Data Science: A Programming Approach Mahyar S Vaghefi University of Texas Arlington Assignment #2 Question #1: 1. Download the heart.csv dataset from the Blackboard and use read_csv( ) to read it. 2. Creat a new column named 'age_cat' in the DataFrame to present individuals' age with 4 categories. Here is the list of categories: 25-40 40-55 55-70 70+ 3. Creat a pie chart to show the percentage of individuals in each age category. Use the Explode feature of pie chart in matplotlib to separate the age category of 4055. 4. Creat a histogram with with 20 bins and white edgecolor to visualize the distribution of "chol" feature. Then use the annotation function to point to the bin with the highest value. 5. Use logistic regression to create a predictive model Use 70% of data for tarining and consider 30% of data for testing. (Use random_state=0) Use all features (13 features in the orignal dataset, you don't need to use age_cat) to creat your predictive model traget is your dependent variable. It shows whether the subject suffers form a heart disease or not. 6. Use similar structure as above to create a naive bayes predictive model. 7. Use in-sample data (train data) and out-of-sample data (test data) to check the accuracy of your naive bayes model: What is the general expectation? should we expect to get higher accuray on in-sample data or out-of-sample data What is the result in your case? 8. Find precision, recall and F1 scores for both logistic regression and naive bayes models using out-of-sample data (test data) and explain which one works better than the other? In [ ]: # Write your answer here (part1) In [ ]: # Write your answer here (part2) In [ ]: # Write your answer here (part3) In [ ]: # Write your answer here (part4) In [ ]: # Write your answer here (part5) In [ ]: # Write your answer here (part6) In [ ]: # Write your answer here (part7) In [ ]: # Write your answer here (part8) Question #2: 1. Download the Graduate_Admissions.csv dataset from the Blackboard and use read_csv( ) to read it. 2. Remove the Serial_No column from the dataset. 3. Create a scatter plot with SOP and CGPA features and color that using the Research feature 4. 5. 6. 7. 8. 9. Put appropriate title, axis labels and legend for your visualization. Use linear regression to creat a predictive model. Use 70% of data for tarining and consider 30% of data for testing. (Use random_state=0) Use all features (7 features) to create you predictive model. Chance _of_Admit is your dependent variable. Compute 𝑅2 for both in-sample(train data) and out-of-sample (test data) data. Which one is higher? What was your expectation? Compute MSE for both in-sample (train data) and out-of-sample (test data) data. Which one is higher? What was your expectation? Use PCA to reduce the number of features (7 independent features) into two components. Create a new linear regression predictive model using two PCA components. Use 70% of data for tarining and consider 30% of data for testing. (Use random_state=0) Use two PCA components as independent variables to create you predictive model. Chance _of_Admit is your dependent variable Compute MSE and 𝑅2 for the out-of-sample data using second predictive model. Data Source: Mohan S Acharya, Asfia Armaan, Aneeta S Antony : A Comparison of Regression Models for Prediction of Graduate Admissions, IEEE International Conference on Computational Intelligence in Data Science 2019 In [ ]: # Write your answer here (part1) In [ ]: # Write your answer here (part2) In [ ]: # Write your answer here (part3) In [ ]: # Write your answer here (part4) In [ ]: # Write your answer here (part5) In [ ]: # Write your answer here (part6) In [ ]: # Write your answer here (part7) In [ ]: # Write your answer here (part8) In [ ]: # Write your answer here (part9) Question #3: 1. Download the Employee_Retention.csv dataset from the Blackboard and use read_csv( ) to read it. 2. Convert Sales and Salary categorical features into dummy variables. If it is necassary, delete the original Sales and Salary columns after the generation dummy variables. 