commit d24a3848a298d6af1daf3df4ea13c6a9b70c0a0d Author: Wojciech Janota Date: Sat Nov 18 14:25:51 2023 +0100 Lab2 diff --git a/lab2/.idea/.gitignore b/lab2/.idea/.gitignore new file mode 100644 index 0000000..26d3352 --- /dev/null +++ b/lab2/.idea/.gitignore @@ -0,0 +1,3 @@ +# Default ignored files +/shelf/ +/workspace.xml diff --git a/lab2/.idea/csv-editor.xml b/lab2/.idea/csv-editor.xml new file mode 100644 index 0000000..e928355 --- /dev/null +++ b/lab2/.idea/csv-editor.xml @@ -0,0 +1,30 @@ + + + + + + \ No newline at end of file diff --git a/lab2/.idea/inspectionProfiles/profiles_settings.xml b/lab2/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/lab2/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/lab2/.idea/lab2.iml b/lab2/.idea/lab2.iml new file mode 100644 index 0000000..74d515a --- /dev/null +++ b/lab2/.idea/lab2.iml @@ -0,0 +1,10 @@ + + + + + + + + + + \ No newline at end of file diff --git a/lab2/.idea/misc.xml b/lab2/.idea/misc.xml new file mode 100644 index 0000000..331c02b --- /dev/null +++ b/lab2/.idea/misc.xml @@ -0,0 +1,7 @@ + + + + + + \ No newline at end of file diff --git a/lab2/.idea/modules.xml b/lab2/.idea/modules.xml new file mode 100644 index 0000000..530e0f6 --- /dev/null +++ b/lab2/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/lab2/Diet_R.csv b/lab2/Diet_R.csv new file mode 100644 index 0000000..6341fc8 --- /dev/null +++ b/lab2/Diet_R.csv @@ -0,0 +1,79 @@ +Person,gender,Age,Height,pre.weight,Diet,weight6weeks +25, ,41,171,60,2,60 +26, ,32,174,103,2,103 +1,0,22,159,58,1,54.2 +2,0,46,192,60,1,54 +3,0,55,170,64,1,63.3 +4,0,33,171,64,1,61.1 +5,0,50,170,65,1,62.2 +6,0,50,201,66,1,64 +7,0,37,174,67,1,65 +8,0,28,176,69,1,60.5 +9,0,28,165,70,1,68.1 +10,0,45,165,70,1,66.9 +11,0,60,173,72,1,70.5 +12,0,48,156,72,1,69 +13,0,41,163,72,1,68.4 +14,0,37,167,82,1,81.1 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+46,1,37,194,78,2,76.3 +47,1,44,163,79,2,73.6 +48,1,40,171,79,2,72.9 +49,1,37,198,79,2,71.1 +50,1,39,180,80,2,81.4 +51,1,31,182,80,2,75.7 +67,1,36,155,71,3,68.5 +68,1,47,179,73,3,72.1 +69,1,29,166,76,3,72.5 +70,1,37,173,78,3,77.5 +71,1,31,177,78,3,75.2 +72,1,26,179,78,3,69.4 +73,1,40,179,79,3,74.5 +74,1,35,183,83,3,80.2 +75,1,49,177,84,3,79.9 +76,1,28,164,85,3,79.7 +77,1,40,167,87,3,77.8 +78,1,51,175,88,3,81.9 diff --git a/lab2/detected_outliers.csv b/lab2/detected_outliers.csv new file mode 100644 index 0000000..c4242d1 --- /dev/null +++ b/lab2/detected_outliers.csv @@ -0,0 +1,44 @@ +index,a_1,a_2,a_3,id +34,138.485899170175,122.929095022928,126.172417916436,1 +109,120.530449941131,130.750879252726,124.048371043226,1 +110,127.311311345106,127.032667937049,126.663304429044,1 +155,129.368231100468,118.021745958559,125.253403391051,1 +201,121.425022474716,131.859816486622,129.904568828899,1 +205,110.102275454427,132.655114719978,127.775782042087,1 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+1885,123.52845529026,126.684983276764,126.669140290452,1 +1923,128.581623737032,129.397198754531,123.452343679533,1 +1959,120.664772641529,137.454306930058,118.606096825007,1 diff --git a/lab2/lab1.py b/lab2/lab1.py new file mode 100644 index 0000000..3f10b2b --- /dev/null +++ b/lab2/lab1.py @@ -0,0 +1,79 @@ +""" +author: Wojciech Janota +Laboratory: Lab 2, ex. 3 +""" +import pandas as pd +import numpy as np + +input_data = pd.read_csv('Diet_R.csv', sep=',') + +input_data["gender"].replace(" ", np.NaN, inplace=True) +input_data["gender"].fillna(input_data["gender"].mode()[0], inplace=True) + +summary_stats = input_data.describe() + +median = summary_stats.loc['50%', :] +first_quartile = summary_stats.loc['25%', :] +third_quartile = summary_stats.loc['75%', :] +mean = summary_stats.loc['mean', :] +std_dev = summary_stats.loc['std', :] + +print("Statistics") + +# Print the results +print("Median:\n", median) +print("\nFirst Quartile:\n", first_quartile) +print("\nThird Quartile:\n", third_quartile) +print("\nMean:\n", mean) +print("\nStandard