ensemble_Learning_Cleaning_data.ipynb	IPYNB	58.71 KB
Test_15_01.py	PY	840 B

Exercise15.02

Exercise_15_02_Ensemble_learning_Averaging_v1_0.ipynb	IPYNB	37.41 KB
Exercise_15_2_Ensemble_learning_Averaging.ipynb	IPYNB	38.62 KB
Test_15_02.py	PY	825 B

Exercise15.03

Exercise_15_03_Ensemble_learning_Weighted_Averaging_v1_0.ipynb	IPYNB	40.48 KB
Exercise_15_3_Ensemble_learning_Weighted_Averaging.ipynb	IPYNB	38.66 KB
Test_15_03.py	PY	843 B

Exercise15.04

Exercise_15_04_Ensemble_learning_Max_Voting.ipynb	IPYNB	38.39 KB
Exercise_15_04_Ensemble_learning_Max_Voting_v1_0.ipynb	IPYNB	37.17 KB
Test_15_04.py	PY	827 B

Exercise15.05

Exercise_15_05_Ensemble_learning_Bagging.ipynb	IPYNB	36.63 KB
Exercise_15_05_Ensemble_learning_Bagging_v1_0.ipynb	IPYNB	35.41 KB
Test_15_05.py	PY	821 B

Exercise15.06

Exercise_15_06_Ensemble_learning_Boosting.ipynb	IPYNB	33.77 KB
Exercise_15_06_Ensemble_learning_Boosting_v1_0.ipynb	IPYNB	32.56 KB
Test_15_06.py	PY	823 B

Exercise15.07

	Exercise_15_07_Ensemble_learning_Stacking.ipynb	IPYNB	34.16 KB
	Test_15_07.py	PY	813 B

Chapter16

Activity16.01

	Activity_16_01_Complete_ML_workflow_using_Pipeline_with_Heart_Disease_data_set_v1_0.ipynb	IPYNB	39.32 KB
	Test_16_01.py	PY	1.2 KB

Dataset

crx.data	DATA	31.46 KB
crx.names	NAMES	1.45 KB
heart-disease.names	NAMES	9.82 KB
processed.cleveland.data	DATA	18.03 KB

Exercise16.01

	Exercise_16_01_Loading_and_cleaning_data_v2_0.ipynb	IPYNB	16.76 KB
	Test_16_01.py	PY	1.04 KB

Exercise16.02

	Exercise_16_02_Preprocessing_using_ML_pipeline_v1_0.ipynb	IPYNB	46.06 KB
	Test_16_02.py	PY	1.05 KB

Exercise16.03

	Exercise_16_03_Dimensionality_Reduction_using_ML_pipeline_v1_0.ipynb	IPYNB	29.34 KB
	Test_16_03.py	PY	1.07 KB

Exercise16.04

	Exercise_16_04_Model_building_using_Pipeline_v1_0.ipynb	IPYNB	25.13 KB
	Test_16_04.py	PY	1.05 KB

Exercise16.05

	Exercise_16_05_Spot_checking_multiple_models_using_Pipeline_v1_0.ipynb	IPYNB	22.32 KB
	Test_16_05.py	PY	1.08 KB

Exercise16.06

	Exercise_16_06_Grid_search_and_cross_validation_using_Pipeline_v1_0.ipynb	IPYNB	25.57 KB
	Test_16_06.py	PY	1.08 KB

Chapter17

Activity17.01

	Activity_17_01_Classification_model_after_automated_feature_generation.ipynb	IPYNB	28.41 KB
	Test_17_01.py	PY	1.31 KB

Datasets

	adult.csv	CSV	3.25 MB
	bank-full.csv	CSV	4.4 MB

Exercise17.01

	Exercise_17_01_Defining_entities_and_establishing_relationships.ipynb	IPYNB	20.44 KB
	Test_17_01.py	PY	1.46 KB

Exercise17.02

	Exercise_17_02_Feature_Engineering_with_Feature_tools.ipynb	IPYNB	81.57 KB
	Test_17_02.py	PY	1.44 KB