𝑋−𝜇 3. Use mean normalization ( 𝜎 ) to normalize values in number_project, average_montly_hours, and time_spend_company columns. 4. Use KNN to create three predictive models (1. with 2 neighbors, 2. with 5 neighbors, 3. with 7 neighbors) Use 70% of data for tarining and consider 30% of data for testing. (Use random_state=0) Use all the features (including dummy variables) to create you predictive model. left is your dependent variable. 5. Find the accuracy of your models using out-of-sample data (test data). Which model has the highest accuracy? 6. Use KNN with 3 neighbors to create a new predictive model. Use whole dataset for training. Use satisfaction_level and last_evaluation features as your independent variables. left is your dependent variable. 7. Visualize the decision boundary of your model. In [ ]: # Write your answer here (part1) In [ ]: # Write your answer here (part2) In [ ]: # Write your answer here (part3) In [ ]: # Write your answer here (part4) In [ ]: # Write your answer here (part5) In [ ]: # Write your answer here (part6) In [ ]: # Write your answer here (part7) Output: You need to provide answers in the designated cell for each question (don't delete the existing comments in the cells). You need to make sure that your final file contains both codes and results (don't clear the outputs). Save your file in the .ipynb format (as it is right now). Create a zip-folder and put your file in it. Upload the zip-folder into Blackboard (Assignment #2) All the assignments should be submitted by Tuesday March 5 at 7:00 PM. No late submission will be accepted I will not accept any submission by email or any other method, so make sure that you submit the file in a right place at the right time. satisfaction_level last_evaluation number_project average_montly_hours time_spend_company Work_accident promotion_last_5years sales salary 0.38 0.53 2 157 3 0 0 sales low 0.8 0.86 5 262 6 0 0 sales medium 0.11 0.88 7 272 4 0 0 sales medium 0.72 0.87 5 223 5 0 0 sales low 0.37 0.52 2 159 3 0 0 sales low 0.41 0.5 2 153 3 0 0 sales low 0.1 0.77 6 247 4 0 0 sales low 0.92 0.85 5 259 5 0 0 sales low 0.89 1 5 224 5 0 0 sales low 0.42 0.53 2 142 3 0 0 sales low 0.45 0.54 2 135 3 0 0 sales low 0.11 0.81 6 305 4 0 0 sales low 0.84 0.92 4 234 5 0 0 sales low 0.41 0.55 2 148 3 0 0 sales low 0.36 0.56 2 137 3 0 0 sales low 0.38 0.54 2 143 3 0 0 sales low 0.45 0.47 2 160 3 0 0 sales low 0.78 0.99 4 255 6 0 0 sales low 0.45 0.51 2 160 3 1 1 sales low 0.76 0.89 5 262 5 0 0 sales low 0.11 0.83 6 282 4 0 0 sales low 0.38 0.55 2 147 3 0 0 sales low 0.09 0.95 6 304 4 0 0 sales low 0.46 0.57 2 139 3 0 0 sales low 0.4 0.53 2 158 3 0 0 sales low 0.89 0.92 5 242 5 0 0 sales low 0.82 0.87 4 239 5 0 0 sales low 0.4 0.49 2 135 3 0 0 sales low 0.41 0.46 2 128 3 0 0 accounting low 0.38 0.5 2 132 3 0 0 accounting low 0.09 0.62 6 294 4 0 0 accounting low 0.45 0.57 2 134 3 0 0 hr low 0.4 0.51 2 145 3 0 0 hr low 0.45 0.55 2 140 3 0 0 hr low 0.84 0.87 4 246 6 0 0 hr low 0.1 0.94 6 255 4 0 0 technical low 0.38 0.46 2 137 3 0 0 technical low 0.45 0.5 2 126 3 0 0 technical low 0.11 0.89 6 306 4 0 0 technical low 0.41 0.54 2 152 3 0 0 technical low 0.87 0.88 5 269 5 0 0 technical low 0.45 0.48 2 158 3 0 0 technical low 0.4 0.46 2 127 3 0 0 technical low 0.1 0.8 7 281 4 0 0 technical low 0.09 0.89 6 276 4 0 0 technical low 0.84 0.74 3 182 4 0 0 technical low 0.4 0.57 0.4 0.43 0.13 0.44 0.38 0.39 0.1 0.37 0.11 0.1 0.38 0.85 0.85 0.11 0.1 0.36 0.11 0.81 0.43 0.9 0.76 0.43 0.74 0.09 0.45 0.09 0.11 0.11 0.1 0.4 