Deviation:\n", std_dev) + +with open("result.txt", "w") as output_file: + result = f""" +\t\tGeneral statistics: +\tMedian: +{median} +\tFirst Quartile: +{first_quartile} +\tThird Quartile: +{third_quartile} +\tMean: +{mean} +\tStd. deviation: +{std_dev} + """ + output_file.write(result) + +grouped_stats = input_data.groupby('gender').describe() + +print("Statistics grouped by gender") + +# Extract specific values +median = grouped_stats.xs(key='50%', level=1, axis=1) +first_quartile = grouped_stats.xs(key='25%', level=1, axis=1) +third_quartile = grouped_stats.xs(key='75%', level=1, axis=1) +mean = grouped_stats.xs(key='mean', level=1, axis=1) +std_dev = grouped_stats.xs(key='std', level=1, axis=1) + +# Print the results +print("Median:\n", median) +print("\nFirst Quartile:\n", first_quartile) +print("\nThird Quartile:\n", third_quartile) +print("\nMean:\n", mean) +print("\nStandard Deviation:\n", std_dev) + +with open("result.txt", "a") as output_file: + result = f""" +\n\n +\t\tStatistics per gender: +\tMedian: +{median} +\tFirst Quartile: +{first_quartile} +\tThird Quartile: +{third_quartile} +\tMean: +{mean} +\tStd. deviation: +{std_dev} + """ + output_file.write(result) diff --git a/lab2/lab2.py b/lab2/lab2.py new file mode 100644 index 0000000..6fea6f9 --- /dev/null +++ b/lab2/lab2.py @@ -0,0 +1,40 @@ +""" +author: Wojciech Janota +laboratory: Lab 2, ex 2 +""" + +import pandas as pd +from scipy.stats import zscore + +input_data = pd.read_csv("zb_6.txt", sep=',') + +# replace all non-numeric values to NaN +input_data = input_data.map(lambda x: pd.to_numeric(x, errors='coerce')) + +# replace all NaN values with median +input_data.fillna(input_data.median(), inplace=True) + +# # Check for NaN values in prepared DataFrame +# nan_mask = input_data.isna().any(axis=1) +# rows_with_nan = input_data[nan_mask] +# print(rows_with_nan) + +# Find outliers using z-score (interquartile range) + +numeric_columns = input_data[['a_1', 'a_2', 'a_3']] + +z_scores = zscore(numeric_columns) + +# Threshold for finding outliers (over and under 3 std dev) +threshold = 3 + +# Matrix of detected outliers +outliers = (abs(z_scores > threshold).any(axis=1)) +# Filter out only the rows with outliers +outliers_rows = input_data[outliers] + +outliers_rows.to_csv("detected_outliers.csv", sep=',', index_label="index") + +# Remove detected outliers form the original data and write to new file +cleaned_data = input_data.drop(outliers_rows.index) +cleaned_data.to_csv("zb_6_cleaned_outliers.csv", sep=',', index_label="index") diff --git a/lab2/result.txt b/lab2/result.txt new file mode 100644 index 0000000..0b1659c --- /dev/null +++ b/lab2/result.txt @@ -0,0 +1,73 @@ + + General statistics: + Median: +Person 39.50 +Age 39.00 +Height 169.50 +pre.weight 72.00 +Diet 2.00 +weight6weeks 68.95 +Name: 50%, dtype: float64 + First Quartile: +Person 20.25 +Age 32.25 +Height 164.25 +pre.weight 66.00 +Diet 1.00 +weight6weeks 61.85 +Name: 25%, dtype: float64 + Third Quartile: +Person 58.750 +Age 46.750 +Height 174.750 +pre.weight 78.000 +Diet 3.000 +weight6weeks 73.825 +Name: 75%, dtype: float64 + Mean: +Person 39.500000 +Age 39.153846 +Height 170.820513 +pre.weight 72.525641 +Diet 2.038462 +weight6weeks 68.680769 +Name: mean, dtype: float64 + Std. deviation: +Person 22.660538 +Age 9.815277 +Height 11.276621 +pre.weight 8.723344 +Diet 0.812920 +weight6weeks 8.924504 +Name: std, dtype: float64 + + + + + Statistics per gender: + Median: + Person Age Height pre.weight Diet weight6weeks +gender +0 33.0 37.0 169.0 67.0 2.0 62.4 +1 47.0 39.0 175.0 79.0 2.0 73.9 + First Quartile: + Person Age Height pre.weight Diet weight6weeks +gender +0 12.0 31.0 163.0 63.0 1.0 60.0 +1 23.0 35.0 166.0 76.0 1.0 71.6 + Third Quartile: + Person Age Height pre.weight Diet weight6weeks +gender +0 55.0 48.0 171.0 72.0 3.0 68.1 +1 70.0 44.0 182.0 83.0 3.0 79.1 + Mean: + Person Age Height pre.weight Diet weight6weeks 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