Exercise17.03

	Exercise_17_03_Classification_model_after_automated_feature_generation.ipynb	IPYNB	27.72 KB
	Test_17_03.py	PY	1.48 KB

adult.csv

CSV

3.28 MB

bank-full.csv

CSV

4.4 MB

Chapter18

Activity18.01

Activity18_1.ipynb

IPYNB

14.2 KB

Dataset

phpMawTba.csv

CSV

5.1 MB

Exercise18.01

	Exercise18_01.ipynb	IPYNB	5.37 KB
	Test18.01.py	PY	1.75 KB

Exercise18.02

Exercise18_02.ipynb

IPYNB

15.59 KB

Exercise18.03

Exercise18_03.ipynb

IPYNB

11.64 KB

Graphics

Activity Solution

B15019_14_45.png	PNG	16.03 KB
B15019_14_46.png	PNG	14.66 KB
B15019_14_47.PNG	PNG	6.08 KB
B15019_14_48.PNG	PNG	58.69 KB
B15019_14_49.PNG	PNG	58.09 KB
B15019_14_50.PNG	PNG	10.45 KB
B15019_14_51.png	PNG	7.74 KB
B15019_14_52.png	PNG	7.79 KB
B15019_14_53.png	PNG	7.94 KB
B15019_14_54.png	PNG	7.83 KB
B15019_14_55.png	PNG	1.23 KB
B15019_14_56.png	PNG	7.97 KB
B15019_14_57.png	PNG	7.78 KB
B15019_14_58.png	PNG	1.35 KB
B15019_14_59.png	PNG	8.74 KB
B15019_15_25.png	PNG	14.24 KB
B15019_15_36.png	PNG	8.83 KB
B15019_15_37.png	PNG	9.27 KB
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Figure 6.50.png	PNG	55.51 KB
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Figure 6.52.png	PNG	118.11 KB
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Figure 9.46.png	PNG	239.33 KB
Figure 9.47.png	PNG	45.51 KB
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Figure 9.49.png	PNG	37.13 KB
Figure 9.50.png	PNG	56.81 KB
Figure 9.51.png	PNG	158.25 KB

Chapter01

Figure 1.01.png	PNG	75.88 KB
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Figure 1.45.png	PNG	28.63 KB
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Figure 1.48.png	PNG	50.05 KB
Figure 1.49.png	PNG	72.28 KB
Figure 1.50.png	PNG	50.02 KB
Figure 1.51.png	PNG	2.37 KB
Figure 1.52.png	PNG	7.85 KB

Chapter02

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Figure 2.02.png	PNG	61.51 KB
Figure 2.03.png	PNG	79.41 KB
Figure 2.04.png	PNG	15.17 KB
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Figure 2.07.png	PNG	11.04 KB
Figure 2.08.png	PNG	64.27 KB
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Figure 2.10.png	PNG	96.19 KB
Figure 2.11.png	PNG	121.14 KB
Figure 2.12.png	PNG	66.37 KB
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Figure 2.14.png	PNG	35.79 KB
Figure 2.15.png	PNG	161.88 KB
Figure 2.16.png	PNG	547.28 KB
Figure 2.17.png	PNG	69.73 KB
Figure 2.18.png	PNG	199.63 KB
Figure 2.19.png	PNG	75.06 KB

Chapter03

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Figure 3.02.png	PNG	27.11 KB
Figure 3.03.png	PNG	62.89 KB
Figure 3.04.PNG	PNG	43.52 KB
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Figure 3.08.PNG	PNG	87.54 KB
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Figure 3.12.PNG	PNG	32.55 KB
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Figure 3.53.png	PNG	8.03 KB

Chapter04

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Figure 4.02.png	PNG	47.89 KB
Figure 4.03.png	PNG	70.75 KB
Figure 4.04.png	PNG	19.44 KB
Figure 4.05.png	PNG	35.12 KB
Figure 4.06.png	PNG	6.85 KB
Figure 4.07.png	PNG	6.68 KB
Figure 4.08.png	PNG	125.66 KB
Figure 4.09.png	PNG	126.32 KB
Figure 4.10.png	PNG	71.57 KB
Figure 4.11.png	PNG	88.75 KB
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Figure 4.15.PNG	PNG	56.2 KB
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Figure 4.17.png	PNG	11.86 KB
Figure 4.18.png	PNG	71.55 KB
Figure 4.19.png	PNG	7.52 KB
Figure 4.20.png	PNG	71.81 KB
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Figure 4.30.png	PNG	11.55 KB
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Figure 4.32.png	PNG	72.55 KB
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Figure 4.40.png	PNG	5.67 KB
Figure 4.41.png	PNG	71.26 KB
Figure 4.42.png	PNG	7.83 KB
Figure 4.43.png	PNG	9.82 KB

Chapter05

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Figure 5.53.png	PNG	103.44 KB
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Figure 5.55.png	PNG	235.97 KB
Figure 5.56.png	PNG	27.66 KB
Figure 5.57.png	PNG	24.04 KB
Figure 5.58.png	PNG	47.48 KB
Figure 5.59.png	PNG	121.67 KB