0.43 0.39 0.45 0.38 0.79 0.84 0.11 0.11 0.17 0.44 0.37 0.1 0.4 0.89 0.42 0.55 0.7 0.54 0.47 0.78 0.55 0.55 0.54 0.92 0.46 0.94 0.81 0.54 1 0.91 0.93 0.95 0.56 0.94 0.7 0.54 0.98 0.86 0.5 0.99 0.77 0.49 0.87 0.97 0.79 0.83 0.54 0.56 0.56 0.54 0.49 0.59 0.85 0.77 0.87 0.84 0.45 0.57 0.79 0.5 1 0.48 2 3 2 2 6 2 2 2 7 2 7 6 2 4 5 7 6 2 6 6 2 4 5 2 2 5 2 7 6 7 6 2 2 2 2 2 4 4 6 6 5 2 2 6 2 5 2 147 273 148 147 152 135 134 132 307 140 255 309 128 225 226 308 244 132 286 161 153 264 223 135 277 275 149 295 277 306 295 137 157 142 140 151 139 249 291 305 232 132 130 291 130 246 143 3 6 3 3 2 3 3 3 4 3 4 4 3 5 5 4 5 3 4 4 3 6 5 3 3 4 3 4 4 4 4 3 3 3 3 3 3 6 4 4 3 3 3 4 3 5 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 support low support low support low support low support low support low support low support low support low support low support low technical low technical low technical low management medium IT medium IT medium IT medium IT medium IT medium product_mng medium product_mng medium product_mng medium product_mng medium IT medium product_mng medium product_mng high product_mng low product_mng medium product_mng medium product_mng medium marketing medium sales low accounting low support low technical low management low marketing low marketing low marketing low sales low sales low sales low sales low sales low sales low sales low 0.46 0.09 0.37 0.1 0.1 0.11 0.9 0.38 0.36 0.42 0.09 0.43 0.24 0.91 0.44 0.71 0.4 0.43 0.09 0.43 0.9 0.84 0.37 0.86 0.11 0.37 0.4 0.14 0.4 0.75 0.11 0.46 0.11 0.38 0.7 0.09 0.37 0.1 0.38 0.9 0.44 0.36 0.31 0.1 0.42 0.74 0.73 0.55 0.83 0.51 0.77 0.84 0.97 1 0.52 0.52 0.46 0.94 0.52 0.46 1 0.5 0.87 0.49 0.47 0.85 0.52 0.96 1 0.48 0.68 0.84 0.57 0.46 0.62 0.46 1 0.84 0.49 0.92 0.49 0.89 0.82 0.45 0.83 0.57 1 0.51 0.5 0.84 0.84 0.48 1 0.87 2 6 2 6 6 6 5 2 2 2 7 2 7 4 2 3 2 2 6 2 4 5 2 5 6 2 2 4 2 4 6 2 6 2 3 6 2 6 2 5 2 2 7 6 2 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low technical low technical low technical low management low IT low IT low 0.09 0.45 0.11 0.37 0.84 0.41 0.76 0.11 0.84 0.39 0.11 0.45 0.37 0.4 0.39 0.11 0.83 0.11 0.39 0.45 0.1 0.9 0.45 0.79 0.9 0.11 0.43 0.31 0.32 0.45 0.81 0.41 0.11 0.1 0.7 0.54 0.41 0.38 0.37 0.11 0.4 0.1 0.89 0.11 0.36 0.4 0.09 0.96 0.53 0.8 0.47 0.99 0.46 0.92 0.87 0.88 0.5 0.91 0.56 0.52 0.52 0.48 0.8 1 0.92 0.5 0.45 0.95 0.98 0.51 0.89 0.99 0.84 0.55 0.54 0.5 0.57 0.99 0.46 0.78 0.88 0.53 0.74 0.48 0.5 0.51 0.85 0.47 0.84 0.99 0.8 0.55 0.46 0.85 6 2 6 2 4 2 4 6 4 2 6 2 2 2 2 6 5 6 2 2 7 5 2 5 5 7 2 5 2 2 4 2 7 6 2 4 2 2 2 6 2 6 5 6 2 2 6 245 155 256 152 267 151 239 306 263 147 278 154 143 155 160 304 240 305 136 132 301 243 147 239 260 296 129 132 135 158 259 160 278 284 274 164 148 140 127 308 146 261 257 285 141 127 297 4 3 4 3 5 3 5 4 5 3 4 3 3 3 3 4 5 4 3 3 4 6 3 5 5 4 3 5 5 3 5 3 4 4 4 2 3 3 3 5 3 4 5 4 3 3 4 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 IT low IT low IT low product_mng low product_mng low product_mng low product_mng low IT low marketing low marketing low marketing low marketing low marketing low marketing low sales low accounting low support low technical low management low marketing low marketing low marketing low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales medium sales medium sales medium sales medium accounting medium accounting medium accounting medium hr medium hr medium hr medium 0.4 0.37 0.44 0.09 0.92 0.74 0.09 0.89 0.09 0.27 0.1 0.1 0.77 0.9 0.39 0.76 0.1 0.87 0.38 0.77 0.78 0.44 0.38 0.43 0.39 0.88 0.45 0.4 0.36 0.36 0.9 0.43 0.89 0.1 0.37 0.37 0.87 0.4 0.9 0.37 0.44 0.85 0.78 0.42 0.92 0.11 0.42 0.46 0.55 0.51 0.8 0.87 0.91 0.82 0.95 0.8 0.54 0.91 0.89 0.94 0.82 0.5 1 0.93 0.9 0.5 0.99 0.87 0.5 0.52 0.46 0.5 1 0.46 0.53 0.51 0.48 0.98 0.53 0.87 0.84 0.5 0.51 0.9 0.56 0.97 0.46 0.54 0.95 0.98 0.47 0.99 0.83 0.56 2 2 2 7 4 4 6 4 6 7 6 7 5 5 2 5 6 5 2 5 4 2 2 2 4 5 2 2 2 2 5 2 5 6 2 2 5 2 4 2 2 5 5 2 5 6 2 143 152 156 283 226 232 249 275 304 278 287 285 226 259 135 219 256 254 153 228 228 128 153 156 294 219 153 151 155 158 245 131 225 286 135 153 252 149 258 158 149 236 239 159 255 244 134 3 3 3 5 6 5 4 5 4 3 4 4 6 5 3 5 4 6 3 5 5 3 3 3 3 5 3 3 3 3 5 3 5 4 3 3 5 3 5 3 3 5 6 3 6 4 3 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 hr medium technical medium technical high technical low technical medium technical medium technical medium technical medium technical low technical low technical low technical low support low support low support low support low support low support low support low support low support low support low support low technical low 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233 268 4 5 3 3 3 4 4 3 3 3 5 3 3 3 5 4 5 6 3 5 5 3 4 3 5 4 3 5 3 4 3 5 4 3 3 6 3 4 5 4 4 6 4 6 4 4 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 technical low management low marketing low marketing low marketing low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales medium sales medium sales medium accounting medium accounting medium accounting medium hr medium hr medium hr medium hr medium technical medium technical medium technical high technical low technical medium technical medium technical medium technical medium technical low technical low technical low support low support low support low support low support low 0.27 0.83 0.1 0.38 0.4 0.11 0.11 0.82 0.36 0.4 0.87 0.41 0.11 0.1 0.38 0.39 0.4 0.45 0.74 0.45 0.12 0.1 0.37 0.89 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technical low technical low management low IT low IT low IT low IT medium IT medium product_mng medium product_mng medium product_mng medium product_mng medium IT medium RandD medium RandD medium RandD medium RandD medium RandD medium marketing high sales low accounting medium support medium technical medium management medium marketing low marketing low marketing low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low 0.1 0.44 0.38 0.11 0.09 0.45 0.1 0.45 0.77 0.44 0.39 0.1 0.09 0.37 0.9 0.41 0.37 0.1 0.81 0.11 0.11 0.4 0.09 0.48 0.91 0.43 0.33 0.41 0.41 0.37 0.31 0.09 0.1 0.76 0.41 0.72 0.4 0.91 0.1 0.4 0.82 0.1 0.37 0.36 0.39 0.36 0.86 0.85 0.48 0.57 0.85 0.98 0.52 0.81 0.47 0.87 0.51 0.5 0.91 0.89 0.47 1 0.56 0.52 0.86 1 0.8 0.84 0.46 0.8 0.93 0.91 0.57 0.88 0.57 0.55 0.54 0.62 0.91 0.87 0.9 0.54 0.96 0.5 0.87 0.83 0.56 0.86 0.82 0.45 0.51 0.48 0.57 0.84 6 2 2 7 6 2 6 2 5 2 2 6 7 2 5 2 2 6 4 6 7 2 6 3 4 2 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technical low technical low management low IT low IT low IT low IT low IT low product_mng medium product_mng medium product_mng medium 0.73 0.56 0.44 0.31 0.77 0.44 0.38 0.45 0.38 0.36 0.75 0.1 0.1 0.45 0.42 0.78 0.45 0.84 0.11 0.42 0.45 0.46 0.09 0.87 0.1 0.91 0.76 0.74 0.92 0.76 0.47 0.73 0.09 0.91 0.82 0.28 0.84 0.45 0.45 0.91 0.42 0.82 0.11 0.42 0.82 0.09 0.1 0.99 0.71 0.56 0.56 0.93 0.45 0.46 0.48 0.51 0.48 0.9 0.93 0.97 0.5 0.57 1 0.55 1 0.93 0.56 0.46 0.57 0.79 0.83 0.87 1 0.92 1 0.93 0.87 0.5 0.99 0.94 0.92 0.98 0.45 0.99 0.53 0.54 0.97 0.48 1 0.9 0.53 0.85 0.96 0.94 5 4 2 4 4 2 2 2 2 2 5 6 6 2 2 4 2 4 6 2 2 2 6 4 6 5 4 5 5 5 4 5 6 4 4 6 4 2 2 5 2 4 6 3 4 6 6 262 296 158 238 231 156 145 144 159 156 256 298 247 157 154 253 148 261 282 133 128 139 293 265 250 251 246 275 240 245 254 241 257 246 233 218 262 138 142 233 155 229 264 199 223 268 287 5 2 3 2 5 3 3 3 3 3 5 4 4 3 3 5 3 5 4 3 3 3 5 6 4 6 5 5 5 5 4 5 4 5 5 4 6 3 3 5 3 6 4 4 5 4 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 product_mng medium IT medium accounting medium accounting medium hr medium hr medium hr medium marketing medium sales medium accounting high support low technical medium management medium