Chapter06

Figure 6.01.png	PNG	9.17 KB
Figure 6.02.png	PNG	332.39 KB
Figure 6.03.png	PNG	21.75 KB
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Figure 6.05.png	PNG	9.47 KB
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Figure 6.07.png	PNG	7.69 KB
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Figure 6.11.png	PNG	7.53 KB
Figure 6.12.png	PNG	7.31 KB
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Figure 6.17.png	PNG	21.82 KB
Figure 6.18.PNG	PNG	53.45 KB
Figure 6.19.png	PNG	10.25 KB
Figure 6.20.png	PNG	12.84 KB
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Figure 6.23.PNG	PNG	55.5 KB
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Figure 6.26.PNG	PNG	8.71 KB
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Figure 6.28.PNG	PNG	9.65 KB
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Figure 6.30.PNG	PNG	25.91 KB
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Figure 6.40.PNG	PNG	36.05 KB
Figure 6.41.PNG	PNG	6.42 KB
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Figure 6.43.PNG	PNG	12.77 KB
Figure 6.44.png	PNG	8.39 KB
Figure 6.45.png	PNG	25.84 KB
Figure 6.46.png	PNG	27.61 KB

Chapter07

Figure 7.01.PNG	PNG	6.58 KB
Figure 7.02.PNG	PNG	12.61 KB
Figure 7.03.PNG	PNG	13.3 KB
Figure 7.04.PNG	PNG	6.62 KB
Figure 7.05.PNG	PNG	57.96 KB
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Figure 7.07.png	PNG	60.97 KB
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Figure 7.10.png	PNG	509.98 KB
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Figure 7.13.PNG	PNG	92.04 KB
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Figure 7.19.png	PNG	278.93 KB
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Figure 7.22.png	PNG	15.62 KB
Figure 7.23.png	PNG	61.46 KB
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Figure 7.26.png	PNG	6.41 KB
Figure 7.27.png	PNG	210.77 KB
Figure 7.28.png	PNG	64.26 KB
Figure 7.29.png	PNG	61.75 KB
Figure 7.30.png	PNG	48 KB
Figure 7.31.png	PNG	47.29 KB
Figure 7.32.png	PNG	7.81 KB
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Figure 7.36.png	PNG	100.58 KB
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Figure 7.39.png	PNG	61.19 KB
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Figure 7.41.png	PNG	129.32 KB
Figure 7.42.png	PNG	14.17 KB
Figure 7.43.png	PNG	67.94 KB
Figure 7.44.png	PNG	101.39 KB
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Figure 7.46.png	PNG	10.71 KB
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Figure 7.50.png	PNG	9.14 KB
Figure 7.51.png	PNG	137.4 KB
Figure 7.52.png	PNG	62 KB
Figure 7.53.png	PNG	10.92 KB
Figure 7.54.png	PNG	8.63 KB
Figure 7.55.png	PNG	2.82 KB
Figure 7.56.png	PNG	136.73 KB
Figure 7.57.png	PNG	80.58 KB
Figure 7.58.png	PNG	10.97 KB
Figure 7.59.png	PNG	9.39 KB
Figure 7.60.png	PNG	39.05 KB
Figure 7.61.png	PNG	101.33 KB
Figure 7.62.png	PNG	17.8 KB
Figure 7.63.png	PNG	10.43 KB
Figure 7.64.png	PNG	8.95 KB
Figure 7.65.png	PNG	62.47 KB
Figure 7.66.png	PNG	10.75 KB
Figure 7.67.png	PNG	8.31 KB
Figure 7.68.png	PNG	139.68 KB
Figure 7.69.png	PNG	2.86 KB
Figure 7.70.png	PNG	61.99 KB
Figure 7.71.png	PNG	10.73 KB
Figure 7.72.png	PNG	9.01 KB
Figure 7.73.png	PNG	143.4 KB
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Figure 7.75.png	PNG	10.82 KB
Figure 7.76.png	PNG	9.44 KB
Figure 7.77.png	PNG	3.17 KB
Figure 7.78.png	PNG	96.04 KB
Figure 7.79.png	PNG	11.1 KB
Figure 7.80.png	PNG	116.94 KB

Chapter08

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Figure_08.02.PNG	PNG	5.27 KB
Figure_08.03.png	PNG	232.44 KB
Figure_08.04.png	PNG	36.12 KB
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Chapter09

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Chapter10

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Chapter11

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Chapter12

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Chapter13

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Chapter14

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Chapter15

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Chapter16

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Chapter17

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Chapter18

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