marketing medium marketing medium marketing low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low accounting low accounting medium accounting medium hr medium hr medium hr medium hr medium technical medium technical medium technical medium technical medium technical medium 0.86 0.4 0.45 0.42 0.74 0.55 0.37 0.41 0.89 0.41 0.44 0.87 0.1 0.41 0.11 0.43 0.77 0.41 0.41 0.36 0.77 0.81 0.39 0.09 0.44 0.1 0.36 0.81 0.81 0.85 0.1 0.37 0.09 0.44 0.86 0.77 0.41 0.4 0.43 0.43 0.8 0.8 0.82 0.37 0.37 0.09 0.9 1 0.46 0.46 0.51 0.92 0.6 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2 2 2 3 2 2 4 3 3 5 4 3 3 2 4 3 3 5 3 3 2 2 2 2 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 support low support low support low technical low technical low technical low management low IT low IT low IT low IT low IT low product_mng low product_mng medium product_mng medium product_mng medium IT medium RandD medium RandD medium RandD medium RandD medium RandD medium marketing medium sales medium accounting medium support high technical low management medium marketing medium marketing medium marketing medium sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low 0.63 0.54 1 0.97 0.9 0.75 0.92 0.8 0.57 0.81 0.64 0.71 0.35 0.88 0.13 0.82 0.17 0.21 0.89 0.2 0.99 0.26 0.22 0.79 0.73 0.83 0.42 0.18 0.92 0.87 0.72 0.64 1 0.83 0.98 0.7 0.9 0.55 0.78 0.89 0.17 0.14 0.85 0.84 0.7 0.16 0.51 0.57 0.96 0.49 0.66 0.92 0.7 0.84 0.94 0.81 0.94 0.6 0.54 0.58 0.81 0.59 0.73 0.92 0.82 0.47 0.72 0.81 0.85 0.53 0.84 0.79 0.54 0.54 0.8 0.91 0.52 0.65 0.58 0.66 0.65 0.58 0.87 0.79 0.99 0.84 0.53 0.59 0.64 0.57 0.79 0.69 0.98 0.69 4 4 3 4 3 3 4 4 3 3 3 4 3 5 5 4 4 4 4 6 5 6 4 3 4 3 3 2 4 3 4 5 4 4 4 3 4 4 3 5 3 5 4 4 3 5 3 177 248 185 149 152 129 208 136 142 225 143 215 229 193 160 195 189 207 108 224 180 152 244 176 145 149 122 110 222 237 224 115 180 162 136 260 150 248 233 272 197 164 216 266 102 284 145 3 3 2 2 3 3 2 2 2 4 3 3 6 5 5 5 2 5 3 4 3 4 2 3 2 3 4 5 2 3 3 5 3 3 3 2 2 3 3 3 5 5 2 3 4 5 2 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 sales low sales low sales low accounting low accounting low accounting medium hr medium hr medium hr medium hr medium technical medium technical medium technical medium technical medium technical medium technical medium technical medium technical high technical low technical medium technical medium support medium support medium support low support low support low support low support low support low support low support low support low technical low technical low technical low management low IT low IT low IT low IT low IT low product_mng low product_mng low product_mng low product_mng medium IT medium RandD medium 0.6 0.5 0.43 0.5 0.91 0.65 0.59 0.89 0.97 0.56 0.76 0.28 0.75 0.78 0.26 0.53 0.25 0.82 0.71 0.61 0.89 0.57 0.93 0.61 0.56 0.7 0.9 0.15 0.39 0.74 0.7 0.72 0.61 0.96 0.7 0.92 0.72 0.53 0.67 0.78 0.53 0.9 0.16 0.62 0.62 0.22 0.91 0.89 0.63 0.39 0.7 0.89 0.93 0.52 0.56 0.6 0.97 0.93 0.55 0.51 0.81 0.63 0.72 0.41 0.51 0.57 0.95 0.68 0.78 0.8 0.84 0.62 0.89 0.64 0.74 0.36 0.72 0.61 0.93 0.97 1 0.59 0.49 0.56 0.75 0.85 0.8 0.75 0.48 0.9 0.38 0.98 0.52 0.82 3 3 5 4 4 4 2 3 3 5 3 4 4 4 6 2 3 3 2 4 3 3 4 5 3 6 4 6 3 4 4 4 3 5 4 3 4 6 3 4 4 4 5 3 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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 technical medium technical high technical low support medium support medium support medium support medium support low support low support low support low support low support low support low technical low technical low technical low management low IT low IT low IT low IT low IT low product_mng low product_mng low product_mng low product_mng low IT low RandD medium RandD medium RandD medium RandD medium RandD medium marketing medium sales medium accounting medium support medium technical medium management medium marketing medium marketing high marketing low sales medium sales medium sales medium sales medium sales low 0.56 0.58 0.51 0.91 0.8 0.55 0.62 0.62 0.87 0.65 0.51 0.98 0.13 0.78 0.6 0.68 0.55 0.99 0.92 1 0.77 0.86 0.89 0.58 0.56 0.38 0.62 0.66 0.3 0.82 0.96 0.66 0.79 0.97 0.59 0.57 0.64 0.14 0.48 0.78 0.96 0.82 0.94 0.95 0.59 0.69 0.74 0.62 0.69 0.53 0.55 0.98 0.83 0.53 0.6 0.58 0.5 0.64 0.77 0.43 0.76 0.98 0.69 0.84 0.79 0.68 0.65 0.93 0.7 0.84 0.55 0.66 0.64 0.64 0.77 0.44 0.83 0.68 0.95 0.5 0.77 0.65 0.48 0.53 0.51 0.55 1 0.62 0.97 0.9 0.66 0.43 0.89 0.72 5 4 3 6 2 4 3 3 4 5 3 3 4 5 3 3 3 4 5 4 4 5 2 5 3 3 3 2 3 3 4 3 5 3 3 4 4 5 3 3 5 3 5 4 3 4 3 238 223 201 97 232 199 141 171 212 270 267 134 165 168 262 185 237 192 236 202 171 160 252 206 212 111 240 171 129 271 162 191 176 182 226 161 163 173 228 139 128 115 191 183 173 174 213 3 4 2 4 6 3 3 2 3 2 2 2 5 4 2 2 3 3 2 4 2 3 3 3 2 3 2 2 2 2 2 3 3 2 3 3 3 4 2 3 5 2 4 3 3 2 3 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low accounting low accounting low accounting low hr low hr low hr low hr medium technical medium technical medium technical medium technical medium technical medium technical medium technical medium technical medium technical medium technical medium technical medium support high support low support medium support medium support medium support medium support low support low support low support low support low technical low technical low technical low management low 0.67 0.83 0.81 0.54 0.89 0.79 0.46 0.99 0.75 0.93 0.65 0.19 0.48 0.95 0.92 0.84 0.37 0.22 0.64 0.72 0.48 0.12 0.78 0.71 0.38 0.57 0.72 0.6 0.61 0.67 0.97 0.22 0.15 0.6 0.15 0.5 0.9 0.84 0.74 0.72 0.93 0.54 0.87 0.19 0.33 0.94 0.77 0.67 0.52 0.85 0.73 0.83 0.74 0.58 0.93 0.9 0.82 0.6 0.63 0.61 0.64 0.77 0.54 0.63 0.74 0.54 0.88 0.69 0.55 0.98 0.74 0.69 0.85 0.51 0.57 0.55 0.64 0.97 0.6 0.53 0.6 0.8 0.81 0.67 0.51 0.78 0.51 0.63 0.69 0.65 0.98 0.4 0.93 0.49 4 3 3 2 3 5 4 4 5 4 5 4 2 5 4 4 4 3 3 2 4 5 5 3 3 4 3 2 5 4 5 3 4 3 5 3 3 6 5 3 3 3 4 5 4 4 4 192 167 263 100 164 172 171 236 186 175 227 142 121 234 185 160 153 199 166 247 245 242 158 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0.69 0.22 0.83 0.58 0.61 0.67 0.56 0.74 0.92 0.81 0.48 0.73 0.97 0.15 0.69 0.61 0.86 0.55 0.9 0.65 0.81 0.65 0.47 0.93 0.77 0.87 0.87 0.65 0.21 0.75 0.72 0.88 0.66 0.8 0.22 0.92 0.82 0.74 0.93 0.98 0.4 0.85 0.84 0.69 0.76 0.75 0.75 0.63 0.88 0.52 0.5 0.62 0.5 0.76 0.74 0.97 0.68 0.49 0.72 0.66 0.51 0.76 0.68 0.58 0.88 0.74 0.4 0.92 0.86 0.86 0.53 0.9 0.82 0.84 0.75 0.7 0.59 0.86 0.63 0.58 0.75 0.55 0.69 3 5 4 4 4 3 5 4 5 3 3 4 4 4 2 4 4 4 3 4 5 4 4 6 6 5 5 3 4 4 2 5 5 4 3 4 6 5 2 6 4 4 3 3 3 4 3 183 263 161 199 258 209 135 222 192 250 187 217 213 273 132 140 173 189 156 238 230 242 197 164 248 255 225 151 252 206 141 259 250 169 200 104 176 137 151 130 199 191 273 205 181 261 192 2 3 4 2 4 2 3 2 3 3 3 3 3 3 3 3 2 2 3 5 2 2 3 5 5 6 4 2 3 4 2 3 3 6 3 5 3 2 3 6 2 2 3 3 3 3 3 0 1 1 0 1 1 0 0 0 0 1 0 1 0 0 1 1 0 0 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 hr low hr low hr low 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0.83 0.84 0.88 0.9 0.96 0.5 0.78 0.89 0.54 0.5 0.68 0.5 0.5 4 4 4 3 4 3 3 5 4 2 4 3 3 4 5 4 3 4 4 3 3 4 4 3 4 5 3 5 4 3 4 4 2 4 3 4 4 3 4 5 3 4 3 4 2 3 3 271 158 231 156 201 187 132 147 223 194 234 149 162 238 149 170 250 167 166 205 250 142 217 139 139 152 224 180 216 133 271 148 99 196 196 228 165 235 167 255 184 239 153 187 285 274 156 3 3 2 3 4 4 4 3 3 2 2 3 3 2 3 5 2 2 5 2 3 3 6 3 3 3 2 3 2 3 3 3 4 2 2 3 2 2 2 5 3 3 2 5 2 3 3 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 support medium technical medium management medium marketing medium marketing medium marketing medium sales medium sales medium sales high sales low sales medium sales medium sales medium sales medium sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low sales low accounting low accounting low accounting low hr low hr low hr low hr low technical low technical low technical low technical medium technical medium technical medium technical medium technical medium technical medium technical medium technical medium support medium support medium support medium support medium 0.69 1 0.62 0.4 0.94 0.76 0.58 0.85 0.45 0.13 0.24 0.64 0.63 0.61 0.71 0.9 0.17 0.93 0.83 0.58 0.76 0.5 0.22 0.9 0.7 0.73 0.84 0.55 0.63 0.51 0.81 0.8 0.99 0.9 0.65 0.75 0.62 0.61 0.24 0.71 0.49 0.44 0.75 0.74 0.62 0.51 0.61 0.64 0.94 0.66 0.99 0.91 0.84 0.69 0.78 0.52 0.67 0.5 0.69 0.61 0.99 0.99 0.89 0.76 0.97 0.89 0.75 0.5 0.78 0.81 0.88 0.63 0.85 0.87 0.63 0.98 0.92 0.76 0.96 0.97 0.87 0.67 0.75 0.49 0.63 0.6 0.63 0.8 0.66 0.87 0.84 0.87 0.58 0.59 5 4 4 4 3 4 3 4 2 3 5 3 6 4 2 5 4 3 5 4 3 3 5 4 3 5 3 5 4 3 4 4 4 5 5 3 4 5 4 3 2 3 4 3 5 3 5 265 144 143 214 163 236 146 106 105 181 174 207 118 251 136 249 171 256 141 186 258 228 205 174 155 245 271 184 175 224 177 268 208 219 128 273 218 230 195 254 275 162 193 239 149 155 271 2 3 3 6 3 4 4 2 3 4 4 2 2 2 3 3 5 2 3 2 3 2 4 3 4 3 3 4 2 3 3 3 3 2 5 3 4 3 5 3 2 2 3 4 3 3 2 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 1 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 support high support low support medium support medium support medium support medium support low technical low technical low technical low management low IT low IT low IT low IT low IT low product_mng low product_mng low product_mng low product_mng low IT low RandD low RandD low RandD low RandD low RandD low marketing low marketing medium sales medium accounting medium support medium technical medium management medium marketing medium marketing medium marketing medium sales medium sales medium sales medium sales high sales low sales medium sales medium sales medium sales medium sales low sales low 0.56 0.79 0.68 0.9 0.83 0.94 0.21 0.58 0.52 0.18 0.94 0.69 0.65 0.46 0.72 0.3 0.51 0.43 0.56 0.63 0.61 0.53 0.87 0.68 0.78 0.49 0.96 0.83 0.48 0.63 0.87 0.21 0.79 0.8 0.78 0.67 0.67 0.26 0.89 0.7 0.51 0.53 0.76 0.86 0.63 0.58 0.58 0.49 0.76 0.75 0.84 0.93 0.82 0.65 0.87 0.38 0.67 0.91 0.5 0.83 0.62 0.62 0.37 0.51 0.75 0.94 0.91 0.55 0.73 0.75 0.7 0.84 0.95 0.81 0.74 0.67 0.86 0.38 0.9 0.58 0.96 0.82 0.65 0.71 0.67 0.83 0.53 0.48 0.88 0.51 0.93 0.96 0.86 0.83 5 3 6 2 5 3 5 3 6 5 5 3 4 2 4 6 4 3 3 4 5 4 3 4 3 4 3 3 5 4 4 4 5 3 4 5 3 2 5 4 5 3 4 5 5 5 4 163 160 274 199 241 187 223 268 169 285 254 208 218 187 256 278 204 108 226 246 260 248 132 185 269 156 212 221 273 271 183 271 165 257 143 156 190 242 267 152 136 157 281 208 152 271 163 3 3 5 3 3 3 3 2 3 5 3 4 3 3 3 3 2 2 2 3 3 2 3 4 2 2 3 2 3 3 5 6 3 5 3 2 3 6 4 3 4 3 3 2 3 3 3 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 sales low sales low sales low sales low sales low sales low sales low sales low accounting low accounting low accounting low hr low hr low hr low hr low technical low technical low technical low technical low technical medium technical medium technical medium technical medium technical medium technical medium technical medium support medium support medium support medium support medium support medium support high support low support medium support medium support medium support medium technical low technical low technical low management low IT low IT low IT low IT low IT low product_mng low 0.9 0.79 0.8 0.53 0.52 0.82 0.68 0.21 0.81 0.57 0.99 0.9 0.76 0.56 0.5 0.48 0.99 0.76 0.93 0.99 0.85 0.63 0.63 0.5 0.52 0.63 0.78 0.98 0.14 0.7 0.88 0.72 0.88 0.71 0.6 0.88 0.55 0.85 0.84 0.91 0.82 0.6 0.89 0.6 0.64 0.93 0.81 0.82 0.57 0.74 0.65 0.84 0.59 0.9 0.61 0.5 0.9 0.72 1 0.64 0.92 0.93 0.89 0.97 0.8 0.97 0.78 0.78 0.95 0.78 0.65 0.57 0.99 0.5 0.53 1 0.9 0.6 0.62 0.51 0.51 0.85 0.86 0.72 0.55 0.51 0.61 0.62 0.91 0.71 0.97 0.52 0.88 0.99 4 4 4 2 2 5 2 3 4 3 3 4 3 4 6 5 3 5 4 4 4 4 3 5 3 3 4 3 5 3 4 3 4 3 3 4 5 4 2 4 4 2 5 4 4 4 3 136 233 221 189 226 201 133 173 152 256 119 207 189 172 150 179 257 229 227 140 251 137 153 242 150 247 212 234 174 225 224 270 139 248 172 224 232 260 117 243 202 168 194 219 207 177 239 3 2 4 2 3 3 4 2 3 4 2 3 3 2 3 3 2 2 3 3 3 3 3 3 3 3 2 3 5 2 2 4 3 4 2 3 4 2 4 2 2 4 3 4 3 3 2 0 0 0 1 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 product_mng low product_mng low product_mng low IT low RandD low RandD low RandD low RandD low RandD low RandD low marketing low sales medium accounting medium support medium technical medium management medium marketing medium marketing medium marketing medium sales medium sales medium sales medium sales medium sales high sales low sales medium sales medium sales medium sales medium sales low sales low sales low sales low sales low sales low sales low sales low sales low accounting low accounting low accounting low hr low hr low hr low hr low technical low technical low 0.31 0.68 0.78 0.44 0.64 0.81 0.5 0.69 0.77 0.69 0.87 0.85 0.83 0.68 0.78 0.78 0.93 0.54 0.76 0.4 0.73 0.86 0.38 0.71 0.58 0.67 0.55 0.76 0.7 0.66 0.96 0.6 0.54 0.85 0.96 0.86 0.53 0.91 0.33 0.75 0.97 0.68 0.68 0.57 0.87 0.5 0.76 0.49 0.69 0.59 0.42 0.93 0.63 0.49 0.61 0.75 0.56 0.68 0.91 0.83 0.51 0.65 0.89 0.68 0.75 0.56 0.72 0.81 0.98 0.68 0.48 0.97 0.59 0.76 0.98 0.82 0.46 0.72 0.77 0.94 0.9 0.84 0.62 0.87 0.95 0.7 0.73 0.8 0.51 0.7 0.87 0.9 0.91 0.59 4 4 3 4 4 4 3 5 4 4 4 4 4 3 4 3 4 3 3 3 3 5 5 5 5 3 4 2 3 4 3 4 5 5 3 3 3 3 5 4 3 4 5 4 4 5 3 165 225 212 159 233 108 214 229 223 178 246 145 224 259 207 253 196 240 255 139 168 233 211 114 202 177 233 111 178 204 272 157 229 202 264 256 151 251 271 274 169 176 168 171 214 224 191 3 2 2 4 2 6 3 3 3 3 2 3 4 3 2 3 2 3 3 2 2 3 6 3 2 3 4 2 3 4 3 4 3 3 3 3 2 3 4 2 3 4 2 2 3 2 4 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 technical low technical low technical low technical medium technical medium technical medium technical medium technical medium technical medium support medium support medium support medium support medium support medium support medium support high support low support medium support medium support medium technical medium technical low technical low management low IT low IT low IT low IT low IT low product_mng low product_mng low product_mng low product_mng low IT low RandD low RandD low RandD low RandD low RandD low RandD low marketing low sales low accounting medium support medium technical medium management medium marketing medium 0.79 0.17 0.6 0.89 0.69 0.68 0.61 0.63 0.5 0.49 0.83 0.59 0.75 0.66 0.68 0.73 0.98 0.86 0.5 0.76 0.3 0.3 0.64 0.59 0.85 0.76 0.63 0.65 0.43 0.83 0.49 0.67 0.9 0.83 0.92 0.83 0.64 0.93 0.6 0.74 0.56 0.61 0.63 0.24 0.17 0.46 0.68 0.61 0.9 0.62 0.67 0.87 0.85 0.87 0.5 0.96 0.74 0.55 0.71 0.93 0.48 0.51 0.58 0.53 0.65 0.55 0.76 0.47 0.86 0.59 0.75 0.63 0.93 0.5 0.86 0.68 0.56 0.77 0.73 0.47 0.96 0.84 0.7 0.55 0.97 0.87 0.69 0.75 0.77 0.62 0.62 0.56 0.64 0.48 5 6 4 3 3 2 5 3 4 2 5 2 2 3 4 5 4 3 3 3 4 3 3 3 4 3 5 4 3 4 4 3 2 3 5 5 4 4 4 3 5 4 4 5 5 2 4 96 217 135 226 202 180 174 140 147 263 261 176 98 192 157 230 192 161 176 216 176 276 174 106 154 271 246 264 197 165 218 203 107 179 264 154 167 158 227 230 143 142 184 169 218 121 251 4 6 2 3 2 6 4 2 3 3 5 2 5 3 3 3 2 3 3 3 2 5 3 2 3 5 2 2 2 2 2 2 6 2 3 3 3 3 3 2 5 3 4 4 4 3 4 0 1 1 0 0 0 0 0 0 1 0 1 0 1 0 0 1 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 1 0 0 0 1 1 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 marketing medium marketing medium sales medium sales medium sales medium sales medium sales medium sales high sales low sales medium sales me...
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